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Added gitlab toolkit and notebook (langchain-ai#10384)
### Description Adds Gitlab toolkit functionality for agent ### Twitter handle @_laplaceon --------- Co-authored-by: Bagatur <[email protected]>
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"# Gitlab\n", | ||
"\n", | ||
"The `Gitlab` toolkit contains tools that enable an LLM agent to interact with a gitlab repository. \n", | ||
"The tool is a wrapper for the [python-gitlab](https://github.com/python-gitlab/python-gitlab) library. \n", | ||
"\n", | ||
"## Quickstart\n", | ||
"1. Install the python-gitlab library\n", | ||
"2. Create a Gitlab personal access token\n", | ||
"3. Set your environmental variables\n", | ||
"4. Pass the tools to your agent with `toolkit.get_tools()`\n", | ||
"\n", | ||
"Each of these steps will be explained in greate detail below.\n", | ||
"\n", | ||
"1. **Get Issues**- fetches issues from the repository.\n", | ||
"\n", | ||
"2. **Get Issue**- feteches details about a specific issue.\n", | ||
"\n", | ||
"3. **Comment on Issue**- posts a comment on a specific issue.\n", | ||
"\n", | ||
"4. **Create Pull Request**- creates a pull request from the bot's working branch to the base branch.\n", | ||
"\n", | ||
"5. **Create File**- creates a new file in the repository.\n", | ||
"\n", | ||
"6. **Read File**- reads a file from the repository.\n", | ||
"\n", | ||
"7. **Update File**- updates a file in the repository.\n", | ||
"\n", | ||
"8. **Delete File**- deletes a file from the repository.\n", | ||
"\n" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Setup" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"### 1. Install the `python-gitlab` library " | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"vscode": { | ||
"languageId": "shellscript" | ||
} | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"%pip install python-gitlab" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"### 2. Create a Gitlab personal access token\n", | ||
"\n", | ||
"[Follow the instructions here](https://docs.gitlab.com/ee/user/profile/personal_access_tokens.html) to create a Gitlab personal access token. Make sure your app has the following repository permissions:\n", | ||
"* read_api\n", | ||
"* read_repository\n", | ||
"* write_repository\n", | ||
"\n", | ||
"### 3. Set Environmental Variables\n", | ||
"\n", | ||
"Before initializing your agent, the following environmental variables need to be set:\n", | ||
"\n", | ||
"* **GITLAB_PERSONAL_ACCESS_TOKEN**- The personal access token you created in the last step\n", | ||
"* **GITLAB_REPOSITORY**- The name of the Gitlab repository you want your bot to act upon. Must follow the format {username}/{repo-name}.\n", | ||
"* **GITLAB_BRANCH**- The branch where the bot will make its commits. Defaults to 'main.'\n", | ||
"* **GITLAB_BASE_BRANCH**- The base branch of your repo, usually either 'main' or 'master.' This is where pull requests will base from. Defaults to 'main.'\n" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"## Example: Simple Agent" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 3, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import os\n", | ||
"from langchain.agents import AgentType\n", | ||
"from langchain.agents import initialize_agent\n", | ||
"from langchain.agents.agent_toolkits.gitlab.toolkit import GitLabToolkit\n", | ||
"from langchain.llms import OpenAI\n", | ||
"from langchain.utilities.gitlab import GitLabAPIWrapper" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 53, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Set your environment variables using os.environ\n", | ||
"os.environ[\"GITLAB_PERSONAL_ACCESS_TOKEN\"] = \"\"\n", | ||
"os.environ[\"GITLAB_REPOSITORY\"] = \"username/repo-name\"\n", | ||
"os.environ[\"GITLAB_BRANCH\"] = \"bot-branch-name\"\n", | ||
"os.environ[\"GITLAB_BASE_BRANCH\"] = \"main\"\n", | ||
"\n", | ||
"# This example also requires an OpenAI API key\n", | ||
"os.environ[\"OPENAI_API_KEY\"] = \"\"\n", | ||
"\n" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 5, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"llm = OpenAI(temperature=0)\n", | ||
"gitlab = GitLabAPIWrapper()\n", | ||
"toolkit = GitLabToolkit.from_gitlab_api_wrapper(gitlab)\n", | ||
"agent = initialize_agent(\n", | ||
" toolkit.get_tools(), llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 8, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\n", | ||
"\n", | ||
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", | ||
"\u001b[32;1m\u001b[1;3m I need to look at the open issues and figure out how to solve them.\n", | ||
"Action: Get Issues\n", | ||
"Action Input: N/A\u001b[0m\n", | ||
"Observation: \u001b[36;1m\u001b[1;3mFound 1 issues:\n", | ||
"[{'title': 'Add tic-tac-toe game', 'number': 15}]\u001b[0m\n", | ||
"Thought:\u001b[32;1m\u001b[1;3m I need to look at the details of this issue to figure out how to solve it.\n", | ||
"Action: Get Issue\n", | ||
"Action Input: 15\u001b[0m\n", | ||
