├── tests ├── __init__.py └── test_chain.py ├── poetry.toml ├── .env.gcp.yaml.example ├── docker-compose.yml ├── Dockerfile ├── langserve_launch_example ├── server.py ├── __init__.py └── chain.py ├── .github ├── workflows │ ├── lint.yml │ ├── test.yml │ └── release.yml ├── actions │ └── poetry_setup │ │ └── action.yml └── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── pyproject.toml ├── README.md ├── .gitignore └── poetry.lock /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /poetry.toml: -------------------------------------------------------------------------------- 1 | [virtualenvs] 2 | in-project = true 3 | -------------------------------------------------------------------------------- /.env.gcp.yaml.example: -------------------------------------------------------------------------------- 1 | OPENAI_API_KEY: your_secret_key_here 2 | LANGCHAIN_TRACING_V2: "true" 3 | LANGCHAIN_PROJECT: langserve-launch-example 4 | LANGCHAIN_API_KEY: your_secret_key_here 5 | -------------------------------------------------------------------------------- /docker-compose.yml: -------------------------------------------------------------------------------- 1 | version: '3' 2 | 3 | services: 4 | server: 5 | build: 6 | context: . 7 | image: langserve_launch_example:latest 8 | container_name: langserve_launch_example 9 | ports: 10 | - "8001:8001" 11 | env_file: 12 | - .env 13 | -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- 1 | FROM python:3.11-slim 2 | 3 | WORKDIR /app 4 | 5 | COPY . /app 6 | 7 | RUN pip install poetry && \ 8 | poetry config virtualenvs.create false && \ 9 | poetry install --no-interaction --no-ansi --only main 10 | 11 | CMD exec uvicorn langserve_launch_example.server:app --host 0.0.0.0 --port $PORT 12 | -------------------------------------------------------------------------------- /tests/test_chain.py: -------------------------------------------------------------------------------- 1 | from langserve_launch_example import get_chain 2 | 3 | 4 | def test_my_chain() -> None: 5 | """Edit this test to test your chain.""" 6 | from langchain.llms.human import HumanInputLLM 7 | 8 | llm = HumanInputLLM(input_func=lambda *args, **kwargs: "foo") 9 | chain = get_chain(llm) 10 | chain.invoke({"text": "foo"}) 11 | -------------------------------------------------------------------------------- /langserve_launch_example/server.py: -------------------------------------------------------------------------------- 1 | from fastapi import FastAPI 2 | from langserve import add_routes 3 | 4 | from langserve_launch_example.chain import get_chain 5 | 6 | app = FastAPI(title="LangServe Launch Example") 7 | 8 | add_routes(app, get_chain()) 9 | 10 | if __name__ == "__main__": 11 | import uvicorn 12 | 13 | uvicorn.run(app, host="0.0.0.0", port=8001) 14 | -------------------------------------------------------------------------------- /langserve_launch_example/__init__.py: -------------------------------------------------------------------------------- 1 | """langserve_launch_example package.""" 2 | from importlib import metadata 3 | 4 | from langserve_launch_example.chain import get_chain 5 | 6 | try: 7 | __version__ = metadata.version(__package__) 8 | except metadata.PackageNotFoundError: 9 | # Case where package metadata is not available. 10 | __version__ = "" 11 | 12 | __all__ = [__version__, "get_chain"] 13 | -------------------------------------------------------------------------------- /.github/workflows/lint.yml: -------------------------------------------------------------------------------- 1 | name: lint 2 | 3 | on: 4 | push: 5 | branches: [master] 6 | pull_request: 7 | 8 | env: 9 | POETRY_VERSION: "1.4.2" 10 | 11 | jobs: 12 | build: 13 | runs-on: ubuntu-latest 14 | strategy: 15 | matrix: 16 | python-version: 17 | - "3.8" 18 | - "3.9" 19 | - "3.10" 20 | - "3.11" 21 | steps: 22 | - uses: actions/checkout@v3 