Skip to content

Conversation

@codegen-sh
Copy link

@codegen-sh codegen-sh bot commented Mar 23, 2025

This PR adds a comprehensive integrated CI/CD flow example that combines all the existing examples (Linear webhooks, ticket-to-PR, PR review bot, and Slack chatbot) into a cohesive pipeline.

Key Features

  • Event-driven architecture: Components communicate through an event bus
  • Modern semantic search: Uses FileIndex instead of deprecated VectorIndex
  • Local development support: Can be run locally or deployed with Modal
  • Comprehensive code analysis: Deep code research throughout the pipeline
  • Slack integration: Team communication and knowledge sharing

Components

  1. Requirements & Planning Hub (Linear + AI)

    • Captures and analyzes requirements from Linear
    • Breaks down complex tasks into manageable subtasks
    • Creates a development plan with dependencies
  2. AI-Assisted Development (Local Checkout + Ticket-to-PR)

    • Checks out code locally for development
    • Uses AI to generate code changes based on requirements
    • Creates PRs with detailed documentation
  3. Comprehensive Code Review (PR Review Bot + Deep Analysis)

    • Reviews PRs with multiple perspectives (style, security, performance)
    • Performs deep code analysis to validate changes
    • Provides feedback via GitHub and Slack
  4. Continuous Knowledge & Assistance (Slack Integration)

    • Provides context and assistance throughout the pipeline
    • Answers questions about the codebase and development process
    • Facilitates team communication and knowledge sharing

Files Added

  • app.py: Main application with Modal deployment
  • standalone.py: Standalone version for local development
  • README.md: Comprehensive documentation
  • .env.template: Template for environment variables
  • requirements.txt: Dependencies for local development

Comment on lines +68 to +84
class EventBus:
"""Simple event bus for communication between components."""

def __init__(self):
self.subscribers = {}

def subscribe(self, event_type: str, callback):
"""Subscribe to an event type."""
if event_type not in self.subscribers:
self.subscribers[event_type] = []
self.subscribers[event_type].append(callback)

def publish(self, event_type: str, data: Any):
"""Publish an event to all subscribers."""
if event_type in self.subscribers:
for callback in self.subscribers[event_type]:
callback(data)

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The EventBus class implementation is not thread-safe, which could lead to race conditions when accessed by multiple threads simultaneously. This is particularly concerning in a web application where multiple requests might interact with the EventBus concurrently.

Recommendation:
Consider using thread-safe collections or locking mechanisms to manage subscribers. For instance, you could use threading.Lock to synchronize access to the subscribers dictionary.

Comment on lines +41 to +42
# Set up logging
logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s")

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The logging configuration is set globally at the beginning of the script. This approach can potentially interfere with other modules' logging configurations if this script is imported as a module elsewhere.

Recommendation:
To avoid potential conflicts and to make the logging configuration more flexible, consider configuring logging within a function or a class, or check if the logger is already configured before setting it up. This can be achieved by checking logging.root.handlers before applying the basic configuration.

Comment on lines +43 to +44
token=os.environ.get("SLACK_BOT_TOKEN"),
signing_secret=os.environ.get("SLACK_SIGNING_SECRET")

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The retrieval of sensitive environment variables (SLACK_BOT_TOKEN and SLACK_SIGNING_SECRET) does not include error handling for cases where these variables might not be set. This can lead to runtime errors if the environment is not configured correctly.

Recommendation:
Add error handling to check if these environment variables are set and provide a clear error message if they are not. This can prevent the application from running with invalid configurations and improve security by ensuring that all necessary credentials are provided.

Example:

slack_token = os.environ.get("SLACK_BOT_TOKEN")
if not slack_token:
    raise ValueError("SLACK_BOT_TOKEN environment variable is not set.")

Comment on lines +81 to +99
def semantic_search(codebase: Codebase, query: str, k: int = 5) -> List[Tuple[str, float]]:
"""Perform semantic search on the codebase using FileIndex."""
# Initialize file index
index = FileIndex(codebase)

# Try to load existing index or create new one
index_path = f"./.codegen/indices/{codebase.repo_name.replace('/', '_')}.pkl"
try:
index.load(index_path)
except FileNotFoundError:
# Create new index if none exists
index.create()
index.save(index_path)

# Find relevant files
results = index.similarity_search(query, k=k)

# Return file paths and scores
return [(file.filepath, score) for file, score in results]

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

The semantic_search function initializes and loads a file index every time it is called, which involves file I/O operations that can be costly in terms of performance.

Recommendation:
Consider implementing a caching mechanism for the file index to avoid reloading it from the disk on each call. This can be achieved by storing the index in a class-level variable or using a caching library. This change would reduce the number of I/O operations, potentially improving the performance of the function significantly.

Example:

class FileIndexCache:
    _cache = {}

    @classmethod
    def get_index(cls, codebase):
        if codebase.repo_name not in cls._cache:
            index = FileIndex(codebase)
            index.load_or_create()
            cls._cache[codebase.repo_name] = index
        return cls._cache[codebase.repo_name]

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant