Repository: langchain-ai/opengpts Branch: main Commit: 8e7fef72e1f7 Files: 132 Total size: 1.9 MB Directory structure: gitextract_57j5153_/ ├── .github/ │ ├── actions/ │ │ └── poetry_setup/ │ │ └── action.yml │ └── workflows/ │ ├── _lint.yml │ ├── build_deploy_image.yml │ └── ci.yml ├── .gitignore ├── API.md ├── CONTRIBUTING.md ├── Dockerfile ├── LICENSE ├── README.md ├── auth.md ├── backend/ │ ├── .gitignore │ ├── Dockerfile │ ├── Makefile │ ├── README.md │ ├── app/ │ │ ├── __init__.py │ │ ├── agent.py │ │ ├── agent_types/ │ │ │ ├── __init__.py │ │ │ ├── prompts.py │ │ │ ├── tools_agent.py │ │ │ └── xml_agent.py │ │ ├── api/ │ │ │ ├── __init__.py │ │ │ ├── assistants.py │ │ │ ├── runs.py │ │ │ └── threads.py │ │ ├── auth/ │ │ │ ├── __init__.py │ │ │ ├── handlers.py │ │ │ └── settings.py │ │ ├── chatbot.py │ │ ├── checkpoint.py │ │ ├── ingest.py │ │ ├── lifespan.py │ │ ├── llms.py │ │ ├── message_types.py │ │ ├── parsing.py │ │ ├── retrieval.py │ │ ├── schema.py │ │ ├── server.py │ │ ├── storage.py │ │ ├── stream.py │ │ ├── tools.py │ │ └── upload.py │ ├── log_config.json │ ├── migrations/ │ │ ├── 000001_create_extensions_and_first_tables.down.sql │ │ ├── 000001_create_extensions_and_first_tables.up.sql │ │ ├── 000002_checkpoints_update_schema.down.sql │ │ ├── 000002_checkpoints_update_schema.up.sql │ │ ├── 000003_create_user.down.sql │ │ ├── 000003_create_user.up.sql │ │ ├── 000004_add_metadata_to_thread.down.sql │ │ ├── 000004_add_metadata_to_thread.up.sql │ │ ├── 000005_advanced_checkpoints_schema.down.sql │ │ └── 000005_advanced_checkpoints_schema.up.sql │ ├── pyproject.toml │ └── tests/ │ ├── __init__.py │ └── unit_tests/ │ ├── __init__.py │ ├── agent_executor/ │ │ ├── __init__.py │ │ ├── test_parsing.py │ │ └── test_upload.py │ ├── app/ │ │ ├── __init__.py │ │ ├── helpers.py │ │ ├── test_app.py │ │ └── test_auth.py │ ├── conftest.py │ ├── fixtures/ │ │ ├── __init__.py │ │ ├── sample.docx │ │ ├── sample.epub │ │ ├── sample.html │ │ ├── sample.odt │ │ ├── sample.rtf │ │ └── sample.txt │ ├── test_imports.py │ └── utils.py ├── docker-compose-prod.yml ├── docker-compose.yml ├── frontend/ │ ├── .eslintrc.cjs │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── index.html │ ├── package.json │ ├── postcss.config.js │ ├── src/ │ │ ├── App.tsx │ │ ├── api/ │ │ │ ├── assistants.ts │ │ │ └── threads.ts │ │ ├── components/ │ │ │ ├── Chat.tsx │ │ │ ├── ChatList.tsx │ │ │ ├── Config.tsx │ │ │ ├── ConfigList.tsx │ │ │ ├── Document.tsx │ │ │ ├── FileUpload.tsx │ │ │ ├── JsonEditor.tsx │ │ │ ├── LangSmithActions.tsx │ │ │ ├── Layout.tsx │ │ │ ├── Message.tsx │ │ │ ├── MessageEditor.tsx │ │ │ ├── NewChat.tsx │ │ │ ├── NotFound.tsx │ │ │ ├── OrphanChat.tsx │ │ │ ├── String.tsx │ │ │ ├── StringEditor.tsx │ │ │ ├── Tool.tsx │ │ │ └── TypingBox.tsx │ │ ├── constants.ts │ │ ├── hooks/ │ │ │ ├── useChatList.ts │ │ │ ├── useChatMessages.ts │ │ │ ├── useConfigList.ts │ │ │ ├── useMessageEditing.ts │ │ │ ├── useSchemas.ts │ │ │ ├── useStatePersist.tsx │ │ │ ├── useStreamState.tsx │ │ │ ├── useThreadAndAssistant.ts │ │ │ └── useToolsSchemas.ts │ │ ├── index.css │ │ ├── main.tsx │ │ ├── types.ts │ │ ├── utils/ │ │ │ ├── cn.ts │ │ │ ├── defaults.ts │ │ │ ├── formTypes.ts │ │ │ ├── json-refs.d.ts │ │ │ ├── json-refs.js │ │ │ ├── simplifySchema.ts │ │ │ └── str.ts │ │ └── vite-env.d.ts │ ├── tailwind.config.js │ ├── tsconfig.json │ ├── tsconfig.node.json │ └── vite.config.ts └── tools/ └── redis_to_postgres/ ├── Dockerfile ├── README.md ├── docker-compose.yml └── migrate_data.py ================================================ FILE CONTENTS ================================================ ================================================ FILE: .github/actions/poetry_setup/action.yml ================================================ # An action for setting up poetry install with caching. # Using a custom action since the default action does not # take poetry install groups into account. # Action code from: # https://github.com/actions/setup-python/issues/505#issuecomment-1273013236 name: poetry-install-with-caching description: Poetry install with support for caching of dependency groups. inputs: python-version: description: Python version, supporting MAJOR.MINOR only required: true poetry-version: description: Poetry version required: true cache-key: description: Cache key to use for manual handling of caching required: true working-directory: description: Directory whose poetry.lock file should be cached required: true runs: using: composite steps: - uses: actions/setup-python@v4 name: Setup python ${{ inputs.python-version }} with: python-version: ${{ inputs.python-version }} - uses: actions/cache@v3 id: cache-bin-poetry name: Cache Poetry binary - Python ${{ inputs.python-version }} env: SEGMENT_DOWNLOAD_TIMEOUT_MIN: "1" with: path: | /opt/pipx/venvs/poetry # This step caches the poetry installation, so make sure it's keyed on the poetry version as well. key: bin-poetry-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-${{ inputs.poetry-version }} - name: Refresh shell hashtable and fixup softlinks if: steps.cache-bin-poetry.outputs.cache-hit == 'true' shell: bash env: POETRY_VERSION: ${{ inputs.poetry-version }} PYTHON_VERSION: ${{ inputs.python-version }} run: | set -eux # Refresh the shell hashtable, to ensure correct `which` output. hash -r # `actions/cache@v3` doesn't always seem able to correctly unpack softlinks. # Delete and recreate the softlinks pipx expects to have. rm /opt/pipx/venvs/poetry/bin/python cd /opt/pipx/venvs/poetry/bin ln -s "$(which "python$PYTHON_VERSION")" python chmod +x python cd /opt/pipx_bin/ ln -s /opt/pipx/venvs/poetry/bin/poetry poetry chmod +x poetry # Ensure everything got set up correctly. /opt/pipx/venvs/poetry/bin/python --version /opt/pipx_bin/poetry --version - name: Install poetry if: steps.cache-bin-poetry.outputs.cache-hit != 'true' shell: bash env: POETRY_VERSION: ${{ inputs.poetry-version }} PYTHON_VERSION: ${{ inputs.python-version }} run: pipx install "poetry==$POETRY_VERSION" --python "python$PYTHON_VERSION" --verbose - name: Restore pip and poetry cached dependencies uses: actions/cache@v3 env: SEGMENT_DOWNLOAD_TIMEOUT_MIN: "4" WORKDIR: ${{ inputs.working-directory == '' && '.' || inputs.working-directory }} with: path: | ~/.cache/pip ~/.cache/pypoetry/virtualenvs ~/.cache/pypoetry/cache ~/.cache/pypoetry/artifacts ${{ env.WORKDIR }}/.venv key: py-deps-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-poetry-${{ inputs.poetry-version }}-${{ inputs.cache-key }}-${{ hashFiles(format('{0}/**/poetry.lock', env.WORKDIR)) }} ================================================ FILE: .github/workflows/_lint.yml ================================================ name: lint on: workflow_call: inputs: working-directory: required: true type: string description: "From which folder this pipeline executes" env: POETRY_VERSION: "1.5.1" WORKDIR: ${{ inputs.working-directory == '' && '.' || inputs.working-directory }} jobs: build: runs-on: ubuntu-latest strategy: matrix: # Only lint on the min and max supported Python versions. # It's extremely unlikely that there's a lint issue on any version in between # that doesn't show up on the min or max versions. # # GitHub rate-limits how many jobs can be running at any one time. # Starting new jobs is also relatively slow, # so linting on fewer versions makes CI faster. python-version: - "3.9" - "3.11" steps: - uses: actions/checkout@v3 - name: Set up Python ${{ matrix.python-version }} + Poetry ${{ env.POETRY_VERSION }} uses: "./.github/actions/poetry_setup" with: python-version: ${{ matrix.python-version }} poetry-version: ${{ env.POETRY_VERSION }} working-directory: ${{ inputs.working-directory }} cache-key: lint-with-extras - name: Check Poetry File shell: bash working-directory: ${{ inputs.working-directory }} run: | poetry check - name: Check lock file shell: bash working-directory: ${{ inputs.working-directory }} run: | poetry lock --check - name: Install dependencies # Also installs dev/lint/test/typing dependencies, to ensure we have # type hints for as many of our libraries as possible. # This helps catch errors that require dependencies to be spotted, for example: # https://github.com/langchain-ai/langchain/pull/10249/files#diff-935185cd488d015f026dcd9e19616ff62863e8cde8c0bee70318d3ccbca98341 # # If you change this configuration, make sure to change the `cache-key` # in the `poetry_setup` action above to stop using the old cache. # It doesn't matter how you change it, any change will cause a cache-bust. working-directory: ${{ inputs.working-directory }} run: | poetry install --with dev,lint,test # Add typing dependencies once we roll out mypy # poetry install --with dev,lint,test,typing - name: Analysing the code with our lint working-directory: ${{ inputs.working-directory }} env: BLACK_CACHE_DIR: .black_cache run: | make lint ================================================ FILE: .github/workflows/build_deploy_image.yml ================================================ name: Build, Push, and Deploy Open GPTS on: push: branches: [main] workflow_dispatch: jobs: build-and-push: runs-on: ubuntu-latest steps: - name: Checkout uses: actions/checkout@v3 - name: Set up Short Hash run: | echo "GIT_SHORT_SHA=$(git rev-parse --short HEAD)" >> $GITHUB_ENV - name: Set up depot.dev multi-arch runner uses: depot/setup-action@v1 - name: Login to DockerHub uses: docker/login-action@v2 with: username: ${{ secrets.LANGCHAIN_DOCKERHUB_USERNAME }} password: ${{ secrets.LANGCHAIN_DOCKERHUB_PASSWORD }} - name: Set up Docker Buildx uses: docker/setup-buildx-action@v3 - name: Build and push uses: docker/build-push-action@v5 with: push: true platforms: linux/amd64,linux/arm64 tags: "docker.io/langchain/open-gpts:${{ env.GIT_SHORT_SHA }}, docker.io/langchain/open-gpts:latest" ================================================ FILE: .github/workflows/ci.yml ================================================ --- name: CI on: push: branches: [main] pull_request: # Trigger on all PRs, ensuring required actions to be run. workflow_dispatch: # Allows to trigger the workflow manually in GitHub UI # If another push to the same PR or branch happens while this workflow is still running, # cancel the earlier run in favor of the next run. # # There's no point in testing an outdated version of the code. GitHub only allows # a limited number of job runners to be active at the same time, so it's better to cancel # pointless jobs early so that more useful jobs can run sooner. concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true env: POETRY_VERSION: "1.5.1" WORKDIR: "./backend" jobs: lint: uses: ./.github/workflows/_lint.yml with: working-directory: "./backend" secrets: inherit test: timeout-minutes: 5 runs-on: ubuntu-latest defaults: run: working-directory: ${{ env.WORKDIR }} strategy: matrix: python-version: - "3.9" - "3.10" - "3.11" name: Python ${{ matrix.python-version }} tests services: # Label used to access the service container postgres: image: pgvector/pgvector:pg16 env: POSTGRES_USER: postgres POSTGRES_PASSWORD: postgres POSTGRES_DB: postgres # Set health checks to wait until postgres has started options: >- --health-cmd pg_isready --health-interval 10s --health-timeout 5s --health-retries 5 ports: - "5432:5432" steps: - uses: actions/checkout@v3 - name: Set up Python ${{ matrix.python-version }} + Poetry ${{ env.POETRY_VERSION }} uses: "./.github/actions/poetry_setup" with: python-version: ${{ matrix.python-version }} poetry-version: ${{ env.POETRY_VERSION }} working-directory: . cache-key: langserve-all - name: Install dependencies run: | poetry install --with test - name: Install golang-migrate run: | wget -O golang-migrate.deb https://github.com/golang-migrate/migrate/releases/download/v4.17.0/migrate.linux-amd64.deb sudo dpkg -i golang-migrate.deb && rm golang-migrate.deb - name: Run tests env: POSTGRES_HOST: localhost POSTGRES_PORT: 5432 POSTGRES_DB: postgres POSTGRES_USER: postgres POSTGRES_PASSWORD: postgres SCARF_NO_ANALYTICS: true run: make test frontend-lint-and-build: runs-on: ubuntu-latest needs: [lint, test] steps: - uses: actions/checkout@v3 - name: Setup Node.js (LTS) uses: actions/setup-node@v3 with: node-version: '20' cache: 'yarn' cache-dependency-path: frontend/yarn.lock - name: Install frontend dependencies run: yarn install working-directory: ./frontend - name: Run frontend lint run: yarn lint working-directory: ./frontend - name: Build frontend run: yarn build working-directory: ./frontend ================================================ FILE: .gitignore ================================================ *.env .env.gcp.yaml postgres-volume/ redis-volume/ backend/ui # Operating System generated files .DS_Store Thumbs.db ehthumbs.db Desktop.ini # Python artifacts __pycache__/ *.py[cod] .venv/ *.egg-info/ dist/ # Node.js / frontend artifacts node_modules/ /dist /dist-ssr .npm .npmrc .yarn-cache .yarn-integrity .yarn.lock package-lock.json .pnpm-lock.yaml # IDEs and editors .vscode/* !.vscode/extensions.json # Include recommended extensions for VS Code users .idea/ *.sublime-* *.sublime-workspace *.atom/ *.iml # Microsoft Visual Studio *.suo *.ntvs* *.njsproj *.sln # Swap and Temporary Files *.swp *.swo *~ *.bak *.tmp *.temp # Log files *.log* logs/ npm-debug.log* yarn-debug.log* yarn-error.log* pnpm-debug.log* ================================================ FILE: API.md ================================================ # API Getting Started This documentation covers how to get started with the API that backs OpenGPTs. This allows you to easily integrate it with a different frontend of your choice. For full API documentation, see [localhost:8100/docs](localhost:8100/docs) after deployment. If you want to see the API docs before deployment, check out the [hosted docs here](https://opengpts-example-vz4y4ooboq-uc.a.run.app/docs). In 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. When using JWT auth, you will need to include the JWT in the `Authorization` header as a Bearer token. ## Create an Assistant First, let's use the API to create an assistant. This should look something like: ```python import requests requests.post('http://127.0.0.1:8100/assistants', json={ "name": "bar", "config": {"configurable": {}}, "public": True }, cookies= {"opengpts_user_id": "foo"}).content ``` This is creating an assistant with name `"bar"`, with default configuration, that is public, and is associated with user `"foo"`. This should return something like: ```shell b'{"assistant_id":"9c7d7e6e-654b-4eaa-b160-f19f922fc63b","name":"string","config":{"configurable":{}},"updated_at":"2023-11-20T16:24:30.520340","public":true,"user_id":"foo"}' ``` The config parameters allows you to set the LLM used, the instructions of the assistant and also the tools used. ``` { "name": "bar", "config": { "configurable": { "type": "agent", "type==agent/agent_type": "GPT 3.5 Turbo", "type==agent/system_message": "You are a helpful assistant", "type==agent/tools": ["Wikipedia"] }, "public": True } ``` This 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. Available tools names can be found in the AvailableTools class in backend/packages/gizmo-agent/gizmo_agent/tools.py Available llms can be found in GizmoAgentType in backend/packages/gizmo-agent/gizmo_agent/agent_types/__init__.py Note: 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. ## Create a thread We can now create a thread. Notably different from OpenAI's assistant API, we require starting the thread with an assistant ID. ```python import requests requests.post('http://127.0.0.1:8100/threads', cookies= {"opengpts_user_id": "foo"}, json={ "name": "hi", "assistant_id": "9c7d7e6e-654b-4eaa-b160-f19f922fc63b" }).content ``` This is creating a thread, named `"hi"`, with the assistant ID that we just created, for the same user. This should return something like: ```shell b'{"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"}' ``` ## Add a message We can check the thread, and see that it is currently empty: ```python import requests requests.get( 'http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {"opengpts_user_id": "foo"} ).content ``` ```shell b'{"values":[]}' ``` For RAGBot: ```shell b'{"values":{"messages":[]}}' ``` Let's add a message to the thread! ```python import requests requests.post( 'http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {"opengpts_user_id": "foo"}, json={ "values": [{ "content": "hi! my name is bob", "type": "human", }] } ).content ``` For RAGBot: ``` { "values": { "messages": [{ "content": "hi! my name is bob", "type": "human", }] } } ``` If we now run the command to see the thread, we can see that there is now a message on that thread ```python import requests requests.get( 'http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {"opengpts_user_id": "foo"} ).content ``` ```shell b'{"values":[{"content":"hi! my name is bob","additional_kwargs":{},"type":"human","example":false}],"next":[]}' ``` For RAGBot: ```shell b'{"values":{"messages":[...]},"next":[]}' ``` ## Run the assistant on that thread We can now run the assistant on that thread. ```python import requests requests.post('http://127.0.0.1:8100/runs', cookies= {"opengpts_user_id": "foo"}, json={ "assistant_id": "9c7d7e6e-654b-4eaa-b160-f19f922fc63b", "thread_id": "231dc7f3-33ee-4040-98fe-27f6e2aa8b2b", "input": { "messages": [] } }).content ``` This 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). If we now check the thread, we can see (after a bit) that there is a message from the AI. ```python import requests requests.get('http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {"opengpts_user_id": "foo"}).content ``` ```shell b'{"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":[]}' ``` For RAGBot: ```shell b'{"values":{"messages":[...]},"next":[]}' ``` ## Run the assistant on the thread with new messages We can also run the assistant on a thread and add new messages at the same time. Continuing the example above, we can run: ```python import requests requests.post('http://127.0.0.1:8100/runs', cookies= {"opengpts_user_id": "foo"}, json={ "assistant_id": "9c7d7e6e-654b-4eaa-b160-f19f922fc63b", "thread_id": "231dc7f3-33ee-4040-98fe-27f6e2aa8b2b", "input": { "messages": [{ "content": "whats my name? respond in spanish", "type": "human", }] } }).content ``` Then, 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. ```python import requests requests.get('http://127.0.0.1:8100/threads/231dc7f3-33ee-4040-98fe-27f6e2aa8b2b/state', cookies= {"opengpts_user_id": "foo"}).content ``` ```shell b'{"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":[]}' ``` For RAGBot: ```shell b'{"values":{"messages":[...]},"next":[]}' ``` ## Stream One thing we can do is stream back responses. This works for both messages as well as tokens. Below is an example of streaming back tokens for a response. ```python import requests import json response = requests.post( 'http://127.0.0.1:8100/runs/stream', cookies= {"opengpts_user_id": "foo"}, json={ "assistant_id": "9c7d7e6e-654b-4eaa-b160-f19f922fc63b", "thread_id": "231dc7f3-33ee-4040-98fe-27f6e2aa8b2b", "input": { "messages": [{ "content": "have a good day!", "type": "human", }] } }) res = [] if response.status_code == 200: # Iterate over the response for line in response.iter_lines(): if line: # filter out keep-alive new lines string_line = line.decode("utf-8") # Only look at where data i returned if string_line.startswith('data'): json_string = string_line[len('data: '):] # Get the json response - contains a list of all messages json_value = json.loads(json_string) if "messages" in json_value: # Get the content from the last message # If you want to display multiple messages (eg if agent takes intermediate steps) you will need to change this logic print(json_value['messages'][-1]['content']) else: print(f"Failed to retrieve data: {response.status_code}") ``` This streams the following: ```shell You You too You too! You too! If You too! If you You too! If you have You too! If you have any You too! If you have any other You too! If you have any other questions You too! If you have any other questions, You too! If you have any other questions, feel You too! If you have any other questions, feel free You too! If you have any other questions, feel free to You too! If you have any other questions, feel free to ask You too! If you have any other questions, feel free to ask. You too! If you have any other questions, feel free to ask. You too! If you have any other questions, feel free to ask. ``` ================================================ FILE: CONTRIBUTING.md ================================================ # Contributing ## Contributor License Agreement We 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. Before 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. ================================================ FILE: Dockerfile ================================================ FROM node:20 AS builder WORKDIR /frontend COPY ./frontend/package.json ./frontend/yarn.lock ./ RUN yarn --network-timeout 600000 --frozen-lockfile COPY ./frontend ./ RUN rm -rf .env RUN yarn build # Backend Dockerfile FROM python:3.11 ARG TARGETOS ARG TARGETARCH ARG TARGETVARIANT # Install system dependencies RUN apt-get update && rm -rf /var/lib/apt/lists/* RUN wget -O golang-migrate.deb https://github.com/golang-migrate/migrate/releases/download/v4.17.0/migrate.${TARGETOS}-${TARGETARCH}${TARGETVARIANT}.deb \ && dpkg -i golang-migrate.deb \ && rm golang-migrate.deb # Install Poetry RUN pip install poetry # Set the working directory WORKDIR /backend # Copy only dependencies COPY ./backend/pyproject.toml ./backend/poetry.lock* ./ # Install dependencies # --only main: Skip installing packages listed in the [tool.poetry.dev-dependencies] section RUN poetry config virtualenvs.create false \ && poetry install --no-interaction --no-ansi --only main # Copy the rest of backend COPY ./backend . # Copy the frontend build COPY --from=builder /frontend/dist ./ui ENTRYPOINT [ "uvicorn", "app.server:app", "--host", "0.0.0.0", "--log-config", "log_config.json" ] ================================================ FILE: LICENSE ================================================ MIT License Copyright (c) LangChain, Inc. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ================================================ FILE: README.md ================================================ # OpenGPTs This is an open source effort to create a similar experience to OpenAI's GPTs and Assistants API. It is powered by [LangGraph](https://github.com/langchain-ai/langgraph) - a framework for creating agent runtimes. It also builds upon [LangChain](https://github.com/langchain-ai/langchain), [LangServe](https://github.com/langchain-ai/langserve) and [LangSmith](https://smith.langchain.com/). OpenGPTs gives you more control, allowing you to configure: - The LLM you use (choose between the 60+ that LangChain offers) - The prompts you use (use LangSmith to debug those) - The tools you give it (choose from LangChain's 100+ tools, or easily write your own) - The vector database you use (choose from LangChain's 60+ vector database integrations) - The retrieval algorithm you use - The chat history database you use Most importantly, it gives you full control over the **cognitive architecture** of your application. Currently, there are three different architectures implemented: - Assistant - RAG - Chatbot See below for more details on those. Because this is open source, if you do not like those architectures or want to modify them, you can easily do that!