23 | - name: Install poetry 24 | run: | 25 | pipx install poetry==$POETRY_VERSION 26 | - name: Set up Python ${{ matrix.python-version }} 27 | uses: actions/setup-python@v4 28 | with: 29 | python-version: ${{ matrix.python-version }} 30 | cache: poetry 31 | - name: Install dependencies 32 | run: | 33 | poetry install 34 | - name: Analysing the code with our lint 35 | run: | 36 | make lint 37 | -------------------------------------------------------------------------------- /.github/workflows/test.yml: -------------------------------------------------------------------------------- 1 | name: test 2 | 3 | on: 4 | push: 5 | branches: [master] 6 | pull_request: 7 | workflow_dispatch: 8 | 9 | env: 10 | POETRY_VERSION: "1.4.2" 11 | 12 | jobs: 13 | build: 14 | runs-on: ubuntu-latest 15 | strategy: 16 | matrix: 17 | python-version: 18 | - "3.8" 19 | - "3.9" 20 | - "3.10" 21 | - "3.11" 22 | name: Python ${{ matrix.python-version }} 23 | steps: 24 | - uses: actions/checkout@v3 25 | - name: Set up Python ${{ matrix.python-version }} 26 | uses: "./.github/actions/poetry_setup" 27 | with: 28 | python-version: ${{ matrix.python-version }} 29 | poetry-version: "1.4.2" 30 | install-command: | 31 | echo "Running tests, installing dependencies with poetry..." 32 | poetry install 33 | - name: Run tests 34 | run: | 35 | make test 36 | shell: bash 37 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | The MIT License 2 | 3 | Copyright (c) Nuno Campos 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in 13 | all copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN 21 | THE SOFTWARE. 22 | -------------------------------------------------------------------------------- /langserve_launch_example/chain.py: -------------------------------------------------------------------------------- 1 | """This is a template for a custom chain. 2 | 3 | Edit this file to implement your chain logic. 4 | """ 5 | 6 | from langchain.chat_models.openai import ChatOpenAI 7 | from langchain.output_parsers.openai_functions import JsonOutputFunctionsParser 8 | from langchain.prompts.chat import ChatPromptTemplate 9 | from langchain.schema.runnable import Runnable 10 | 11 | joke_func = { 12 | "name": "joke", 13 | "description": "A joke", 14 | "parameters": { 15 | "type": "object", 16 | "properties": { 17 | "setup": {"type": "string", "description": "The setup for the joke"}, 18 | "punchline": { 19 | "type": "string", 20 | "description": "The punchline for the joke", 21 | }, 22 | }, 23 | "required": ["setup", "punchline"], 24 | }, 25 | } 26 | 27 | 28 | def get_chain() -> Runnable: 29 | """Return a chain.""" 30 | prompt = ChatPromptTemplate.from_template("tell me a joke about {topic}") 31 | model = ChatOpenAI().bind(functions=[joke_func], function_call={"name": "joke"}) 32 | parser = JsonOutputFunctionsParser() 33 | return prompt | model | parser 34 | -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- 1 | .PHONY: all format lint test help 2 | 3 | # Default target executed when no arguments are given to make. 4 | all: help 5 | 6 | start: 7 | poetry run uvicorn langserve_launch_example.server:app --reload 8 | 9 | # Define a variable for the test file path. 10 | TEST_FILE ?= tests/ 11 | 12 | test: 13 | poetry run pytest $(TEST_FILE) 14 | 15 | # Define a variable for Python and notebook files. 16 | PYTHON_FILES=. 17 | lint format: PYTHON_FILES=. 18 | lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --diff-filter=d main | grep -E '\.py$$|\.ipynb$$') 19 | 20 | lint lint_diff: 21 | poetry run mypy $(PYTHON_FILES) 22 | poetry run black $(PYTHON_FILES) --check 23 | poetry run ruff . 