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Create app.py
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app.py
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| 1 |
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import os
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| 2 |
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import streamlit as st
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| 3 |
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import requests
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| 4 |
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import base64
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| 5 |
+
import json
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| 6 |
+
import shutil
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| 7 |
+
from urllib.parse import urlparse
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| 8 |
+
from git import Repo
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| 9 |
+
from git.exc import GitCommandError
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| 10 |
+
from typing import List, Dict, Any, TypedDict, Annotated
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| 11 |
+
import operator
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| 12 |
+
import asyncio
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| 13 |
+
from langchain.tools import StructuredTool, Tool
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| 14 |
+
from langchain_core.pydantic_v1 import BaseModel, Field
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| 15 |
+
from langchain_core.messages import BaseMessage, HumanMessage
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| 16 |
+
from langchain_anthropic import ChatAnthropic
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| 17 |
+
from langchain_community.tools import ShellTool
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| 18 |
+
from langgraph.prebuilt import create_react_agent
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| 19 |
+
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| 20 |
+
# Initialize show_system_prompt in session state
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| 21 |
+
if "show_system_prompt" not in st.session_state:
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| 22 |
+
st.session_state.show_system_prompt = False
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| 23 |
+
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| 24 |
+
# Add a button to toggle the visibility of the system prompt
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| 25 |
+
if st.button("Show System Prompt" if not st.session_state.show_system_prompt else "Hide System Prompt"):
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| 26 |
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st.session_state.show_system_prompt = not st.session_state.show_system_prompt
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| 27 |
+
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| 28 |
+
# Show title and description.
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| 29 |
+
st.title("Coder for NextJS Templates")
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| 30 |
+
st.write(
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| 31 |
+
"This chatbot connects to a Next.JS Github Repository to answer questions and modify code "
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| 32 |
+
"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!"
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| 33 |
+
)
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| 34 |
+
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| 35 |
+
# Ask user for their Github Repo URL, Github Token, and Anthropic API key via `st.text_input`.
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| 36 |
+
os.environ["LANGCHAIN_TRACING_V2"] = "true"
|
| 37 |
+
os.environ["LANGCHAIN_ENDPOINT"] = "https://api.smith.langchain.com"
|
| 38 |
+
os.environ["LANGCHAIN_PROJECT"] = "Github-Agent"
|
| 39 |
+
|
| 40 |
+
github_repo_url = st.text_input("Github Repo URL (e.g., https://github.com/user/repo)")
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| 41 |
+
|
| 42 |
+
# Use st.markdown for the hyperlink text
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| 43 |
+
st.markdown(
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| 44 |
+
'[How to get your Github Token](https://docs.github.com/en/enterprise-server@3.9/authentication/keeping-your-account-and-data-secure/managing-your-personal-access-tokens)'
|
| 45 |
+
)
|
| 46 |
+
github_token = st.text_input("Enter your Github Token", type="password")
|
| 47 |
+
|
| 48 |
+
# anthropic_api_key = st.text_input("Anthropic API Key", type="password")
|
| 49 |
+
|
| 50 |
+
anthropic_api_key = os.getenv("ANTHROPIC_API_KEY")
|
| 51 |
+
|
| 52 |
+
if not (github_repo_url and github_token and anthropic_api_key):
|
| 53 |
+
st.info("Please add your Github Repo URL, Github Token, and Anthropic API key to continue.", icon="🗝️")
|
| 54 |
+
else:
|
| 55 |
+
# Set environment variables
|
| 56 |
+
os.environ["ANTHROPIC_API_KEY"] = anthropic_api_key
|
| 57 |
+
os.environ["GITHUB_TOKEN"] = github_token
|
| 58 |
+
|
| 59 |
+
# Parse the repository URL to extract user_name and REPO_NAME
|
| 60 |
+
parsed_url = urlparse(github_repo_url)
|
| 61 |
+
path_parts = parsed_url.path.strip('/').split('/')
|
| 62 |
+
if len(path_parts) == 2:
|
| 63 |
+
user_name, repo_name = path_parts
|
| 64 |
+
else:
|
| 65 |
+
st.error("Invalid GitHub repository URL. Please ensure it is in the format: https://github.com/user/repo")
|
| 66 |
+
st.stop()
|
| 67 |
+
|
| 68 |
+
REPO_URL = f"https://{github_token}@github.com/{user_name}/{repo_name}.git"
|
| 69 |
+
|
| 70 |
+
headers = {
|
| 71 |
+
'Authorization': f'token {github_token}',
|
| 72 |
+
'Accept': 'application/vnd.github.v3+json',
|
| 73 |
+
}
|
| 74 |
+
|
| 75 |
+
def force_clone_repo(*args, **kwargs) -> str:
|
| 76 |
+
if os.path.exists(repo_name):
|
| 77 |
+
shutil.rmtree(repo_name)
|
| 78 |
+
try:
|
| 79 |
+
Repo.clone_from(REPO_URL, repo_name)
|
| 80 |
+
return f"Repository {repo_name} forcefully cloned successfully."
