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# 🦜️🔗 LangChain {partner} | ||
# 🦜️🔗 LangChain Neo4j | ||
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This repository contains 1 package with {partner} integrations with LangChain: | ||
This repository contains 1 package with Neo4j integrations with LangChain: | ||
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- [langchain-{package_lower}](https://pypi.org/project/langchain-{package_lower}/) | ||
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## Initial Repo Checklist (Remove this section after completing) | ||
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This setup assumes that the partner package is already split. For those instructions, | ||
see [these docs](https://python.langchain.com/docs/contributing/integrations#partner-packages). | ||
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Code (auto ecli) | ||
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- [ ] Fill out the readme above (for folks that follow pypi link) | ||
- [ ] Copy package into /libs folder | ||
- [ ] Update these fields in /libs/*/pyproject.toml | ||
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- `tool.poetry.repository` | ||
- `tool.poetry.urls["Source Code"]` | ||
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Workflow code (auto ecli) | ||
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- [ ] Populate .github/workflows/_release.yml with `on.workflow_dispatch.inputs.working-directory.default` | ||
- [ ] Configure `LIB_DIRS` in .github/scripts/check_diff.py | ||
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Workflow code (manual) | ||
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- [ ] Add secrets as env vars in .github/workflows/_release.yml | ||
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Monorepo workflow code (manual) | ||
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- [ ] Pull in new code location, remove old in .github/workflows/api_doc_build.yml | ||
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In github (manual) | ||
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- [ ] Add integration testing secrets in Github (ask Erick for help) | ||
- [ ] Add partner collaborators in Github (ask Erick for help) | ||
- [ ] "Allow auto-merge" in General Settings | ||
- [ ] Only "Allow squash merging" in General Settings | ||
- [ ] Set up ruleset matching CI build (ask Erick for help) | ||
- name: ci build | ||
- enforcement: active | ||
- bypass: write | ||
- target: default branch | ||
- rules: restrict deletions, require status checks ("CI Success"), block force pushes | ||
- [ ] Set up ruleset | ||
- name: require prs | ||
- enforcement: active | ||
- bypass: none | ||
- target: default branch | ||
- rules: restrict deletions, require a pull request before merging (0 approvals, no boxes), block force pushes | ||
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Pypi (manual) | ||
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- [ ] Add new repo to test-pypi and pypi trusted publishing (ask Erick for help) | ||
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Slack | ||
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- [ ] Set up release alerting in Slack (ask Erick for help) | ||
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release: | ||
/github subscribe langchain-ai/langchain-{partner_lower} releases workflows:{name:"release"} | ||
/github unsubscribe langchain-ai/langchain-{partner_lower} issues pulls commits deployments | ||
- [langchain-neo4j](https://pypi.org/project/langchain-neo4j/) |
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__pycache__ |
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MIT License | ||
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Copyright (c) 2024 LangChain, Inc. | ||
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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: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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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 integration_tests docker_tests help extended_tests | ||
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# Default target executed when no arguments are given to make. | ||
all: help | ||
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# Define a variable for the test file path. | ||
TEST_FILE ?= tests/unit_tests/ | ||
integration_test integration_tests: TEST_FILE = tests/integration_tests/ | ||
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# unit tests are run with the --disable-socket flag to prevent network calls | ||
test tests: | ||
poetry run pytest --disable-socket --allow-unix-socket $(TEST_FILE) | ||
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test_watch: | ||
poetry run ptw --snapshot-update --now . -- -vv $(TEST_FILE) | ||
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# integration tests are run without the --disable-socket flag to allow network calls | ||
integration_test integration_tests: | ||
poetry run pytest $(TEST_FILE) | ||
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###################### | ||
# LINTING AND FORMATTING | ||
###################### | ||
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# Define a variable for Python and notebook files. | ||
PYTHON_FILES=. | ||
MYPY_CACHE=.mypy_cache | ||
lint format: PYTHON_FILES=. | ||
lint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=libs/partners/neo4j --name-only --diff-filter=d master | grep -E '\.py$$|\.ipynb$$') | ||
lint_package: PYTHON_FILES=langchain_neo4j | ||
lint_tests: PYTHON_FILES=tests | ||
lint_tests: MYPY_CACHE=.mypy_cache_test | ||
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lint lint_diff lint_package lint_tests: | ||
[ "$(PYTHON_FILES)" = "" ] || poetry run ruff check $(PYTHON_FILES) | ||
[ "$(PYTHON_FILES)" = "" ] || poetry run ruff format $(PYTHON_FILES) --diff | ||
[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) && poetry run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE) | ||
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format format_diff: | ||
[ "$(PYTHON_FILES)" = "" ] || poetry run ruff format $(PYTHON_FILES) | ||
[ "$(PYTHON_FILES)" = "" ] || poetry run ruff check --select I --fix $(PYTHON_FILES) | ||
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spell_check: | ||
poetry run codespell --toml pyproject.toml | ||
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spell_fix: | ||
poetry run codespell --toml pyproject.toml -w | ||
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check_imports: $(shell find langchain_neo4j -name '*.py') | ||
poetry run python ./scripts/check_imports.py $^ | ||
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###################### | ||
# HELP | ||
###################### | ||
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help: | ||
@echo '----' | ||
@echo 'check_imports - check imports' | ||
@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' |