24 | 25 | format format_diff: 26 | poetry run black $(PYTHON_FILES) 27 | poetry run ruff --select I --fix $(PYTHON_FILES) 28 | 29 | deploy_gcp: 30 | gcloud run deploy langserve-launch-example --source . --port 8001 --env-vars-file .env.gcp.yaml --allow-unauthenticated --region us-central1 --min-instances 1 31 | 32 | ###################### 33 | # HELP 34 | ###################### 35 | 36 | help: 37 | @echo '----' 38 | @echo 'make start - start server' 39 | @echo 'make format - run code formatters' 40 | @echo 'make lint - run linters' 41 | @echo 'make test - run unit tests' 42 | @echo 'make deploy_gcp - deploy to GCP' 43 | -------------------------------------------------------------------------------- /.github/workflows/release.yml: -------------------------------------------------------------------------------- 1 | name: release 2 | 3 | on: 4 | pull_request: 5 | types: 6 | - closed 7 | branches: 8 | - master 9 | paths: 10 | - 'pyproject.toml' 11 | 12 | env: 13 | POETRY_VERSION: "1.4.2" 14 | 15 | jobs: 16 | if_release: 17 | if: | 18 | ${{ github.event.pull_request.merged == true }} 19 | && ${{ contains(github.event.pull_request.labels.*.name, 'release') }} 20 | runs-on: ubuntu-latest 21 | steps: 22 | - uses: actions/checkout@v3 23 | - name: Install poetry 24 | run: pipx install poetry==$POETRY_VERSION 25 | - name: Set up Python 3.10 26 | uses: actions/setup-python@v4 27 | with: 28 | python-version: "3.10" 29 | cache: "poetry" 30 | - name: Build project for distribution 31 | run: poetry build 32 | - name: Check Version 33 | id: check-version 34 | run: | 35 | echo version=$(poetry version --short) >> $GITHUB_OUTPUT 36 | - name: Create Release 37 | uses: ncipollo/release-action@v1 38 | with: 39 | artifacts: "dist/*" 40 | token: ${{ secrets.GITHUB_TOKEN }} 41 | draft: false 42 | generateReleaseNotes: true 43 | tag: v${{ steps.check-version.outputs.version }} 44 | commit: master 45 | - name: Publish to PyPI 46 | env: 47 | POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_API_TOKEN }} 48 | run: | 49 | poetry publish 50 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [tool.poetry] 2 | name = "langserve_launch_example" 3 | version = "0.0.1" 4 | description = "" 5 | authors = ["Nuno Campos "] 6 | license = "MIT" 7 | readme = "README.md" 8 | packages = [{include = "langserve_launch_example"}] 9 | 10 | [tool.poetry.dependencies] 11 | python = "^3.8.1" 12 | langchain = "^0.0.313" 13 | langserve = { version = ">=0.0.6", extras = ["server"] } 14 | tiktoken = "^0.4.0" 15 | openai = "^0.27.8" 16 | fastapi = "^0.96.0" 17 | uvicorn = {extras = ["standard"], version = "^0.22.0"} 18 | 19 | [tool.poetry.group.dev.dependencies] 20 | pytest = "^7.4.0" 21 | pytest-asyncio = "^0.21.1" 22 | mypy = "^1.4.1" 23 | ruff = "^0.0.278" 24 | black = "^23.7.0" 25 | syrupy = "^4.0.2" 26 | 27 | [build-system] 28 | requires = ["poetry-core"] 29 | build-backend = "poetry.core.masonry.api" 30 | 31 | [tool.ruff] 32 | select = [ 33 | "E", # pycodestyle 34 | "F", # pyflakes 35 | "I", # isort 36 | ] 37 | 38 | [tool.mypy] 39 | ignore_missing_imports = "True" 40 | disallow_untyped_defs = "True" 41 | 42 | [tool.pytest.ini_options] 43 | # --strict-markers will raise errors on unknown marks. 44 | # https://docs.pytest.org/en/7.1.x/how-to/mark.html#raising-errors-on-unknown-marks 45 | # 46 | # https://docs.pytest.org/en/7.1.x/reference/reference.html 47 | # --strict-config any warnings encountered while parsing the `pytest` 48 | # section of the configuration file raise errors. 49 | # 50 | # https://github.com/tophat/syrupy 51 | # --snapshot-warn-unused Prints a warning on unused snapshots rather than fail the test suite. 52 | addopts = "--strict-markers --strict-config --durations=5 --snapshot-warn-unused" 53 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # langserve_launch_example 2 | 3 | 4 | 5 | ## Customise 6 | 7 | To customise this project, edit the following files: 8 | 9 | - `langserve_launch_example/chain.py` contains an example chain, which you can edit to suit your needs. 10 | - `langserve_launch_example/server.py` contains a FastAPI app that serves that chain using `langserve`. You can edit this to add more endpoints or customise your server. 