First Commit

This commit is contained in:
William Fu-Hinthorn
2025-02-19 16:20:14 -08:00
commit eca0c69c76
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TAVILY_API_KEY=...
# To separate your traces from other application
LANGSMITH_PROJECT=react-agent
# The following depend on your selected configuration
## LLM choice:
ANTHROPIC_API_KEY=....
FIREWORKS_API_KEY=...
OPENAI_API_KEY=...
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# This workflow will run integration tests for the current project once per day
name: Integration Tests
on:
schedule:
- cron: "37 14 * * *" # Run at 7:37 AM Pacific Time (14:37 UTC) every day
workflow_dispatch: # Allows triggering the workflow manually in GitHub UI
# If another scheduled run starts while this workflow is still running,
# cancel the earlier run in favor of the next run.
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: true
jobs:
integration-tests:
name: Integration Tests
strategy:
matrix:
os: [ubuntu-latest]
python-version: ["3.11", "3.12"]
runs-on: ${{ matrix.os }}
steps:
- uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
curl -LsSf https://astral.sh/uv/install.sh | sh
uv venv
uv pip install -r pyproject.toml
uv pip install -U pytest-asyncio vcrpy
- name: Run integration tests
env:
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
TAVILY_API_KEY: ${{ secrets.TAVILY_API_KEY }}
LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
LANGSMITH_TRACING: true
LANGSMITH_TEST_CACHE: tests/cassettes
run: |
uv run pytest tests/integration_tests
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# This workflow will run unit tests for the current project
name: CI
on:
push:
branches: ["main"]
pull_request:
workflow_dispatch: # Allows triggering 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.
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: true
jobs:
unit-tests:
name: Unit Tests
strategy:
matrix:
os: [ubuntu-latest]
python-version: ["3.11", "3.12"]
runs-on: ${{ matrix.os }}
steps:
- uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
curl -LsSf https://astral.sh/uv/install.sh | sh
uv venv
uv pip install -r pyproject.toml
- name: Lint with ruff
run: |
uv pip install ruff
uv run ruff check .
- name: Lint with mypy
run: |
uv pip install mypy
uv run mypy --strict src/
- name: Check README spelling
uses: codespell-project/actions-codespell@v2
with:
ignore_words_file: .codespellignore
path: README.md
- name: Check code spelling
uses: codespell-project/actions-codespell@v2
with:
ignore_words_file: .codespellignore
path: src/
- name: Run tests with pytest
run: |
uv pip install pytest
uv run pytest tests/unit_tests
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# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
uv.lock
# C extensions
*.so
# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST
# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
cover/
# Translations
*.mo
*.pot
# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal
# Flask stuff:
instance/
.webassets-cache
# Scrapy stuff:
.scrapy
# Sphinx documentation
docs/_build/
# PyBuilder
.pybuilder/
target/
# Jupyter Notebook
.ipynb_checkpoints
# IPython
profile_default/
ipython_config.py
# pyenv
# For a library or package, you might want to ignore these files since the code is
# intended to run in multiple environments; otherwise, check them in:
# .python-version
# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock
# poetry
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
# This is especially recommended for binary packages to ensure reproducibility, and is more
# commonly ignored for libraries.
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
#poetry.lock
# pdm
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
#pdm.lock
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
# in version control.
# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
.pdm.toml
.pdm-python
.pdm-build/
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
__pypackages__/
# Celery stuff
celerybeat-schedule
celerybeat.pid
# SageMath parsed files
*.sage.py
# Environments
.env
.venv
env/
venv/
ENV/
env.bak/
venv.bak/
# Spyder project settings
.spyderproject
.spyproject
# Rope project settings
.ropeproject
# mkdocs documentation
/site
# mypy
.mypy_cache/
.dmypy.json
dmypy.json
# Pyre type checker
.pyre/
# pytype static type analyzer
.pytype/
# Cython debug symbols
cython_debug/
# PyCharm
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/
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MIT License
Copyright (c) 2024 LangChain
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.