Configure Chat

**Key Links** - [GPTs: a simple hosted version](https://opengpts-example-vz4y4ooboq-uc.a.run.app/) - [Assistants API: a getting started guide](API.md) - [Auth: a guide for production](auth.md) ## Quickstart with Docker This project supports a Docker-based setup, streamlining installation and execution. It automatically builds images for the frontend and backend and sets up Postgres using docker-compose. 1. **Prerequisites:** Ensure you have Docker and docker-compose installed on your system. 2. **Clone the Repository:** Obtain the project files by cloning the repository. ``` git clone https://github.com/langchain-ai/opengpts.git cd opengpts ``` 3. **Set Up Environment Variables:** Create a `.env` file in the root directory of the project by copying `.env.example` as a template, and add the following environment variables: ```shell # At least one language model API key is required OPENAI_API_KEY=sk-... # LANGCHAIN_TRACING_V2=true # LANGCHAIN_API_KEY=... # Setup for Postgres. Docker compose will use these values to set up the database. POSTGRES_PORT=5432 POSTGRES_DB=opengpts POSTGRES_USER=postgres POSTGRES_PASSWORD=... ``` Replace `sk-...` with your OpenAI API key and `...` with your LangChain API key. 4. **Run with Docker Compose:** In the root directory of the project, execute: ``` docker compose up ``` This command builds the Docker images for the frontend and backend from their respective Dockerfiles and starts all necessary services, including Postgres. 5. **Access the Application:** With the services running, access the frontend at [http://localhost:5173](http://localhost:5173), substituting `5173` with the designated port number. 6. **Rebuilding After Changes:** If you make changes to either the frontend or backend, rebuild the Docker images to reflect these changes. Run: ``` docker compose up --build ``` This command rebuilds the images with your latest changes and restarts the services. ## Quickstart without Docker **Prerequisites** The following instructions assume you have Python 3.11+ installed on your system. We strongly recommend using a virtual environment to manage dependencies. For example, if you are using `pyenv`, you can create a new virtual environment with: ```shell pyenv install 3.11 pyenv virtualenv 3.11 opengpts pyenv activate opengpts ``` Once your Python environment is set up, you can install the project dependencies: The backend service uses [poetry](https://python-poetry.org/docs/#installation) to manage dependencies. ```shell pip install poetry pip install langchain-community ``` **Install Postgres and the Postgres Vector Extension** ``` brew install postgresql pgvector brew services start postgresql ``` **Configure persistence layer** The backend uses Postgres for saving agent configurations and chat message history. In order to use this, you need to set the following environment variables: ```shell export POSTGRES_HOST=localhost export POSTGRES_PORT=5432 export POSTGRES_DB=opengpts export POSTGRES_USER=postgres export POSTGRES_PASSWORD=... ``` **Create the database** ```shell createdb opengpts ``` **Connect to the database and create the `postgres` role** ```shell psql -d opengpts ``` ```sql CREATE ROLE postgres WITH LOGIN SUPERUSER CREATEDB CREATEROLE; ``` **Install Golang Migrate** Database migrations are managed with [golang-migrate](https://github.com/golang-migrate/migrate). On MacOS, you can install it with `brew install golang-migrate`. Instructions for other OSs or the Golang toolchain, can be found [here](https://github.com/golang-migrate/migrate/blob/master/cmd/migrate/README.md#installation). Once `golang-migrate` is installed, you can run all the migrations with: ```shell make migrate ``` This will enable the backend to use Postgres as a vector database and create the initial tables. **Install backend dependencies** ```shell cd backend poetry install ``` **Alternate vector databases** The instructions above use Postgres as a vector database, although you can easily switch this out to use any of the 50+ vector databases in LangChain. **Set up language models** By default, this uses OpenAI, but there are also options for Azure OpenAI and Anthropic. If you are using those, you may need to set different environment variables. ```shell export OPENAI_API_KEY="sk-..." ``` Other language models can be used, and in order to use them you will need to set more environment variables. See the section below on `LLMs` for how to configure Azure OpenAI, Anthropic, and Amazon Bedrock. **Set up tools** By default this uses a lot of tools. Some of these require additional environment variables. You do not need to use any of these tools, and the environment variables are not required to spin up the app (they are only required if that tool is called). For a full list of environment variables to enable, see the `Tools` section below. **Set up monitoring** Set up [LangSmith](https://smith.langchain.com/). This is optional, but it will help with debugging, logging, monitoring. Sign up at the link above and then set the relevant environment variables ```shell export LANGCHAIN_TRACING_V2="true" export LANGCHAIN_API_KEY=... ``` Start the backend server ```shell make start ``` ### Start the frontend ```shell cd frontend npm install npm run dev ``` Navigate to [http://localhost:5173/](http://localhost:5173/) and enjoy! ## Migrating data from Redis to Postgres Refer to this [guide](tools/redis_to_postgres/README.md) for migrating data from Redis to Postgres. ## Breaking Changes ### Migration 5 - Checkpoint Management Update Version 5 of the database migrations introduces a significant change to how thread checkpoints are managed: - Transitions from a pickle-based checkpointing system to a new multi-table checkpoint management system (breaking change) - Aligns with LangGraph's new checkpoint architecture for better state management and persistence - **Important**: Historical threads/checkpoints (created before this migration) will not be accessible in the UI - Previous checkpoint data is preserved in the `old_checkpoints` table but cannot be accessed by the new system - This architectural change improves how thread state is stored and managed, enabling more reliable state persistence in LangGraph-based agents. ## Features As much as possible, we are striving for feature parity with OpenAI. - [x] Sandbox - Provides an environment to import, test, and modify existing chatbots. - The chatbots used are all in code, so are easily editable - [x] Custom Actions - Define additional functionality for your chatbot using OpenAPI specifications - Supported by adding tools - [x] Knowledge Files - attach additional files that your chatbot can reference - Upload files from the UI or API, used by Retrieval tool - [x] Tools - Provides basic tools for web browsing, image creation, etc. - Basic DuckDuckGo and PythonREPL tools enabled by default - Image creation coming soon - [x] Analytics - View and analyze chatbot usage data - Use LangSmith for this - [x] Drafts - Save and share drafts of chatbots you're creating - Supports saving of configurations - [x] Publishing - publicly distribute your completed chatbot - Can do by deploying via LangServe - [x] Sharing - Set up and manage chatbot sharing - Can do by deploying via LangServe - [ ] Marketplace - Search and deploy chatbots created by other users - Coming soon ## Repo Structure - `frontend`: Code for the frontend - `backend`: Code for the backend - `app`: LangServe code (for exposing APIs) - `packages`: Core logic - `agent-executor`: Runtime for the agent - `gizmo-agent`: Configuration for the agent ## Customization The big appeal of OpenGPTs as compared to using OpenAI directly is that it is more customizable. Specifically, you can choose which language models to use as well as more easily add custom tools. You can also use the underlying APIs directly and build a custom UI yourself should you choose. ### Cognitive Architecture This refers to the logic of how the GPT works. There are currently three different architectures supported, but because they are all written in LangGraph, it is very easy to modify them or add your own. The three different architectures supported are assistants, RAG, and chatbots. **Assistants** Assistants can be equipped with arbitrary amount of tools and use an LLM to decide when to use them. This makes them the most flexible choice, but they work well with fewer models and can be less reliable. When creating an assistant, you specify a few things. First, you choose the language model to use. Only a few language models can be used reliably well: GPT-3.5, GPT-4, Claude, and Gemini. Second, you choose the tools to use. These can be predefined tools OR a retriever constructed from uploaded files. You can choose however many you want. The cognitive architecture can then be thought of as a loop. First, the LLM is called to determine what (if any) actions to take. If it decides to take actions, then those actions are executed and it loops back. If no actions are decided to take, then the response of the LLM is the final response, and it finishes the loop. ![](_static/agent.png) This can be a really powerful and flexible architecture. This is probably closest to how us humans operate. However, these also can be not super reliable, and generally only work with the more performant models (and even then they can mess up). Therefore, we introduced a few simpler architecures. Assistants 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. **RAGBot** One of the big use cases of the GPT store is uploading files and giving the bot knowledge of those files. What would it mean to make an architecture more focused on that use case? We added RAGBot - a retrieval-focused GPT with a straightforward architecture. First, a set of documents are retrieved. Then, those documents are passed in the system message to a separate call to the language model so it can respond. Compared to assistants, it is more structured (but less powerful). It ALWAYS looks up something - which is good if you know you want to look things up, but potentially wasteful if the user is just trying to have a normal conversation. Also importantly, this only looks up things once - so if it doesn't find the right results then it will yield a bad result (compared to an assistant, which could decide to look things up again). ![](_static/rag.png) Despite this being a more simple architecture, it is good for a few reasons. First, because it is simpler it can work pretty well with a wider variety of models (including lots of open source models). Second, if you have a use case where you don't NEED the flexibility of an assistant (eg you know users will be looking up information every time) then it can be more focused. And third, compared to the final architecture below it can use external knowledge. RAGBot 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. **ChatBot** The final architecture is dead simple - just a call to a language model, parameterized by a system message. This allows the GPT to take on different personas and characters. This is clearly far less powerful than Assistants or RAGBots (which have access to external sources of data/computation) - but it's still valuable! A lot of popular GPTs are just system messages at the end of the day, and CharacterAI is crushing it despite largely just being system messages as well. ![](_static/chatbot.png) ChatBot 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. ### LLMs You can choose between different LLMs to use. This takes advantage of LangChain's many integrations. It is important to note that depending on which LLM you use, you may need to change how you are prompting it. We have exposed four agent types by default: - "GPT 3.5 Turbo" - "GPT 4" - "Azure OpenAI" - "Claude 2" We will work to add more when we have confidence they can work well. If you want to add your own LLM or agent configuration, or want to edit the existing ones, you can find them in `backend/app/agent_types` #### Claude 2 If using Claude 2, you will need to set the following environment variable: ```shell export ANTHROPIC_API_KEY=sk-... ``` #### Azure OpenAI If using Azure OpenAI, you will need to set the following environment variables: ```shell export AZURE_OPENAI_API_BASE=... export AZURE_OPENAI_API_VERSION=... export AZURE_OPENAI_API_KEY=... export AZURE_OPENAI_DEPLOYMENT_NAME=... ``` #### Amazon Bedrock If using Amazon Bedrock, you either have valid credentials in `~/.aws/credentials` or set the following environment variables: ```shell export AWS_ACCESS_KEY_ID=... export AWS_SECRET_ACCESS_KEY=... ``` ### Tools One of the big benefits of having this be open source is that you can more easily add tools (directly in Python). In practice, most teams we see define their own tools. This is easy to do within LangChain. See [this guide](https://python.langchain.com/docs/modules/agents/tools/custom_tools) for details on how to best do this. If you want to use some preconfigured tools, these include: **_Sema4.ai Action Server_** Run AI Python based actions with [Sema4.ai Action Server](https://github.com/Sema4AI/actions). Does not require a service API key, but it requires the credentials for a running Action Server instance to be defined. These you set while creating an assistant. **_Connery Actions_** Connect OpenGPTs to the real world with [Connery](https://github.com/connery-io/connery). Requires setting an environment variable, which you get during the [Connery Runner setup](https://docs.connery.io/docs/runner/quick-start/): ```shell CONNERY_RUNNER_URL=https://your-personal-connery-runner-url CONNERY_RUNNER_API_KEY=... ``` **DuckDuckGo Search** Search the web with [DuckDuckGo](https://pypi.org/project/duckduckgo-search/). Does not require any API keys. **Tavily Search** Uses the [Tavily](https://app.tavily.com/) search engine. Requires setting an environment variable: ```shell export TAVILY_API_KEY=tvly-... ``` Sign up for an API key [here](https://app.tavily.com/). **Tavily Search (Answer Only)** Uses the [Tavily](https://app.tavily.com/) search engine. This returns only the answer, no supporting evidence. Good when you need a short response (small context windows). Requires setting an environment variable: ```shell export TAVILY_API_KEY=tvly-... ``` Sign up for an API key [here](https://app.tavily.com/). **You.com Search** Uses [You.com](https://you.com/) search, optimized responses for LLMs. Requires setting an environment variable: ```shell export YDC_API_KEY=... ``` Sign up for an API key [here](https://you.com/) **SEC Filings (Kay.ai)** Searches through SEC filings using [Kay.ai](https://www.kay.ai/). Requires setting an environment variable: ```shell export KAY_API_KEY=... ``` Sign up for an API key [here](https://www.kay.ai/) **Press Releases (Kay.ai)** Searches through press releases using [Kay.ai](https://www.kay.ai/). Requires setting an environment variable: ```shell export KAY_API_KEY=... ``` Sign up for an API key [here](https://www.kay.ai/) **Arxiv** Searches [Arxiv](https://arxiv.org/). Does not require any API keys. **PubMed** Searches [PubMed](https://pubmed.ncbi.nlm.nih.gov/). Does not require any API keys. **Wikipedia** Searches [Wikipedia](https://pypi.org/project/wikipedia/). Does not require any API keys. ## Deployment ### Deploy via Cloud Run **1. Build the frontend** ```shell cd frontend yarn yarn build ``` **2. Deploy to Google Cloud Run** You can deploy to GCP Cloud Run using the following command: First create a `.env.gcp.yaml` file with the contents from `.env.gcp.yaml.example` and fill in the values. Then run: ```shell gcloud run deploy opengpts --source . --port 8000 --env-vars-file .env.gcp.yaml --allow-unauthenticated \ --region us-central1 --min-instances 1 ``` ### Deploy in Kubernetes We have a Helm chart for deploying the backend to Kubernetes. You can find more information here: [README.md](https://github.com/langchain-ai/helm/blob/main/charts/open-gpts/README.md) ================================================ FILE: auth.md ================================================ # Auth By default, we're using cookies as a mock auth method. It's for trying out OpenGPTs. For production, we recommend using JWT auth, outlined below. ## JWT Auth: Options There are two ways to use JWT: Local and OIDC. The main difference is in how the key used to decode the JWT is obtained. For the Local method, you'll provide the decode key as a Base64-encoded string in an environment variable. For the OIDC method, the key is obtained from the OIDC provider automatically. ### JWT OIDC If you're looking to integrate with an identity provider, OIDC is the way to go. It will figure out the decode key for you, so you don't have to worry about it. Just set `AUTH_TYPE=jwt_oidc` along with the issuer and audience. Audience can be one or many - just separate them with commas. ```bash export AUTH_TYPE=jwt_oidc export JWT_ISS= export JWT_AUD= # or ,,... ``` ### JWT Local To use JWT Local, set `AUTH_TYPE=jwt_local`. Then, set the issuer, audience, algorithm used to sign the JWT, and the decode key in Base64 format. ```bash export AUTH_TYPE=jwt_local export JWT_ISS= export JWT_AUD= export JWT_ALG= # e.g. ES256 export JWT_DECODE_KEY_B64= ``` Base64 is used for the decode key because handling multiline strings in environment variables is error-prone. Base64 makes it a one-liner, easy to paste in and use. ## Making Requests To make authenticated requests, include the JWT in the `Authorization` header as a Bearer token: ``` Authorization: Bearer ``` ================================================ FILE: backend/.gitignore ================================================ .envrc ui ================================================ FILE: backend/Dockerfile ================================================ # Backend Dockerfile FROM python:3.11 ARG TARGETOS ARG TARGETARCH ARG TARGETVARIANT # Install system dependencies RUN apt-get update && rm -rf /var/lib/apt/lists/* RUN wget -O golang-migrate.deb https://github.com/golang-migrate/migrate/releases/download/v4.17.0/migrate.${TARGETOS}-${TARGETARCH}${TARGETVARIANT}.deb \ && dpkg -i golang-migrate.deb \ && rm golang-migrate.deb # Install Poetry RUN pip install poetry # Set the working directory WORKDIR /backend # Copy only dependencies COPY pyproject.toml poetry.lock* ./ # Install all dependencies RUN poetry config virtualenvs.create false \ && poetry install --no-interaction --no-ansi # Copy the rest of application code COPY . . HEALTHCHECK --interval=30s --timeout=5s --start-period=10s --start-interval=1s --retries=3 CMD [ "curl", "-f", "http://localhost:8000/health" ] ENTRYPOINT [ "uvicorn", "app.server:app", "--host", "0.0.0.0", "--log-config", "log_config.json" ] ================================================ FILE: backend/Makefile ================================================ .PHONY: all lint format test help # Default target executed when no arguments are given to make. all: help build_ui: cd ../frontend && yarn build && cp -r dist/* ../backend/ui ###################### # TESTING AND COVERAGE ###################### # Define a variable for the test file path. TEST_FILE ?