11 | - `tests/test_chain.py` contains tests for the chain. You can edit this to add more tests. 12 | - `pyproject.toml` contains the project metadata, including the project name, version, and dependencies. You can edit this to add more dependencies or customise your project metadata. 13 | 14 | ## Install dependencies 15 | 16 | If using poetry: 17 | 18 | ```bash 19 | poetry install 20 | ``` 21 | 22 | If using vanilla pip: 23 | 24 | ```bash 25 | pip install . 26 | ``` 27 | 28 | ## Usage 29 | 30 | By default, this uses OpenAI. So you will need to set your OpenAI API key: 31 | 32 | ``` 33 | export OPENAI_API_KEY="sk-..." 34 | ``` 35 | 36 | To run the project locally, run 37 | 38 | ``` 39 | make start 40 | ``` 41 | 42 | This will launch a webserver on port 8001. 43 | 44 | Or via docker compose (does not use hot reload by default): 45 | 46 | ``` 47 | docker compose up 48 | ``` 49 | 50 | ## Deploy 51 | 52 | To deploy the project, first build the docker image: 53 | 54 | ``` 55 | docker build . -t langserve_launch_example:latest 56 | ``` 57 | 58 | Then run the image: 59 | 60 | ``` 61 | docker run -p 8001:8001 -e PORT=8001 langserve_launch_example:latest 62 | ``` 63 | 64 | Don't forget to add any needed environment variables! 65 | 66 | ## Deploy to GCP 67 | 68 | You can deploy to GCP Cloud Run using the following command: 69 | 70 | First create a `.env.gcp.yaml` file with the contents from `.env.gcp.yaml.example` and fill in the values. Then run: 71 | 72 | ``` 73 | make deploy_gcp 74 | ``` 75 | 76 | ## Contributing 77 | 78 | For information on how to set up your dev environment and contribute, see [here](.github/CONTRIBUTING.md). 79 | -------------------------------------------------------------------------------- /.github/actions/poetry_setup/action.yml: -------------------------------------------------------------------------------- 1 | # An action for setting up poetry install with caching. 2 | # Using a custom action since the default action does not 3 | # take poetry install groups into account. 4 | # Action code from: 5 | # https://github.com/actions/setup-python/issues/505#issuecomment-1273013236 6 | name: poetry-install-with-caching 7 | description: Poetry install with support for caching of dependency groups. 8 | 9 | inputs: 10 | python-version: 11 | description: Python version, supporting MAJOR.MINOR only 12 | required: true 13 | 14 | poetry-version: 15 | description: Poetry version 16 | required: true 17 | 18 | install-command: 19 | description: Command run for installing dependencies 20 | required: false 21 | default: poetry install 22 | 23 | cache-key: 24 | description: Cache key to use for manual handling of caching 25 | required: true 26 | 27 | working-directory: 28 | description: Directory to run install-command in 29 | required: false 30 | default: "" 31 | 32 | runs: 33 | using: composite 34 | steps: 35 | - uses: actions/setup-python@v4 36 | name: Setup python $${ inputs.python-version }} 37 | with: 38 | python-version: ${{ inputs.python-version }} 39 | 40 | - uses: actions/cache@v3 41 | id: cache-pip 42 | name: Cache Pip ${{ inputs.python-version }} 43 | env: 44 | SEGMENT_DOWNLOAD_TIMEOUT_MIN: "15" 45 | with: 46 | path: | 47 | ~/.cache/pip 48 | key: pip-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }} 49 | 50 | - run: pipx install poetry==${{ inputs.poetry-version }} --python python${{ inputs.python-version }} 51 | shell: bash 52 | 53 | - name: Check Poetry File 54 | shell: bash 55 | run: | 56 | poetry check 57 | 58 | - name: Check lock file 59 | shell: bash 60 | run: | 61 | poetry lock --check 62 | 63 | - uses: actions/cache@v3 64 | id: cache-poetry 65 | env: 66 | SEGMENT_DOWNLOAD_TIMEOUT_MIN: "15" 67 | with: 68 | path: | 69 | ~/.cache/pypoetry/virtualenvs 70 | ~/.cache/pypoetry/cache 71 | ~/.cache/pypoetry/artifacts 72 | key: poetry-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-poetry-${{ inputs.poetry-version }}-${{ hashFiles('poetry.lock') }} 73 | 74 | - run: ${{ inputs.install-command }} 75 | working-directory: ${{ inputs.working-directory }} 76 | shell: bash 77 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .vs/ 2 | .vscode/ 3 | .idea/ 4 | # Byte-compiled / optimized / DLL files 5 | __pycache__/ 6 | *.py[cod] 7 | *$py.class 8 | 9 | # C extensions 10 | *.so 11 | 12 | # Distribution / packaging 13 | .Python 14 | build/ 15 | develop-eggs/ 16 | dist/ 17 | downloads/ 18 | eggs/ 19 | .eggs/ 20 | lib/ 21 | lib64/ 22 | parts/ 23 | sdist/ 24 | var/ 25 | wheels/ 26 | pip-wheel-metadata/ 27 | share/python-wheels/ 28 | *.egg-info/ 29 | .installed.cfg 30 | *.egg 31 | MANIFEST 32 | 33 | # PyInstaller 34 | # Usually these files are written by a python script from a template 35 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 36 | *.manifest 37 | *.spec 38 | 39 | # Installer logs 40 | pip-log.txt 41 | pip-delete-this-directory.txt 42 | 43 | # Unit test / coverage reports 44 | htmlcov/ 45 | .tox/ 46 | .nox/ 47 | .coverage 48 | .coverage.* 49 | .cache 50 | nosetests.xml 51 | coverage.xml 52 | *.cover 53 | *.py,cover 54 | .hypothesis/ 55 | .pytest_cache/ 56 | 57 | # Translations 58 | *.mo 59 | *.pot 60 | 61 | # Django stuff: 62 | *.log 63 | local_settings.py 64 | db.sqlite3 65 | db.sqlite3-journal 66 | 67 | # Flask stuff: 68 | instance/ 69 | .webassets-cache 70 | 71 | # Scrapy stuff: 72 | .scrapy 73 | 74 | # Sphinx documentation 75 | docs/_build/ 76 | docs/docs/_build/ 77 | 78 | # PyBuilder 79 | target/ 80 | 81 | # Jupyter Notebook 82 | .ipynb_checkpoints 83 | notebooks/ 84 | 85 | # IPython 86 | profile_default/ 87 | ipython_config.py 88 | 89 | # pyenv 90 | .python-version 91 | 92 | # pipenv 93 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 94 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 95 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 96 | # install all needed dependencies. 97 | #Pipfile.lock 98 | 99 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 100 | __pypackages__/ 101 | 102 | # Celery stuff 103 | celerybeat-schedule 104 | celerybeat.pid 105 | 106 | # SageMath parsed files 107 | *.sage.py 108 | 109 | # Environments 110 | .env 111 | .envrc 112 | .venv 113 | .venvs 114 | env/ 115 | venv/ 116 | ENV/ 117 | env.bak/ 118 | venv.bak/ 119 | 120 | # Spyder project settings 121 | .spyderproject 122 | .spyproject 123 | 124 | # Rope project settings 125 | .ropeproject 126 | 127 | # mkdocs documentation 128 | /site 129 | 130 | # mypy 131 | .mypy_cache/ 132 | .dmypy.json 133 | dmypy.json 134 | 135 | # Pyre type checker 136 | .pyre/ 137 | 138 | # macOS display setting files 139 | .DS_Store 140 | 141 | # Wandb directory 142 | wandb/ 143 | 144 | # asdf tool versions 145 | .tool-versions 146 | /.ruff_cache/ 147 | 148 | *.pkl 149 | *.bin 150 | 151 | # integration test artifacts 152 | data_map* 153 | \[('_type', 'fake'), ('stop', None)] 154 | 155 | # Replit files 156 | *replit* 157 | 158 | .env.gcp.yaml 159 | -------------------------------------------------------------------------------- /.github/CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contributing to langserve_launch_example 2 | 3 | Hi there! Thank you for even being interested in contributing to langserve_launch_example. 4 | 5 | ## 🚀 Quick Start 6 | 7 | This project uses [Poetry](https://python-poetry.org/) as a dependency manager. Check out Poetry's [documentation on how to install it](https://python-poetry.org/docs/#installation) on your system before proceeding. 8 | 9 | ❗Note: If you use `Conda` or `Pyenv` as your environment / package manager, avoid dependency conflicts by doing the following first: 10 | 1. *Before installing Poetry*, create and activate a new Conda env (e.g. `conda create -n langchain python=3.9`) 11 | 2. Install Poetry (see above) 12 | 3. Tell Poetry to use the virtualenv python environment (`poetry config virtualenvs.prefer-active-python true`) 13 | 4. Continue with the following steps. 