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# 🦜️🔗 LangChain Neo4j | ||
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This package contains the LangChain integration with Neo4j. | ||
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## 📦 Installation | ||
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```bash | ||
pip install -U langchain-neo4j | ||
``` | ||
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## 💻 Examples | ||
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### Neo4jGraph | ||
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The `Neo4jGraph` class is a wrapper around Neo4j's Python driver. | ||
It provides a simple interface for interacting with a Neo4j database. | ||
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```python | ||
from langchain_neo4j import Neo4jGraph | ||
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graph = Neo4jGraph(url="bolt://localhost:7687", username="neo4j", password="password") | ||
graph.query("MATCH (n) RETURN n LIMIT 1;") | ||
``` | ||
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### Neo4jChatMessageHistory | ||
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The `Neo4jChatMessageHistory` class is used to store chat message history in a Neo4j database. | ||
It stores messages as nodes and creates relationships between them, allowing for easy querying of the conversation history. | ||
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```python | ||
from langchain_neo4j import Neo4jChatMessageHistory | ||
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history = Neo4jChatMessageHistory( | ||
url="bolt://localhost:7687", | ||
username="neo4j", | ||
password="password", | ||
session_id="session_id_1", | ||
) | ||
history.add_user_message("hi!") | ||
history.add_ai_message("whats up?") | ||
history.messages | ||
``` | ||
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### Neo4jVector | ||
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The `Neo4jVector` class provides functionality for managing a Neo4j vector store. | ||
It enables you to create new vector indexes, add vectors to existing indexes, and perform queries on indexes. | ||
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```python | ||
from langchain.docstore.document import Document | ||
from langchain_openai import OpenAIEmbeddings | ||
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from langchain_neo4j import Neo4jVector | ||
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# Create a vector store from some documents and embeddings | ||
docs = [ | ||
Document( | ||
page_content=( | ||
"LangChain is a framework to build " | ||
"with LLMs by chaining interoperable components." | ||
), | ||
) | ||
] | ||
embeddings = OpenAIEmbeddings( | ||
model="text-embedding-3-large", | ||
api_key="sk-...", # Replace with your OpenAI API key | ||
) | ||
db = Neo4jVector.from_documents( | ||
docs, | ||
embeddings, | ||
url="bolt://localhost:7687", | ||
username="neo4j", | ||
password="password", | ||
) | ||
# Query the vector store for similar documents | ||
docs_with_score = db.similarity_search_with_score("What is LangChain?", k=1) | ||
``` | ||
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### GraphCypherQAChain | ||
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The `CypherQAChain` class enables natural language interactions with a Neo4j database. | ||
It uses an LLM and the database's schema to translate a user's question into a Cypher query, which is executed against the database. | ||
The resulting data is then sent along with the user's question to the LLM to generate a natural language response. | ||
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```python | ||
from langchain_openai import ChatOpenAI | ||
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from langchain_neo4j import GraphCypherQAChain, Neo4jGraph | ||
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llm = ChatOpenAI( | ||
temperature=0, | ||
api_key="sk-...", # Replace with your OpenAI API key | ||
) | ||
graph = Neo4jGraph(url="bolt://localhost:7687", username="neo4j", password="password") | ||
chain = GraphCypherQAChain.from_llm(llm=llm, graph=graph, allow_dangerous_requests=True) | ||
chain.run("Who starred in Top Gun?") | ||
``` | ||
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## 🧪 Tests | ||
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Install the test dependencies to run the tests: | ||
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```bash | ||
poetry install --with test,test_integration | ||
``` | ||
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### Unit Tests | ||
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Run the unit tests using: | ||
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```bash | ||
make tests | ||
``` | ||
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### Integration Tests | ||
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1. Start the Neo4j instance using Docker: | ||
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```bash | ||
cd tests/integration_tests/docker-compose | ||
docker-compose -f neo4j.yml up | ||
``` | ||
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2. Run the tests: | ||
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```bash | ||
make integration_tests | ||
``` | ||
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## 🧹 Code Formatting and Linting | ||
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Install the codespell, lint, and typing dependencies to lint and format your code: | ||
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```bash | ||
poetry install --with codespell,lint,typing | ||
``` | ||
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To format your code, run: | ||
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```bash | ||
make format | ||
``` | ||
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To lint it, run: | ||
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```bash | ||
make lint | ||
``` |
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from importlib import metadata | ||
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from langchain_neo4j.chains.graph_qa.cypher import GraphCypherQAChain | ||
from langchain_neo4j.chat_message_histories.neo4j import Neo4jChatMessageHistory | ||
from langchain_neo4j.graphs.neo4j_graph import Neo4jGraph | ||
from langchain_neo4j.vectorstores.neo4j_vector import Neo4jVector | ||
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try: | ||
__version__ = metadata.version(__package__) | ||
except metadata.PackageNotFoundError: | ||
# Case where package metadata is not available. | ||
__version__ = "" | ||
del metadata # optional, avoids polluting the results of dir(__package__) | ||
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__all__ = [ | ||
"GraphCypherQAChain", | ||
"Neo4jChatMessageHistory", | ||
"Neo4jGraph", | ||
"Neo4jVector", | ||
"__version__", | ||
] |
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