|
| 81 |
+
except GitCommandError as e:
|
| 82 |
+
return f"Error cloning repository: {str(e)}"
|
| 83 |
+
|
| 84 |
+
force_clone_tool = Tool(
|
| 85 |
+
name="force_clone_repo",
|
| 86 |
+
func=force_clone_repo,
|
| 87 |
+
description="Forcefully clone the repository, removing any existing local copy."
|
| 88 |
+
)
|
| 89 |
+
|
| 90 |
+
class WriteFileInput(BaseModel):
|
| 91 |
+
file_path: str = Field(..., description="The path of the file to write to")
|
| 92 |
+
content: str = Field(..., description="The content to write to the file")
|
| 93 |
+
|
| 94 |
+
def write_file_content(file_path: str, content: str) -> str:
|
| 95 |
+
full_path = os.path.join(repo_name, file_path)
|
| 96 |
+
try:
|
| 97 |
+
with open(full_path, 'w') as file:
|
| 98 |
+
file.write(content)
|
| 99 |
+
return f"Successfully wrote to {full_path}"
|
| 100 |
+
except Exception as e:
|
| 101 |
+
return f"Error writing to file: {str(e)}"
|
| 102 |
+
|
| 103 |
+
file_write_tool = StructuredTool.from_function(
|
| 104 |
+
func=write_file_content,
|
| 105 |
+
name="write_file",
|
| 106 |
+
description="Write content to a specific file in the repository.",
|
| 107 |
+
args_schema=WriteFileInput
|
| 108 |
+
)
|
| 109 |
+
|
| 110 |
+
def read_file_content(file_path: str) -> str:
|
| 111 |
+
force_clone_repo() # Ensure we have the latest version before reading
|
| 112 |
+
full_path = os.path.join(repo_name, file_path)
|
| 113 |
+
try:
|
| 114 |
+
with open(full_path, 'r') as file:
|
| 115 |
+
content = file.read()
|
| 116 |
+
return f"File content:\n{content}"
|
| 117 |
+
except Exception as e:
|
| 118 |
+
return f"Error reading file: {str(e)}"
|
| 119 |
+
|
| 120 |
+
file_read_tool = Tool(
|
| 121 |
+
name="read_file",
|
| 122 |
+
func=read_file_content,
|
| 123 |
+
description="Read content from a specific file in the repository."
