Divax
commited on
Commit
·
5f1c192
1
Parent(s):
d677138
files added
Browse files- app.py +205 -0
- requirements.txt +3 -0
app.py
ADDED
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@@ -0,0 +1,205 @@
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| 1 |
+
import streamlit as st
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| 2 |
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from groq import Groq
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| 3 |
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import sys
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| 4 |
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import io
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| 5 |
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import re
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| 6 |
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import traceback
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| 7 |
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from dotenv import load_dotenv
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| 8 |
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import os
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| 9 |
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| 10 |
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load_dotenv()
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| 11 |
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| 12 |
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# Set page configuration
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| 13 |
+
st.set_page_config(
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| 14 |
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page_title="AI Assistant with Code Execution",
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| 15 |
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page_icon="🤖",
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| 16 |
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layout="wide",
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| 17 |
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)
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| 18 |
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| 19 |
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def main():
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| 20 |
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st.title("AI Assistant with Code Execution")
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| 21 |
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st.write("Interact with an AI assistant that can execute code when needed.")
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| 22 |
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st.markdown("[Concept by cfahlgren1, check out his amazing work here](https://huggingface.co/spaces/cfahlgren1/qwen-2.5-code-interpreter)")
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| 23 |
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st.markdown("Thanks Groq for the super fast model and thanks cfahlgren1 for the prompt and this idea!")
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| 24 |
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| 25 |
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# Sidebar settings
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| 26 |
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st.sidebar.title("Settings")
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| 27 |
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use_code_interpreter = st.sidebar.checkbox("Enable Code Interpreter", value=True)
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| 28 |
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reset_button = st.sidebar.button("Reset Chat")
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| 29 |
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| 30 |
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# Initialize session state
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| 31 |
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if 'messages' not in st.session_state or reset_button:
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st.session_state['messages'] = [
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| 33 |
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{
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"role": "system",
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| 35 |
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"content": (
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| 36 |
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"The user will ask you a tricky question, your job is to write Python code to answer the question. \n\n" +
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| 37 |
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"Really think step by step before writing any code to ensure you're answering the question correctly. \n\n" +
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| 38 |
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"Respond with a markdown code block starting with ```python and ``` at the end. Make sure the code can be executed without any changes"
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| 39 |
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),
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| 40 |
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}
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| 41 |
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]
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| 42 |
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if reset_button:
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| 43 |
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st.session_state['user_input'] = ''
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| 44 |
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st.rerun()
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| 45 |
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| 46 |
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# Display chat history (only user and assistant messages)
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| 47 |
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for message in st.session_state['messages']:
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| 48 |
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if message["role"] == "user":
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| 49 |
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with st.chat_message("user"):
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| 50 |
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st.markdown(message["content"])
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| 51 |
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elif message["role"] == "assistant":
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| 52 |
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with st.chat_message("assistant"):
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| 53 |
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st.markdown(message["content"])
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| 54 |
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# Internal messages (e.g., code execution results) are not displayed
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| 55 |
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| 56 |
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# User input
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| 57 |
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if 'user_input' not in st.session_state:
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| 58 |
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st.session_state['user_input'] = ''
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| 59 |
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| 60 |
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st.session_state['user_input'] = st.chat_input("Type your message")
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| 61 |
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if st.session_state['user_input']:
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| 62 |
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# Display user's message
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| 63 |
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with st.chat_message("user"):
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| 64 |
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st.markdown(st.session_state['user_input'])
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| 65 |
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# Add user's message to conversation history
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| 66 |
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st.session_state['messages'].append({"role": "user", "content": st.session_state['user_input']})
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| 67 |
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| 68 |
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# Generate assistant's response
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| 69 |
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assistant_reply = get_assistant_response(st.session_state['messages'], use_code_interpreter)
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| 70 |
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| 71 |
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# Display assistant's final answer
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| 72 |
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with st.chat_message("assistant"):
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st.markdown(assistant_reply)
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| 75 |
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# Add assistant's final answer to conversation history
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| 76 |
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st.session_state['messages'].append({"role": "assistant", "content": assistant_reply})
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| 77 |
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| 78 |
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# Clear user input
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| 79 |
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st.session_state['user_input'] = ''
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| 80 |
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| 81 |
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def get_assistant_response(conversation, use_code_interpreter):
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| 82 |
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# Copy conversation to avoid modifying original
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| 83 |
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messages = conversation.copy()
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| 84 |
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| 85 |
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# Initialize Groq client (Replace 'your_api_key' with your actual API key)
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| 86 |
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client = Groq()
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| 87 |
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| 88 |
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# Get assistant's initial response (which may include code)
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| 89 |
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completion = client.chat.completions.create(
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| 90 |
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model="llama-3.2-3b-preview",
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| 91 |
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messages=messages,
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temperature=1,
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| 93 |
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max_tokens=1024,
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top_p=1,
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stream=False,
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stop=None,
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)
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| 98 |
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assistant_reply = completion.choices[0].message.content
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# print(assistant_reply)
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| 100 |
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# If code interpreter is enabled, check for code in assistant's reply
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| 101 |
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if use_code_interpreter:
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| 102 |
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code = extract_code(assistant_reply)
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| 103 |
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if code:
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| 104 |
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# Remove code from assistant's reply to avoid displaying it
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assistant_reply_no_code = remove_code_blocks(assistant_reply)
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| 106 |
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| 107 |
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# Execute the code
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| 108 |
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execution_result = execute_code_safely(code)
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| 109 |
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| 110 |
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# Prepare internal message with execution result (not shown in UI chat)
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| 111 |
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user_result_prompt = (
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f"The code you provided was executed and returned the result:\n{execution_result}\n"
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| 113 |
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"Use this result to provide a final answer to the user's question. "
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| 114 |
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"Do not mention the code or that you executed code."