"Observation: \u001b[33;1m\u001b[1;3m{\"title\": \"Add tic-tac-toe game\", \"body\": \"Create a tic-tac-toe game using HTML, CSS, and JavaScript. Create a new file called game.html and store the code there.\", \"comments\": \"[]\"}\u001b[0m\n", | ||
"Thought:\u001b[32;1m\u001b[1;3m I need to create the game.html file and add the code.\n", | ||
"Action: Create File\n", | ||
"Action Input: game.html\n", | ||
"\n", | ||
"test contents\u001b[0m\n", | ||
"Observation: \u001b[33;1m\u001b[1;3mCreated file game.html\u001b[0m\n", | ||
"Thought:\u001b[32;1m\u001b[1;3m I need to add the code to the game.html file.\n", | ||
"Action: Update File\n", | ||
"Action Input: game.html\n", | ||
"\n", | ||
"OLD <<<<\n", | ||
"test contents\n", | ||
">>>> OLD\n", | ||
"NEW <<<<\n", | ||
"<html>\n", | ||
" <head>\n", | ||
" <title>Tic-Tac-Toe</title>\n", | ||
" </head>\n", | ||
" <body>\n", | ||
" <h1>Tic-Tac-Toe</h1>\n", | ||
" <div id=\"game\">\n", | ||
" <!-- game board goes here -->\n", | ||
" </div>\n", | ||
" </body>\n", | ||
"</html>\n", | ||
">>>> NEW\u001b[0m\n", | ||
"Observation: \u001b[36;1m\u001b[1;3mUpdated file game.html\u001b[0m\n", | ||
"Thought:\u001b[32;1m\u001b[1;3m I need to create a pull request to submit my changes.\n", | ||
"Action: Create Pull Request\n", | ||
"Action Input: Add tic-tac-toe game\n", | ||
"\n", | ||
"added tic-tac-toe game, closes issue #15\u001b[0m\n", | ||
"Observation: \u001b[36;1m\u001b[1;3mSuccessfully created PR number 12\u001b[0m\n", | ||
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer.\n", | ||
"Final Answer: I have created a pull request with number 12 that solves issue 15.\u001b[0m\n", | ||
"\n", | ||
"\u001b[1m> Finished chain.\u001b[0m\n" | ||
] | ||
}, | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"'I have created a pull request with number 12 that solves issue 15.'" | ||
] | ||
}, | ||
"execution_count": 8, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"agent.run(\n", | ||
" \"You have the software engineering capabilities of a Google Principle engineer. You are tasked with completing issues on a gitlab repository. Please look at the open issues and complete them by creating pull requests that solve the issues.\"\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.10.6" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 4 | ||
} |
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libs/langchain/langchain/agents/agent_toolkits/gitlab/__init__.py
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"""GitLab Toolkit.""" |
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libs/langchain/langchain/agents/agent_toolkits/gitlab/toolkit.py
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"""GitHub Toolkit.""" | ||
from typing import Dict, List | ||
|
||
from langchain.agents.agent_toolkits.base import BaseToolkit | ||
from langchain.tools import BaseTool | ||
from langchain.tools.gitlab.prompt import ( | ||
COMMENT_ON_ISSUE_PROMPT, | ||
CREATE_FILE_PROMPT, | ||
CREATE_PULL_REQUEST_PROMPT, | ||
DELETE_FILE_PROMPT, | ||
GET_ISSUE_PROMPT, | ||
GET_ISSUES_PROMPT, | ||
READ_FILE_PROMPT, | ||
UPDATE_FILE_PROMPT, | ||
) | ||
from langchain.tools.gitlab.tool import GitLabAction | ||
from langchain.utilities.gitlab import GitLabAPIWrapper | ||
|
||
|
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class GitLabToolkit(BaseToolkit): | ||
"""GitLab Toolkit.""" | ||
|
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tools: List[BaseTool] = [] | ||
|
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@classmethod | ||
def from_gitlab_api_wrapper( | ||
cls, gitlab_api_wrapper: GitLabAPIWrapper | ||
) -> "GitLabToolkit": | ||
operations: List[Dict] = [ | ||
{ | ||
"mode": "get_issues", | ||
"name": "Get Issues", | ||
"description": GET_ISSUES_PROMPT, | ||
}, | ||
{ | ||
"mode": "get_issue", | ||
"name": "Get Issue", | ||
"description": GET_ISSUE_PROMPT, | ||
}, | ||
{ | ||
"mode": "comment_on_issue", | ||
"name": "Comment on Issue", | ||
"description": COMMENT_ON_ISSUE_PROMPT, | ||
}, | ||
{ | ||
"mode": "create_pull_request", | ||
"name": "Create Pull Request", | ||
"description": CREATE_PULL_REQUEST_PROMPT, | ||
}, | ||
{ | ||
"mode": "create_file", | ||
"name": "Create File", | ||
"description": CREATE_FILE_PROMPT, | ||
}, | ||
{ | ||
"mode": "read_file", | ||
"name": "Read File", | ||
"description": READ_FILE_PROMPT, | ||
}, | ||
{ | ||
"mode": "update_file", | ||
"name": "Update File", | ||
"description": UPDATE_FILE_PROMPT, | ||
}, | ||
{ | ||
"mode": "delete_file", | ||
"name": "Delete File", | ||
"description": DELETE_FILE_PROMPT, | ||
}, | ||
] | ||
tools = [ | ||
GitLabAction( | ||
name=action["name"], | ||
description=action["description"], | ||
mode=action["mode"], | ||
api_wrapper=gitlab_api_wrapper, | ||
) | ||
for action in operations | ||
] | ||
return cls(tools=tools) | ||
|
||
def get_tools(self) -> List[BaseTool]: | ||
"""Get the tools in the toolkit.""" | ||
return self.tools |
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""" GitLab Tool """ |
Oops, something went wrong.