72 lines
2.2 KiB
Python
72 lines
2.2 KiB
Python
import json
|
|
import streamlit as st
|
|
import re
|
|
|
|
# Function to construct the prompt
|
|
def construct_prompt(prompt_template: str, user_input: str) -> str:
|
|
return prompt_template.format(user_input=user_input)
|
|
|
|
|
|
def parse_json_content(cleaned_content: str):
|
|
"""
|
|
Parses the cleaned content to extract valid JSON data.
|
|
|
|
Args:
|
|
cleaned_content (str): The raw content containing JSON data.
|
|
|
|
Returns:
|
|
dict or list: The parsed JSON object.
|
|
"""
|
|
import re
|
|
|
|
# Step 1: Strip unwanted characters and clean the content
|
|
cleaned_content = cleaned_content.strip()
|
|
|
|
# Step 2: Use regex to extract only the valid JSON block (e.g., starts with [ or {)
|
|
json_match = re.search(r"(\{.*\}|\[.*\])", cleaned_content, re.DOTALL)
|
|
|
|
if not json_match:
|
|
raise ValueError("No valid JSON found in the content.")
|
|
|
|
# Step 3: Extract and parse the valid JSON
|
|
valid_json = json_match.group(0) # Extract matched JSON block
|
|
try:
|
|
extracted_data = json.loads(valid_json)
|
|
except json.JSONDecodeError as e:
|
|
raise ValueError(f"Failed to decode JSON. Error: {e}\nContent:\n{valid_json}")
|
|
|
|
return extracted_data
|
|
|
|
# Function to extract and parse JSON response
|
|
def extract_llm_response(response):
|
|
"""
|
|
Extracts and parses the JSON response from the API.
|
|
|
|
Args:
|
|
response (dict): The API response containing a hint and proposals.
|
|
|
|
Returns:
|
|
tuple: A tuple containing the objective (str), key results (list), and hint (str).
|
|
"""
|
|
|
|
raw_message_content = response["choices"][0]["message"]["content"]
|
|
|
|
# Clean and parse the JSON content
|
|
cleaned_content = raw_message_content.replace("`", "").split("json")[-1]
|
|
|
|
parsed_data = parse_json_content(cleaned_content=cleaned_content)
|
|
|
|
hint = parsed_data.get("hint", "")
|
|
|
|
proposals = parsed_data.get("proposal", [])
|
|
|
|
if proposals:
|
|
# Extract the first proposal's objective and key results
|
|
first_proposal = proposals[0] # Get the first proposal (assuming it's a list)
|
|
objective = first_proposal.get("objective", "")
|
|
key_results = first_proposal.get("key_results", [])
|
|
else:
|
|
objective = ""
|
|
key_results = []
|
|
|
|
return objective, key_results, hint |