import json from typing import List from langchain.schema import OutputParserException def parse_json_markdown(json_string: str) -> dict: # Remove the triple backticks if present json_string = json_string.strip() start_index = json_string.find("```json") end_index = json_string.find("```", start_index + len("```json")) if start_index != -1 and end_index != -1: extracted_content = json_string[start_index + len("```json"):end_index].strip() # Parse the JSON string into a Python dictionary parsed = json.loads(extracted_content) elif start_index != -1 and end_index == -1 and json_string.endswith("``"): end_index = json_string.find("``", start_index + len("```json")) extracted_content = json_string[start_index + len("```json"):end_index].strip() # Parse the JSON string into a Python dictionary parsed = json.loads(extracted_content) elif json_string.startswith("{"): # Parse the JSON string into a Python dictionary parsed = json.loads(json_string) else: raise Exception("Could not find JSON block in the output.") return parsed def parse_and_check_json_markdown(text: str, expected_keys: List[str]) -> dict: try: json_obj = parse_json_markdown(text) except json.JSONDecodeError as e: raise OutputParserException(f"Got invalid JSON object. Error: {e}") for key in expected_keys: if key not in json_obj: raise OutputParserException( f"Got invalid return object. Expected key `{key}` " f"to be present, but got {json_obj}" ) return json_obj