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)
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| 116 |
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| 117 |
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# Add internal message to conversation history
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| 118 |
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messages.append({"role": "user", "content": user_result_prompt})
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| 119 |
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| 120 |
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# Get assistant's final response using the execution result
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| 121 |
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completion = client.chat.completions.create(
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| 122 |
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model="llama-3.2-3b-preview",
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| 123 |
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messages=messages,
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| 124 |
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temperature=1,
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| 125 |
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max_tokens=1024,
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| 126 |
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top_p=1,
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| 127 |
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stream=False,
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| 128 |
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stop=None,
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| 129 |
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)
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| 130 |
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final_reply = completion.choices[0].message.content
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| 131 |
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# Return assistant's final answer
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| 132 |
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return final_reply.strip()
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| 133 |
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else:
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| 134 |
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# No code detected; return assistant's initial reply
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| 135 |
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return assistant_reply.strip()
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| 136 |
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else:
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| 137 |
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# Code interpreter disabled; return assistant's initial reply
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| 138 |
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return assistant_reply.strip()
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| 139 |
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| 140 |
+
def extract_code(text):
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| 141 |
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# Extract code from code blocks
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| 142 |
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code_blocks = re.findall(r"```(?:python)?\n(.*?)```", text, re.DOTALL)
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| 143 |
+
if code_blocks:
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| 144 |
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return code_blocks[0]
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| 145 |
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return None
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| 146 |
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| 147 |
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def remove_code_blocks(text):
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| 148 |
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# Remove code blocks from text
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| 149 |
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return re.sub(r"```(?:python)?\n.*?```", '', text, flags=re.DOTALL).strip()
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| 150 |
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| 151 |
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def execute_code_safely(code):
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| 152 |
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"""
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| 153 |
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Executes the given code safely and returns the output.
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| 154 |
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WARNING: Executing arbitrary code can be dangerous.
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| 155 |
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This function uses restricted built-ins and a try-except block to handle errors.
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| 156 |
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In a production environment, consider using a secure sandbox or a code execution service.
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| 157 |
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"""
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| 158 |
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# Restrict built-ins
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| 159 |
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safe_globals = {
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| 160 |
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"__builtins__": {
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| 161 |
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'abs': abs,
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| 162 |
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'all': all,
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| 163 |
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'any': any,
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| 164 |
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'len': len,
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| 165 |
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'max': max,
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| 166 |
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'min': min,
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| 167 |
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'sum': sum,
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| 168 |
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'range': range,
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| 169 |
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'print': print,
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| 170 |
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'str': str,
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| 171 |
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'int': int,
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| 172 |
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'float': float,
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| 173 |
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'bool': bool,
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| 174 |
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'list': list,
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| 175 |
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'dict': dict,
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| 176 |
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'set': set,
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| 177 |
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'tuple': tuple,
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| 178 |
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'enumerate': enumerate,
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| 179 |
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'zip': zip,
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| 180 |
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'math': __import__('math'),
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| 181 |
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'datetime': __import__('datetime'),
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| 182 |
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}
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| 183 |
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}
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| 184 |
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safe_locals = {}
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| 185 |
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| 186 |
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# Capture output
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| 187 |
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old_stdout = sys.stdout
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| 188 |
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redirected_output = sys.stdout = io.StringIO()
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| 189 |
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| 190 |
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try:
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| 191 |
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exec(code, safe_globals, safe_locals)
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| 192 |
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except Exception as e:
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| 193 |
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output = f"Error executing code:\n{traceback.format_exc()}"
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| 194 |
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else:
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| 195 |
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output = redirected_output.getvalue()
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| 196 |
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finally:
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| 197 |
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sys.stdout = old_stdout
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| 198 |
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| 199 |
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return output.strip()
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| 200 |
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|
| 201 |
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if __name__ == "__main__":
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| 202 |
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main()
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| 203 |
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| 204 |
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# requirements.txt
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| 205 |
+
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requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
streamlit
|
| 2 |
+
groq
|
| 3 |
+
python-dotenv
|