= tests/unit_tests/ start: poetry run uvicorn app.server:app --reload --port 8100 --log-config log_config.json migrate: migrate -database postgres://$(POSTGRES_USER):$(POSTGRES_PASSWORD)@$(POSTGRES_HOST):$(POSTGRES_PORT)/$(POSTGRES_DB)?sslmode=disable -path ./migrations up test: # We need to update handling of env variables for tests YDC_API_KEY=placeholder OPENAI_API_KEY=placeholder poetry run pytest $(TEST_FILE) test_watch: # We need to update handling of env variables for tests YDC_API_KEY=placeholder OPENAI_API_KEY=placeholder poetry run ptw . -- $(TEST_FILE) ###################### # LINTING AND FORMATTING ###################### # Define a variable for Python and notebook files. PYTHON_FILES=. lint format: PYTHON_FILES=. lint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=. --name-only --diff-filter=d master | grep -E '\.py$$|\.ipynb$$') lint lint_diff: poetry run ruff . poetry run ruff format $(PYTHON_FILES) --check format format_diff: poetry run ruff format $(PYTHON_FILES) poetry run ruff --select I --fix $(PYTHON_FILES) spell_check: poetry run codespell --toml pyproject.toml spell_fix: poetry run codespell --toml pyproject.toml -w ###################### # HELP ###################### help: @echo '====================' @echo '-- LINTING --' @echo 'format - run code formatters' @echo 'lint - run linters' @echo 'spell_check - run codespell on the project' @echo 'spell_fix - run codespell on the project and fix the errors' @echo '-- TESTS --' @echo 'coverage - run unit tests and generate coverage report' @echo 'test - run unit tests' @echo 'test TEST_FILE= - run all tests in file' @echo '-- DOCUMENTATION tasks are from the top-level Makefile --' ================================================ FILE: backend/README.md ================================================ # backend ## Database Migrations ### Migration 5 - Checkpoint Management Update This migration introduces a significant change to thread checkpoint management: #### Changes - Transitions from single-table pickle storage to a robust multi-table checkpoint management system - Implements LangGraph's latest checkpoint architecture for improved state persistence - Preserves existing checkpoint data by renaming `checkpoints` table to `old_checkpoints` - Introduces three new tables for better checkpoint management: - `checkpoints`: Core checkpoint metadata - `checkpoint_blobs`: Actual checkpoint data storage (compatible with LangGraph state serialization) - `checkpoint_writes`: Tracks checkpoint write operations - Adds runtime initialization via `ensure_setup()` in the lifespan event #### Impact - **Breaking Change**: Historical threads/checkpoints (pre-migration) will not be accessible in the UI - Previous checkpoint data remains preserved but inaccessible in the new system - Designed to work seamlessly with LangGraph's state persistence requirements #### Migration Details - **Up Migration**: Safely preserves existing data by renaming the table - **Down Migration**: Restores original table structure if needed - New checkpoint management tables are automatically created at application startup ================================================ FILE: backend/app/__init__.py ================================================ ================================================ FILE: backend/app/agent.py ================================================ from enum import Enum from typing import Any, Dict, Mapping, Optional, Sequence, Union from langchain_core.messages import AnyMessage from langchain_core.runnables import ( ConfigurableField, RunnableBinding, ) from langgraph.graph.message import Messages from langgraph.pregel import Pregel from app.agent_types.tools_agent import get_tools_agent_executor from app.agent_types.xml_agent import get_xml_agent_executor from app.chatbot import get_chatbot_executor from app.checkpoint import AsyncPostgresCheckpoint from app.llms import ( get_anthropic_llm, get_google_llm, get_mixtral_fireworks, get_ollama_llm, get_openai_llm, ) from app.retrieval import get_retrieval_executor from app.tools import ( RETRIEVAL_DESCRIPTION, TOOLS, ActionServer, Arxiv, AvailableTools, Connery, DallE, DDGSearch, PressReleases, PubMed, Retrieval, SecFilings, Tavily, TavilyAnswer, Wikipedia, YouSearch, get_retrieval_tool, get_retriever, ) Tool = Union[ ActionServer, Connery, DDGSearch, Arxiv, YouSearch, SecFilings, PressReleases, PubMed, Wikipedia, Tavily, TavilyAnswer, Retrieval, DallE, ] class AgentType(str, Enum): GPT_35_TURBO = "GPT 3.5 Turbo" GPT_4 = "GPT 4 Turbo" GPT_4O = "GPT 4o" AZURE_OPENAI = "GPT 4 (Azure OpenAI)" CLAUDE2 = "Claude 2" BEDROCK_CLAUDE2 = "Claude 2 (Amazon Bedrock)" GEMINI = "GEMINI" OLLAMA = "Ollama" DEFAULT_SYSTEM_MESSAGE = "You are a helpful assistant." CHECKPOINTER = AsyncPostgresCheckpoint() def get_agent_executor( tools: list, agent: AgentType, system_message: str, interrupt_before_action: bool, ): if agent == AgentType.GPT_35_TURBO: llm = get_openai_llm() return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.GPT_4: llm = get_openai_llm(model="gpt-4-turbo") return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.GPT_4O: llm = get_openai_llm(model="gpt-4o") return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.AZURE_OPENAI: llm = get_openai_llm(azure=True) return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.CLAUDE2: llm = get_anthropic_llm() return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.BEDROCK_CLAUDE2: llm = get_anthropic_llm(bedrock=True) return get_xml_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.GEMINI: llm = get_google_llm() return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) elif agent == AgentType.OLLAMA: llm = get_ollama_llm() return get_tools_agent_executor( tools, llm, system_message, interrupt_before_action, CHECKPOINTER ) else: raise ValueError("Unexpected agent type") class ConfigurableAgent(RunnableBinding): tools: Sequence[Tool] agent: AgentType system_message: str = DEFAULT_SYSTEM_MESSAGE retrieval_description: str = RETRIEVAL_DESCRIPTION interrupt_before_action: bool = False assistant_id: Optional[str] = None thread_id: Optional[str] = "" user_id: Optional[str] = None def __init__( self, *, tools: Sequence[Tool], agent: AgentType = AgentType.GPT_35_TURBO, system_message: str = DEFAULT_SYSTEM_MESSAGE, assistant_id: Optional[str] = None, thread_id: Optional[str] = "", retrieval_description: str = RETRIEVAL_DESCRIPTION, interrupt_before_action: bool = False, kwargs: Optional[Mapping[str, Any]] = None, config: Optional[Mapping[str, Any]] = None, **others: Any, ) -> None: others.pop("bound", None) _tools = [] for _tool in tools: if _tool["type"] == AvailableTools.RETRIEVAL: if assistant_id is None or thread_id is None: raise ValueError( "Both assistant_id and thread_id must be provided if Retrieval tool is used" ) _tools.append( get_retrieval_tool(assistant_id, thread_id, retrieval_description) ) else: tool_config = _tool.get("config", {}) _returned_tools = TOOLS[_tool["type"]](**tool_config) if isinstance(_returned_tools, list): _tools.extend(_returned_tools) else: _tools.append(_returned_tools) _agent = get_agent_executor( _tools, agent, system_message, interrupt_before_action ) agent_executor = _agent.with_config({"recursion_limit": 50}) super().__init__( tools=tools, agent=agent, system_message=system_message, retrieval_description=retrieval_description, bound=agent_executor, kwargs=kwargs or {}, config=config or {}, ) class LLMType(str, Enum): GPT_35_TURBO = "GPT 3.5 Turbo" GPT_4 = "GPT 4 Turbo" GPT_4O = "GPT 4o" AZURE_OPENAI = "GPT 4 (Azure OpenAI)" CLAUDE2 = "Claude 2" BEDROCK_CLAUDE2 = "Claude 2 (Amazon Bedrock)" GEMINI = "GEMINI" MIXTRAL = "Mixtral" OLLAMA = "Ollama" def get_chatbot( llm_type: LLMType, system_message: str, ): if llm_type == LLMType.GPT_35_TURBO: llm = get_openai_llm() elif llm_type == LLMType.GPT_4: llm = get_openai_llm(model="gpt-4") elif llm_type == LLMType.GPT_4O: llm = get_openai_llm(model="gpt-4o") elif llm_type == LLMType.AZURE_OPENAI: llm = get_openai_llm(azure=True) elif llm_type == LLMType.CLAUDE2: llm = get_anthropic_llm() elif llm_type == LLMType.BEDROCK_CLAUDE2: llm = get_anthropic_llm(bedrock=True) elif llm_type == LLMType.GEMINI: llm = get_google_llm() elif llm_type == LLMType.MIXTRAL: llm = get_mixtral_fireworks() elif llm_type == LLMType.OLLAMA: llm = get_ollama_llm() else: raise ValueError("Unexpected llm type") return get_chatbot_executor(llm, system_message, CHECKPOINTER) class ConfigurableChatBot(RunnableBinding): llm: LLMType system_message: str = DEFAULT_SYSTEM_MESSAGE user_id: Optional[str] = None def __init__( self, *, llm: LLMType = LLMType.GPT_35_TURBO, system_message: str = DEFAULT_SYSTEM_MESSAGE, kwargs: Optional[Mapping[str, Any]] = None, config: Optional[Mapping[str, Any]] = None, **others: Any, ) -> None: others.pop("bound", None) chatbot = get_chatbot(llm, system_message) super().__init__( llm=llm, system_message=system_message, bound=chatbot, kwargs=kwargs or {}, config=config or {}, ) chatbot = ( ConfigurableChatBot(llm=LLMType.GPT_35_TURBO, checkpoint=CHECKPOINTER) .configurable_fields( llm=ConfigurableField(id="llm_type", name="LLM Type"), system_message=ConfigurableField(id="system_message", name="Instructions"), ) .with_types( input_type=Messages, output_type=Sequence[AnyMessage], ) ) class ConfigurableRetrieval(RunnableBinding): llm_type: LLMType system_message: str = DEFAULT_SYSTEM_MESSAGE assistant_id: Optional[str] = None thread_id: Optional[str] = "" user_id: Optional[str] = None def __init__( self, *, llm_type: LLMType = LLMType.GPT_35_TURBO, system_message: str = DEFAULT_SYSTEM_MESSAGE, assistant_id: Optional[str] = None, thread_id: Optional[str] = "", kwargs: Optional[Mapping[str, Any]] = None, config: Optional[Mapping[str, Any]] = None, **others: Any, ) -> None: others.pop("bound", None) retriever = get_retriever(assistant_id, thread_id) if llm_type == LLMType.GPT_35_TURBO: llm = get_openai_llm() elif llm_type == LLMType.GPT_4: llm = get_openai_llm(model="gpt-4-turbo") elif llm_type == LLMType.GPT_4O: llm = get_openai_llm(model="gpt-4o") elif llm_type == LLMType.AZURE_OPENAI: llm = get_openai_llm(azure=True) elif llm_type == LLMType.CLAUDE2: llm = get_anthropic_llm() elif llm_type == LLMType.BEDROCK_CLAUDE2: llm = get_anthropic_llm(bedrock=True) elif llm_type == LLMType.GEMINI: llm = get_google_llm() elif llm_type == LLMType.MIXTRAL: llm = get_mixtral_fireworks() elif llm_type == LLMType.OLLAMA: llm = get_ollama_llm() else: raise ValueError("Unexpected llm type") chatbot = get_retrieval_executor(llm, retriever, system_message, CHECKPOINTER) super().__init__( llm_type=llm_type, system_message=system_message, bound=chatbot, kwargs=kwargs or {}, config=config or {}, ) chat_retrieval = ( ConfigurableRetrieval(llm_type=LLMType.GPT_35_TURBO, checkpoint=CHECKPOINTER) .configurable_fields( llm_type=ConfigurableField(id="llm_type", name="LLM Type"), system_message=ConfigurableField(id="system_message", name="Instructions"), assistant_id=ConfigurableField( id="assistant_id", name="Assistant ID", is_shared=True ), thread_id=ConfigurableField( id="thread_id", name="Thread ID", annotation=str, is_shared=True ), ) .with_types( input_type=Dict[str, Any], output_type=Dict[str, Any], ) ) agent: Pregel = ( ConfigurableAgent( agent=AgentType.GPT_35_TURBO, tools=[], system_message=DEFAULT_SYSTEM_MESSAGE, retrieval_description=RETRIEVAL_DESCRIPTION, assistant_id=None, thread_id="", ) .configurable_fields( agent=ConfigurableField(id="agent_type", name="Agent Type"), system_message=ConfigurableField(id="system_message", name="Instructions"), interrupt_before_action=ConfigurableField( id="interrupt_before_action", name="Tool Confirmation", description="If Yes, you'll be prompted to continue before each tool is executed.\nIf No, tools will be executed automatically by the agent.", ), assistant_id=ConfigurableField( id="assistant_id", name="Assistant ID", is_shared=True ), thread_id=ConfigurableField( id="thread_id", name="Thread ID", annotation=str, is_shared=True ), tools=ConfigurableField(id="tools", name="Tools"), retrieval_description=ConfigurableField( id="retrieval_description", name="Retrieval Description" ), ) .configurable_alternatives( ConfigurableField(id="type", name="Bot Type"), default_key="agent", prefix_keys=True, chatbot=chatbot, chat_retrieval=chat_retrieval, ) .with_types( input_type=Messages, output_type=Sequence[AnyMessage], ) ) if __name__ == "__main__": import asyncio from langchain.schema.messages import HumanMessage async def run(): async for m in agent.astream_events( HumanMessage(content="whats your name"), config={"configurable": {"user_id": "2", "thread_id": "test1"}}, version="v1", ): print(m) asyncio.run(run()) ================================================ FILE: backend/app/agent_types/__init__.py ================================================ ================================================ FILE: backend/app/agent_types/prompts.py ================================================ xml_template = """{system_message} You have access to the following tools: {tools} In order to use a tool, you can use and tags. You will then get back a response in the form For 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: searchweather in SF 64 degrees When you are done, you can respond as normal to the user. Example 1: Human: Hi! Assistant: Hi! How are you? Human: What is the weather in SF? Assistant: searchweather in SF 64 degrees It is 64 degrees in SF Begin!""" ================================================ FILE: backend/app/agent_types/tools_agent.py ================================================ from typing import cast from langchain.tools import BaseTool from langchain_core.language_models.base import LanguageModelLike from langchain_core.messages import ( AIMessage, FunctionMessage, HumanMessage, SystemMessage, ToolMessage, ) from langgraph.checkpoint.base import BaseCheckpointSaver from langgraph.graph import END from langgraph.graph.message import MessageGraph from langgraph.prebuilt import ToolExecutor, ToolInvocation from app.message_types import LiberalToolMessage def get_tools_agent_executor( tools: list[BaseTool], llm: LanguageModelLike, system_message: str, interrupt_before_action: bool, checkpoint: BaseCheckpointSaver, ): async def _get_messages(messages): msgs = [] for m in messages: if isinstance(m, LiberalToolMessage): _dict = m.model_dump() _dict["content"] = str(_dict["content"]) m_c = ToolMessage(**_dict) msgs.append(m_c) elif isinstance(m, FunctionMessage): # anthropic doesn't like function messages msgs.append(HumanMessage(content=str(m.content))) else: msgs.append(m) return [SystemMessage(content=system_message)] + msgs if tools: llm_with_tools = llm.bind_tools(tools) else: llm_with_tools = llm agent = _get_messages | llm_with_tools tool_executor = ToolExecutor(tools) # Define the function that determines whether to continue or not def should_continue(messages): last_message = messages[-1] # If there is no function call, then we finish if not last_message.tool_calls: return "end" # Otherwise if there is, we continue else: return "continue" # Define the function to execute tools async def call_tool(messages): actions: list[ToolInvocation] = [] # Based on the continue condition # we know the last message involves a function call last_message = cast(AIMessage, messages[-1]) for tool_call in last_message.tool_calls: # We construct a ToolInvocation from the function_call actions.append( ToolInvocation( tool=tool_call["name"], tool_input=tool_call["args"], ) ) # We call the tool_executor and get back a response responses = await tool_executor.abatch(actions) # We use the response to create a ToolMessage tool_messages = [ LiberalToolMessage( tool_call_id=tool_call["id"], name=tool_call["name"], content=response, ) for tool_call, response in zip(last_message.tool_calls, responses) ] return tool_messages workflow = MessageGraph() # Define the two nodes we will cycle between workflow.add_node("agent", agent) workflow.add_node("action", call_tool) # Set the entrypoint as `agent` # This means that this node is the first one called workflow.set_entry_point("agent") # We now add a conditional edge workflow.add_conditional_edges( # First, we define the start node. We use `agent`. # This means these are the edges taken after the `agent` node is called. "agent", # Next, we pass in the function that will determine which node is called next. should_continue, # Finally we pass in a mapping. # The keys are strings, and the values are other nodes. # END is a special node marking that the graph should finish. # What will happen is we will call `should_continue`, and then the output of that # will be matched against the keys in this mapping. # Based on which one it matches, that node will then be called. { # If `tools`, then we call the tool node. "continue": "action", # Otherwise we finish. "end": END, }, ) # We now add a normal edge from `tools` to `agent`. # This means that after `tools` is called, `agent` node is called next. workflow.add_edge("action", "agent") # Finally, we compile it! # This compiles it into a LangChain Runnable, # meaning you can use it as you would any other runnable return workflow.compile( checkpointer=checkpoint, interrupt_before=["action"] if interrupt_before_action else None, ) ================================================ FILE: backend/app/agent_types/xml_agent.py ================================================ from langchain.tools import BaseTool from langchain.tools.render import render_text_description from langchain_core.language_models.base import LanguageModelLike from langchain_core.messages import ( AIMessage, FunctionMessage, HumanMessage, SystemMessage, ) from langgraph.checkpoint.base import BaseCheckpointSaver from langgraph.graph import END from langgraph.graph.message import MessageGraph from langgraph.prebuilt import ToolExecutor, ToolInvocation from app.agent_types.prompts import xml_template from app.message_types import LiberalFunctionMessage def _collapse_messages(messages): log = "" if isinstance(messages[-1], AIMessage): scratchpad = messages[:-1] final = messages[-1] else: scratchpad = messages final = None if len(scratchpad) % 2 != 0: raise ValueError("Unexpected") for i in range(0, len(scratchpad), 2): action = messages[i] observation = messages[i + 1] log += f"{action.content}{observation.content}" if final is not None: log += final.content return AIMessage(content=log) def construct_chat_history(messages): collapsed_messages = [] temp_messages = [] for message in messages: if isinstance(message, HumanMessage): if temp_messages: collapsed_messages.append(_collapse_messages(temp_messages)) temp_messages = [] collapsed_messages.append(message) elif isinstance(message, LiberalFunctionMessage): _dict = message.model_dump() _dict["content"] = str(_dict["content"]) m_c = FunctionMessage(**_dict) temp_messages.append(m_c) else: temp_messages.append(message) # Don't forget to add the last non-human message if it exists if temp_messages: collapsed_messages.append(_collapse_messages(temp_messages)) return collapsed_messages def get_xml_agent_executor( tools: list[BaseTool], llm: LanguageModelLike, system_message: str, interrupt_before_action: bool, checkpoint: BaseCheckpointSaver, ): formatted_system_message = xml_template.format( system_message=system_message, tools=render_text_description(tools), tool_names=", ".join([t.name for t in tools]), ) llm_with_stop = llm.bind(stop=["", ""]) def _get_messages(messages): return [ SystemMessage(content=formatted_system_message) ] + construct_chat_history(messages) agent = _get_messages | llm_with_stop tool_executor = ToolExecutor(tools) # Define the function that determines whether to continue or not def should_continue(messages): last_message = messages[-1] if "" in last_message.content: return "continue" else: return "end" # Define the function to execute tools async def call_tool(messages): # Based on the continue condition # we know the last message involves a function call last_message = messages[-1] # We construct an ToolInvocation from the function_call tool, tool_input = last_message.content.split("") _tool = tool.split("")[1] if "" not in tool_input: _tool_input = "" else: _tool_input = tool_input.split("")[1] if "" in _tool_input: _tool_input = _tool_input.split("")[0] action = ToolInvocation( tool=_tool, tool_input=_tool_input, ) # We call the tool_executor and get back a response response = await tool_executor.ainvoke(action) # We use the response to create a FunctionMessage function_message = LiberalFunctionMessage(content=response, name=action.tool) # We return a list, because this will get added to the existing list return function_message workflow = MessageGraph() # Define the two nodes we will cycle between workflow.add_node("agent", agent) workflow.add_node("action", call_tool) # Set the entrypoint as `agent` # This means that this node is the first one called workflow.set_entry_point("agent") # We now add a conditional edge workflow.add_conditional_edges( # First, we define the start node. We use `agent`. # This means these are the edges taken after the `agent` node is called. "agent", # Next, we pass in the function that will determine which node is called next. should_continue, # Finally we pass in a mapping. # The keys are strings, and the values are other nodes. # END is a special node marking that the graph should finish. # What will happen is we will call `should_continue`, and then the output of that # will be matched against the keys in this mapping. # Based on which one it matches, that node will then be called. { # If `tools`, then we call the tool node. "continue": "action", # Otherwise we finish. "end": END, }, ) # We now add a normal edge from `tools` to `agent`. # This means that after `tools` is called, `agent` node is called next. workflow.add_edge("action", "agent") # Finally, we compile it! # This compiles it into a LangChain Runnable, # meaning you can use it as you would any other runnable return workflow.compile( checkpointer=checkpoint, interrupt_before=["action"] if interrupt_before_action else None, ) ================================================ FILE: backend/app/api/__init__.py ================================================ from fastapi import APIRouter from app.api.assistants import router as assistants_router from app.api.runs import router