Spaces:
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Parent(s): 16fe4b0
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app.py
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import streamlit as st
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from bot import supertec_bot
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didx_chatbot = supertec_bot()
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st.title("SuperTech Bot")
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user_input = st.text_input('How can I help you?')
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with st.spinner('Sit back and relax. It takes a while.'):
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if st.button('Ask'):
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if user_input:
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answer = didx_chatbot.user_chat(user_input)
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st.write(answer)
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bot.py
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class supertec_bot:
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def __init__(self):
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import openai
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def get_data():
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import requests
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headers = {
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'User-Agent': 'Mozilla/5.0', # You can try different User-Agent strings if needed
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}
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payload = {'company_token': 'II@tNfQ70O'}
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response = requests.post("https://superteclabs.com/apis2/retrieveallusers.php", data=payload,
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headers=headers)
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data = response.json()
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return response.text
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self.get_data = get_data
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function_balance = {
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"type": "function",
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"function": {
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"name": "get_data",
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"description": "Retrieve the data from this ",
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"parameters": {
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"type": "object",
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"properties": {
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"query": {
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"type": "string",
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"description": "show me the all data "
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},
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},
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"required": ["query"]
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}
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}
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}
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import os
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from dotenv import load_dotenv
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# Load environment variables from .env file
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load_dotenv()
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self.client = openai.OpenAI(api_key=os.environ['openai_api_key'])
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print(self.client)
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# Step 1: Create an Assistant
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# self.assistant = self.client.beta.assistants.create(
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# name="library Support Chatbot",
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# instructions="You are a personal Supertech support chatbot.",
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# tools=[function_balance],
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# model="gpt-3.5-turbo",
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# )
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def user_chat(self,query):
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import time
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# Step 2: Create a Thread
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thread = self.client.beta.threads.create()
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# Step 3: Add a Message to a Thread
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message = self.client.beta.threads.messages.create(
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thread_id=thread.id,
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role="user",
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content=query
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)
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# Step 4: Run the Assistant
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run = self.client.beta.threads.runs.create(
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thread_id=thread.id,
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assistant_id="asst_tbdEcvmCNA4uFRPcxyVt8KNR",
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instructions=""
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)
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answer = None
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while True:
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# Retrieve the run status
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run_status = self.client.beta.threads.runs.retrieve(
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thread_id=thread.id,
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run_id=run.id
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)
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# print(run_status.model_dump_json(indent=4))
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run_status.model_dump_json(indent=4)
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# If run is completed, get messages
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if run_status.status == 'completed':
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messages = self.client.beta.threads.messages.list(
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thread_id=thread.id
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)
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# Loop through messages and print content based on role
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for msg in messages.data:
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role = msg.role
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content = msg.content[0].text.value
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print(f"{role.capitalize()}: {content}")
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answer = f"{role.capitalize()}: {content}"
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break
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break
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elif run_status.status == 'requires_action':
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# print("Function Calling")
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required_actions = run_status.required_action.submit_tool_outputs.model_dump()
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# print('required action test: ',required_actions)
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tool_outputs = []
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import json
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for action in required_actions["tool_calls"]:
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func_name = action['function']['name']
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arguments = json.loads(action['function']['arguments'])
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if func_name == "get_data":
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output = self.get_data()
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tool_outputs.append({
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"tool_call_id": action['id'],
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"output": output
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})
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else:
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raise ValueError(f"Unknown function: {func_name}")
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print("Submitting outputs back to the Assistant...")
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self.client.beta.threads.runs.submit_tool_outputs(
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thread_id=thread.id,
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run_id=run.id,
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tool_outputs=tool_outputs
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)
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else:
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print("Waiting for the Assistant to process...")
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time.sleep(5)
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if answer is not None:
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print(f'this is my answer : ', answer)
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return answer
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