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.PHONY: all format lint test tests test_watch integration_tests docker_tests help extended_tests
# Default target executed when no arguments are given to make.
all: help
# Define a variable for the test file path.
TEST_FILE ?= tests/unit_tests/
test:
uv run --with-editable . pytest $(TEST_FILE)
test_watch:
uv run --with-editable . ptw --snapshot-update --now . -- -vv tests/unit_tests
test_profile:
uv run --with-editable . pytest -vv tests/unit_tests/ --profile-svg
extended_tests:
uv run --with-editable . pytest --only-extended $(TEST_FILE)
######################
# LINTING AND FORMATTING
######################
# Define a variable for Python and notebook files.
PYTHON_FILES=src/
MYPY_CACHE=.mypy_cache
lint format: PYTHON_FILES=.
lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --diff-filter=d main | grep -E '\.py$$|\.ipynb$$')
lint_package: PYTHON_FILES=src
lint_tests: PYTHON_FILES=tests
lint_tests: MYPY_CACHE=.mypy_cache_test
lint lint_diff lint_package lint_tests:
python -m ruff check .
[ "$(PYTHON_FILES)" = "" ] || python -m ruff format $(PYTHON_FILES) --diff
[ "$(PYTHON_FILES)" = "" ] || python -m ruff check --select I $(PYTHON_FILES)
[ "$(PYTHON_FILES)" = "" ] || python -m mypy --strict $(PYTHON_FILES)
[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) && python -m mypy --strict $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
format format_diff:
ruff format $(PYTHON_FILES)
ruff check --select I --fix $(PYTHON_FILES)
spell_check:
codespell --toml pyproject.toml
spell_fix:
codespell --toml pyproject.toml -w
######################
# HELP
######################
help:
@echo '----'
@echo 'format - run code formatters'
@echo 'lint - run linters'
@echo 'test - run unit tests'
@echo 'tests - run unit tests'
@echo 'test TEST_FILE=<test_file> - run all tests in file'
@echo 'test_watch - run unit tests in watch mode'
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# Full-Stack Python Chatbot with LangGraph
[![CI](https://github.com/langchain-ai/langgraph-fullstack-python/actions/workflows/unit-tests.yml/badge.svg)](https://github.com/langchain-ai/langgraph-fullstack-python/actions/workflows/unit-tests.yml)
[![Integration Tests](https://github.com/langchain-ai/langgraph-fullstack-python/actions/workflows/integration-tests.yml/badge.svg)](https://github.com/langchain-ai/langgraph-fullstack-python/actions/workflows/integration-tests.yml)
[![Open in - LangGraph Studio](https://img.shields.io/badge/Open_in-LangGraph_Studio-00324d.svg?logo=data:image/svg%2bxml;base64,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)](https://langgraph-studio.vercel.app/templates/open?githubUrl=https://github.com/langchain-ai/langgraph-fullstack-python)
This template demonstrates how to build a full-stack chatbot application using LangGraph's HTTP configuration capabilities. It showcases how to combine a React-style agent with a modern web UI, all hosted within a single LangGraph deployment.
## Key Features
- 🌐 **Single Deployment** - Host both your agent and UI in one LangGraph deployment
- 🎨 **Modern UI** - Beautiful chat interface built with FastHTML and DaisyUI
- 🔄 **React-Style Agent** - Intelligent chatbot using LangGraph's React agent pattern
- 🛠️ **Easy Configuration** - Simple HTTP routing setup through `langgraph.json`
-**Fast Development** - Rapid prototyping with FastHTML's server-side components
## How It Works
### HTTP Configuration
The magic happens in `langgraph.json`, where we configure both the agent and HTTP routes:
```json
{
"dependencies": ["."],
"graphs": {
"agent": "./src/react_agent/graph.py:graph"
},
"http": {
"app": "./src/react_agent/app.py:app"
}
}
```
This configuration:
1. Defines the agent graph in `graph.py`
2. Sets up HTTP routes through FastHTML in `app.py`
### FastHTML UI
The UI is built using FastHTML, a lightweight server-side component framework. Key features:
- Modern chat interface using DaisyUI components
- Real-time message updates
- Clean, responsive design
### LangGraph Agent
The chatbot uses LangGraph's React agent pattern, which:
- Processes messages through a Claude 3 model
- Maintains conversation state
- Can be easily extended with custom tools
## Getting Started
Install the dependencies:
```bash
pip install uv
uv sync --dev
```
Then run the local server:
```bash
uv run langgraph dev --no-browser
```
Visit `http://localhost:2024` to interact with your chatbot!