as runs_router from app.api.threads import router as threads_router router = APIRouter() @router.get("/ok") async def ok(): return {"ok": True} router.include_router( assistants_router, prefix="/assistants", tags=["assistants"], ) router.include_router( runs_router, prefix="/runs", tags=["runs"], ) router.include_router( threads_router, prefix="/threads", tags=["threads"], ) ================================================ FILE: backend/app/api/assistants.py ================================================ from typing import Annotated, List from uuid import uuid4 from fastapi import APIRouter, HTTPException, Path from pydantic import BaseModel, Field import app.storage as storage from app.auth.handlers import AuthedUser from app.schema import Assistant router = APIRouter() class AssistantPayload(BaseModel): """Payload for creating an assistant.""" name: Annotated[str, Field(description="The name of the assistant.")] config: Annotated[dict, Field(description="The assistant config.")] public: Annotated[ bool, Field(default=False, description="Whether the assistant is public.") ] AssistantID = Annotated[str, Path(description="The ID of the assistant.")] @router.get("/") async def list_assistants(user: AuthedUser) -> List[Assistant]: """List all assistants for the current user.""" return await storage.list_assistants(user.user_id) @router.get("/public/") async def list_public_assistants() -> List[Assistant]: """List all public assistants.""" return await storage.list_public_assistants() @router.get("/{aid}") async def get_assistant( user: AuthedUser, aid: AssistantID, ) -> Assistant: """Get an assistant by ID.""" assistant = await storage.get_assistant(user.user_id, aid) if not assistant: raise HTTPException(status_code=404, detail="Assistant not found") return assistant @router.post("") async def create_assistant( user: AuthedUser, payload: AssistantPayload, ) -> Assistant: """Create an assistant.""" return await storage.put_assistant( user.user_id, str(uuid4()), name=payload.name, config=payload.config, public=payload.public, ) @router.put("/{aid}") async def upsert_assistant( user: AuthedUser, aid: AssistantID, payload: AssistantPayload, ) -> Assistant: """Create or update an assistant.""" return await storage.put_assistant( user.user_id, aid, name=payload.name, config=payload.config, public=payload.public, ) @router.delete("/{aid}") async def delete_assistant( user: AuthedUser, aid: AssistantID, ): """Delete an assistant by ID.""" await storage.delete_assistant(user.user_id, aid) return {"status": "ok"} ================================================ FILE: backend/app/api/runs.py ================================================ from typing import Any, Dict, Optional, Sequence, Union from uuid import UUID import langsmith.client from fastapi import APIRouter, BackgroundTasks, HTTPException from fastapi.exceptions import RequestValidationError from langchain_core.messages import AnyMessage from langchain_core.runnables import RunnableConfig from langsmith.utils import tracing_is_enabled from pydantic import BaseModel, Field, ValidationError from sse_starlette import EventSourceResponse from app.agent import agent, chat_retrieval, chatbot from app.auth.handlers import AuthedUser from app.storage import get_assistant, get_thread from app.stream import astream_state, to_sse router = APIRouter() class CreateRunPayload(BaseModel): """Payload for creating a run.""" thread_id: str input: Optional[Union[Sequence[AnyMessage], Dict[str, Any]]] = Field( default_factory=dict ) config: Optional[RunnableConfig] = None async def _run_input_and_config(payload: CreateRunPayload, user_id: str): thread = await get_thread(user_id, payload.thread_id) if not thread: raise HTTPException(status_code=404, detail="Thread not found") assistant = await get_assistant(user_id, str(thread.assistant_id)) if not assistant: raise HTTPException(status_code=404, detail="Assistant not found") config: RunnableConfig = { **assistant.config, "configurable": { **assistant.config["configurable"], **((payload.config or {}).get("configurable") or {}), "user_id": user_id, "thread_id": str(thread.thread_id), "assistant_id": str(assistant.assistant_id), }, } try: if payload.input is not None: # Get the bot type from config bot_type = config["configurable"].get("type", "agent") # Get the correct schema based on bot type if bot_type == "chat_retrieval": schema = chat_retrieval.get_input_schema() elif bot_type == "chatbot": schema = chatbot.get_input_schema() else: # default to agent schema = agent.get_input_schema() # Validate against the correct schema schema.model_validate(payload.input) except ValidationError as e: raise RequestValidationError(e.errors(), body=payload) return payload.input, config @router.post("") async def create_run( payload: CreateRunPayload, user: AuthedUser, background_tasks: BackgroundTasks, ): """Create a run.""" input_, config = await _run_input_and_config(payload, user.user_id) background_tasks.add_task(agent.ainvoke, input_, config) return {"status": "ok"} # TODO add a run id @router.post("/stream") async def stream_run( payload: CreateRunPayload, user: AuthedUser, ): """Create a run.""" input_, config = await _run_input_and_config(payload, user.user_id) return EventSourceResponse(to_sse(astream_state(agent, input_, config))) @router.get("/input_schema") async def input_schema() -> dict: """Return the input schema of the runnable.""" return agent.get_input_schema().model_json_schema() @router.get("/output_schema") async def output_schema() -> dict: """Return the output schema of the runnable.""" return agent.get_output_schema().model_json_schema() @router.get("/config_schema") async def config_schema() -> dict: """Return the config schema of the runnable.""" return agent.config_schema().model_json_schema() if tracing_is_enabled(): langsmith_client = langsmith.client.Client() class FeedbackCreateRequest(BaseModel): """ Shared information between create requests of feedback and feedback objects """ run_id: UUID """The associated run ID this feedback is logged for.""" key: str """The metric name, tag, or aspect to provide feedback on.""" score: Optional[Union[float, int, bool]] = None """Value or score to assign the run.""" value: Optional[Union[float, int, bool, str, Dict]] = None """The display value for the feedback if not a metric.""" comment: Optional[str] = None """Comment or explanation for the feedback.""" @router.post("/feedback") def create_run_feedback(feedback_create_req: FeedbackCreateRequest) -> dict: """ Send feedback on an individual run to langsmith Note that a successful response means that feedback was successfully submitted. It does not guarantee that the feedback is recorded by langsmith. Requests may be silently rejected if they are unauthenticated or invalid by the server. """ langsmith_client.create_feedback( feedback_create_req.run_id, feedback_create_req.key, score=feedback_create_req.score, value=feedback_create_req.value, comment=feedback_create_req.comment, source_info={ "from_langserve": True, }, ) return {"status": "ok"} ================================================ FILE: backend/app/api/threads.py ================================================ from typing import Annotated, Any, Dict, List, Optional, Sequence, Union from uuid import uuid4 from fastapi import APIRouter, HTTPException, Path from langchain.schema.messages import AnyMessage from pydantic import BaseModel, Field import app.storage as storage from app.auth.handlers import AuthedUser from app.schema import Thread router = APIRouter() ThreadID = Annotated[str, Path(description="The ID of the thread.")] class ThreadPutRequest(BaseModel): """Payload for creating a thread.""" name: Annotated[str, Field(description="The name of the thread.")] assistant_id: Annotated[str, Field(description="The ID of the assistant to use.")] class ThreadPostRequest(BaseModel): """Payload for adding state to a thread.""" values: Union[Sequence[AnyMessage], Dict[str, Any]] config: Optional[Dict[str, Any]] = None @router.get("/") async def list_threads(user: AuthedUser) -> List[Thread]: """List all threads for the current user.""" return await storage.list_threads(user.user_id) @router.get("/{tid}/state") async def get_thread_state( user: AuthedUser, tid: ThreadID, ): """Get state for a thread.""" thread = await storage.get_thread(user.user_id, tid) if not thread: raise HTTPException(status_code=404, detail="Thread not found") assistant = await storage.get_assistant(user.user_id, thread.assistant_id) if not assistant: raise HTTPException(status_code=400, detail="Thread has no assistant") return await storage.get_thread_state( user_id=user.user_id, thread_id=tid, assistant=assistant, ) @router.post("/{tid}/state") async def add_thread_state( user: AuthedUser, tid: ThreadID, payload: ThreadPostRequest, ): """Add state to a thread.""" thread = await storage.get_thread(user.user_id, tid) if not thread: raise HTTPException(status_code=404, detail="Thread not found") assistant = await storage.get_assistant(user.user_id, thread.assistant_id) if not assistant: raise HTTPException(status_code=400, detail="Thread has no assistant") return await storage.update_thread_state( payload.config or {"configurable": {"thread_id": tid}}, payload.values, user_id=user.user_id, assistant=assistant, ) @router.get("/{tid}/history") async def get_thread_history( user: AuthedUser, tid: ThreadID, ): """Get all past states for a thread.""" thread = await storage.get_thread(user.user_id, tid) if not thread: raise HTTPException(status_code=404, detail="Thread not found") assistant = await storage.get_assistant(user.user_id, thread.assistant_id) if not assistant: raise HTTPException(status_code=400, detail="Thread has no assistant") return await storage.get_thread_history( user_id=user.user_id, thread_id=tid, assistant=assistant, ) @router.get("/{tid}") async def get_thread( user: AuthedUser, tid: ThreadID, ) -> Thread: """Get a thread by ID.""" thread = await storage.get_thread(user.user_id, tid) if not thread: raise HTTPException(status_code=404, detail="Thread not found") return thread @router.post("") async def create_thread( user: AuthedUser, thread_put_request: ThreadPutRequest, ) -> Thread: """Create a thread.""" return await storage.put_thread( user.user_id, str(uuid4()), assistant_id=thread_put_request.assistant_id, name=thread_put_request.name, ) @router.put("/{tid}") async def upsert_thread( user: AuthedUser, tid: ThreadID, thread_put_request: ThreadPutRequest, ) -> Thread: """Update a thread.""" return await storage.put_thread( user.user_id, tid, assistant_id=thread_put_request.assistant_id, name=thread_put_request.name, ) @router.delete("/{tid}") async def delete_thread( user: AuthedUser, tid: ThreadID, ): """Delete a thread by ID.""" await storage.delete_thread(user.user_id, tid) return {"status": "ok"} ================================================ FILE: backend/app/auth/__init__.py ================================================ ================================================ FILE: backend/app/auth/handlers.py ================================================ from abc import ABC, abstractmethod from functools import lru_cache from typing import Annotated import jwt import requests from fastapi import Depends, HTTPException, Request from fastapi.security.http import HTTPBearer import app.storage as storage from app.auth.settings import AuthType, settings from app.schema import User class AuthHandler(ABC): @abstractmethod async def __call__(self, request: Request) -> User: """Auth handler that returns a user object or raises an HTTPException.""" class NOOPAuth(AuthHandler): _default_sub = "static-default-user-id" async def __call__(self, request: Request) -> User: sub = request.cookies.get("opengpts_user_id") or self._default_sub user, _ = await storage.get_or_create_user(sub) return user class JWTAuthBase(AuthHandler): async def __call__(self, request: Request) -> User: http_bearer = await HTTPBearer()(request) token = http_bearer.credentials try: payload = self.decode_token(token, self.get_decode_key(token)) except jwt.PyJWTError as e: raise HTTPException(status_code=401, detail=str(e)) user, _ = await storage.get_or_create_user(payload["sub"]) return user @abstractmethod def decode_token(self, token: str, decode_key: str) -> dict: ... @abstractmethod def get_decode_key(self, token: str) -> str: ... class JWTAuthLocal(JWTAuthBase): """Auth handler that uses a hardcoded decode key from env.""" def decode_token(self, token: str, decode_key: str) -> dict: return jwt.decode( token, decode_key, issuer=settings.jwt_local.iss, audience=settings.jwt_local.aud, algorithms=[settings.jwt_local.alg.upper()], options={"require": ["exp", "iss", "aud", "sub"]}, ) def get_decode_key(self, token: str) -> str: return settings.jwt_local.decode_key class JWTAuthOIDC(JWTAuthBase): """Auth handler that uses OIDC discovery to get the decode key.""" def decode_token(self, token: str, decode_key: str) -> dict: alg = self._decode_complete_unverified(token)["header"]["alg"] return jwt.decode( token, decode_key, issuer=settings.jwt_oidc.iss, audience=settings.jwt_oidc.aud, algorithms=[alg.upper()], options={"require": ["exp", "iss", "aud", "sub"]}, ) def get_decode_key(self, token: str) -> str: unverified = self._decode_complete_unverified(token) issuer = unverified["payload"].get("iss") kid = unverified["header"].get("kid") return self._get_jwk_client(issuer).get_signing_key(kid).key @lru_cache def _decode_complete_unverified(self, token: str) -> dict: return jwt.api_jwt.decode_complete(token, options={"verify_signature": False}) @lru_cache def _get_jwk_client(self, issuer: str) -> jwt.PyJWKClient: """ lru_cache ensures a single instance of PyJWKClient per issuer. This is so that we can take advantage of jwks caching (and invalidation) handled by PyJWKClient. """ url = issuer.rstrip("/") + "/.well-known/openid-configuration" config = requests.get(url).json() return jwt.PyJWKClient(config["jwks_uri"], cache_jwk_set=True) @lru_cache(maxsize=1) def get_auth_handler() -> AuthHandler: if settings.auth_type == AuthType.JWT_LOCAL: return JWTAuthLocal() elif settings.auth_type == AuthType.JWT_OIDC: return JWTAuthOIDC() return NOOPAuth() async def auth_user( request: Request, auth_handler: AuthHandler = Depends(get_auth_handler) ): return await auth_handler(request) AuthedUser = Annotated[User, Depends(auth_user)] ================================================ FILE: backend/app/auth/settings.py ================================================ import os from base64 import b64decode from enum import Enum from typing import List, Optional, Union from pydantic import ConfigDict, field_validator, model_validator from pydantic_settings import BaseSettings class AuthType(Enum): NOOP = "noop" JWT_LOCAL = "jwt_local" JWT_OIDC = "jwt_oidc" class JWTSettingsBase(BaseSettings): iss: str aud: Union[str, list[str]] @field_validator("aud", mode="before") @classmethod def set_aud(cls, v) -> Union[str, List[str]]: if isinstance(v, str) and "," in v: return v.split(",") return v model_config = ConfigDict( env_prefix="jwt_", ) class JWTSettingsLocal(JWTSettingsBase): decode_key_b64: str decode_key: str = None alg: str @field_validator("decode_key", mode="before") @classmethod def set_decode_key(cls, v, info): """ Key may be a multiline string (e.g. in the case of a public key), so to be able to set it from env, we set it as a base64 encoded string and decode it here. """ decode_key_b64 = info.data.get("decode_key_b64") if decode_key_b64: return b64decode(decode_key_b64).decode("utf-8") return v class JWTSettingsOIDC(JWTSettingsBase): ... class Settings(BaseSettings): auth_type: AuthType jwt_local: Optional[JWTSettingsLocal] = None jwt_oidc: Optional[JWTSettingsOIDC] = None @model_validator(mode="before") @classmethod def check_jwt_settings(cls, values): auth_type = values.get("auth_type") if auth_type == AuthType.JWT_LOCAL and values.get("jwt_local") is None: raise ValueError( "jwt local settings must be set when auth type is jwt_local." ) if auth_type == AuthType.JWT_OIDC and values.get("jwt_oidc") is None: raise ValueError( "jwt oidc settings must be set when auth type is jwt_oidc." ) return values auth_type = AuthType(os.getenv("AUTH_TYPE", AuthType.NOOP.value).lower()) kwargs = {"auth_type": auth_type} if auth_type == AuthType.JWT_LOCAL: kwargs["jwt_local"] = JWTSettingsLocal() elif auth_type == AuthType.JWT_OIDC: kwargs["jwt_oidc"] = JWTSettingsOIDC() settings = Settings(**kwargs) ================================================ FILE: backend/app/chatbot.py ================================================ from typing import Annotated, List from langchain_core.language_models.base import LanguageModelLike from langchain_core.messages import BaseMessage, SystemMessage from langgraph.checkpoint.base import BaseCheckpointSaver from langgraph.graph.state import StateGraph from app.message_types import add_messages_liberal def get_chatbot_executor( llm: LanguageModelLike, system_message: str, checkpoint: BaseCheckpointSaver, ): def _get_messages(messages): return [SystemMessage(content=system_message)] + messages chatbot = _get_messages | llm workflow = StateGraph(Annotated[List[BaseMessage], add_messages_liberal]) workflow.add_node("chatbot", chatbot) workflow.set_entry_point("chatbot") workflow.set_finish_point("chatbot") app = workflow.compile(checkpointer=checkpoint) return app ================================================ FILE: backend/app/checkpoint.py ================================================ import os from typing import Any, AsyncIterator, Optional, Sequence import structlog from langgraph.checkpoint.base import ( ChannelVersions, Checkpoint, CheckpointMetadata, CheckpointTuple, RunnableConfig, ) from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver from langgraph.checkpoint.postgres.base import BasePostgresSaver from langgraph.checkpoint.serde.base import SerializerProtocol from psycopg import AsyncPipeline from psycopg_pool import AsyncConnectionPool logger = structlog.get_logger(__name__) class AsyncPostgresCheckpoint(BasePostgresSaver): """A singleton implementation of AsyncPostgresSaver with separate setup.""" _instance = None def __new__(cls, *args, **kwargs): if not cls._instance: cls._instance = super().__new__(cls) return cls._instance def __init__( self, pipe: Optional[AsyncPipeline] = None, serde: Optional[SerializerProtocol] = None, ) -> None: if not hasattr(self, "_initialized"): super().