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Update app.py
Browse files
app.py
CHANGED
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| 1 |
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import os
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| 2 |
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import json
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| 3 |
+
import time
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| 4 |
+
import gradio as gr
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| 5 |
+
from datetime import datetime
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| 6 |
+
from typing import List, Dict, Any, Optional, Union
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| 7 |
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import threading
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| 9 |
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# Import Groq
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| 10 |
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from groq import Groq
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class CreativeAgenticAI:
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| 14 |
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"""
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| 15 |
+
Creative Agentic AI Chat Tool using Groq's compound models
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| 16 |
+
"""
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| 17 |
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def __init__(self, api_key: str, model: str = "compound-beta"):
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| 18 |
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"""
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| 19 |
+
Initialize the Creative Agentic AI system.
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| 20 |
+
Args:
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| 21 |
+
api_key: Groq API key
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| 22 |
+
model: Which Groq model to use ('compound-beta' or 'compound-beta-mini')
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| 23 |
+
"""
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| 24 |
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self.api_key = api_key
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| 25 |
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if not self.api_key:
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| 26 |
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raise ValueError("No API key provided")
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| 27 |
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self.client = Groq(api_key=self.api_key)
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| 28 |
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self.model = model
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| 29 |
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self.conversation_history = []
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| 30 |
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| 31 |
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def chat(self, message: str,
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| 32 |
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include_domains: List[str] = None,
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| 33 |
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exclude_domains: List[str] = None,
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| 34 |
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system_prompt: str = None,
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| 35 |
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temperature: float = 0.7,
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| 36 |
+
max_tokens: int = 1024) -> Dict:
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| 37 |
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"""
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| 38 |
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Send a message to the AI and get a response
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| 39 |
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"""
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| 40 |
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if not system_prompt:
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system_prompt = """You are a creative and intelligent AI assistant with agentic capabilities. You can search the web, analyze information, and provide comprehensive responses. Be helpful, creative, and engaging while maintaining accuracy."""
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| 42 |
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| 43 |
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messages = [{"role": "system", "content": system_prompt}]
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| 44 |
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messages.extend(self.conversation_history[-20:])
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| 45 |
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messages.append({"role": "user", "content": message})
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| 46 |
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| 47 |
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params = {
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| 48 |
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"messages": messages,
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| 49 |
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"model": self.model,
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| 50 |
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"temperature": temperature,
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| 51 |
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"max_tokens": max_tokens
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| 52 |
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}
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| 53 |
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| 54 |
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if include_domains and include_domains[0].strip():
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| 55 |
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params["include_domains"] = [domain.strip() for domain in include_domains if domain.strip()]
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| 56 |
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if exclude_domains and exclude_domains[0].strip():
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| 57 |
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params["exclude_domains"] = [domain.strip() for domain in exclude_domains if domain.strip()]
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| 58 |
+
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| 59 |
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try:
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| 60 |
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response = self.client.chat.completions.create(**params)
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| 61 |
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content = response.choices[0].message.content
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| 62 |
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tool_info = self._extract_tool_info(response)
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| 63 |
+
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| 64 |
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self.conversation_history.append({"role": "user", "content": message})
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| 65 |
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self.conversation_history.append({"role": "assistant", "content": content})
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| 66 |