|
| 124 |
+
)
|
| 125 |
+
|
| 126 |
+
class CommitPushInput(BaseModel):
|
| 127 |
+
commit_message: str = Field(..., description="The commit message")
|
| 128 |
+
|
| 129 |
+
def commit_and_push(commit_message: str) -> str:
|
| 130 |
+
try:
|
| 131 |
+
repo = Repo(repo_name)
|
| 132 |
+
repo.git.add(A=True)
|
| 133 |
+
repo.index.commit(commit_message)
|
| 134 |
+
origin = repo.remote(name='origin')
|
| 135 |
+
push_info = origin.push()
|
| 136 |
+
|
| 137 |
+
if push_info:
|
| 138 |
+
if push_info[0].flags & push_info[0].ERROR:
|
| 139 |
+
return f"Error pushing changes: {push_info[0].summary}"
|
| 140 |
+
else:
|
| 141 |
+
return f"Changes committed and pushed successfully with message: {commit_message}"
|
| 142 |
+
else:
|
| 143 |
+
return "No changes to push"
|
| 144 |
+
except GitCommandError as e:
|
| 145 |
+
return f"GitCommandError: {str(e)}"
|
| 146 |
+
except Exception as e:
|
| 147 |
+
return f"Unexpected error: {str(e)}"
|
| 148 |
+
|
| 149 |
+
commit_push_tool = StructuredTool.from_function(
|
| 150 |
+
func=commit_and_push,
|
| 151 |
+
name="commit_and_push",
|
| 152 |
+
description="Commit and push changes to the repository with a specific commit message.",
|
| 153 |
+
args_schema=CommitPushInput
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
tools = [force_clone_tool, file_read_tool, file_write_tool, commit_push_tool, ShellTool()]
|
| 157 |
+
|
| 158 |
+
class AgentState(TypedDict):
|
| 159 |
+
messages: Annotated[List[BaseMessage], operator.add]
|
| 160 |
+
|
| 161 |
+
llm = ChatAnthropic(temperature=0, model_name="claude-3-haiku-20240307")
|
| 162 |
+
|
| 163 |
+
system_prompt_template = """You are an AI specialized in managing and analyzing a GitHub repository for a Next.js blog website.
|
| 164 |
+
Your task is to answer user queries about the repository or execute tasks for modifying it.
|
| 165 |
+
|
| 166 |
+
Before performing any operation, always use the force_clone_repo tool to ensure you have the latest version of the repository.
|
| 167 |
+
|
| 168 |
+
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}
|
| 169 |
+
|
| 170 |
+
Given this context, follow this prompt in completing the user's task:
|
| 171 |
+
For user questions, provide direct answers based on the current state of the repository.
|
| 172 |
+
For tasks given by the user, use the available tools and your knowledge of the repo to make necessary changes to the repository.
|
| 173 |
+
|
| 174 |
+
When making changes, remember to force clone the repository first, make the changes, and then commit and push the changes.
|
| 175 |
+
Available tools:
|
| 176 |
+
1. shell_tool: Execute shell commands
|
| 177 |
+
2. write_file: Write content to a specific file. Use as: write_file(file_path: str, content: str)
|
| 178 |
+
3. force_clone_repo: Forcefully clone the repository, removing any existing local copy
|
| 179 |
+
4. commit_and_push: Commit and push changes to the repository
|
| 180 |
+
5. read_file: Read content from a specific file in the repository
|
| 181 |
+
When using the write_file tool, always provide both the file_path and the content as separate arguments.
|
| 182 |
+
|
| 183 |
+
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:"""
|
| 184 |
+
|
| 185 |
+
from langgraph.checkpoint import MemorySaver
|
| 186 |
+
|
| 187 |
+
memory = MemorySaver()
|
| 188 |
+
|
| 189 |
+
def extract_repo_info(url):
|
| 190 |
+
parts = url.split('/')
|
| 191 |
+
if 'github.com' not in parts:
|
| 192 |
+
raise ValueError("Not a valid GitHub URL")
|
| 193 |
+
|
| 194 |
+
owner = parts[parts.index('github.com') + 1]
|
| 195 |
+
repo = parts[parts.index('github.com') + 2]
|
| 196 |
+
|
| 197 |
+
path_start_index = parts.index(repo) + 1
|
| 198 |
+
if path_start_index < len(parts) and parts[path_start_index] == 'tree':
|
| 199 |
+
path_start_index += 2
|
| 200 |
+
|
| 201 |
+
path = '/'.join(parts[path_start_index:])
|
| 202 |
+
|
| 203 |
+
return owner, repo, path
|
| 204 |
+
|
| 205 |
+
def get_repo_contents(owner, repo, path=''):
|
| 206 |
+
api_url = f'https://api.github.com/repos/{owner}/{repo}/contents/{path}'
|
| 207 |
+
response = requests.get(api_url, headers=headers)
|
| 208 |
+
return response.json()
|
| 209 |
+
|
| 210 |
+
def get_file_content_and_metadata(file_url):
|
| 211 |
+
response = requests.get(file_url, headers=headers)
|
| 212 |
+
content_data = response.json()
|
| 213 |
+
content = content_data.get('content', '')
|
| 214 |
+
|
| 215 |
+
if content:
|
| 216 |
+
try:
|
| 217 |
+
decoded_content = base64.b64decode(content)
|
| 218 |
+
decoded_content_str = decoded_content.decode('utf-8')
|
| 219 |
+
except (base64.binascii.Error, UnicodeDecodeError):
|
| 220 |
+
decoded_content_str = content
|
| 221 |
+
else:
|
| 222 |
+
decoded_content_str = ''
|
| 223 |
+
|
| 224 |
+
last_modified = content_data.get('last_modified') or response.headers.get('Last-Modified', '')
|
| 225 |
+
|
| 226 |
+
return decoded_content_str, last_modified
|
| 227 |
+
|
| 228 |
+
def is_valid_extension(filename):
|
| 229 |
+
valid_extensions = ['.ipynb', '.py', '.js', '.md', '.mdx', 'tsx', 'ts', 'css', '.json']
|
| 230 |
+
return any(filename.endswith(ext) for ext in valid_extensions)
|
| 231 |
+
|
| 232 |
+
def process_repo(repo_url):
|
| 233 |
+
owner, repo, initial_path = extract_repo_info(repo_url)
|
| 234 |
+
result = []
|
| 235 |
+
stack = [(initial_path, f'https://api.github.com/repos/{owner}/{repo}/contents/{initial_path}')]
|
| 236 |
+
|
| 237 |
+
while stack:
|
| 238 |
+
path, url = stack.pop()
|
| 239 |
+
contents = get_repo_contents(owner, repo, path)
|
| 240 |
+
|
| 241 |
+
if isinstance(contents, dict) and 'message' in contents:
|
| 242 |
+
print(f"Error: {contents['message']}")
|
| 243 |
+
return []
|
| 244 |
+
|
| 245 |
+
for item in contents:
|
| 246 |
+
if item['type'] == 'file':
|
| 247 |
+
if is_valid_extension(item['name']):
|
| 248 |
+
file_url = item['url']
|
| 249 |
+
file_content, last_modified = get_file_content_and_metadata(file_url)
|
| 250 |
+
if file_content:
|
| 251 |
+
result.append({
|
| 252 |
+
'url': item['html_url'],
|
| 253 |
+
'markdown': file_content,
|
| 254 |
+
'last_modified': last_modified
|
| 255 |
+
})
|
| 256 |
+
elif item['type'] == 'dir':
|
| 257 |
+
stack.append((item['path'], item['url']))
|
| 258 |
+
|
| 259 |
+
return result
|
| 260 |
+
|
| 261 |
+
def refresh_repo_data():
|
| 262 |
+
repo_contents = process_repo(github_repo_url)
|
| 263 |
+
repo_contents_json = json.dumps(repo_contents, ensure_ascii=False, indent=2)
|
| 264 |
+
st.session_state.REPO_CONTENT = repo_contents_json
|
| 265 |
+
st.success("Repository content refreshed successfully.")
|
| 266 |
+
|
| 267 |
+
# Update the system prompt with the new repo content
|
| 268 |
+
st.session_state.system_prompt = system_prompt_template.format(REPO_CONTENT=st.session_state.REPO_CONTENT)
|
| 269 |
+
|
| 270 |
+
# Recreate the graph with the updated system prompt
|
| 271 |
+
global graph
|
| 272 |
+
graph = create_react_agent(
|
| 273 |
+
llm,
|
| 274 |
+
tools=tools,
|
| 275 |
+
messages_modifier=st.session_state.system_prompt,
|
| 276 |
+
checkpointer=memory
|
| 277 |
+
)
|
| 278 |
+
|
| 279 |
+
# Automatically refresh repo data when keys are provided
|
| 280 |
+
if "REPO_CONTENT" not in st.session_state:
|
| 281 |
+
refresh_repo_data()
|
| 282 |
+
|
| 283 |
+
# Initialize system_prompt in session state
|
| 284 |
+
if "system_prompt" not in st.session_state:
|
| 285 |
+
st.session_state.system_prompt = system_prompt_template.format(REPO_CONTENT=st.session_state.REPO_CONTENT)
|
| 286 |
+
|
| 287 |
+
graph = create_react_agent(
|
| 288 |
+
llm,
|
| 289 |
+
tools=tools,
|
| 290 |
+
messages_modifier=st.session_state.system_prompt,
|
| 291 |
+
checkpointer=memory
|
| 292 |
+
)
|
| 293 |
+
|
| 294 |
+
from langchain_core.messages import AIMessage, ToolMessage
|
| 295 |
+
|
| 296 |
+
async def run_github_editor(query: str, thread_id: str = "default"):
|
| 297 |
+
inputs = {"messages": [HumanMessage(content=query)]}
|
| 298 |
+
config = {
|
| 299 |
+
"configurable": {"thread_id": thread_id},
|
| 300 |
+
"recursion_limit": 50 # Add this line to set the recursion limit
|
| 301 |
+
}
|
| 302 |
+
|
| 303 |
+
st.write(f"Human: {query}\n")
|
| 304 |
+
|
| 305 |
+
current_thought = ""
|
| 306 |
+
|
| 307 |
+
async for event in graph.astream_events(inputs, config=config, version="v2"):
|
| 308 |
+
kind = event["event"]
|
| 309 |
+
if kind == "on_chat_model_start":
|
| 310 |
+
st.write("AI is thinking...")
|
| 311 |
+
elif kind == "on_chat_model_stream":
|
| 312 |
+
data = event["data"]
|
| 313 |
+
if data["chunk"].content:
|
| 314 |
+
content = data["chunk"].content
|
| 315 |
+
if isinstance(content, list) and content and isinstance(content[0], dict):
|
| 316 |
+
text = content[0].get('text', '')
|
| 317 |
+
current_thought += text
|
| 318 |
+
if text.endswith(('.', '?', '!')):
|
| 319 |
+
st.write(current_thought.strip())
|
| 320 |
+
current_thought = ""
|
| 321 |
+
else:
|
| 322 |
+
st.write(content, end="")
|
| 323 |
+
elif kind == "on_tool_start":
|
| 324 |
+
st.write(f"\nUsing tool: {event['name']}")
|
| 325 |
+
elif kind == "on_tool_end":
|
| 326 |
+
st.write(f"Tool result: {event['data']['output']}\n")
|
| 327 |
+
|
| 328 |
+
# Create a session state variable to store the chat messages. This ensures that the
|
| 329 |
+
# messages persist across reruns.
|
| 330 |
+
if "messages" not in st.session_state:
|
| 331 |
+
st.session_state.messages = []
|
| 332 |
+
|
| 333 |
+
# Display the current system prompt if show_system_prompt is True
|
| 334 |
+
if st.session_state.show_system_prompt:
|
| 335 |
+
st.text_area("Current System Prompt", st.session_state.system_prompt, height=300)
|
| 336 |
+
|
| 337 |
+
# Display the existing chat messages via `st.chat_message`.
|
| 338 |
+
for message in st.session_state.messages:
|
| 339 |
+
with st.chat_message(message["role"]):
|
| 340 |
+
st.markdown(message["content"])
|
| 341 |
+
|
| 342 |
+
# Create a chat input field to allow the user to enter a message. This will display
|
| 343 |
+
# automatically at the bottom of the page.
|
| 344 |
+
if prompt := st.chat_input("What is up?"):
|
| 345 |
+
|
| 346 |
+
# Store and display the current prompt.
|
| 347 |
+
st.session_state.messages.append({"role": "user", "content": prompt})
|
| 348 |
+
with st.chat_message("user"):
|
| 349 |
+
st.markdown(prompt)
|
| 350 |
+
|
| 351 |
+
# Generate a response using the custom chatbot logic.
|
| 352 |
+
asyncio.run(run_github_editor(prompt))
|