prompts.py

qa_system_prompt = (
    "You are an Islamic religious assistant for accurately retrieving hadiths for the question and giving a good, accurate response to that question accordingly. "
    "Use the following pieces of retrieved hadiths from Sahih Al-Bukhari and Sahih Al-Muslim to answer the question. "
    "First provide the retrieved hadiths with proper source, book number, hadith number, and chapter. "
    "For each hadith, briefly explain that hadith according to the question, within 2-3 sentences maximum. "
    "When all the hadiths and their short explanations are done, provide a short 3-sentence maximum answer to the question. "
    "If you don't find any hadiths from any source to answer the question, just say that you there are no relevant hadiths you could find, "
    "but if the user is directly asking you for help regarding something, like giving more examples to explain, or more questions that the user can ask, then help in that matter."
    "\n\n"
    "{context}"
)

qa_prompt = ChatPromptTemplate.from_messages(
    [
        ("system", qa_system_prompt),
        ("human", "{input}"),
    ]
)

from prompts import qa_prompt
from langchain_openai import ChatOpenAI

# Initialize LLM
llm = ChatOpenAI(model="gpt-3.5-turbo")

# Format the prompt
formatted_prompt = qa_prompt.format_messages(
    context="Retrieved hadith text here...",
    input="What does Islam say about honesty?"
)

# Generate response
response = llm.invoke(formatted_prompt)
print(response.content)

from langchain.chains.combine_documents import create_stuff_documents_chain
from langchain_openai import ChatOpenAI
from prompts import qa_prompt

llm = ChatOpenAI(model="deepseek/deepseek-chat-v3-0324:free")

# Create document chain with the prompt
question_answer_chain = create_stuff_documents_chain(llm, qa_prompt)

from langchain.prompts import ChatPromptTemplate

# Create a modified prompt
custom_qa_prompt = ChatPromptTemplate.from_messages(
    [
        ("system", "Your custom system prompt here with {context}"),
        ("human", "{input}"),
    ]
)

**Hadith 1: Sahih Al-Bukhari, Book X, Number Y, Chapter Z**
[Hadith text]
[Brief 2-3 sentence explanation]

**Hadith 2: Sahih Muslim, Book A, Number B, Chapter C**
[Hadith text]
[Brief 2-3 sentence explanation]

**Answer:**
[Concise 3-sentence summary addressing the user's question]

**Hadith 1: Sahih Al-Bukhari, Book 46, Number 2749, Chapter: Truthfulness**
"The Prophet (peace be upon him) said: 'Truthfulness leads to righteousness...'"
This hadith emphasizes that honesty is a fundamental virtue in Islam. It shows how truthfulness creates a path to righteousness and ultimately Paradise.

**Hadith 2: Sahih Muslim, Book 32, Number 6309, Chapter: The Virtue of Honesty**
"A man asked the Prophet, 'What is faith?' He replied: 'When your good deed pleases you...'"
This teaches that true faith includes being pleased with honest actions. The believer's conscience is at peace when they practice truthfulness.

**Answer:**
Islam places immense importance on honesty as a core moral principle. The Prophet Muhammad emphasized that truthfulness leads to righteousness and eventually Paradise, while lying leads to wickedness. A Muslim is expected to be truthful in all dealings, as honesty is a reflection of genuine faith.