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Create app.py
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app.py
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| 1 |
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import gradio as gr
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| 2 |
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import openai
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| 3 |
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import json
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| 4 |
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import os
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| 5 |
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from typing import List, Tuple, Optional
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from datetime import datetime
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class ChatbotManager:
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| 9 |
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def __init__(self):
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| 10 |
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self.conversation_history = []
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| 11 |
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self.current_api_key = None
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| 12 |
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self.current_model = "gpt-3.5-turbo"
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| 13 |
+
self.system_prompt = "You are a helpful AI assistant. Respond in a friendly and informative manner." #default
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| 14 |
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self.max_tokens = 150
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self.temperature = 0.7
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| 16 |
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def set_api_key(self, api_key: str) -> str:
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| 18 |
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if not api_key.strip():
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return "β Please enter a valid API key"
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| 20 |
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self.current_api_key = api_key.strip()
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| 22 |
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openai.api_key = self.current_api_key
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| 23 |
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| 24 |
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try:
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openai.Model.list()
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| 26 |
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return "β
API key validated successfully!"
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except Exception as e:
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| 28 |
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return f"β Invalid API key: {str(e)}"
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| 29 |
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| 30 |
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def update_settings(self, model: str, system_prompt: str, max_tokens: int, temperature: float) -> str:
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| 31 |
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self.current_model = model
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| 32 |
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self.system_prompt = system_prompt
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| 33 |
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self.max_tokens = max_tokens
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| 34 |
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self.temperature = temperature
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return f"β
Settings updated: Model={model}, Max Tokens={max_tokens}, Temperature={temperature}"
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| 36 |
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| 37 |
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def preprocess_data(self, data_text: str) -> str: ### we are integrating the custom data to the existing KB of model
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| 38 |
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if not data_text.strip():
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| 39 |
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return "No custom data provided"
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| 40 |
+
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| 41 |
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base_prompt = "You are a helpful AI assistant. Respond in a friendly and informative manner."
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| 42 |
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self.system_prompt = base_prompt + f"\n\nAdditional Context:\n{data_text}"
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| 43 |
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return f"β
Custom data integrated ({len(data_text)} characters)"
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| 44 |
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| 45 |
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def generate_response(self,user_input:str, history: List[Tuple[str, str]])-> Tuple[str, List[Tuple[str, str]]]:
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| 46 |
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if not self.current_api_key:
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| 47 |
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return "β Please set your API key first!", history
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| 48 |
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| 49 |
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if not user_input.strip():
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| 50 |
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return "Please enter a message.", history
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| 51 |
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| 52 |
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try:
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| 53 |
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messages=[{"role": "system", "content": self.system_prompt}]
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| 54 |
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| 55 |
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for user_msg, assistant_msg in history:
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| 56 |
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messages.append({"role": "user", "content": user_msg})
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| 57 |
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messages.append({"role": "assistant", "content": assistant_msg})
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| 58 |
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| 59 |
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messages.append({"role": "user", "content": user_input})
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| 60 |
+
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| 61 |
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response=openai.ChatCompletion.create(
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| 62 |
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model=self.current_model,
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| 63 |
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messages=messages,
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| 64 |
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max_tokens=self.max_tokens,
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| 65 |
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temperature=self.temperature,
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| 66 |
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n=1,
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| 67 |
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stop=None,
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| 68 |
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)
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| 70 |
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assistant_response = response.choices[0].message.content.strip()
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| 71 |
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history.append((user_input, assistant_response))
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| 72 |
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| 73 |
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return assistant_response, history
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| 74 |
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| 75 |
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except Exception as e:
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| 76 |
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error_msg = f"β Error generating response: {str(e)}"
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| 77 |
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return error_msg, history
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| 78 |
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| 79 |
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def clear_conversation(self) -> Tuple[str, List[Tuple[str, str]]]:
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| 80 |
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self.conversation_history = []
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| 81 |
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return "", []
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| 82 |
+
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| 83 |
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chatbot=ChatbotManager()
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| 84 |
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| 85 |
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AVAILABLE_MODELS = [ #dropdown for models openai==0.28
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| 86 |
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"gpt-3.5-turbo",
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| 87 |
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"gpt-3.5-turbo-16k",
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| 88 |
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"gpt-4",
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| 89 |
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"gpt-4-32k",
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| 90 |
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"gpt-4-0613",
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| 91 |
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"gpt-4-32k-0613"
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| 92 |
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]
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| 93 |
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| 94 |
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def create_interface():
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| 95 |
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with gr.Blocks(title="LLM-Based Chatbot", theme=gr.themes.Ocean()) as demo:
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| 96 |
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gr.Markdown("""
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| 97 |
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# π€ LLM-Based Conversational AI Chatbot
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| 98 |
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This chatbot leverages powerful Language Models to provide intelligent conversations.
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| 99 |
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Enter your OpenAI API key to get started!