__init__(serde=serde) # Initialize basic attributes self.pipe = pipe self.serde = serde self._initialized = True self._setup_complete = False self.async_postgres_saver = None async def ensure_setup(self) -> None: """Ensure the instance is set up before use.""" if not self._setup_complete: await self.setup() self._setup_complete = True async def setup(self) -> None: """Internal setup method.""" try: conninfo = ( f"postgresql://{os.environ['POSTGRES_USER']}:" f"{os.environ['POSTGRES_PASSWORD']}@" f"{os.environ['POSTGRES_HOST']}:" f"{os.environ['POSTGRES_PORT']}/" f"{os.environ['POSTGRES_DB']}" ) pool = AsyncConnectionPool( conninfo=conninfo, kwargs={"autocommit": True, "prepare_threshold": 0}, open=False, # Don't open in constructor ) await pool.open() self.async_postgres_saver = AsyncPostgresSaver( conn=pool, pipe=self.pipe, serde=self.serde ) # Setup will create/migrate the tables if they don't exist await self.async_postgres_saver.setup() logger.warning("Checkpoint setup complete.") except Exception as e: logger.error(f"Failed to set up AsyncPostgresCheckpoint: {e}") raise async def alist( self, config: Optional[RunnableConfig], *, filter: Optional[dict[str, Any]] = None, before: Optional[RunnableConfig] = None, limit: Optional[int] = None, ) -> AsyncIterator[CheckpointTuple]: """List checkpoints from the database asynchronously.""" async for checkpoint in self.async_postgres_saver.alist( config, filter=filter, before=before, limit=limit ): yield checkpoint async def aget_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]: """Get a checkpoint tuple from the database asynchronously.""" return await self.async_postgres_saver.aget_tuple(config) async def aput( self, config: RunnableConfig, checkpoint: Checkpoint, metadata: CheckpointMetadata, new_versions: ChannelVersions, ) -> RunnableConfig: """Save a checkpoint to the database asynchronously.""" return await self.async_postgres_saver.aput( config, checkpoint, metadata, new_versions ) async def aput_writes( self, config: RunnableConfig, writes: Sequence[tuple[str, Any]], task_id: str, ) -> None: """Store intermediate writes linked to a checkpoint asynchronously.""" await self.async_postgres_saver.aput_writes(config, writes, task_id) ================================================ FILE: backend/app/ingest.py ================================================ """Code to ingest blob into a vectorstore. Code is responsible for taking binary data, parsing it and then indexing it into a vector store. This code should be agnostic to how the blob got generated; i.e., it does not know about server/uploading etc. """ from typing import List from langchain.text_splitter import TextSplitter from langchain_community.document_loaders import Blob from langchain_community.document_loaders.base import BaseBlobParser from langchain_core.documents import Document from langchain_core.vectorstores import VectorStore def _update_document_metadata(document: Document, namespace: str) -> None: """Mutation in place that adds a namespace to the document metadata.""" document.metadata["namespace"] = namespace def _sanitize_document_content(document: Document) -> Document: """Sanitize the document.""" # Without this, PDF ingestion fails with # "A string literal cannot contain NUL (0x00) characters". document.page_content = document.page_content.replace("\x00", "x") # PUBLIC API def ingest_blob( blob: Blob, parser: BaseBlobParser, text_splitter: TextSplitter, vectorstore: VectorStore, namespace: str, *, batch_size: int = 100, ) -> List[str]: """Ingest a document into the vectorstore.""" docs_to_index = [] ids = [] for document in parser.lazy_parse(blob): docs = text_splitter.split_documents([document]) for doc in docs: _sanitize_document_content(doc) _update_document_metadata(doc, namespace) docs_to_index.extend(docs) if len(docs_to_index) >= batch_size: ids.extend(vectorstore.add_documents(docs_to_index)) docs_to_index = [] if docs_to_index: ids.extend(vectorstore.add_documents(docs_to_index)) return ids ================================================ FILE: backend/app/lifespan.py ================================================ import os from contextlib import asynccontextmanager import asyncpg import orjson import structlog from fastapi import FastAPI from app.checkpoint import AsyncPostgresCheckpoint _pg_pool = None def get_pg_pool() -> asyncpg.pool.Pool: return _pg_pool async def _init_connection(conn) -> None: await conn.set_type_codec( "json", encoder=lambda v: orjson.dumps(v).decode(), decoder=orjson.loads, schema="pg_catalog", ) await conn.set_type_codec( "jsonb", encoder=lambda v: orjson.dumps(v).decode(), decoder=orjson.loads, schema="pg_catalog", ) await conn.set_type_codec( "uuid", encoder=lambda v: str(v), decoder=lambda v: v, schema="pg_catalog" ) @asynccontextmanager async def lifespan(app: FastAPI): structlog.configure( processors=[ structlog.stdlib.filter_by_level, structlog.stdlib.PositionalArgumentsFormatter(), structlog.processors.StackInfoRenderer(), structlog.processors.UnicodeDecoder(), structlog.stdlib.render_to_log_kwargs, ], logger_factory=structlog.stdlib.LoggerFactory(), wrapper_class=structlog.stdlib.BoundLogger, cache_logger_on_first_use=True, ) global _pg_pool _pg_pool = await asyncpg.create_pool( database=os.environ["POSTGRES_DB"], user=os.environ["POSTGRES_USER"], password=os.environ["POSTGRES_PASSWORD"], host=os.environ["POSTGRES_HOST"], port=os.environ["POSTGRES_PORT"], init=_init_connection, ) await AsyncPostgresCheckpoint().ensure_setup() yield await _pg_pool.close() _pg_pool = None ================================================ FILE: backend/app/llms.py ================================================ import os from functools import lru_cache from urllib.parse import urlparse import boto3 import httpx import structlog from langchain_anthropic import ChatAnthropic from langchain_community.chat_models import BedrockChat, ChatFireworks from langchain_community.chat_models.ollama import ChatOllama from langchain_google_vertexai import ChatVertexAI from langchain_openai import AzureChatOpenAI, ChatOpenAI logger = structlog.get_logger(__name__) @lru_cache(maxsize=4) def get_openai_llm(model: str = "gpt-3.5-turbo", azure: bool = False): proxy_url = os.getenv("PROXY_URL") http_client = None if proxy_url: parsed_url = urlparse(proxy_url) if parsed_url.scheme and parsed_url.netloc: http_client = httpx.AsyncClient(proxies=proxy_url) else: logger.warn("Invalid proxy URL provided. Proceeding without proxy.") if not azure: try: openai_model = model llm = ChatOpenAI( http_client=http_client, model=openai_model, temperature=0, ) except Exception as e: logger.error( f"Failed to instantiate ChatOpenAI due to: {str(e)}. Falling back to AzureChatOpenAI." ) llm = AzureChatOpenAI( http_client=http_client, temperature=0, deployment_name=os.environ["AZURE_OPENAI_DEPLOYMENT_NAME"], azure_endpoint=os.environ["AZURE_OPENAI_API_BASE"], openai_api_version=os.environ["AZURE_OPENAI_API_VERSION"], openai_api_key=os.environ["AZURE_OPENAI_API_KEY"], ) else: llm = AzureChatOpenAI( http_client=http_client, temperature=0, deployment_name=os.environ["AZURE_OPENAI_DEPLOYMENT_NAME"], azure_endpoint=os.environ["AZURE_OPENAI_API_BASE"], openai_api_version=os.environ["AZURE_OPENAI_API_VERSION"], openai_api_key=os.environ["AZURE_OPENAI_API_KEY"], ) return llm @lru_cache(maxsize=2) def get_anthropic_llm(bedrock: bool = False): if bedrock: client = boto3.client( "bedrock-runtime", region_name="us-west-2", aws_access_key_id=os.environ.get("AWS_ACCESS_KEY_ID"), aws_secret_access_key=os.environ.get("AWS_SECRET_ACCESS_KEY"), ) model = BedrockChat(model_id="anthropic.claude-v2", client=client) else: model = ChatAnthropic( model_name="claude-3-haiku-20240307", max_tokens_to_sample=2000, temperature=0, ) return model @lru_cache(maxsize=1) def get_google_llm(): return ChatVertexAI( model_name="gemini-pro", convert_system_message_to_human=True, streaming=True ) @lru_cache(maxsize=1) def get_mixtral_fireworks(): return ChatFireworks(model="accounts/fireworks/models/mixtral-8x7b-instruct") @lru_cache(maxsize=1) def get_ollama_llm(): model_name = os.environ.get("OLLAMA_MODEL") if not model_name: model_name = "llama2" ollama_base_url = os.environ.get("OLLAMA_BASE_URL") if not ollama_base_url: ollama_base_url = "http://localhost:11434" return ChatOllama(model=model_name, base_url=ollama_base_url) ================================================ FILE: backend/app/message_types.py ================================================ from typing import Any from langchain_core.messages import ( FunctionMessage, MessageLikeRepresentation, ToolMessage, _message_from_dict, ) from langgraph.graph.message import Messages, add_messages from pydantic import Field class LiberalFunctionMessage(FunctionMessage): content: Any = Field(default="") class LiberalToolMessage(ToolMessage): content: Any = Field(default="") def _convert_pydantic_dict_to_message( data: MessageLikeRepresentation, ) -> MessageLikeRepresentation: """Convert a dictionary to a message object if it matches message format.""" if ( isinstance(data, dict) and "content" in data and isinstance(data.get("type"), str) ): _type = data.pop("type") return _message_from_dict({"data": data, "type": _type}) return data def add_messages_liberal(left: Messages, right: Messages): # coerce to list if not isinstance(left, list): left = [left] if not isinstance(right, list): right = [right] return add_messages( [_convert_pydantic_dict_to_message(m) for m in left], [_convert_pydantic_dict_to_message(m) for m in right], ) ================================================ FILE: backend/app/parsing.py ================================================ """Module contains logic for parsing binary blobs into text.""" from langchain_community.document_loaders.parsers import BS4HTMLParser, PDFMinerParser from langchain_community.document_loaders.parsers.generic import MimeTypeBasedParser from langchain_community.document_loaders.parsers.msword import MsWordParser from langchain_community.document_loaders.parsers.txt import TextParser HANDLERS = { "application/pdf": PDFMinerParser(), "text/plain": TextParser(), "text/html": BS4HTMLParser(), "application/msword": MsWordParser(), "application/vnd.openxmlformats-officedocument.wordprocessingml.document": ( MsWordParser() ), } SUPPORTED_MIMETYPES = sorted(HANDLERS.keys()) # PUBLIC API MIMETYPE_BASED_PARSER = MimeTypeBasedParser( handlers=HANDLERS, fallback_parser=None, ) ================================================ FILE: backend/app/retrieval.py ================================================ import operator from typing import Annotated, List, Sequence, TypedDict from uuid import uuid4 from langchain_core.language_models.base import LanguageModelLike from langchain_core.messages import AIMessage, BaseMessage, HumanMessage, SystemMessage from langchain_core.prompts import PromptTemplate from langchain_core.retrievers import BaseRetriever from langchain_core.runnables import chain from langgraph.checkpoint.base import BaseCheckpointSaver from langgraph.graph import END from langgraph.graph.state import StateGraph from app.message_types import LiberalToolMessage, add_messages_liberal search_prompt = PromptTemplate.from_template( """Given the conversation below, come up with a search query to look up. This search query can be either a few words or question Return ONLY this search query, nothing more. >>> Conversation: {conversation} >>> END OF CONVERSATION Remember, return ONLY the search query that will help you when formulating a response to the above conversation.""" ) response_prompt_template = """{instructions} Respond to the user using ONLY the context provided below. Do not make anything up. {context}""" def get_retrieval_executor( llm: LanguageModelLike, retriever: BaseRetriever, system_message: str, checkpoint: BaseCheckpointSaver, ): class AgentState(TypedDict): messages: Annotated[List[BaseMessage], add_messages_liberal] msg_count: Annotated[int, operator.add] def _get_messages(messages): chat_history = [] for m in messages: if isinstance(m, AIMessage): if not m.tool_calls: chat_history.append(m) if isinstance(m, HumanMessage): chat_history.append(m) response = messages[-1].content content = "\n".join([d["page_content"] for d in response]) return [ SystemMessage( content=response_prompt_template.format( instructions=system_message, context=content ) ) ] + chat_history @chain async def get_search_query(messages: Sequence[BaseMessage]): convo = [] for m in messages: if isinstance(m, AIMessage): if "function_call" not in m.additional_kwargs: convo.append(f"AI: {m.content}") if isinstance(m, HumanMessage): convo.append(f"Human: {m.content}") conversation = "\n".join(convo) prompt = await search_prompt.ainvoke({"conversation": conversation}) response = await llm.ainvoke(prompt, {"tags": ["nostream"]}) return response async def invoke_retrieval(state: AgentState): messages = state["messages"] if len(messages) == 1: human_input = messages[-1].content return { "messages": [ AIMessage( content="", tool_calls=[ { "id": uuid4().hex, "name": "retrieval", "args": {"query": human_input}, } ], ) ] } else: search_query = await get_search_query.ainvoke(messages) return { "messages": [ AIMessage( id=search_query.id, content="", tool_calls=[ { "id": uuid4().hex, "name": "retrieval", "args": {"query": search_query.content}, } ], ) ] } async def retrieve(state: AgentState): messages = state["messages"] params = messages[-1].tool_calls[0] query = params["args"]["query"] response = await retriever.ainvoke(query) response = [doc.model_dump() for doc in response] msg = LiberalToolMessage( name="retrieval", content=response, tool_call_id=params["id"] ) return {"messages": [msg], "msg_count": 1} def call_model(state: AgentState): messages = state["messages"] response = llm.invoke(_get_messages(messages)) return {"messages": [response], "msg_count": 1} workflow = StateGraph(AgentState) workflow.add_node("invoke_retrieval", invoke_retrieval) workflow.add_node("retrieve", retrieve) workflow.add_node("response", call_model) workflow.set_entry_point("invoke_retrieval") workflow.add_edge("invoke_retrieval", "retrieve") workflow.add_edge("retrieve", "response") workflow.add_edge("response", END) app = workflow.compile(checkpointer=checkpoint) return app ================================================ FILE: backend/app/schema.py ================================================ from datetime import datetime from typing import Optional from pydantic import BaseModel class User(BaseModel): user_id: str """The ID of the user.""" sub: str """The sub of the user (from a JWT token).""" created_at: datetime """The time the user was created.""" class Assistant(BaseModel): assistant_id: str """The ID of the assistant.""" user_id: str """The ID of the user that owns the assistant.""" name: str """The name of the assistant.""" config: dict """The assistant config.""" updated_at: datetime """The last time the assistant was updated.""" public: bool = False """Whether the assistant is public.""" class Thread(BaseModel): thread_id: str """The ID of the thread.""" user_id: str """The ID of the user that owns the thread.""" assistant_id: Optional[str] = None """The assistant that was used in conjunction with this thread.""" name: str """The name of the thread.""" updated_at: datetime """The last time the thread was updated.""" metadata: Optional[dict] = None ================================================ FILE: backend/app/server.py ================================================ import os from pathlib import Path import orjson import structlog from fastapi import FastAPI, Form, UploadFile from fastapi.exceptions import HTTPException from fastapi.staticfiles import StaticFiles import app.storage as storage from app.api import router as api_router from app.auth.handlers import AuthedUser from app.lifespan import lifespan from app.upload import convert_ingestion_input_to_blob, ingest_runnable logger = structlog.get_logger(__name__) app = FastAPI(title="OpenGPTs API", lifespan=lifespan) # Get root of app, used to point to directory containing static files ROOT = Path(__file__).parent.parent app.include_router(api_router) @app.post("/ingest", description="Upload files to the given assistant.") async def ingest_files( files: list[UploadFile], user: AuthedUser, config: str = Form(...) ) -> None: """Ingest a list of files.""" config = orjson.loads(config) assistant_id = config["configurable"].get("assistant_id") if assistant_id is not None: assistant = await storage.get_assistant(user.user_id, assistant_id) if assistant is None: raise HTTPException(status_code=404, detail="Assistant not found.") thread_id = config["configurable"].get("thread_id") if thread_id is not None: thread = await storage.get_thread(user.user_id, thread_id) if thread is None: raise HTTPException(status_code=404, detail="Thread not found.") file_blobs = [convert_ingestion_input_to_blob(file) for file in files] return ingest_runnable.batch(file_blobs, config) @app.get("/health") async def health() -> dict: return {"status": "ok"} ui_dir = str(ROOT / "ui") if os.path.exists(ui_dir): app.mount("", StaticFiles(directory=ui_dir, html=True), name="ui") else: logger.warn("No UI directory found, serving API only.") if __name__ == "__main__": import uvicorn uvicorn.run(app, host="0.0.0.0", port=8100) ================================================ FILE: backend/app/storage.py ================================================ from datetime import datetime, timezone from typing import Any, List, Optional, Sequence, Union from langchain_core.messages import AnyMessage from langchain_core.runnables import RunnableConfig from app.agent import agent from app.lifespan import get_pg_pool from app.schema import Assistant, Thread, User async def list_assistants(user_id: str) -> List[Assistant]: """List all assistants for the current user.""" async with get_pg_pool().acquire() as conn: records = await conn.fetch( "SELECT * FROM assistant WHERE user_id = $1", user_id ) return [Assistant(**record) for record in records] async def get_assistant(user_id: str, assistant_id: str) -> Optional[Assistant]: """Get an assistant by ID.""" async with get_pg_pool().acquire() as conn: record = await conn.fetchrow( "SELECT * FROM assistant WHERE assistant_id = $1 AND (user_id = $2 OR public IS true)", assistant_id, user_id, ) if record is None: return None return Assistant(**record) async def list_public_assistants() -> List[Assistant]: """List all the public assistants.""" async with get_pg_pool().acquire() as conn: records = await conn.fetch("SELECT * FROM assistant WHERE public IS true") return [Assistant(**record) for record in records] async def put_assistant( user_id: str, assistant_id: str, *, name: str, config: dict, public: bool = False ) -> Assistant: """Modify an assistant. Args: user_id: The user ID. assistant_id: The assistant ID. name: The assistant name. config: The assistant config. public: Whether the assistant is public. Returns: return the assistant model if no exception is raised. """ updated_at = datetime.now(timezone.utc) async with get_pg_pool().acquire() as conn: async with conn.transaction(): await conn.execute( ( "INSERT INTO assistant (assistant_id, user_id, name, config, updated_at, public) VALUES ($1, $2, $3, $4, $5, $6) " "ON CONFLICT (assistant_id) DO UPDATE SET " "user_id = EXCLUDED.user_id, " "name = EXCLUDED.name, " "config = EXCLUDED.config, " "updated_at = EXCLUDED.updated_at, " "public = EXCLUDED.public;" ), assistant_id, user_id, name, config, updated_at, public, ) return Assistant( assistant_id=assistant_id, user_id=user_id, name=name, config=config, updated_at=updated_at, public=public, ) async def delete_assistant(user_id: str, assistant_id: str) -> None: """Delete an assistant by ID.""" async with get_pg_pool().acquire() as conn: await conn.execute( "DELETE FROM assistant WHERE assistant_id = $1 AND user_id = $2", assistant_id, user_id, ) async def list_threads(user_id: str) -> List[Thread]: """List all threads for the current user.""" async with get_pg_pool().acquire() as conn: records = await conn.fetch("SELECT * FROM thread WHERE user_id = $1", user_id) return [Thread(**record) for record in records] async def get_thread(user_id: str, thread_id: str) -> Optional[Thread]: """Get a thread by ID.""" async with get_pg_pool().acquire() as conn: record = await conn.fetchrow( "SELECT * FROM thread WHERE thread_id = $1 AND user_id = $2", thread_id, user_id, ) if record is None: return None return Thread(**record) async def get_thread_state(*, user_id: str, thread_id: str, assistant: Assistant): """Get state for a thread.""" state = await agent.aget_state( { "configurable": { **assistant.config["configurable"], "thread_id": thread_id, "assistant_id": assistant.assistant_id, } } ) # Keep original format - return values as is values = state.values if state.values else None return { "values": values, "next": state.next, } async def update_thread_state( config: RunnableConfig, values: Union[Sequence[AnyMessage], dict[str, Any]], *, user_id: str, assistant: Assistant, ): """Add state to a thread.""" # Get the current state to determine the format current_state = await agent.aget_state( { "configurable": { **assistant.config["configurable"], **config["configurable"], "assistant_id": assistant.assistant_id, } } ) # If current state is a dict (retrieval agent), maintain dict structure if current_state.values and isinstance(current_state.values, dict): if isinstance(values, dict): state_values = values else: # Update just the messages in the existing state state_values = {**current_state.values, "messages": values} else: # For message-only states (tools_agent, chatbot), just use the messages state_values = ( values if isinstance(values, dict) and "messages" in values else values ) await agent.aupdate_state( { "configurable": { **assistant.config["configurable"], **config["configurable"], "assistant_id": assistant.assistant_id, } }, state_values, ) async def get_thread_history(*, user_id: str, thread_id: str, assistant: Assistant): """Get the history of a thread.""" return [ { "values": c.values, "next": c.next, "config": c.config, "parent": c.parent_config, } async for c in agent.aget_state_history( { "configurable": { **assistant.config["configurable"], "thread_id": thread_id, "assistant_id": assistant.assistant_id, } } ) ] def get_assistant_type(config: dict) -> str: """Extract assistant type from config, handling both old and new formats.""" configurable = config.get("configurable", {}) # First try direct type key (old format) if "type" in configurable: return configurable["type"] # Default fallback return "chatbot" async def put_thread( user_id: str, thread_id: str, *, assistant_id: str, name: str ) -> Thread: """Modify a thread.""" updated_at = datetime.now(timezone.utc) assistant = await get_assistant(user_id, assistant_id) metadata = ( {"assistant_type": get_assistant_type(assistant.config)} if assistant else None ) async with get_pg_pool().acquire() as conn: await conn.execute( ( "INSERT INTO thread (thread_id, user_id, assistant_id, name, updated_at, metadata) VALUES ($1, $2, $3, $4, $5, $6) " "ON CONFLICT (thread_id) DO UPDATE SET " "user_id = EXCLUDED.user_id," "assistant_id = EXCLUDED.assistant_id, " "name = EXCLUDED.name, " "updated_at = EXCLUDED.updated_at, " "metadata = EXCLUDED.metadata;" ), thread_id, user_id, assistant_id, name, updated_at, metadata, ) return Thread( thread_id=thread_id, user_id=user_id, assistant_id=assistant_id, name=name, updated_at=updated_at, metadata=metadata, ) async def delete_thread(user_id: str, thread_id: str): """Delete a thread by ID.""" async with get_pg_pool().acquire() as conn: await conn.execute( "DELETE FROM thread WHERE thread_id = $1 AND user_id = $2", thread_id, user_id, ) async def get_or_create_user(sub: str) -> tuple[User, bool]: """Returns a tuple of the user and a boolean indicating whether the user was created.""" async with get_pg_pool().acquire() as conn: if record := await conn.fetchrow('SELECT * FROM "user" WHERE sub = $1', sub): return User(**record), False record = await conn.fetchrow( 'INSERT INTO "user" (sub) VALUES ($1) RETURNING *', sub ) return User(**record), True ================================================ FILE: backend/app/stream.py ================================================ import functools from typing import Any, AsyncIterator, Dict, Optional, Sequence, Union import orjson import structlog from langchain_core.messages import AnyMessage, BaseMessage, message_chunk_to_message from langchain_core.runnables import Runnable, RunnableConfig logger = structlog.get_logger(__name__) MessagesStream = AsyncIterator[Union[list[AnyMessage], str]] async def astream_state( app: Runnable, input: Union[Sequence[AnyMessage], Dict[str, Any]], config: RunnableConfig, ) -> MessagesStream: """Stream messages from the runnable.""" root_run_id: Optional[str] = None messages: dict[str, BaseMessage] = {} async for event in app.astream_events( input, config, version="v1", stream_mode="values", exclude_tags=["nostream"] ): if event["event"] == "on_chain_start" and not root_run_id: root_run_id = event["run_id"] yield root_run_id elif event["event"] == "on_chain_stream" and event["run_id"] == root_run_id: new_messages: list[BaseMessage] = [] # event["data"]["chunk"] is a Sequence[AnyMessage] or a Dict[str, Any] state_chunk_msgs: Union[Sequence[AnyMessage], Dict[str, Any]] = event[ "data" ]["chunk"] if isinstance(state_chunk_msgs, dict): state_chunk_msgs = event["data"]["chunk"]["messages"] for msg in state_chunk_msgs: msg_id = msg["id"] if isinstance(msg, dict) else msg.id if msg_id in messages and msg == messages[msg_id]: continue else: messages[msg_id] = msg new_messages.append(msg) if new_messages: yield new_messages elif event["event"] == "on_chat_model_stream": message: BaseMessage = event["data"]["chunk"] if message.id not in messages: messages[message.id] = message else: messages[message.id] += message yield [messages[message.id]] def _default(obj) -> Any: if hasattr(obj, "dict") and callable(obj.dict): return obj.dict() raise TypeError(f"Object of type {obj.