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| 67 |
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return {
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| 68 |
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"content": content,
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| 69 |
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"timestamp": datetime.now().isoformat(),
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| 70 |
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"model": self.model,
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| 71 |
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"tool_usage": tool_info,
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| 72 |
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"parameters": {
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| 73 |
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"temperature": temperature,
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| 74 |
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"max_tokens": max_tokens,
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| 75 |
+
"include_domains": include_domains,
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| 76 |
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"exclude_domains": exclude_domains
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| 77 |
+
}
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| 78 |
+
}
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| 79 |
+
except Exception as e:
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| 80 |
+
error_msg = f"Error: {str(e)}"
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| 81 |
+
self.conversation_history.append({"role": "user", "content": message})
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| 82 |
+
self.conversation_history.append({"role": "assistant", "content": error_msg})
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| 83 |
+
return {
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| 84 |
+
"content": error_msg,
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| 85 |
+
"timestamp": datetime.now().isoformat(),
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| 86 |
+
"model": self.model,
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| 87 |
+
"tool_usage": None,
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| 88 |
+
"error": str(e)
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| 89 |
+
}
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| 90 |
+
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| 91 |
+
def _extract_tool_info(self, response) -> Dict:
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| 92 |
+
tool_info = None
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| 93 |
+
if hasattr(response.choices[0].message, 'executed_tools'):
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| 94 |
+
tools = response.choices[0].message.executed_tools
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| 95 |
+
if tools:
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| 96 |
+
tool_info = []
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| 97 |
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for tool in tools:
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| 98 |
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tool_dict = {
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| 99 |
+
"tool_type": getattr(tool, "type", "unknown"),
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| 100 |
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"tool_name": getattr(tool, "name", "unknown"),
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| 101 |
+
}
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| 102 |
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if hasattr(tool, "input"):
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| 103 |
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tool_dict["input"] = str(tool.input)
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| 104 |
+
if hasattr(tool, "output"):
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| 105 |
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tool_dict["output"] = str(tool.output)
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| 106 |
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tool_info.append(tool_dict)
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| 107 |
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return tool_info
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| 108 |
+
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| 109 |
+
def clear_history(self):
|
| 110 |
+
self.conversation_history = []
|
| 111 |
+
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| 112 |
+
def get_history_summary(self) -> str:
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| 113 |
+
if not self.conversation_history:
|
| 114 |
+
return "No conversation history"
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| 115 |
+
user_messages = [msg for msg in self.conversation_history if msg["role"] == "user"]
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| 116 |
+
assistant_messages = [msg for msg in self.conversation_history if msg["role"] == "assistant"]
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| 117 |
+
return f"Conversation: {len(user_messages)} user messages, {len(assistant_messages)} assistant responses"
|
| 118 |
+
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| 119 |
+
|
| 120 |
+
# Global variables
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| 121 |
+
ai_instance = None
|
| 122 |
+
api_key_status = "Not Set"
|
| 123 |
+
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| 124 |
+
def validate_api_key(api_key: str, model: str) -> str:
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| 125 |
+
global ai_instance, api_key_status
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| 126 |
+
if not api_key or len(api_key.strip()) < 10:
|
| 127 |
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api_key_status = "Invalid β"
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| 128 |
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return "β Please enter a valid API key (should be longer than 10 characters)"
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| 129 |
+
try:
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| 130 |
+
client = Groq(api_key=api_key)
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| 131 |
+
client.chat.completions.create(
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| 132 |
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messages=[{"role": "user", "content": "Hello"}],
|
| 133 |
+
model=model,
|
| 134 |
+
max_tokens=10
|
| 135 |
+
)
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| 136 |
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ai_instance = CreativeAgenticAI(api_key=api_key, model=model)
|
| 137 |
+
api_key_status = "Valid β
"
|
| 138 |
+
return f"β
API Key Valid! Creative Agentic AI is ready.\n\n**Model:** {model}\n**Status:** Connected and ready for chat!"
|
| 139 |
+
except Exception as e:
|
| 140 |
+
api_key_status = "Invalid β"
|
| 141 |
+
ai_instance = None
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| 142 |
+
return f"β Error validating API key: {str(e)}\n\nPlease check your API key and try again."
|
| 143 |
+
|
| 144 |
+
def update_model(model: str) -> str:
|
| 145 |
+
global ai_instance
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| 146 |
+
if ai_instance:
|
| 147 |
+
ai_instance.model = model
|
| 148 |
+
return f"β
Model updated to: **{model}**"
|
| 149 |
+
else:
|
| 150 |
+
return "β Please set your API key first"
|
| 151 |
+
|
| 152 |
+
def chat_with_ai(message: str,
|
| 153 |
+
include_domains: str,
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| 154 |
+
exclude_domains: str,
|
| 155 |
+
system_prompt: str,
|
| 156 |
+
temperature: float,
|
| 157 |
+
max_tokens: int,
|
| 158 |
+
history: List) -> tuple:
|
| 159 |
+
global ai_instance
|
| 160 |
+
if not ai_instance:
|
| 161 |
+
error_msg = "β Please set your Groq API key first!"
