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import os |
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import streamlit as st |
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import requests |
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import base64 |
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import json |
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import shutil |
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from urllib.parse import urlparse |
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from git import Repo |
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from git.exc import GitCommandError |
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from typing import List, Dict, Any, TypedDict, Annotated |
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import operator |
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import asyncio |
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from langchain.tools import StructuredTool, Tool |
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from langchain_core.pydantic_v1 import BaseModel, Field |
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from langchain_core.messages import BaseMessage, HumanMessage |
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from langchain_anthropic import ChatAnthropic |
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from langchain_community.tools import ShellTool |
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from langgraph.prebuilt import create_react_agent |
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st.title("Coder for NextJS Templates") |
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st.markdown( |
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"This chatbot connects to a Next.JS Github Repository to answer questions and modify code " |
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"given the user's prompt. Please input your repo url and github token to allow the AI to connect, then query it by asking questions or requesting feature changes! Watch video about this app [here](https://www.youtube.com/watch?v=A3XCfAVWrH4&t=17s)" |
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) |
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os.environ["LANGCHAIN_TRACING_V2"] = "true" |
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os.environ["LANGCHAIN_ENDPOINT"] = "https://api.smith.langchain.com" |
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os.environ["LANGCHAIN_PROJECT"] = "Github-Agent" |
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os.environ["LANGCHAIN_API_KEY"] = os.getenv("LANGCHAIN_API_KEY") |
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github_repo_url = st.text_input("Github Repo URL (e.g., https://github.com/user/repo)") |
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st.markdown( |
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'[How to get your Github Token](https://docs.github.com/en/[email protected]/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens)' |
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) |
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github_token = st.text_input("Enter your Github Token", type="password") |
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anthropic_api_key = os.getenv("ANTHROPIC_API_KEY") |
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if not (github_repo_url and github_token and anthropic_api_key): |
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st.info("Please add your Github Repo URL and Github Personal Token to continue.", icon="🗝️") |
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else: |
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os.environ["ANTHROPIC_API_KEY"] = anthropic_api_key |
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os.environ["GITHUB_TOKEN"] = github_token |
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if "use_sonnet" not in st.session_state: |
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st.session_state.use_sonnet = False |
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if "show_system_prompt" not in st.session_state: |
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st.session_state.show_system_prompt = False |
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col1, col2 = st.columns(2) |
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with col1: |
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if st.button("Show System Prompt" if not st.session_state.show_system_prompt else "Hide System Prompt"): |
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st.session_state.show_system_prompt = not st.session_state.show_system_prompt |
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with col2: |
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if st.button("Use Sonnet 3.5"): |
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st.session_state.use_sonnet = True |
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if st.session_state.use_sonnet: |
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sonnet_api_key = st.text_input("Input Anthropic API Key for Sonnet 3.5", type="password") |
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if sonnet_api_key: |
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os.environ["ANTHROPIC_API_KEY"] = sonnet_api_key |
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parsed_url = urlparse(github_repo_url) |
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path_parts = parsed_url.path.strip('/').split('/') |
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if len(path_parts) == 2: |
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user_name, repo_name = path_parts |
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else: |
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st.error("Invalid GitHub repository URL. Please ensure it is in the format: https://github.com/user/repo") |
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st.stop() |
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REPO_URL = f"https://{github_token}@github.com/{user_name}/{repo_name}.git" |
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headers = { |
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'Authorization': f'token {github_token}', |
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'Accept': 'application/vnd.github.v3+json', |
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} |
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def force_clone_repo(*args, **kwargs) -> str: |
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if os.path.exists(repo_name): |
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shutil.rmtree(repo_name) |
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try: |
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Repo.clone_from(REPO_URL, repo_name) |
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return f"Repository {repo_name} forcefully cloned successfully." |
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except GitCommandError as e: |
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return f"Error cloning repository: {str(e)}" |
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force_clone_tool = Tool( |
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name="force_clone_repo", |
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func=force_clone_repo, |
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description="Forcefully clone the repository, removing any existing local copy." |
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) |
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class WriteFileInput(BaseModel): |
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file_path: str = Field(..., description="The path of the file to write to") |
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content: str = Field(..., description="The content to write to the file") |
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def write_file_content(file_path: str, content: str) -> str: |
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full_path = os.path.join(repo_name, file_path) |
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try: |
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with open(full_path, 'w') as file: |
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file.write(content) |
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return f"Successfully wrote to {full_path}" |
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except Exception as e: |
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return f"Error writing to file: {str(e)}" |
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file_write_tool = StructuredTool.from_function( |
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func=write_file_content, |
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name="write_file", |
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description="Write content to a specific file in the repository.", |
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args_schema=WriteFileInput |
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) |