__class__.__name__} is not JSON serializable") dumps = functools.partial(orjson.dumps, default=_default) async def to_sse(messages_stream: MessagesStream) -> AsyncIterator[dict]: """Consume the stream into an EventSourceResponse""" try: async for chunk in messages_stream: # EventSourceResponse expects a string for data # so after serializing into bytes, we decode into utf-8 # to get a string. if isinstance(chunk, str): yield { "event": "metadata", "data": orjson.dumps({"run_id": chunk}).decode(), } else: yield { "event": "data", "data": dumps( [message_chunk_to_message(msg) for msg in chunk] ).decode(), } except Exception: logger.warn("error in stream", exc_info=True) yield { "event": "error", # Do not expose the error message to the client since # the message may contain sensitive information. # We'll add client side errors for validation as well. "data": orjson.dumps( {"status_code": 500, "message": "Internal Server Error"} ).decode(), } # Send an end event to signal the end of the stream yield {"event": "end"} ================================================ FILE: backend/app/tools.py ================================================ from enum import Enum from functools import lru_cache from typing import Annotated, Literal from langchain.tools.retriever import create_retriever_tool from langchain_community.agent_toolkits.connery import ConneryToolkit from langchain_community.retrievers.kay import KayAiRetriever from langchain_community.retrievers.pubmed import PubMedRetriever from langchain_community.retrievers.wikipedia import WikipediaRetriever from langchain_community.retrievers.you import YouRetriever from langchain_community.tools.arxiv.tool import ArxivQueryRun from langchain_community.tools.connery import ConneryService from langchain_community.tools.ddg_search.tool import DuckDuckGoSearchRun from langchain_community.tools.tavily_search import ( TavilyAnswer as _TavilyAnswer, ) from langchain_community.tools.tavily_search import ( TavilySearchResults, ) from langchain_community.utilities.arxiv import ArxivAPIWrapper from langchain_community.utilities.dalle_image_generator import DallEAPIWrapper from langchain_community.utilities.tavily_search import TavilySearchAPIWrapper from langchain_core.tools import Tool from pydantic import BaseModel, Field from typing_extensions import TypedDict from app.upload import vstore class DDGInput(BaseModel): query: Annotated[str, Field(description="search query to look up")] class ArxivInput(BaseModel): query: Annotated[str, Field(description="search query to look up")] class PythonREPLInput(BaseModel): query: Annotated[str, Field(description="python command to run")] class DallEInput(BaseModel): query: Annotated[str, Field(description="image description to generate image from")] class AvailableTools(str, Enum): ACTION_SERVER = "action_server_by_sema4ai" CONNERY = "ai_action_runner_by_connery" DDG_SEARCH = "ddg_search" TAVILY = "search_tavily" TAVILY_ANSWER = "search_tavily_answer" RETRIEVAL = "retrieval" ARXIV = "arxiv" YOU_SEARCH = "you_search" SEC_FILINGS = "sec_filings_kai_ai" PRESS_RELEASES = "press_releases_kai_ai" PUBMED = "pubmed" WIKIPEDIA = "wikipedia" DALL_E = "dall_e" class ToolConfig(TypedDict): ... class BaseTool(BaseModel): type: AvailableTools name: str description: str config: ToolConfig = Field(default_factory=dict) multi_use: bool = False class ActionServerConfig(ToolConfig): url: str api_key: str class ActionServer(BaseTool): type: Literal[AvailableTools.ACTION_SERVER] = AvailableTools.ACTION_SERVER name: Literal["Action Server by Sema4.ai"] = "Action Server by Sema4.ai" description: Literal[ ( "Run AI actions with " "[Sema4.ai Action Server](https://github.com/Sema4AI/actions)." ) ] = ( "Run AI actions with " "[Sema4.ai Action Server](https://github.com/Sema4AI/actions)." ) config: ActionServerConfig multi_use: Literal[True] = True class Connery(BaseTool): type: Literal[AvailableTools.CONNERY] = AvailableTools.CONNERY name: Literal["AI Action Runner by Connery"] = "AI Action Runner by Connery" description: Literal[ ( "Connect OpenGPTs to the real world with " "[Connery](https://github.com/connery-io/connery)." ) ] = ( "Connect OpenGPTs to the real world with " "[Connery](https://github.com/connery-io/connery)." ) class DDGSearch(BaseTool): type: Literal[AvailableTools.DDG_SEARCH] = AvailableTools.DDG_SEARCH name: Literal["DuckDuckGo Search"] = "DuckDuckGo Search" description: Literal[ "Search the web with [DuckDuckGo](https://pypi.org/project/duckduckgo-search/)." ] = "Search the web with [DuckDuckGo](https://pypi.org/project/duckduckgo-search/)." class Arxiv(BaseTool): type: Literal[AvailableTools.ARXIV] = AvailableTools.ARXIV name: Literal["Arxiv"] = "Arxiv" description: Literal[ "Searches [Arxiv](https://arxiv.org/)." ] = "Searches [Arxiv](https://arxiv.org/)." class YouSearch(BaseTool): type: Literal[AvailableTools.YOU_SEARCH] = AvailableTools.YOU_SEARCH name: Literal["You.com Search"] = "You.com Search" description: Literal[ "Uses [You.com](https://you.com/) search, optimized responses for LLMs." ] = "Uses [You.com](https://you.com/) search, optimized responses for LLMs." class SecFilings(BaseTool): type: Literal[AvailableTools.SEC_FILINGS] = AvailableTools.SEC_FILINGS name: Literal["SEC Filings (Kay.ai)"] = "SEC Filings (Kay.ai)" description: Literal[ "Searches through SEC filings using [Kay.ai](https://www.kay.ai/)." ] = "Searches through SEC filings using [Kay.ai](https://www.kay.ai/)." class PressReleases(BaseTool): type: Literal[AvailableTools.PRESS_RELEASES] = AvailableTools.PRESS_RELEASES name: Literal["Press Releases (Kay.ai)"] = "Press Releases (Kay.ai)" description: Literal[ "Searches through press releases using [Kay.ai](https://www.kay.ai/)." ] = "Searches through press releases using [Kay.ai](https://www.kay.ai/)." class PubMed(BaseTool): type: Literal[AvailableTools.PUBMED] = AvailableTools.PUBMED name: Literal["PubMed"] = "PubMed" description: Literal[ "Searches [PubMed](https://pubmed.ncbi.nlm.nih.gov/)." ] = "Searches [PubMed](https://pubmed.ncbi.nlm.nih.gov/)." class Wikipedia(BaseTool): type: Literal[AvailableTools.WIKIPEDIA] = AvailableTools.WIKIPEDIA name: Literal["Wikipedia"] = "Wikipedia" description: Literal[ "Searches [Wikipedia](https://pypi.org/project/wikipedia/)." ] = "Searches [Wikipedia](https://pypi.org/project/wikipedia/)." class Tavily(BaseTool): type: Literal[AvailableTools.TAVILY] = AvailableTools.TAVILY name: Literal["Search (Tavily)"] = "Search (Tavily)" description: Literal[ ( "Uses the [Tavily](https://app.tavily.com/) search engine. " "Includes sources in the response." ) ] = ( "Uses the [Tavily](https://app.tavily.com/) search engine. " "Includes sources in the response." ) class TavilyAnswer(BaseTool): type: Literal[AvailableTools.TAVILY_ANSWER] = AvailableTools.TAVILY_ANSWER name: Literal["Search (short answer, Tavily)"] = "Search (short answer, Tavily)" description: Literal[ ( "Uses the [Tavily](https://app.tavily.com/) search engine. " "This returns only the answer, no supporting evidence." ) ] = ( "Uses the [Tavily](https://app.tavily.com/) search engine. " "This returns only the answer, no supporting evidence." ) class Retrieval(BaseTool): type: Literal[AvailableTools.RETRIEVAL] = AvailableTools.RETRIEVAL name: Literal["Retrieval"] = "Retrieval" description: Literal[ "Look up information in uploaded files." ] = "Look up information in uploaded files." class DallE(BaseTool): type: Literal[AvailableTools.DALL_E] = AvailableTools.DALL_E name: Literal["Generate Image (Dall-E)"] = "Generate Image (Dall-E)" description: Literal[ "Generates images from a text description using OpenAI's DALL-E model." ] = "Generates images from a text description using OpenAI's DALL-E model." RETRIEVAL_DESCRIPTION = """Can be used to look up information that was uploaded to this assistant. If the user is referencing particular files, that is often a good hint that information may be here. If the user asks a vague question, they are likely meaning to look up info from this retriever, and you should call it!""" def get_retriever(assistant_id: str, thread_id: str): return vstore.as_retriever( search_kwargs={"filter": {"namespace": {"$in": [assistant_id, thread_id]}}} ) @lru_cache(maxsize=5) def get_retrieval_tool(assistant_id: str, thread_id: str, description: str): return create_retriever_tool( get_retriever(assistant_id, thread_id), "Retriever", description, ) @lru_cache(maxsize=1) def _get_duck_duck_go(): return DuckDuckGoSearchRun(args_schema=DDGInput) @lru_cache(maxsize=1) def _get_arxiv(): return ArxivQueryRun(api_wrapper=ArxivAPIWrapper(), args_schema=ArxivInput) @lru_cache(maxsize=1) def _get_you_search(): return create_retriever_tool( YouRetriever(n_hits=3, n_snippets_per_hit=3), "you_search", "Searches for documents using You.com", ) @lru_cache(maxsize=1) def _get_sec_filings(): return create_retriever_tool( KayAiRetriever.create( dataset_id="company", data_types=["10-K", "10-Q"], num_contexts=3 ), "sec_filings_search", "Search for a query among SEC Filings", ) @lru_cache(maxsize=1) def _get_press_releases(): return create_retriever_tool( KayAiRetriever.create( dataset_id="company", data_types=["PressRelease"], num_contexts=6 ), "press_release_search", "Search for a query among press releases from US companies", ) @lru_cache(maxsize=1) def _get_pubmed(): return create_retriever_tool( PubMedRetriever(), "pub_med_search", "Search for a query on PubMed" ) @lru_cache(maxsize=1) def _get_wikipedia(): return create_retriever_tool( WikipediaRetriever(), "wikipedia", "Search for a query on Wikipedia" ) @lru_cache(maxsize=1) def _get_tavily(): tavily_search = TavilySearchAPIWrapper() return TavilySearchResults(api_wrapper=tavily_search, name="search_tavily") @lru_cache(maxsize=1) def _get_tavily_answer(): tavily_search = TavilySearchAPIWrapper() return _TavilyAnswer(api_wrapper=tavily_search, name="search_tavily_answer") @lru_cache(maxsize=1) def _get_connery_actions(): connery_service = ConneryService() connery_toolkit = ConneryToolkit.create_instance(connery_service) tools = connery_toolkit.get_tools() return tools @lru_cache(maxsize=1) def _get_dalle_tools(): return Tool( "Dall-E-Image-Generator", DallEAPIWrapper(size="1024x1024", quality="hd").run, "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.", ) TOOLS = { AvailableTools.CONNERY: _get_connery_actions, AvailableTools.DDG_SEARCH: _get_duck_duck_go, AvailableTools.ARXIV: _get_arxiv, AvailableTools.YOU_SEARCH: _get_you_search, AvailableTools.SEC_FILINGS: _get_sec_filings, AvailableTools.PRESS_RELEASES: _get_press_releases, AvailableTools.PUBMED: _get_pubmed, AvailableTools.TAVILY: _get_tavily, AvailableTools.WIKIPEDIA: _get_wikipedia, AvailableTools.TAVILY_ANSWER: _get_tavily_answer, AvailableTools.DALL_E: _get_dalle_tools, } ================================================ FILE: backend/app/upload.py ================================================ """API to deal with file uploads via a runnable. For now this code assumes that the content is a base64 encoded string. The details here might change in the future. For the time being, upload and ingestion are coupled """ from __future__ import annotations import mimetypes import os from typing import BinaryIO, List, Optional from fastapi import UploadFile from langchain_community.vectorstores.pgvector import PGVector from langchain_core.document_loaders.blob_loaders import Blob from langchain_core.runnables import ( ConfigurableField, RunnableConfig, RunnableSerializable, ) from langchain_core.vectorstores import VectorStore from langchain_openai import AzureOpenAIEmbeddings, OpenAIEmbeddings from langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter from pydantic import ConfigDict from app.ingest import ingest_blob from app.parsing import MIMETYPE_BASED_PARSER def _guess_mimetype(file_name: str, file_bytes: bytes) -> str: """Guess the mime-type of a file based on its name or bytes.""" # Guess based on the file extension mime_type, _ = mimetypes.guess_type(file_name) # Return detected mime type from mimetypes guess, unless it's None if mime_type: return mime_type # Signature-based detection for common types if file_bytes.startswith(b"%PDF"): return "application/pdf" elif file_bytes.startswith( (b"\x50\x4B\x03\x04", b"\x50\x4B\x05\x06", b"\x50\x4B\x07\x08") ): return "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" elif file_bytes.startswith(b"\xd0\xcf\x11\xe0\xa1\xb1\x1a\xe1"): return "application/msword" elif file_bytes.startswith(b"\x09\x00\xff\x00\x06\x00"): return "application/vnd.ms-excel" # Check for CSV-like plain text content (commas, tabs, newlines) try: decoded = file_bytes[:1024].decode("utf-8", errors="ignore") if all(char in decoded for char in (",", "\n")) or all( char in decoded for char in ("\t", "\n") ): return "text/csv" elif decoded.isprintable() or decoded == "": return "text/plain" except UnicodeDecodeError: pass return "application/octet-stream" def convert_ingestion_input_to_blob(file: UploadFile) -> Blob: """Convert ingestion input to blob.""" file_data = file.file.read() file_name = file.filename # Check if file_name is a valid string if not isinstance(file_name, str): raise TypeError(f"Expected string for file name, got {type(file_name)}") mimetype = _guess_mimetype(file_name, file_data) return Blob.from_data( data=file_data, path=file_name, mime_type=mimetype, ) def _determine_azure_or_openai_embeddings() -> PGVector: if os.environ.get("OPENAI_API_KEY"): return PGVector( connection_string=PG_CONNECTION_STRING, embedding_function=OpenAIEmbeddings(), use_jsonb=True, ) if os.environ.get("AZURE_OPENAI_API_KEY"): return PGVector( connection_string=PG_CONNECTION_STRING, embedding_function=AzureOpenAIEmbeddings( azure_endpoint=os.environ.get("AZURE_OPENAI_API_BASE"), azure_deployment=os.environ.get( "AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME" ), openai_api_version=os.environ.get("AZURE_OPENAI_API_VERSION"), ), use_jsonb=True, ) raise ValueError( "Either OPENAI_API_KEY or AZURE_OPENAI_API_KEY needs to be set for embeddings to work." ) class IngestRunnable(RunnableSerializable[BinaryIO, List[str]]): """Runnable for ingesting files into a vectorstore.""" text_splitter: TextSplitter vectorstore: VectorStore assistant_id: Optional[str] = None thread_id: Optional[str] = None """Ingested documents will be associated with assistant_id or thread_id. ID is used as the namespace, and is filtered on at query time. """ model_config = ConfigDict(arbitrary_types_allowed=True) @property def namespace(self) -> str: if (self.assistant_id is None and self.thread_id is None) or ( self.assistant_id is not None and self.thread_id is not None ): raise ValueError( "Exactly one of assistant_id or thread_id must be provided" ) return self.assistant_id if self.assistant_id is not None else self.thread_id def invoke(self, blob: Blob, config: Optional[RunnableConfig] = None) -> List[str]: out = ingest_blob( blob, MIMETYPE_BASED_PARSER, self.text_splitter, self.vectorstore, self.namespace, ) return out PG_CONNECTION_STRING = PGVector.connection_string_from_db_params( driver="psycopg2", host=os.environ["POSTGRES_HOST"], port=int(os.environ["POSTGRES_PORT"]), database=os.environ["POSTGRES_DB"], user=os.environ["POSTGRES_USER"], password=os.environ["POSTGRES_PASSWORD"], ) vstore = _determine_azure_or_openai_embeddings() ingest_runnable = IngestRunnable( text_splitter=RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200), vectorstore=vstore, ).configurable_fields( assistant_id=ConfigurableField( id="assistant_id", annotation=Optional[str], name="Assistant ID", ), thread_id=ConfigurableField( id="thread_id", annotation=Optional[str], name="Thread ID", ), ) ================================================ FILE: backend/log_config.json ================================================ { "version": 1, "disable_existing_loggers": false, "formatters": { "default": { "()": "uvicorn.logging.DefaultFormatter", "fmt": "%(asctime)s - %(name)s - %(levelprefix)s %(message)s" }, "access": { "()": "uvicorn.logging.AccessFormatter", "fmt": "%(asctime)s - %(name)s - %(levelprefix)s %(client_addr)s - \"%(request_line)s\" %(status_code)s" }, "json": { "()": "pythonjsonlogger.jsonlogger.JsonFormatter", "fmt": "%(asctime)s - %(name)s - %(levelname)s %(message)s" } }, "handlers": { "default": { "formatter": "default", "class": "logging.StreamHandler", "stream": "ext://sys.stderr" }, "access": { "formatter": "access", "class": "logging.StreamHandler", "stream": "ext://sys.stdout" }, "file": { "formatter": "json", "class": "logging.handlers.RotatingFileHandler", "filename": "./app.log", "mode": "a+", "maxBytes": 10000000, "backupCount": 1 } }, "root": { "handlers": [ "default", "file" ], "level": "INFO" }, "loggers": { "app": { "handlers": [ "default", "file" ], "level": "INFO", "propagate": false }, "uvicorn": { "handlers": [ "default", "file" ], "level": "INFO", "propagate": false }, "uvicorn.access": { "handlers": [ "access", "file" ], "level": "INFO", "propagate": false } } } ================================================ FILE: backend/migrations/000001_create_extensions_and_first_tables.down.sql ================================================ DROP TABLE IF EXISTS thread; DROP TABLE IF EXISTS assistant; DROP TABLE IF EXISTS checkpoints; ================================================ FILE: backend/migrations/000001_create_extensions_and_first_tables.up.sql ================================================ CREATE EXTENSION IF NOT EXISTS vector; CREATE EXTENSION IF NOT EXISTS "uuid-ossp"; CREATE TABLE IF NOT EXISTS assistant ( assistant_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), user_id VARCHAR(255) NOT NULL, name VARCHAR(255) NOT