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from langchain_openai import ChatOpenAI
from langchain.chains import LLMChain
from prompts import coding_hints_prompt_template
from langchain.memory.buffer import ConversationBufferMemory
from dotenv import load_dotenv
import chainlit as cl
# load_dotenv()
@cl.on_chat_start
def query_llm():
openai_api_key = os.getenv("OPENAI_API_KEY")
if not openai_api_key:
raise ValueError("OPENAI_API_KEY environment variable not set")
llm = ChatOpenAI(model="gpt-4o",
temperature=0.3)
conversation_memory = ConversationBufferMemory(memory_key="chat_history",
return_messages=True,
)
llm_chain = LLMChain(llm=llm, prompt=coding_hints_prompt_template, memory=conversation_memory)
cl.user_session.set("llm_chain", llm_chain)
@cl.on_message
async def query_llm(message: cl.Message):
llm_chain = cl.user_session.get("llm_chain")
response = await llm_chain.acall(message.content,
callbacks=[
cl.AsyncLangchainCallbackHandler()])
await cl.Message(response["text"]).send()
example_input = """Implement Selection Sort
Given a list of numbers, sort it using the Selection Sort algorithm.
Example
{
"arr": [5, 8, 3, 9, 4, 1, 7]
}
Output:
[1, 3, 4, 5, 7, 8, 9]
Constraints:
1 <= length of the given list <= 4 * 10^3
-10^9 <= number in the list <= 10^9""" |