## Customization
### Modify the Agent
Edit `src/react_agent/graph.py` to:
- Change the system prompt
- Add custom tools
- Modify the agent's behavior
### Customize the UI
Edit `src/react_agent/app.py` to:
- Update the chat interface
- Add new components
- Modify styling
## Next Steps
- Add persistent storage for chat history
- Implement custom tools for your agent
- Enhance the UI with additional features
- Deploy to production using LangGraph Platform
For more examples and detailed documentation:
- [LangGraph Documentation](https://langchain-ai.github.io/langgraph)
- [FastHTML Documentation](https://fasthtml.readme.io)
- [DaisyUI Components](https://daisyui.com/components)
<!--
Configuration auto-generated by `langgraph template lock`. DO NOT EDIT MANUALLY.
{
"config_schemas": {
"agent": {
"type": "object",
"properties": {
"model": {
"type": "string",
"default": "anthropic/claude-3-5-sonnet-20240620",
"description": "The name of the language model to use for the agent's main interactions. Should be in the form: provider/model-name.",
"environment": [
{
"value": "anthropic/claude-1.2",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-2.0",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-2.1",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-3-5-sonnet-20240620",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-3-haiku-20240307",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-3-opus-20240229",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-3-sonnet-20240229",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "anthropic/claude-instant-1.2",
"variables": "ANTHROPIC_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo-0125",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo-0301",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo-0613",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo-1106",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo-16k",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-3.5-turbo-16k-0613",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-0125-preview",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-0314",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-0613",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-1106-preview",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-32k",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-32k-0314",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-32k-0613",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-turbo",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-turbo-preview",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4-vision-preview",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4o",
"variables": "OPENAI_API_KEY"
},
{
"value": "openai/gpt-4o-mini",
"variables": "OPENAI_API_KEY"
}
]
}
},
"environment": [
"TAVILY_API_KEY"
]
}
}
}
-->
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{
"dependencies": ["."],
"graphs": {
"agent": "./src/react_agent/graph.py:graph"
},
"env": ".env",
"http": {
"app": "./src/react_agent/app.py:app"
}
}
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[project]
name = "react-agent"
version = "0.0.1"
description = "Starter template for making a custom Reasoning and Action agent (using tool calling) in LangGraph."
authors = [
{ name = "William Fu-Hinthorn", email = "13333726+hinthornw@users.noreply.github.com" },
]
readme = "README.md"
license = { text = "MIT" }
requires-python = ">=3.11"
dependencies = [
"langgraph>=0.2.6",
"langchain-openai>=0.1.22",
"langchain-anthropic>=0.1.23",
"langchain>=0.3.19",
"langchain-fireworks>=0.1.7",
"python-dotenv>=1.0.1",
"langchain-community>=0.2.17",
"tavily-python>=0.4.0",
"python-fasthtml>=0.12.1",
"langgraph-sdk>=0.1.51",
]
[project.optional-dependencies]
dev = ["mypy>=1.11.1", "ruff>=0.6.1"]
[build-system]
requires = ["setuptools>=73.0.0", "wheel"]
build-backend = "setuptools.build_meta"
[tool.setuptools]
packages = ["langgraph.templates.react_agent", "react_agent"]
[tool.setuptools.package-dir]
"langgraph.templates.react_agent" = "src/react_agent"
"react_agent" = "src/react_agent"
[tool.setuptools.package-data]
"*" = ["py.typed"]
[tool.ruff]
lint.select = [
"E", # pycodestyle
"F", # pyflakes
"I", # isort
"D", # pydocstyle
"D401", # First line should be in imperative mood
"T201",
"UP",
]