NULL, config JSON NOT NULL, updated_at TIMESTAMP WITH TIME ZONE DEFAULT (CURRENT_TIMESTAMP AT TIME ZONE 'UTC'), public BOOLEAN NOT NULL ); CREATE TABLE IF NOT EXISTS thread ( thread_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), assistant_id UUID REFERENCES assistant(assistant_id) ON DELETE SET NULL, user_id VARCHAR(255) NOT NULL, name VARCHAR(255) NOT NULL, updated_at TIMESTAMP WITH TIME ZONE DEFAULT (CURRENT_TIMESTAMP AT TIME ZONE 'UTC') ); CREATE TABLE IF NOT EXISTS checkpoints ( thread_id TEXT PRIMARY KEY, checkpoint BYTEA ); ================================================ FILE: backend/migrations/000002_checkpoints_update_schema.down.sql ================================================ ALTER TABLE checkpoints DROP CONSTRAINT IF EXISTS checkpoints_pkey, ADD PRIMARY KEY (thread_id), DROP COLUMN IF EXISTS thread_ts, DROP COLUMN IF EXISTS parent_ts; ================================================ FILE: backend/migrations/000002_checkpoints_update_schema.up.sql ================================================ ALTER TABLE checkpoints ADD COLUMN IF NOT EXISTS thread_ts TIMESTAMPTZ, ADD COLUMN IF NOT EXISTS parent_ts TIMESTAMPTZ; UPDATE checkpoints SET thread_ts = CURRENT_TIMESTAMP AT TIME ZONE 'UTC' WHERE thread_ts IS NULL; ALTER TABLE checkpoints DROP CONSTRAINT IF EXISTS checkpoints_pkey, ADD PRIMARY KEY (thread_id, thread_ts) ================================================ FILE: backend/migrations/000003_create_user.down.sql ================================================ ALTER TABLE assistant DROP CONSTRAINT fk_assistant_user_id, ALTER COLUMN user_id TYPE VARCHAR USING (user_id::text); ALTER TABLE thread DROP CONSTRAINT fk_thread_user_id, ALTER COLUMN user_id TYPE VARCHAR USING (user_id::text); DROP TABLE IF EXISTS "user"; ================================================ FILE: backend/migrations/000003_create_user.up.sql ================================================ CREATE TABLE IF NOT EXISTS "user" ( user_id UUID PRIMARY KEY DEFAULT uuid_generate_v4(), sub VARCHAR(255) UNIQUE NOT NULL, created_at TIMESTAMP WITH TIME ZONE DEFAULT (CURRENT_TIMESTAMP AT TIME ZONE 'UTC') ); INSERT INTO "user" (user_id, sub) SELECT DISTINCT user_id::uuid, user_id FROM assistant WHERE user_id IS NOT NULL ON CONFLICT (user_id) DO NOTHING; INSERT INTO "user" (user_id, sub) SELECT DISTINCT user_id::uuid, user_id FROM thread WHERE user_id IS NOT NULL ON CONFLICT (user_id) DO NOTHING; ALTER TABLE assistant ALTER COLUMN user_id TYPE UUID USING (user_id::UUID), ADD CONSTRAINT fk_assistant_user_id FOREIGN KEY (user_id) REFERENCES "user"(user_id); ALTER TABLE thread ALTER COLUMN user_id TYPE UUID USING (user_id::UUID), ADD CONSTRAINT fk_thread_user_id FOREIGN KEY (user_id) REFERENCES "user"(user_id); ================================================ FILE: backend/migrations/000004_add_metadata_to_thread.down.sql ================================================ ALTER TABLE thread DROP COLUMN metadata; ================================================ FILE: backend/migrations/000004_add_metadata_to_thread.up.sql ================================================ ALTER TABLE thread ADD COLUMN metadata JSONB; UPDATE thread SET metadata = json_build_object( 'assistant_type', (SELECT config->'configurable'->>'type' FROM assistant WHERE assistant.assistant_id = thread.assistant_id) ); ================================================ FILE: backend/migrations/000005_advanced_checkpoints_schema.down.sql ================================================ -- Drop the blob storage table DROP TABLE IF EXISTS checkpoint_blobs; -- Drop the writes tracking table DROP TABLE IF EXISTS checkpoint_writes; -- Drop the new checkpoints table that was created by the application DROP TABLE IF EXISTS checkpoints; -- Restore the original checkpoints table by renaming old_checkpoints back -- This preserves the original data that was saved before the migration ALTER TABLE old_checkpoints RENAME TO checkpoints; ================================================ FILE: backend/migrations/000005_advanced_checkpoints_schema.up.sql ================================================ -- BREAKING CHANGE WARNING: -- This migration represents a transition from pickle-based checkpointing to a new checkpoint system. -- As a result, any threads created before this migration will not be usable/clickable in the UI. -- old thread data remains in old_checkpoints table but cannot be accessed by the new version. -- Rename existing checkpoints table to preserve current data -- This is necessary because the application will create a new checkpoints table -- with an updated schema during runtime initialization. ALTER TABLE checkpoints RENAME TO old_checkpoints; ================================================ FILE: backend/pyproject.toml ================================================ [tool.poetry] name = "opengpts" version = "0.1.0" description = "" authors = ["Your Name "] readme = "README.md" packages = [{include = "app"}] [tool.poetry.dependencies] python = "^3.9.0,<3.12" sse-starlette = "^1.6.5" tomli-w = "^1.0.0" uvicorn = "^0.23.2" fastapi = "^0.103.2" # Uncomment if you need to work from a development branch # This will only work for local development though! # langchain = { git = "git@github.com:langchain-ai/langchain.git/", branch = "nc/subclass-runnable-binding" , subdirectory = "libs/langchain"} orjson = "^3.9.10" python-multipart = "^0.0.6" tiktoken = "^0" langchain = "^0.3" langgraph = "0.2.45" langgraph-checkpoint-postgres = "^2.0.2" pydantic = "^2" langchain-openai = "^0.2" beautifulsoup4 = "^4.12.3" boto3 = "^1.34.28" duckduckgo-search = "^5.3.0" arxiv = "^2.1.0" kay = "^0.1.2" xmltodict = "^0.13.0" wikipedia = "^1.4.0" langchain-google-vertexai = "^2.0" langchain-google-community = "^2.0.1" setuptools = "^69.0.3" pdfminer-six = "^20231228" fireworks-ai = "^0.11.2" httpx = { version = "^0", extras = ["socks"] } unstructured = {extras = ["doc", "docx"], version = "^0"} pgvector = "^0.2.5" psycopg2-binary = "^2.9.9" asyncpg = "^0.29.0" langchain-core = "^0.3" pyjwt = {extras = ["crypto"], version = "^2.8.0"} langchain-anthropic = "^0.2" structlog = "^24.1.0" python-json-logger = "^2.0.7" [tool.poetry.group.dev.dependencies] uvicorn = "^0.23.2" pygithub = "^2.1.1" [tool.poetry.group.lint.dependencies] ruff = "^0.1.4" codespell = "^2.2.0" [tool.poetry.group.test.dependencies] pytest = "^7.2.1" pytest-cov = "^4.0.0" pytest-asyncio = "^0.21.1" pytest-mock = "^3.11.1" pytest-socket = "^0.6.0" pytest-watch = "^4.2.0" pytest-timeout = "^2.2.0" [tool.coverage.run] omit = [ "tests/*", ] [tool.pytest.ini_options] # --strict-markers will raise errors on unknown marks. # https://docs.pytest.org/en/7.1.x/how-to/mark.html#raising-errors-on-unknown-marks # # https://docs.pytest.org/en/7.1.x/reference/reference.html # --strict-config any warnings encountered while parsing the `pytest` # section of the configuration file raise errors. addopts = "--strict-markers --strict-config --durations=5 -vv" # Use global timeout of 30 seconds for now. # Most tests should be closer to ~100 ms, but some of the tests involve # parsing files. We can adjust on a per test basis later on. timeout = 30 asyncio_mode = "auto" [build-system] requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" ================================================ FILE: backend/tests/__init__.py ================================================ ================================================ FILE: backend/tests/unit_tests/__init__.py ================================================ ================================================ FILE: backend/tests/unit_tests/agent_executor/__init__.py ================================================ ================================================ FILE: backend/tests/unit_tests/agent_executor/test_parsing.py ================================================ """Test parsing logic.""" import mimetypes from langchain_community.document_loaders import Blob from app.parsing import MIMETYPE_BASED_PARSER, SUPPORTED_MIMETYPES from tests.unit_tests.fixtures import get_sample_paths def test_list_of_supported_mimetypes() -> None: """This list should generally grow! Protecting against typos in mimetypes.""" assert SUPPORTED_MIMETYPES == [ "application/msword", "application/pdf", "application/vnd.openxmlformats-officedocument.wordprocessingml.document", "text/html", "text/plain", ] def test_attempt_to_parse_each_fixture() -> None: """Attempt to parse supported fixtures.""" seen_mimetypes = set() for path in get_sample_paths(): type_, _ = mimetypes.guess_type(path) if type_ not in SUPPORTED_MIMETYPES: continue seen_mimetypes.add(type_) blob = Blob.from_path(path) documents = MIMETYPE_BASED_PARSER.parse(blob) try: assert len(documents) == 1 doc = documents[0] assert "source" in doc.metadata assert doc.metadata["source"] == str(path) assert "🦜" in doc.page_content except Exception as e: raise AssertionError(f"Failed to parse {path}") from e known_missing = {"application/msword"} assert set(SUPPORTED_MIMETYPES) - known_missing == seen_mimetypes ================================================ FILE: backend/tests/unit_tests/agent_executor/test_upload.py ================================================ from io import BytesIO from fastapi import UploadFile from langchain.text_splitter import RecursiveCharacterTextSplitter from app.upload import IngestRunnable, _guess_mimetype, convert_ingestion_input_to_blob from tests.unit_tests.fixtures import get_sample_paths from tests.unit_tests.utils import InMemoryVectorStore def test_ingestion_runnable() -> None: """Test ingestion runnable""" vectorstore = InMemoryVectorStore() splitter = RecursiveCharacterTextSplitter() runnable = IngestRunnable( text_splitter=splitter, vectorstore=vectorstore, input_key="file_contents", assistant_id="TheParrot", ) # Simulate file data file_data = BytesIO(b"test data") file_data.seek(0) # Create UploadFile object file = UploadFile(filename="testfile.txt", file=file_data) # Convert the file to blob blob = convert_ingestion_input_to_blob(file) ids = runnable.invoke(blob) assert len(ids) == 1 def test_mimetype_guessing() -> None: """Verify mimetype guessing for all fixtures.""" name_to_mime = {} for file in sorted(get_sample_paths()): data = file.read_bytes() name_to_mime[file.name] = _guess_mimetype(file.name, data) assert { "sample.docx": ( "application/vnd.openxmlformats-officedocument.wordprocessingml.document" ), "sample.epub": "application/epub+zip", "sample.html": "text/html", "sample.odt": "application/vnd.oasis.opendocument.text", "sample.pdf": "application/pdf", "sample.rtf": "application/rtf", "sample.txt": "text/plain", } == name_to_mime ================================================ FILE: backend/tests/unit_tests/app/__init__.py ================================================ ================================================ FILE: backend/tests/unit_tests/app/helpers.py ================================================ from contextlib import asynccontextmanager from httpx import AsyncClient from typing_extensions import AsyncGenerator @asynccontextmanager async def get_client() -> AsyncGenerator[AsyncClient, None]: """Get the app.""" from app.server import app async with AsyncClient(app=app, base_url="http://test") as ac: yield ac ================================================ FILE: backend/tests/unit_tests/app/test_app.py ================================================ """Test the server and client together.""" from typing import Optional, Sequence from uuid import uuid4 import asyncpg from pydantic import BaseModel from app.schema import Assistant, Thread from tests.unit_tests.app.helpers import get_client def _project(model: BaseModel, *, exclude_keys: Optional[Sequence[str]] = None) -> dict: """Return a dict with only the keys specified.""" d = model.model_dump() _exclude = set(exclude_keys) if exclude_keys else set() return {k: v for k, v in d.items() if k not in _exclude} async def test_list_and_create_assistants(pool: asyncpg.pool.Pool) -> None: """Test list and create assistants.""" headers = {"Cookie": "opengpts_user_id=1"} aid = str(uuid4()) async with pool.acquire() as conn: assert len(await conn.fetch("SELECT * FROM assistant;")) == 0 async with get_client() as client: response = await client.get( "/assistants/", headers=headers, ) assert response.status_code == 200 assert response.json() == [] # Create an assistant response = await client.put( f"/assistants/{aid}", json={"name": "bobby", "config": {}, "public": False}, headers=headers, ) assert response.status_code == 200 assistant = Assistant.model_validate(response.json()) assert _project(assistant, exclude_keys=["updated_at", "user_id"]) == { "assistant_id": aid, "config": {}, "name": "bobby", "public": False, } async with pool.acquire() as conn: assert len(await conn.fetch("SELECT * FROM assistant;")) == 1 response = await client.get("/assistants/", headers=headers) assistants = [Assistant.model_validate(d) for d in response.json()] assert [ _project(d, exclude_keys=["updated_at", "user_id"]) for d in assistants ] == [ { "assistant_id": aid, "config": {}, "name": "bobby", "public": False, } ] response = await client.put( f"/assistants/{aid}", json={"name": "bobby", "config": {}, "public": False}, headers=headers, ) assistant = Assistant.model_validate(response.json()) assert _project(assistant, exclude_keys=["updated_at", "user_id"]) == { "assistant_id": aid, "config": {}, "name": "bobby", "public": False, } # Check not visible to other users headers = {"Cookie": "opengpts_user_id=2"} response = await client.get("/assistants/", headers=headers) assert response.status_code == 200, response.text assert response.json() == [] async def test_threads(pool: asyncpg.pool.Pool) -> None: """Test put thread.""" headers = {"Cookie": "opengpts_user_id=1"} aid = str(uuid4()) tid = str(uuid4()) async with get_client() as client: response = await client.put( f"/assistants/{aid}", json={ "name": "assistant", "config": {"configurable": {"type": "chatbot"}}, "public": False, }, headers=headers, ) response = await client.put( f"/threads/{tid}", json={"name": "bobby", "assistant_id": aid}, headers=headers, ) assert response.status_code == 200, response.text _ = Thread.model_validate(response.json()) response = await client.get(f"/threads/{tid}/state", headers=headers) assert response.status_code == 200 assert response.json() == {"values": None, "next": []} response = await client.get("/threads/", headers=headers) assert response.status_code == 200 threads = [Thread.model_validate(d) for d in response.json()] assert [ _project(d, exclude_keys=["updated_at", "user_id"]) for d in threads ] == [ { "assistant_id": aid, "name": "bobby", "thread_id": tid, "metadata": {"assistant_type": "chatbot"}, } ] response = await client.put( f"/threads/{tid}", headers={"Cookie": "opengpts_user_id=2"}, ) assert response.status_code == 422 ================================================ FILE: backend/tests/unit_tests/app/test_auth.py ================================================ from base64 import b64encode from datetime import datetime, timedelta, timezone from typing import Optional from unittest.mock import MagicMock, patch import jwt from app.auth.handlers import AuthedUser, get_auth_handler from app.auth.settings import ( AuthType, JWTSettingsLocal, JWTSettingsOIDC, ) from app.auth.settings import ( settings as auth_settings, ) from app.server import app from tests.unit_tests.app.helpers import get_client @app.get("/me") async def me(user: AuthedUser) -> dict: return user.model_dump() def _create_jwt( key: str, alg: str, payload: dict, headers: Optional[dict] = None ) -> str: return jwt.encode(payload, key, algorithm=alg, headers=headers) async def test_noop(): get_auth_handler.cache_clear() auth_settings.auth_type = AuthType.NOOP sub = "user_noop" async with get_client() as client: response = await client.get("/me", cookies={"opengpts_user_id": sub}) assert response.status_code == 200 assert response.json()["sub"] == sub async def test_jwt_local(): get_auth_handler.cache_clear() auth_settings.auth_type = AuthType.JWT_LOCAL key = "key" auth_settings.jwt_local = JWTSettingsLocal( alg="HS256", iss="issuer", aud="audience", decode_key_b64=b64encode(key.encode("utf-8")), ) sub = "user_jwt_local" token = _create_jwt( key=key, alg=auth_settings.jwt_local.alg, payload={ "sub": sub, "iss": auth_settings.jwt_local.iss, "aud": auth_settings.jwt_local.aud, "exp": datetime.now(timezone.utc) + timedelta(days=1), }, ) async with get_client() as client: response = await client.get("/me", headers={"Authorization": f"Bearer {token}"}) assert response.status_code == 200 assert response.json()["sub"] == sub # Test invalid token async with get_client() as client: response = await client.get("/me", headers={"Authorization": "Bearer xyz"}) assert response.status_code == 401 async def test_jwt_oidc(): get_auth_handler.cache_clear() auth_settings.auth_type = AuthType.JWT_OIDC auth_settings.jwt_oidc = JWTSettingsOIDC(iss="issuer", aud="audience") sub = "user_jwt_oidc" key = "key" alg = "HS256" token = _create_jwt( key=key, alg=alg, payload={ "sub": sub, "iss": auth_settings.jwt_oidc.iss, "aud": auth_settings.jwt_oidc.aud, "exp": datetime.now(timezone.utc) + timedelta(days=1), }, headers={"kid": "kid", "alg": alg}, ) mock_jwk_client = MagicMock() mock_jwk_client.get_signing_key.return_value = MagicMock(key=key) with patch( "app.auth.handlers.JWTAuthOIDC._get_jwk_client", return_value=mock_jwk_client ): async with get_client() as client: response = await client.get( "/me", headers={"Authorization": f"Bearer {token}"} ) assert response.status_code == 200 assert response.json()["sub"] == sub ================================================ FILE: backend/tests/unit_tests/conftest.py ================================================ import asyncio import os import subprocess import asyncpg import pytest from app.auth.settings import AuthType from app.auth.settings import settings as auth_settings from app.lifespan import get_pg_pool, lifespan from app.server import app auth_settings.auth_type = AuthType.NOOP # Temporary handling of environment variables for testing os.environ["OPENAI_API_KEY"] = "test" TEST_DB = "test" assert os.environ["POSTGRES_DB"] != TEST_DB, "Test and main database conflict." os.environ["POSTGRES_DB"] = TEST_DB async def _get_conn() -> asyncpg.Connection: return await asyncpg.connect( user=os.environ["POSTGRES_USER"], password=os.environ["POSTGRES_PASSWORD"], host=os.environ["POSTGRES_HOST"], port=os.environ["POSTGRES_PORT"], database="postgres", ) async def _create_test_db() -> None: """Check if the test database exists and create it if it doesn't.""" conn = await _get_conn() exists = await conn.fetchval("SELECT 1 FROM pg_database WHERE datname=$1", TEST_DB) if not exists: await conn.execute(f'CREATE DATABASE "{TEST_DB}"') await conn.close() async def _drop_test_db() -> None: """Check if the test database exists and if so, drop it.""" conn = await _get_conn() exists = await conn.fetchval("SELECT 1 FROM pg_database WHERE datname=$1", TEST_DB) if exists: await conn.execute(f'DROP DATABASE "{TEST_DB}" WITH (FORCE)') await conn.close() def _migrate_test_db() -> None: subprocess.run(["make", "migrate"], check=True) @pytest.fixture(scope="session") async def _init_db(): """Initialize the test database.""" await _drop_test_db() # In case previous test session was abruptly terminated await _create_test_db() _migrate_test_db() @pytest.fixture(scope="session") async def pool(_init_db): """Initialize database pool with checkpointer.""" async with lifespan(app): yield get_pg_pool() await _drop_test_db() @pytest.fixture(scope="function", autouse=True) async def clear_test_db(pool): """Truncate all tables before each test.""" async with pool.acquire() as conn: query = """ DO $$ DECLARE r RECORD; BEGIN FOR r IN (SELECT tablename FROM pg_tables WHERE schemaname = 'public') LOOP EXECUTE 'TRUNCATE TABLE ' || quote_ident(r.tablename) || ' CASCADE;'; END LOOP; END $$; """ await conn.execute(query) @pytest.fixture(scope="session") def event_loop(request): loop = asyncio.get_event_loop_policy().new_event_loop() yield loop loop.close() ================================================ FILE: backend/tests/unit_tests/fixtures/__init__.py ================================================ from pathlib import Path from typing import List HERE = Path(__file__).parent # PUBLIC API def get_sample_paths() -> List[Path]: """List all fixtures.""" return list(HERE.glob("sample.