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| if get_component_config("ticket_handler")["enabled"]: | ||
| register_ticket_handlers(cg) | ||
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| if get_component_config("code_analyzer")["enabled"]: | ||
| register_code_analyzer(cg) | ||
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| if get_component_config("pr_validator")["enabled"]: | ||
| register_pr_validators(cg) | ||
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| if get_component_config("integration_hub")["enabled"]: | ||
| register_integration_handlers(cg) |
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The repeated calls to get_component_config for each component check can lead to performance issues, especially if the configuration retrieval is not optimized or involves I/O operations. Each call potentially re-reads configuration data, which is inefficient.
Recommendation:
Consider fetching all necessary configurations once at the start and reusing them. This can be achieved by storing the configurations in a dictionary or using a configuration object that is passed around. This change would reduce the number of function calls and potentially speed up the application startup time.
| except Exception as e: | ||
| console.print(f"[bold red]Error initializing codebase:[/bold red] {e}") | ||
| return None |
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The error handling in the initialize_codebase function uses a generic Exception, which can obscure the source of errors and make debugging more difficult. It's recommended to catch more specific exceptions to handle known error conditions appropriately. Additionally, consider implementing a more robust error propagation strategy, such as raising custom exceptions or returning a result object that includes both status and error information.
Suggested Change:
try:
# existing code
except SpecificException as e:
logger.error(f"Specific error occurred: {e}")
return None| agent = CodeAgent(codebase) | ||
| return agent.run(query) |
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The analyze_code function creates a new instance of CodeAgent every time it is called. This could lead to performance issues due to the repeated initialization overhead. Consider optimizing this by reusing CodeAgent instances if possible, or by maintaining a pool of initialized instances that can be reused for multiple analysis requests.
Suggested Change:
# Initialize CodeAgent once and reuse
agent = CodeAgent(codebase)
def analyze_code(query: str) -> str:
return agent.run(query)| # Route to appropriate handler based on message content | ||
| if "analyze" in text or "research" in text: | ||
| # Code analysis request | ||
| from components.code_analyzer import analyze_code |
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The function analyze_code is imported dynamically within the handle_mention function. Dynamic imports in Python are processed at runtime, which can lead to performance degradation if the function is called frequently. To improve performance, consider moving the import statement to the top of the file. This change would ensure that the module is loaded once when the script starts, rather than each time the function is invoked.
Recommended Change:
Move from components.code_analyzer import analyze_code to the top of the file with other import statements.
| except Exception as e: | ||
| logger.error(f"Error processing PR validation request: {e}") | ||
| app.slack.client.chat_postMessage( | ||
| channel=event.channel, | ||
| text=f"I encountered an error while processing your request: {str(e)}", | ||
| thread_ts=event.ts, | ||
| ) | ||
| return {"status": "error", "reason": str(e)} |
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The exception handling in the handle_mention function uses a generic except Exception as e block. This approach catches all exceptions but does not differentiate between them, which can obscure the root cause of errors and make debugging more difficult. Additionally, the exception is logged but not re-raised, potentially leading to the application continuing in an unstable state.
Recommended Change:
Refine the exception handling by catching specific exceptions and adding appropriate responses or recovery actions for each. Consider re-raising critical exceptions or shutting down gracefully if the error is unrecoverable.
| def find_problematic_import_loops(G: nx.MultiDiGraph, cycles: List[List[str]]) -> List[Dict]: | ||
| """Identify cycles with both static and dynamic imports between files.""" | ||
| problematic_cycles = [] | ||
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| for i, scc in enumerate(cycles): | ||
| mixed_imports = {} | ||
| for from_file in scc: | ||
| for to_file in scc: | ||
| if G.has_edge(from_file, to_file): | ||
| edges = G.get_edge_data(from_file, to_file) | ||
| dynamic_count = sum(1 for e in edges.values() if e["color"] == "red") | ||
| static_count = sum(1 for e in edges.values() if e["color"] == "black") | ||
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| if dynamic_count > 0 and static_count > 0: | ||
| mixed_imports[(from_file, to_file)] = { | ||
| "dynamic": dynamic_count, | ||
| "static": static_count, | ||
| "edges": edges, | ||
| } | ||
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| if mixed_imports: | ||
| problematic_cycles.append({"files": scc, "mixed_imports": mixed_imports, "index": i}) | ||
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| logger.info(f"Found {len(problematic_cycles)} cycles with potentially problematic imports.") | ||
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| for i, cycle in enumerate(problematic_cycles): | ||
| logger.info(f"\n⚠️ Problematic Cycle #{i + 1} (Index {cycle['index']}): Size {len(cycle['files'])} files") | ||
| logger.info("\nFiles in cycle:") | ||
| for file in cycle["files"]: | ||
| logger.info(f" - {file}") | ||
| logger.info("\nMixed imports:") | ||
| for (from_file, to_file), imports in cycle["mixed_imports"].items(): | ||
| logger.info(f"\n From: {from_file}") | ||
| logger.info(f" To: {to_file}") | ||
| logger.info(f" Static imports: {imports['static']}") | ||
| logger.info(f" Dynamic imports: {imports['dynamic']}") | ||
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| return problematic_cycles |
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The function find_problematic_import_loops iterates over all nodes in each cycle to check for mixed static and dynamic imports, which can be computationally expensive, especially for large graphs. This nested iteration results in a complexity of O(n^2) for each cycle.
