So basically I have had made a notes generator. First I have had generated the chapters of respective subject and then after that I used those generated chapters to generate notes and mcq questions according to the aspiration of the student and then I am saving it in a text file.

Now I want to convert it into json format instead of text format. I am using OpenAI function calling for that but I am not getting the desired output.

Please can anyone help me with that!!

import os
from openai import OpenAI
from dotenv import load_dotenv

load_dotenv()


client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))


def generate_syllabus(class_grade):
    response = client.chat.completions.create(
        model="gpt-3.5-turbo-16k",
        messages=[
            {"role": "system", "content": "You are a teacher."},
            {"role": "user", "content": f"Generate a list of subjects and chapters for {class_grade} grade."}
        ],
        temperature=1,
        max_tokens=1024,
        top_p=1,
        frequency_penalty=0,
        presence_penalty=0
    )
    return response.choices[0].message.content


def generate_notes_and_mcqs(subject, chapter, aspiration):
    response = client.chat.completions.create(
        model="gpt-3.5-turbo-16k",
        messages=[
            {"role": "system", "content": "You are a teacher."},
            {"role": "user", "content": f"Write notes and MCQ questions on {chapter} of {subject} for {aspiration}."}
        ],
        temperature=1,
        max_tokens=1024,
        top_p=1,
        frequency_penalty=0,
        presence_penalty=0
    )
    return response.choices[0].message.content

class_to_generate = "8th class"
aspiration = "I want to become a doctor"
syllabus_content = generate_syllabus(class_to_generate)
# print(syllabus_content)

syllabus = {}
current_subject = None

for line in syllabus_content.split('n'):
    if not line.strip():
        continue
    if line.startswith("Subject:"):
        current_subject = line.replace("Subject:", "").strip()
        syllabus[current_subject] = []
    elif current_subject:
        syllabus[current_subject].append(line.strip())

output_file = "main2.txt"

with open(output_file, 'a') as file:
    for subject, chapters in syllabus.items():
        file.write(f"Subject: {subject}n")
        print(f"Subject: {subject}n")
        for chapter in chapters:
            content = generate_notes_and_mcqs(subject, chapter, aspiration)

            content_lines = content.split('n')
            if content_lines[0].startswith(chapter):
                content_lines = content_lines[1:]
            content = 'n'.join(content_lines)

            file.write(f"{chapter}:n{content}nn")
            print(f"{chapter}:n{content}nn")