Closed tawada closed 2 months ago
Please be specific, showing the code before the change and the code after the proposed change
To address your request for specificity regarding the improvement suggestion for the generate_json_without_error_handling
method within services/llm/__init__.py
, below are the before and after code snippets illustrating the proposed changes:
Originally, the method generate_json_without_error_handling
was designed to generate JSON using OpenAI's API without explicitly handling errors related to JSON parsing:
def generate_json_without_error_handling(
messages: list[dict[str, str]],
openai_client: openai.OpenAI,
) -> dict:
"""Generates json using the OpenAI API without error handling."""
generated_content = generate_response(
messages, openai_client, response_format={"type": "json_object"})
generated_json = json.loads(generated_content)
return generated_json
The suggested improvements include renaming the method to more accurately reflect its functionality while encapsulating JSON parsing in a dedicated method with explicit error handling. This would enhance clarity regarding the method's error handling capabilities and improve the robustness of the service's response handling.
def generate_json_with_parsing(
messages: list[dict[str, str]],
openai_client: openai.OpenAI,
) -> dict:
"""Generates json using the OpenAI API and parses the response."""
generated_content = generate_response(
messages, openai_client, response_format={"type": "json_object"})
return parse_json_response(generated_content)
def parse_json_response(generated_content: str) -> dict:
"""Parses the json response from a string.
Handles JSONDecodeError by logging an error message and returning an empty dict or raising a more specific exception.
"""
try:
return json.loads(generated_content)
except json.JSONDecodeError as e:
log(f"Failed to parse JSON response: {e}", level="error")
# Consider returning an empty dict or raising an exception that is specific to your application's error handling policy
return {} # or raise CustomJSONParseException("Invalid JSON response.")
This refactored approach provides a clear separation between generating a JSON-formatted string and parsing it into a Python dictionary, with explicit handling for common errors such as malformed JSON responses. It renames the function to generate_json_with_parsing
to accurately describe its extended functionality and adds a dedicated parse_json_response
method for JSON parsing with tailored error management.
After a comprehensive review of the provided code, a critical improvement point emerges related to error handling, specifically within the
services/llm/__init__.py
module. The methodgenerate_json_without_error_handling
is somewhat misleading in naming and functionality. Despite its name suggesting a lack of error handling, the function nonetheless attempts to parse JSON content from the generated response, which can raise ajson.JSONDecodeError
if the response does not adhere to valid JSON syntax. This contradiction in naming versus functionality can lead to confusion regarding the method's expected behavior and error resilience.A precise recommendation would be to rename this function to more accurately reflect its capability to handle certain errors (e.g., parsing JSON responses) while potentially abstracting the JSON parsing into a dedicated method with explicit error handling. This approach not only enhances code readability and maintainability but also fortifies the robustness of the LLM service's response handling, clearly delineating between functions that directly manage errors and those that do not.