Recommendation: Optimize the function by reducing the number of nested loops, possibly by using more efficient graph traversal or querying techniques provided by the networkx library. Additionally, consider caching results of expensive operations where possible.
| linear_client = LinearClient(access_token=os.environ["LINEAR_API_TOKEN"]) | ||
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| event = process_update_event(data) | ||
| linear_client.comment_on_issue(event.issue_id, "I'm on it 👍") | ||
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| # Get the codebase | ||
| codebase = app.get_codebase() | ||
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| # Run the agent | ||
| query = format_linear_message(event.title, event.description) | ||
| agent = CodeAgent(codebase) | ||
| agent.run(query) | ||
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| # Create a PR | ||
| pr_title = f"[{event.identifier}] {event.title}" | ||
| pr_body = f"Codegen generated PR for issue: {event.issue_url}\n\n{event.description}" | ||
| create_pr_result = create_pr(codebase, pr_title, pr_body) | ||
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| logger.info(f"PR created: {create_pr_result.url}") | ||
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| # Comment on the Linear issue with the PR link | ||
| linear_client.comment_on_issue( | ||
| event.issue_id, | ||
| f"I've created a PR to address this issue: {create_pr_result.url}" | ||
| ) |
There was a problem hiding this comment.
Error Handling Issue
There is a lack of error handling around external API calls in the handle_issue_created function. This can lead to unhandled exceptions if the API calls fail, which might cause the application to crash or behave unpredictably.
Recommendation: Implement try-except blocks around the API calls to handle potential exceptions. Log the errors and consider implementing a retry mechanism or an error response strategy to manage failures gracefully.
| linear_client = LinearClient(access_token=os.environ["LINEAR_API_TOKEN"]) | ||
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| event = process_update_event(data) | ||
| linear_client.comment_on_issue(event.issue_id, "I'm on it 👍") | ||
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| # Get the codebase | ||
| codebase = app.get_codebase() | ||
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| # Run the agent | ||
| query = format_linear_message(event.title, event.description) | ||
| agent = CodeAgent(codebase) | ||
| agent.run(query) | ||
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| # Create a PR | ||
| pr_title = f"[{event.identifier}] {event.title}" | ||
| pr_body = f"Codegen generated PR for issue: {event.issue_url}\n\n{event.description}" | ||
| create_pr_result = create_pr(codebase, pr_title, pr_body) | ||
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| logger.info(f"PR created: {create_pr_result.url}") | ||
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| # Comment on the Linear issue with the PR link | ||
| linear_client.comment_on_issue( | ||
| event.issue_id, | ||
| f"I've created a PR to address this issue: {create_pr_result.url}" | ||
| ) |
There was a problem hiding this comment.
Security Issue
The Linear API token is accessed directly from the environment variables within the function body, which can expose it to security risks and makes the code less modular and harder to test.
Recommendation: Pass the API token and other configurations as parameters to the function or use a dependency injection pattern. This approach enhances security, makes the code more modular, and simplifies testing.
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() | ||
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| # Import the main app | ||
| from app import cg | ||
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| # Run the app | ||
| import uvicorn | ||
| console.print("[bold blue]Starting the integrated CI/CD flow...[/bold blue]") | ||
| uvicorn.run("app:cg.app", host=host, port=port, reload=True) | ||
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| @cli.command() | ||
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8001, help="Port to bind the server to") | ||
| def ticket_handler(host: str, port: int): | ||
| """[bold green]Run the Ticket Handler component[/bold green] | ||
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| This command starts the Ticket Handler component for converting Linear tickets to GitHub PRs. | ||
| """ | ||
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() | ||
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| # Create a standalone app | ||
| from codegen import CodegenApp | ||
| from components.ticket_handler import register_ticket_handlers | ||
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| app = CodegenApp(name="ticket-handler") | ||
| register_ticket_handlers(app) | ||
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| # Run the app | ||
| import uvicorn | ||
| console.print("[bold blue]Starting the Ticket Handler component...[/bold blue]") | ||
| uvicorn.run(app.app, host=host, port=port, reload=True) | ||
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| @cli.command() | ||
| @click.argument("repo_name", required=False) | ||
| @click.option("--query", "-q", default=None, help="Initial research query to start with") | ||
| def code_analyzer(repo_name: Optional[str] = None, query: Optional[str] = None): | ||
| """[bold green]Run the Code Analyzer component[/bold green] | ||
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| This command starts the Code Analyzer CLI for deep code analysis. | ||
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| [blue]Arguments:[/blue] | ||
| [yellow]REPO_NAME[/yellow]: GitHub repository in format 'owner/repo' (optional, will prompt if not provided) | ||
| """ | ||
| from components.code_analyzer import research | ||
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| # Run the research function | ||
| research(repo_name, query) | ||
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| @cli.command() | ||
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8002, help="Port to bind the server to") | ||
| def pr_validator(host: str, port: int): | ||
| """[bold green]Run the PR Validator component[/bold green] | ||
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| This command starts the PR Validator component for checking code quality in PRs. | ||
| """ | ||
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() | ||
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| # Create a standalone app | ||
| from codegen import CodegenApp | ||
| from components.pr_validator import register_pr_validators | ||
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| app = CodegenApp(name="pr-validator") | ||
| register_pr_validators(app) | ||
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| # Run the app | ||
| import uvicorn | ||
| console.print("[bold blue]Starting the PR Validator component...[/bold blue]") | ||
| uvicorn.run(app.app, host=host, port=port, reload=True) | ||
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| @cli.command() | ||
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8003, help="Port to bind the server to") | ||
| def integration_hub(host: str, port: int): | ||
| """[bold green]Run the Integration Hub component[/bold green] | ||
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| This command starts the Integration Hub component for coordinating between services. | ||
| """ | ||
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() |
There was a problem hiding this comment.