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def read_file_content(file_path: str) -> str: |
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force_clone_repo() |
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full_path = os.path.join(repo_name, file_path) |
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try: |
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with open(full_path, 'r') as file: |
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content = file.read() |
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return f"File content:\n{content}" |
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except Exception as e: |
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return f"Error reading file: {str(e)}" |
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file_read_tool = Tool( |
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name="read_file", |
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func=read_file_content, |
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description="Read content from a specific file in the repository." |
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) |
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class CommitPushInput(BaseModel): |
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commit_message: str = Field(..., description="The commit message") |
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def commit_and_push(commit_message: str) -> str: |
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try: |
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repo = Repo(repo_name) |
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repo.git.add(A=True) |
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repo.index.commit(commit_message) |
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origin = repo.remote(name='origin') |
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push_info = origin.push() |
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if push_info: |
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if push_info[0].flags & push_info[0].ERROR: |
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return f"Error pushing changes: {push_info[0].summary}" |
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else: |
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return f"Changes committed and pushed successfully with message: {commit_message}" |
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else: |
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return "No changes to push" |
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except GitCommandError as e: |
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return f"GitCommandError: {str(e)}" |
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except Exception as e: |
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return f"Unexpected error: {str(e)}" |
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commit_push_tool = StructuredTool.from_function( |
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func=commit_and_push, |
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name="commit_and_push", |
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description="Commit and push changes to the repository with a specific commit message.", |
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args_schema=CommitPushInput |
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) |
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tools = [force_clone_tool, file_read_tool, file_write_tool, commit_push_tool, ShellTool()] |
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class AgentState(TypedDict): |
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messages: Annotated[List[BaseMessage], operator.add] |
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if st.session_state.use_sonnet and "ANTHROPIC_API_KEY" in os.environ: |
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llm = ChatAnthropic(temperature=0, model_name="claude-3-5-sonnet-20240620") |
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else: |
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llm = ChatAnthropic(temperature=0, model_name="claude-3-haiku-20240307") |
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system_prompt_template = """You are an AI specialized in managing and analyzing a GitHub repository for a Next.js blog website. |
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Your task is to answer user queries about the repository or execute tasks for modifying it. |
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Before performing any operation, always use the force_clone_repo tool to ensure you have the latest version of the repository. |
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Here is all of the code from the repository as well as the file paths for context of how the repo is structured: {REPO_CONTENT} |
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Given this context, follow this prompt in completing the user's task: |
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For user questions, provide direct answers based on the current state of the repository. |
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For tasks given by the user, use the available tools and your knowledge of the repo to make necessary changes to the repository. |
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When making changes, remember to force clone the repository first, make the changes, and then commit and push the changes. |
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Available tools: |
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1. shell_tool: Execute shell commands |
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2. write_file: Write content to a specific file. Use as: write_file(file_path: str, content: str) |
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3. force_clone_repo: Forcefully clone the repository, removing any existing local copy |
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4. commit_and_push: Commit and push changes to the repository |
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5. read_file: Read content from a specific file in the repository |
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When using the write_file tool, always provide both the file_path and the content as separate arguments. |
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Respond to the human's messages and use tools when necessary to complete tasks. Take a deep breath and think through the task step by step:""" |
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from langgraph.checkpoint import MemorySaver |
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memory = MemorySaver() |
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def extract_repo_info(url): |
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parts = url.split('/') |
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if 'github.com' not in parts: |
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raise ValueError("Not a valid GitHub URL") |
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owner = parts[parts.index('github.com') + 1] |
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repo = parts[parts.index('github.com') + 2] |
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path_start_index = parts.index(repo) + 1 |
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if path_start_index < len(parts) and parts[path_start_index] == 'tree': |
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path_start_index += 2 |
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path = '/'.join(parts[path_start_index:]) |
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return owner, repo, path |
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def get_repo_contents(owner, repo, path=''): |
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api_url = f'https://api.github.com/repos/{owner}/{repo}/contents/{path}' |
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response = requests.get(api_url, headers=headers) |
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return response.json() |
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def get_file_content_and_metadata(file_url): |
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response = requests.get(file_url, headers=headers) |
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content_data = response.json() |
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content = content_data.get('content', '') |
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if content: |
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try: |
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decoded_content = base64.b64decode(content) |
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decoded_content_str = decoded_content.decode('utf-8') |
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except (base64.binascii.Error, UnicodeDecodeError): |
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decoded_content_str = content |
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else: |
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decoded_content_str = '' |