lint.ignore = [
"UP006",
"UP007",
# We actually do want to import from typing_extensions
"UP035",
# Relax the convention by _not_ requiring documentation for every function parameter.
"D417",
"E501",
]
[tool.ruff.lint.per-file-ignores]
"tests/*" = ["D", "UP"]
[tool.ruff.lint.pydocstyle]
convention = "google"
[dependency-groups]
dev = [
"langgraph-cli[inmem]>=0.1.73",
"pytest>=8.3.4",
]
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"""React Agent.
This module defines a custom reasoning and action agent graph.
It invokes tools in a simple loop.
"""
from react_agent.graph import graph
__all__ = ["graph"]
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from fasthtml.common import (
Button,
Div,
FastHTML,
Form,
Group,
Hidden,
Input,
Link,
Script,
Titled,
picolink,
)
from langgraph_sdk import get_client
# None means point to the local run loop
langgraph_client = get_client()
# Set up the app, including daisyui and tailwind for the chat component
hdrs = (
picolink,
Script(src="https://cdn.tailwindcss.com"),
Link(
rel="stylesheet",
href="https://cdn.jsdelivr.net/npm/daisyui@4.11.1/dist/full.min.css",
),
)
app = FastHTML(hdrs=hdrs, cls="p-4 max-w-lg mx-auto")
# Chat message component (renders a chat bubble)
def ChatMessage(msg, user):
bubble_class = "chat-bubble-primary" if user else "chat-bubble-secondary"
chat_class = "chat-end" if user else "chat-start"
return Div(cls=f"chat {chat_class}")(
Div("user" if user else "assistant", cls="chat-header"),
Div(msg, cls=f"chat-bubble {bubble_class}"),
Hidden(msg, name="messages"),
)
# The input field for the user message. Also used to clear the
# input field after sending a message via an OOB swap
def ChatInput():
return Input(
name="msg",
id="msg-input",
placeholder="Type a message",
cls="input input-bordered w-full",
hx_swap_oob="true",
)
# The main screen
@app.get("/")
def index():
page = Form(hx_post=send, hx_target="#chatlist", hx_swap="beforeend")(
Div(id="chatlist", cls="chat-box h-[73vh] overflow-y-auto"),
Div(cls="flex space-x-2 mt-2")(
Group(ChatInput(), Button("Send", cls="btn btn-primary"))
),
)
return Titled("Chatbot Demo", page)
# Handle the form submission
@app.post("/send")
async def send(msg: str, messages: list[str] = None):
if not messages:
messages = []
messages.append(msg.rstrip())
result = await langgraph_client.runs.wait(
None,
"agent",
input={"messages": messages},
)
response = result["messages"][-1]["content"]
return (
ChatMessage(msg, True), # The user's message
ChatMessage(response.strip(), False), # The chatbot's response
ChatInput(),
)
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from langchain.chat_models import init_chat_model
from langchain_core.runnables import RunnableConfig
from langgraph.prebuilt import create_react_agent
PROMPT = "You are a friendly, curious, geeky AI."
# Define the function that calls the model
def prompt(state, config: RunnableConfig):
"""Prepare messages for the model."""
sys_prompt = config["configurable"].get("system_prompt")
sys_prompt = sys_prompt or PROMPT
return [("system", sys_prompt), *state["messages"]]
llm = init_chat_model("anthropic:claude-3-5-sonnet-latest")
graph = create_react_agent(llm, tools=[], prompt=prompt)
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"""Define any integration tests you want in this directory."""
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import pytest
from react_agent import graph
@pytest.mark.asyncio
@pytest.mark.langsmith
async def test_react_agent_simple_passthrough() -> None:
# Add your own tests here.
await graph.ainvoke(
{"messages": [("user", "Hi there!")]},
)
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"""Define any unit tests you may want in this directory."""
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def test_graph() -> None:
# Add your own tests here.
pass