The environment variables are loaded multiple times across different command functions (load_dotenv() on lines 56, 78, 121, 147). This repetitive code can be error-prone and inefficient. Recommendation: Move the load_dotenv() call to the beginning of the script, right after the imports. This ensures that all environment variables are loaded once and available to all parts of the script from the start, enhancing maintainability and reducing the risk of runtime errors due to uninitialized environment variables.
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8000, help="Port to bind the server to") | ||
| def run_all(host: str, port: int): | ||
| """[bold green]Run the complete integrated CI/CD flow[/bold green] | ||
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| This command starts the integrated CI/CD flow with all components enabled. | ||
| """ | ||
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() | ||
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| # Import the main app | ||
| from app import cg | ||
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| # Run the app | ||
| import uvicorn | ||
| console.print("[bold blue]Starting the integrated CI/CD flow...[/bold blue]") | ||
| uvicorn.run("app:cg.app", host=host, port=port, reload=True) | ||
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| @cli.command() | ||
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8001, help="Port to bind the server to") | ||
| def ticket_handler(host: str, port: int): | ||
| """[bold green]Run the Ticket Handler component[/bold green] | ||
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| This command starts the Ticket Handler component for converting Linear tickets to GitHub PRs. | ||
| """ | ||
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() | ||
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| # Create a standalone app | ||
| from codegen import CodegenApp | ||
| from components.ticket_handler import register_ticket_handlers | ||
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| app = CodegenApp(name="ticket-handler") | ||
| register_ticket_handlers(app) | ||
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| # Run the app | ||
| import uvicorn | ||
| console.print("[bold blue]Starting the Ticket Handler component...[/bold blue]") | ||
| uvicorn.run(app.app, host=host, port=port, reload=True) | ||
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| @cli.command() | ||
| @click.argument("repo_name", required=False) | ||
| @click.option("--query", "-q", default=None, help="Initial research query to start with") | ||
| def code_analyzer(repo_name: Optional[str] = None, query: Optional[str] = None): | ||
| """[bold green]Run the Code Analyzer component[/bold green] | ||
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| This command starts the Code Analyzer CLI for deep code analysis. | ||
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| [blue]Arguments:[/blue] | ||
| [yellow]REPO_NAME[/yellow]: GitHub repository in format 'owner/repo' (optional, will prompt if not provided) | ||
| """ | ||
| from components.code_analyzer import research | ||
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| # Run the research function | ||
| research(repo_name, query) | ||
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| @cli.command() | ||
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8002, help="Port to bind the server to") | ||
| def pr_validator(host: str, port: int): | ||
| """[bold green]Run the PR Validator component[/bold green] | ||
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| This command starts the PR Validator component for checking code quality in PRs. | ||
| """ | ||
| from dotenv import load_dotenv | ||
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| # Load environment variables | ||
| load_dotenv() | ||
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| # Create a standalone app | ||
| from codegen import CodegenApp | ||
| from components.pr_validator import register_pr_validators | ||
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| app = CodegenApp(name="pr-validator") | ||
| register_pr_validators(app) | ||
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| # Run the app | ||
| import uvicorn | ||
| console.print("[bold blue]Starting the PR Validator component...[/bold blue]") | ||
| uvicorn.run(app.app, host=host, port=port, reload=True) | ||
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| @cli.command() | ||
| @click.option("--host", default="0.0.0.0", help="Host to bind the server to") | ||
| @click.option("--port", default=8003, help="Port to bind the server to") |
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The default host for binding the server is set to '0.0.0.0' in multiple command functions (lines 46, 68, 111, 137). Binding to '0.0.0.0' exposes the server on all network interfaces, which can be a security risk if the services are meant to be accessed locally or within a controlled network. Recommendation: Change the default host to '127.0.0.1' or 'localhost'. This change restricts access to the local machine by default, enhancing the security posture of the application.
This PR creates a new enhanced-cicd-flow example that integrates functionality from several existing examples into a comprehensive CI/CD solution.
Features
Components
Usage
The example can be run in several ways:
python run.py run_allpython run.py [component_name]python run.py deployEach component can also be imported and used in other projects.