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| 100 |
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""")
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| 101 |
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with gr.Tab("Chat Interface"):
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| 102 |
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with gr.Row():
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| 103 |
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with gr.Column(scale=3):
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chatbot_interface = gr.Chatbot(
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| 105 |
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label="Conversation",
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| 106 |
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height=400,
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| 107 |
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show_label=True,
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| 108 |
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avatar_images=("user.png", "assistant.png"),
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| 109 |
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show_copy_button=True,
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| 110 |
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bubble_full_width=False,
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| 111 |
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)
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| 112 |
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with gr.Row():
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| 113 |
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user_input = gr.Textbox(
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| 114 |
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placeholder="Type your message here...",
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| 115 |
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scale=4,
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| 116 |
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show_label=False,
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| 117 |
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container=False
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| 118 |
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)
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| 119 |
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send_btn = gr.Button("π€ Send", variant="primary", scale=1)
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| 120 |
+
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| 121 |
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with gr.Row():
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| 122 |
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clear_btn = gr.Button("ποΈ Clear Chat")
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| 123 |
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regenerate_btn = gr.Button("π Regenerate")
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| 124 |
+
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| 125 |
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with gr.Column(scale=1):
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| 126 |
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gr.Markdown("### π§ Quick Settings")
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| 127 |
+
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| 128 |
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api_key_input = gr.Textbox(
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| 129 |
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label="π OpenAI API Key",
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| 130 |
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placeholder="sk-...",
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| 131 |
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type="password"
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| 132 |
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)
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| 133 |
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api_status = gr.Textbox(
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| 134 |
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label="API Status",
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| 135 |
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interactive=False,
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| 136 |
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value="β No API key provided"
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| 137 |
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)
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| 138 |
+
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| 139 |
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model_dropdown = gr.Dropdown(
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| 140 |
+
choices=AVAILABLE_MODELS,
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| 141 |
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value="gpt-3.5-turbo",
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| 142 |
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label="π€ Model"
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| 143 |
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)
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| 144 |
+
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| 145 |
+
max_tokens_slider = gr.Slider(
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| 146 |
+
minimum=50,
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| 147 |
+
maximum=4096,
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| 148 |
+
value=150,
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| 149 |
+
step=10,
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| 150 |
+
label="π Max Tokens"
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| 151 |
+
)
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| 152 |
+
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| 153 |
+
temperature_slider = gr.Slider(
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| 154 |
+
minimum=0.0,
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| 155 |
+
maximum=1.0,
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| 156 |
+
value=0.7,
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| 157 |
+
step=0.1,
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| 158 |
+
label="π‘οΈ Temperature"
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| 159 |
+
)
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| 160 |
+
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| 161 |
+
gr.Markdown("### π Current Settings")
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| 162 |
+
current_settings = gr.Textbox(
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| 163 |
+
value="Model: gpt-3.5-turbo\nTokens: 150\nTemp: 0.7",
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| 164 |
+
label="Active Configuration",
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| 165 |
+
interactive=False,
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| 166 |
+
lines=3
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| 167 |
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)
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| 168 |
+
with gr.Tab("βοΈ Advanced Settings"):
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| 169 |
+
gr.Markdown("### π― System Prompt Configuration")
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| 170 |
+
system_prompt_input = gr.Textbox(
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| 171 |
+
label="System Prompt",
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| 172 |
+
value="You are a helpful AI assistant. Respond in a friendly and informative manner.",
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| 173 |
+
lines=5,
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| 174 |
+
placeholder="Enter custom system prompt..."
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| 175 |
+
)
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| 176 |
+
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| 177 |
+
gr.Markdown("### π Custom Data Integration")
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| 178 |
+
custom_data_input = gr.Textbox(
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| 179 |
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label="Custom Training Data",
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| 180 |
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lines=10,
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| 181 |
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placeholder="Enter custom data, FAQs, or domain-specific information..."
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| 182 |
+
)
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| 183 |
+
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| 184 |
+
with gr.Row():
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| 185 |
+
update_settings_btn = gr.Button("β
Update Settings")
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| 186 |
+
integrate_data_btn = gr.Button("π Integrate Custom Data")
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| 187 |
+
reset_prompt_btn = gr.Button("π Reset to Default")
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| 188 |
+
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| 189 |
+
settings_status = gr.Textbox(
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| 190 |
+
label="Settings Status",
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| 191 |
+
interactive=False
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| 192 |
+
)
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| 193 |
+
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| 194 |
+
gr.Markdown("### π Preset System Prompts")
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| 195 |
+
with gr.Row():
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| 196 |
+
preset_customer_support = gr.Button("π₯ Customer Support")
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| 197 |
+
preset_tutor = gr.Button("π Educational Tutor")
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| 198 |
+
preset_creative = gr.Button("β¨ Creative Assistant")
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| 199 |
+
preset_technical = gr.Button("π§ Technical Writer")
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| 200 |
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| 201 |
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| 202 |
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| 203 |
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| 204 |
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