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last_modified = content_data.get('last_modified') or response.headers.get('Last-Modified', '') |
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return decoded_content_str, last_modified |
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def is_valid_extension(filename): |
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valid_extensions = ['.ipynb', '.py', '.js', '.md', '.mdx', 'tsx', 'ts', 'css', '.json'] |
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return any(filename.endswith(ext) for ext in valid_extensions) |
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def process_repo(repo_url): |
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owner, repo, initial_path = extract_repo_info(repo_url) |
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result = [] |
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stack = [(initial_path, f'https://api.github.com/repos/{owner}/{repo}/contents/{initial_path}')] |
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while stack: |
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path, url = stack.pop() |
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contents = get_repo_contents(owner, repo, path) |
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if isinstance(contents, dict) and 'message' in contents: |
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print(f"Error: {contents['message']}") |
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return [] |
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for item in contents: |
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if item['type'] == 'file': |
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if is_valid_extension(item['name']): |
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file_url = item['url'] |
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file_content, last_modified = get_file_content_and_metadata(file_url) |
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if file_content: |
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result.append({ |
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'url': item['html_url'], |
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'markdown': file_content, |
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'last_modified': last_modified |
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}) |
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elif item['type'] == 'dir': |
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stack.append((item['path'], item['url'])) |
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return result |
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def refresh_repo_data(): |
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repo_contents = process_repo(github_repo_url) |
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repo_contents_json = json.dumps(repo_contents, ensure_ascii=False, indent=2) |
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st.session_state.REPO_CONTENT = repo_contents_json |
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st.success("Repository content refreshed successfully.") |
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st.session_state.system_prompt = system_prompt_template.format(REPO_CONTENT=st.session_state.REPO_CONTENT) |
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global graph |
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if st.session_state.use_sonnet and "ANTHROPIC_API_KEY" in os.environ: |
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new_llm = ChatAnthropic(temperature=0, model_name="claude-3-5-sonnet-20240620") |
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else: |
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new_llm = ChatAnthropic(temperature=0, model_name="claude-3-haiku-20240307") |
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graph = create_react_agent( |
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new_llm, |
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tools=tools, |
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messages_modifier=st.session_state.system_prompt, |
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checkpointer=memory |
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) |
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if st.session_state.use_sonnet and "ANTHROPIC_API_KEY" in os.environ: |
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refresh_repo_data() |
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if "REPO_CONTENT" not in st.session_state: |
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refresh_repo_data() |
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if "system_prompt" not in st.session_state: |
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st.session_state.system_prompt = system_prompt_template.format(REPO_CONTENT=st.session_state.REPO_CONTENT) |
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graph = create_react_agent( |
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llm, |
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tools=tools, |
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messages_modifier=st.session_state.system_prompt, |
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checkpointer=memory |
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) |
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from langchain_core.messages import AIMessage, ToolMessage |
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async def run_github_editor(query: str, thread_id: str = "default"): |
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inputs = {"messages": [HumanMessage(content=query)]} |
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config = { |
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"configurable": {"thread_id": thread_id}, |
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"recursion_limit": 50 |
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} |
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st.write(f"Human: {query}\n") |
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current_thought = "" |
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async for event in graph.astream_events(inputs, config=config, version="v2"): |
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kind = event["event"] |
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if kind == "on_chat_model_start": |
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st.write("AI is thinking...") |
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elif kind == "on_chat_model_stream": |
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data = event["data"] |
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if data["chunk"].content: |
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content = data["chunk"].content |
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if isinstance(content, list) and content and isinstance(content[0], dict): |
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text = content[0].get('text', '') |
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current_thought += text |
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if text.endswith(('.', '?', '!')): |
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st.write(current_thought.strip()) |
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current_thought = "" |
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else: |
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st.write(content, end="") |
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elif kind == "on_tool_start": |
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st.write(f"\nUsing tool: {event['name']}") |
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elif kind == "on_tool_end": |
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st.write(f"Tool result: {event['data']['output']}\n") |
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if "messages" not in st.session_state: |
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st.session_state.messages = [] |
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if st.session_state.show_system_prompt: |
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st.text_area("Current System Prompt", st.session_state.system_prompt, height=300) |
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for message in st.session_state.messages: |
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with st.chat_message(message["role"]): |
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st.markdown(message["content"]) |
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if prompt := st.chat_input("Give me a Task!"): |
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st.session_state.messages.append({"role": "user", "content": prompt}) |
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with st.chat_message("user"): |
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st.markdown(prompt) |
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asyncio.run(run_github_editor(prompt)) |
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