*")) ================================================ FILE: backend/tests/unit_tests/fixtures/sample.html ================================================

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* Item 3 * We also love cats 🐱 Image ================================================ FILE: backend/tests/unit_tests/test_imports.py ================================================ """Shallow tests that make sure we can at least import the code.""" def test_import_app() -> None: """Test import app""" import app # noqa: F401 ================================================ FILE: backend/tests/unit_tests/utils.py ================================================ """Test ingestion utilities.""" from typing import Any, Dict, Iterable, List, Optional, Sequence, Type from langchain.schema import Document from langchain.schema.embeddings import Embeddings from langchain.schema.vectorstore import VST, VectorStore class InMemoryVectorStore(VectorStore): """In-memory implementation of VectorStore using a dictionary.""" def __init__(self) -> None: """Vector store interface for testing things in memory.""" self.store: Dict[str, Document] = {} def delete(self, ids: Optional[Sequence[str]] = None, **kwargs: Any) -> None: """Delete the given documents from the store using their IDs.""" if ids: for _id in ids: self.store.pop(_id, None) async def adelete(self, ids: Optional[Sequence[str]] = None, **kwargs: Any) -> None: """Delete the given documents from the store using their IDs.""" if ids: for _id in ids: self.store.pop(_id, None) def add_documents( self, documents: Sequence[Document], *, ids: Optional[Sequence[str]] = None, **kwargs: Any, ) -> List[str]: """Add the given documents to the store (insert behavior).""" if ids and len(ids) != len(documents): raise ValueError( f"Expected {len(ids)} ids, got {len(documents)} documents." ) if not ids: start_idx = max(self.store.keys(), default=0) ids = [str(x) for x in (range(start_idx, start_idx + len(documents)))] for _id, document in zip(ids, documents): if _id in self.store: raise ValueError( f"Document with uid {_id} already exists in the store." ) self.store[_id] = document return ids async def aadd_documents( self, documents: Sequence[Document], *, ids: Optional[Sequence[str]] = None, **kwargs: Any, ) -> List[str]: if ids and len(ids) != len(documents): raise ValueError( f"Expected {len(ids)} ids, got {len(documents)} documents." ) if not ids: start_idx = max(self.store.keys(), default=0) ids = [str(x) for x in (range(start_idx, start_idx + len(documents)))] for _id, document in zip(ids, documents): if _id in self.store: raise ValueError( f"Document with uid {_id} already exists in the store." ) self.store[_id] = document return list(ids) def add_texts( self, texts: Iterable[str], metadatas: Optional[List[Dict[Any, Any]]] = None, **kwargs: Any, ) -> List[str]: """Add the given texts to the store (insert behavior).""" raise NotImplementedError() @classmethod def from_texts( cls: Type[VST], texts: List[str], embedding: Embeddings, metadatas: Optional[List[Dict[Any, Any]]] = None, **kwargs: Any, ) -> VST: """Create a vector store from a list of texts.""" raise NotImplementedError() def similarity_search( self, query: str, k: int = 4, **kwargs: Any ) -> List[Document]: """Find the most similar documents to the given query.""" raise NotImplementedError() ================================================ FILE: docker-compose-prod.yml ================================================ version: "3" services: postgres: image: pgvector/pgvector:pg16 healthcheck: test: pg_isready -U $POSTGRES_USER start_interval: 1s start_period: 5s interval: 5s retries: 5 ports: - "5433:5432" env_file: - .env volumes: - ./postgres-volume:/var/lib/postgresql/data postgres-setup: image: migrate/migrate depends_on: postgres: condition: service_healthy volumes: - ./backend/migrations:/migrations env_file: - .env command: ["-path", "/migrations", "-database", "postgres://$POSTGRES_USER:$POSTGRES_PASSWORD@postgres:$POSTGRES_PORT/$POSTGRES_DB?sslmode=disable", "up"] backend: container_name: opengpts-backend image: docker.io/langchain/open-gpts:latest ports: - "8100:8000" # Backend is accessible on localhost:8100 and serves the frontend depends_on: postgres-setup: condition: service_completed_successfully env_file: - .env environment: POSTGRES_HOST: "postgres" ================================================ FILE: docker-compose.yml ================================================ version: "3" services: postgres: image: pgvector/pgvector:pg16 healthcheck: test: pg_isready -U $POSTGRES_USER start_interval: 1s start_period: 5s interval: 5s retries: 5 ports: - "5433:5432" env_file: - .env volumes: - ./postgres-volume:/var/lib/postgresql/data postgres-setup: image: migrate/migrate depends_on: postgres: condition: service_healthy volumes: - ./backend/migrations:/migrations env_file: - .env command: ["-path", "/migrations", "-database", "postgres://$POSTGRES_USER:$POSTGRES_PASSWORD@postgres:$POSTGRES_PORT/$POSTGRES_DB?sslmode=disable", "up"] backend: container_name: opengpts-backend build: context: backend ports: - "8100:8000" # Backend is accessible on localhost:8100 depends_on: postgres-setup: condition: service_completed_successfully env_file: - .env volumes: - ./backend:/backend environment: POSTGRES_HOST: "postgres" command: - --reload frontend: container_name: opengpts-frontend build: context: frontend depends_on: backend: condition: service_healthy volumes: - ./frontend/src:/frontend/src ports: - "5173:5173" # Frontend is accessible on localhost:5173 environment: VITE_BACKEND_URL: "http://backend:8000" ================================================ FILE: frontend/.eslintrc.cjs ================================================ module.exports = { root: true, env: { browser: true, es2020: true }, extends: [ "eslint:recommended", "plugin:@typescript-eslint/recommended", "plugin:react-hooks/recommended", ], ignorePatterns: ["dist", ".eslintrc.cjs"], parser: "@typescript-eslint/parser", plugins: ["react-refresh"], rules: { "react-refresh/only-export-components": [ "warn", { allowConstantExport: true }, ], "@typescript-eslint/no-unused-vars": 0, }, }; ================================================ FILE: frontend/.gitignore ================================================ # Logs logs *.log npm-debug.log* yarn-debug.log* yarn-error.log* pnpm-debug.log* lerna-debug.log* node_modules dist dist-ssr *.local # Editor directories and files .vscode/* !.vscode/extensions.json .idea .DS_Store *.suo *.ntvs* *.njsproj *.sln *.sw? ================================================ FILE: frontend/Dockerfile ================================================ # Frontend Dockerfile FROM node:20 # Set the working directory WORKDIR /frontend # Copy the package.json and yarn.lock COPY ./package.json ./ COPY ./yarn.lock ./ # Install Yarn and dependencies RUN yarn install # Copy the rest of the frontend code COPY . . # Expose the port the frontend runs on EXPOSE 5173 # Command to start the frontend CMD ["yarn", "dev"] ================================================ FILE: frontend/README.md ================================================ # React + TypeScript + Vite This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. Currently, two official plugins are available: - [@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 - [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh ## Expanding the ESLint configuration If you are developing a production application, we recommend updating the configuration to enable type aware lint rules: - Configure the top-level `parserOptions` property like this: ```js parserOptions: { ecmaVersion: 'latest', sourceType: 'module', project: ['./tsconfig.json', './tsconfig.node.json'], tsconfigRootDir: __dirname, }, ``` - Replace `plugin:@typescript-eslint/recommended` to `plugin:@typescript-eslint/recommended-type-checked` or `plugin:@typescript-eslint/strict-type-checked` - Optionally add `plugin:@typescript-eslint/stylistic-type-checked` - 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 ================================================ FILE: frontend/index.html ================================================ OpenGPTs
================================================ FILE: frontend/package.json ================================================ { "name": "frontend", "private": true, "version": "0.0.0", "packageManager": "yarn@1.22.19", "type": "module", "scripts": { "dev": "vite --host", "build": "tsc && vite build", "lint": "prettier -c src && tsc --noEmit && eslint src --ext ts,tsx --report-unused-disable-directives", "preview": "vite preview", "format": "prettier -w src" }, "dependencies": { "@codemirror/lang-json": "^6.0.1", "@headlessui/react": "^1.7.17", "@heroicons/react": "^2.0.18", "@microsoft/fetch-event-source": "^2.0.1", "@tailwindcss/forms": "^0.5.6", "@tailwindcss/typography": "^0.5.10", "@uiw/react-codemirror": "^4.21.25", "clsx": "^2.0.0", "dompurify": "^3.0.6", "lodash": "^4.17.21", "marked": "^9.1.5", "react": "^18.2.0", "react-dom": "^18.2.0", "react-dropzone": "^14.2.3", "react-query": "^3.39.3", "react-router-dom": "^6.22.3", "tailwind-merge": "^2.0.0", "uuid": "^9.0.1" }, "devDependencies": { "@types/dompurify": "^3.0.4", "@types/lodash": "^4.14.201", "@types/react": "^18.2.15", "@types/react-dom": "^18.2.7", "@types/uuid": "^9.0.8", "@typescript-eslint/eslint-plugin": "^6.0.0", "@typescript-eslint/parser": "^6.0.0", "@vitejs/plugin-react": "^4.0.3", "autoprefixer": "^10.4.16", "eslint": "^8.45.0", "eslint-plugin-react-hooks": "^4.6.0", "eslint-plugin-react-refresh": "^0.4.3", "postcss": "^8.4.31", "prettier": "^3.2.5", "tailwindcss": "^3.3.5", "typescript": "^5.0.2", "vite": "^4.4.5" } } ================================================ FILE: frontend/postcss.config.js ================================================ export default { plugins: { tailwindcss: {}, autoprefixer: {}, }, } ================================================ FILE: frontend/src/App.tsx ================================================ import { useCallback, useState } from "react"; import { InformationCircleIcon } from "@heroicons/react/24/outline"; import { Chat } from "./components/Chat"; import { ChatList } from "./components/ChatList"; import { Layout } from "./components/Layout"; import { NewChat } from "./components/NewChat"; import { useChatList } from "./hooks/useChatList"; import { useSchemas } from "./hooks/useSchemas"; import { useStreamState } from "./hooks/useStreamState"; import { useConfigList, Config as ConfigInterface, } from "./hooks/useConfigList"; import { Config } from "./components/Config"; import { MessageWithFiles } from "./utils/formTypes.ts"; import { useNavigate } from "react-router-dom"; import { useThreadAndAssistant } from "./hooks/useThreadAndAssistant.ts"; import { Message } from "./types.ts"; import { OrphanChat } from "./components/OrphanChat.tsx"; function App(props: { edit?: boolean }) { const navigate = useNavigate(); const [sidebarOpen, setSidebarOpen] = useState(false); const { chats, createChat, updateChat, deleteChat } = useChatList(); const { configs, saveConfig, deleteConfig } = useConfigList(); const { startStream, stopStream, stream } = useStreamState(); const { configSchema, configDefaults } = useSchemas(); const { currentChat, assistantConfig, isLoading } = useThreadAndAssistant(); const startTurn = useCallback( async ( message: MessageWithFiles | null, thread_id: string, assistantType: string, config?: Record, ) => { const files = message?.files || []; if (files.length > 0) { const formData = files.reduce((formData, file) => { formData.append("files", file); return formData; }, new FormData()); formData.append( "config", JSON.stringify({ configurable: { thread_id } }), ); await fetch(`/ingest`, { method: "POST", body: formData, }); } // eslint-disable-next-line @typescript-eslint/no-explicit-any let input: Message[] | Record | null = null; if (message) { // Set the input to an array of messages. This is the default input // format for all assistant types. input = [ { content: message.message, additional_kwargs: {}, type: "human", example: false, id: `human-${Math.random()}`, }, ]; if (assistantType === "chat_retrieval") { // The RAG assistant type requires an object with a `messages` field. input = { messages: input, }; } } await startStream(input, thread_id, config); }, [startStream], ); const startChat = useCallback( async (config: ConfigInterface, message: MessageWithFiles) => { const chat = await createChat(message.message, config.assistant_id); navigate(`/thread/${chat.thread_id}`); const assistantType = config.config.configurable?.type as string; return startTurn(message, chat.thread_id, assistantType); }, [createChat, navigate, startTurn], ); const selectChat = useCallback( async (id: string | null) => { if (currentChat) { stopStream?.(true); } if (!id) { const firstAssistant = configs?.[0]?.assistant_id ?? null; navigate(firstAssistant ? `/assistant/${firstAssistant}` : "/"); window.scrollTo({ top: 0 }); } else { navigate(`/thread/${id}`); } if (sidebarOpen) { setSidebarOpen(false); } }, [currentChat, sidebarOpen, stopStream, configs, navigate], ); const selectConfig = useCallback( (id: string | null) => { navigate(id ? `/assistant/${id}` : "/"); }, [navigate], ); return ( {assistantConfig.name} { selectConfig(assistantConfig.assistant_id); }} /> ) : null } sidebarOpen={sidebarOpen} setSidebarOpen={setSidebarOpen} sidebar={ } > {currentChat && assistantConfig && ( )} {currentChat && !assistantConfig && ( )} {!currentChat && assistantConfig && !props.edit && ( )} {!currentChat && assistantConfig && props.edit && ( )} {!currentChat && !assistantConfig && !isLoading && ( )} {isLoading &&
Loading...
} ); } export default App; ================================================ FILE: frontend/src/api/assistants.ts ================================================ import { Config } from "../hooks/useConfigList"; export async function getAssistant( assistantId: string, ): Promise { try { const response = await fetch(`/assistants/${assistantId}`); if (!response.ok) { return null; } return (await response.json()) as Config; } catch (error) { console.error("Failed to fetch assistant:", error); return null; } } export async function getAssistants(): Promise { try { const response = await fetch(`/assistants/`); if (!response.ok) { return null; } return (await response.json()) as Config[]; } catch (error) { console.error("Failed to fetch assistants:", error); return null; } } ================================================ FILE: frontend/src/api/threads.ts ================================================ import { Chat } from "../types"; export async function getThread(threadId: string): Promise { try { const response = await fetch(`/threads/${threadId}`); if (!response.ok) { return null; } return (await response.json()) as Chat; } catch (error) { console.error("Failed to fetch assistant:", error); return null; } } ================================================ FILE: frontend/src/components/Chat.tsx ================================================ import { useEffect, useRef, useState } from "react"; import { StreamStateProps } from "../hooks/useStreamState"; import { useChatMessages } from "../hooks/useChatMessages"; import TypingBox from "./TypingBox"; import { MessageViewer } from "./Message"; import { ArrowDownCircleIcon, CheckCircleIcon, } from "@heroicons/react/24/outline"; import { MessageWithFiles } from "../utils/formTypes.ts"; import { useParams } from "react-router-dom"; import { useThreadAndAssistant } from "../hooks/useThreadAndAssistant.ts"; import { useMessageEditing } from "../hooks/useMessageEditing.ts"; import { MessageEditor } from "./MessageEditor.tsx"; import { Message } from "../types.ts"; interface ChatProps extends Pick { startStream: ( message: MessageWithFiles | null, thread_id: string, assistantType: string, ) => Promise; } function usePrevious(value: T): T | undefined { const ref = useRef(); useEffect(() => { ref.current = value; }); return ref.current; } function CommitEdits(props: { editing: Record; commitEdits: () => Promise; }) { const [inflight, setInflight] = useState(false); return (
{Object.keys(props.editing).length} message(s) edited.
); } export function Chat(props: ChatProps) { const { chatId } = useParams(); const { messages, next, refreshMessages } = useChatMessages( chatId ?? null, props.stream, props.stopStream, ); const { currentChat, assistantConfig, isLoading } = useThreadAndAssistant(); const { editing, recordEdits, commitEdits, abandonEdits } = useMessageEditing( chatId, refreshMessages, ); const prevMessages = usePrevious(messages); useEffect(() => { scrollTo({ top: document.body.scrollHeight, behavior: prevMessages && prevMessages?.length === messages?.length ? "smooth" : undefined, }); // eslint-disable-next-line react-hooks/exhaustive-deps }, [messages]); if (isLoading) return
Loading...
; if (!currentChat || !assistantConfig) return
No data.
; return (
{messages?.map((msg, i) => editing[msg.id] ? ( abandonEdits(msg)} /> ) : ( recordEdits(msg)} alwaysShowControls={i === messages.length - 1} /> ), )} {(props.stream?.status === "inflight" || messages === null) && (
...
)} {props.stream?.status === "error" && (
An error has occurred. Please try again.
)} {next.length > 0 && props.stream?.status !== "inflight" && Object.keys(editing).length === 0 && (
props.startStream( null, currentChat.thread_id, assistantConfig.config.configurable?.type as string, ) } > Click to continue.
)}
{commitEdits && Object.keys(editing).length > 0 ? ( ) : ( props.startStream( msg, currentChat.thread_id, assistantConfig.config.configurable?.type as string, ) } onInterrupt={ props.stream?.status === "inflight" ? props.stopStream : undefined } inflight={props.stream?.status === "inflight"} currentConfig={assistantConfig} currentChat={currentChat} /> )}
); } ================================================ FILE: frontend/src/components/ChatList.tsx ================================================ import { PlusIcon, EllipsisVerticalIcon } from "@heroicons/react/24/outline"; import { useState, useEffect } from "react"; import { ChatListProps } from "../hooks/useChatList"; import { cn } from "../utils/cn"; import { useThreadAndAssistant } from "../hooks/useThreadAndAssistant.ts"; import { ConfigListProps } from "../hooks/useConfigList.ts"; export function ChatList(props: { chats: ChatListProps["chats"]; configs: ConfigListProps["configs"]; enterChat: (id: string | null) => void; deleteChat: (id: string) => void; enterConfig: (id: string | null) => void; }) { const { currentChat, assistantConfig } = useThreadAndAssistant(); // State for tracking which chat's menu is visible const [visibleMenu, setVisibleMenu] = useState(null); // Event listener to close the menu when clicking outside of it useEffect(() => { const closeMenu = () => setVisibleMenu(null); window.addEventListener("click", closeMenu); return () => window.removeEventListener("click", closeMenu); }, []); return ( <>
props.enterChat(null)} className={cn( !currentChat && assistantConfig ? "bg-gray-50 text-indigo-600" : "text-gray-700 hover:text-indigo-600 hover:bg-gray-50", "group flex gap-x-3 rounded-md -mx-2 p-2 leading-6 font-semibold cursor-pointer", )} > New Chat
props.enterConfig(null)} className={cn( !assistantConfig ? "bg-gray-50 text-indigo-600" : "text-gray-700 hover:text-indigo-600 hover:bg-gray-50", "mt-1 group flex gap-x-3 rounded-md -mx-2 p-2 leading-6 font-semibold cursor-pointer", )} > New Bot
Your chats
); } ================================================ FILE: frontend/src/components/Config.tsx ================================================ import { Fragment, useCallback, useEffect, useState } from "react"; import { ShareIcon } from "@heroicons/react/24/outline"; import { useDropzone } from "react-dropzone"; import { orderBy, last } from "lodash"; import { v4 as uuidv4 } from "uuid"; import { ConfigListProps, Config as ConfigInterface, } from "../hooks/useConfigList"; import { SchemaField, Schemas } from "../hooks/useSchemas"; import { cn } from "../utils/cn"; import { FileUploadDropzone } from "./FileUpload"; import { Combobox, Disclosure, Switch, Transition } from "@headlessui/react"; import { DROPZONE_CONFIG, TYPES } from "../constants"; import { Tool, ToolConfig, ToolSchema } from "../utils/formTypes.ts"; import { useToolsSchemas } from "../hooks/useToolsSchemas.ts"; import { ChevronUpDownIcon, TrashIcon, PlusIcon, MinusIcon, RocketLaunchIcon, } from "@heroicons/react/20/solid"; import { marked } from "marked"; function Types(props: { field: SchemaField; value: string; readonly: boolean; setValue: (value: string) => void; alwaysExpanded?: boolean; }) { const options = props.field.enum?.map((id) => TYPES[id as keyof typeof TYPES]) ?? []; return (
); } function Label(props: { id?: string; title: string; description?: string }) { return ( ); } function StringField(props: { id: string; field: SchemaField; value: string; title: string; readonly: boolean; setValue: (value: string) => void; }) { return (