14 | 15 | To install requirements: 16 | 17 | ```bash 18 | poetry install 19 | ``` 20 | 21 | This will install all requirements for running the package, examples, linting, formatting, tests, and coverage. 22 | 23 | ❗Note: If you're running Poetry 1.4.1 and receive a `WheelFileValidationError` for `debugpy` during installation, you can try either downgrading to Poetry 1.4.0 or disabling "modern installation" (`poetry config installer.modern-installation false`) and re-install requirements. See [this `debugpy` issue](https://github.com/microsoft/debugpy/issues/1246) for more details. 24 | 25 | Now, you should be able to run the common tasks in the following section. 26 | 27 | ## ✅ Common Tasks 28 | 29 | Type `make` for a list of common tasks. 30 | 31 | ### Code Formatting 32 | 33 | Formatting for this project is done via a combination of [Black](https://black.readthedocs.io/en/stable/) and [isort](https://pycqa.github.io/isort/). 34 | 35 | To run formatting for this project: 36 | 37 | ```bash 38 | make format 39 | ``` 40 | 41 | Additionally, you can run the formatter only on the files that have been modified in your current branch as compared to the main branch using the format_diff command: 42 | 43 | ```bash 44 | make format_diff 45 | ``` 46 | 47 | This is especially useful when you have made changes to a subset of the project and want to ensure your changes are properly formatted without affecting the rest of the codebase. 48 | 49 | ### Linting 50 | 51 | Linting for this project is done via a combination of [Black](https://black.readthedocs.io/en/stable/), [isort](https://pycqa.github.io/isort/), [flake8](https://flake8.pycqa.org/en/latest/), and [mypy](http://mypy-lang.org/). 52 | 53 | To run linting for this project: 54 | 55 | ```bash 56 | make lint 57 | ``` 58 | 59 | In addition, you can run the linter only on the files that have been modified in your current branch as compared to the main branch using the lint_diff command: 60 | 61 | ```bash 62 | make lint_diff 63 | ``` 64 | 65 | This can be very helpful when you've made changes to only certain parts of the project and want to ensure your changes meet the linting standards without having to check the entire codebase. 66 | 67 | We recognize linting can be annoying - if you do not want to do it, please contact a project maintainer, and they can help you with it. We do not want this to be a blocker for good code getting contributed. 68 | 69 | ### Testing 70 | 71 | To run unit tests: 72 | 73 | ```bash 74 | make test 75 | ``` 76 | 77 | If you add new logic, please add a unit test. 78 | 79 | ## 🏭 Release Process 80 | 81 | langserve_launch_example follows the [semver](https://semver.org/) versioning standard. 82 | 83 | To use the [automated release workflow](./workflows/release.yml) you'll need to set up a PyPI account and [create an API token](https://pypi.org/help/#apitoken). Configure the API token for this GitHub repo by going to settings -> security -> secrets -> actions, creating the `PYPI_API_TOKEN` variable and setting the value to be your PyPI API token. 84 | 85 | Once that's set up, you can release a new version of the package by opening a PR that: 86 | 1. updates the package version in the [pyproject.toml file](../pyproject.toml), 87 | 2. labels the PR with a `release` tag. 88 | When the PR is merged into main, a new release will be created. 89 | 90 | -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- 1 | # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 2 | 3 | [[package]] 4 | name = "aiohttp" 5 | version = "3.8.6" 6 | description = "Async http client/server framework (asyncio)" 7 | optional = false 8 | python-versions = ">=3.6" 9 | files = [ 10 | {file = 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