|
| 162 |
+
history.append([message, error_msg])
|
| 163 |
+
return history, ""
|
| 164 |
+
if not message.strip():
|
| 165 |
+
return history, ""
|
| 166 |
+
|
| 167 |
+
include_list = [d.strip() for d in include_domains.split(",")] if include_domains.strip() else []
|
| 168 |
+
exclude_list = [d.strip() for d in exclude_domains.split(",")] if exclude_domains.strip() else []
|
| 169 |
+
|
| 170 |
+
try:
|
| 171 |
+
response = ai_instance.chat(
|
| 172 |
+
message=message,
|
| 173 |
+
include_domains=include_list if include_list else None,
|
| 174 |
+
exclude_domains=exclude_list if exclude_list else None,
|
| 175 |
+
system_prompt=system_prompt if system_prompt.strip() else None,
|
| 176 |
+
temperature=temperature,
|
| 177 |
+
max_tokens=int(max_tokens)
|
| 178 |
+
)
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| 179 |
+
ai_response = response["content"]
|
| 180 |
+
if response.get("tool_usage"):
|
| 181 |
+
ai_response += f"\n\n*π§ Tools used: {len(response['tool_usage'])} tool(s)*"
|
| 182 |
+
history.append([message, ai_response])
|
| 183 |
+
return history, ""
|
| 184 |
+
except Exception as e:
|
| 185 |
+
error_msg = f"β Error: {str(e)}"
|
| 186 |
+
history.append([message, error_msg])
|
| 187 |
+
return history, ""
|
| 188 |
+
|
| 189 |
+
def clear_chat_history():
|
| 190 |
+
global ai_instance
|
| 191 |
+
if ai_instance:
|
| 192 |
+
ai_instance.clear_history()
|
| 193 |
+
return []
|
| 194 |
+
|
| 195 |
+
def create_gradio_app():
|
| 196 |
+
css = """
|
| 197 |
+
.container {
|
| 198 |
+
max-width: 1200px;
|
| 199 |
+
margin: 0 auto;
|
| 200 |
+
}
|
| 201 |
+
.header {
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| 202 |
+
text-align: center;
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| 203 |
+
background: linear-gradient(to right, #00ff94, #00b4db);
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| 204 |
+
color: white;
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| 205 |
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padding: 20px;
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| 206 |
+
border-radius: 10px;
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| 207 |
+
margin-bottom: 20px;
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| 208 |
+
}
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| 209 |
+
.status-box {
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| 210 |
+
background-color: #f8f9fa;
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| 211 |
+
border: 1px solid #dee2e6;
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| 212 |
+
border-radius: 8px;
|
| 213 |
+
padding: 15px;
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| 214 |
+
margin: 10px 0;
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| 215 |
+
}
|
| 216 |
+
#neuroscope-accordion {
|
| 217 |
+
background: linear-gradient(to right, #00ff94, #00b4db);
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| 218 |
+
border-radius: 8px;
|
| 219 |
+
}
|
| 220 |
+
"""
|
| 221 |
+
|
| 222 |
+
with gr.Blocks(css=css, title="π€ Creative Agentic AI Chat", theme=gr.themes.Ocean()) as app:
|
| 223 |
+
gr.HTML("""
|
| 224 |
+
<div class="header">
|
| 225 |
+
<h1>π€ NeuroScope-AI</h1>
|
| 226 |
+
<p>Powered by Groq's Compound Models with Web Search & Agentic Capabilities</p>
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| 227 |
+
</div>
|
| 228 |
+
""")
|
| 229 |
+
|
| 230 |
+
with gr.Row():
|
| 231 |
+
api_key = gr.Textbox(label="π Groq API Key", placeholder="Enter your Groq API key here...", type="password", info="Get your API key from: https://console.groq.com/")
|
| 232 |
+
model_selection = gr.Radio(choices=["compound-beta", "compound-beta-mini"], label="π§ Model Selection", value="compound-beta", info="compound-beta: More powerful | compound-beta-mini: Faster")
|
| 233 |
+
connect_btn = gr.Button("π Connect", variant="primary", size="lg")
|
| 234 |
+
|
| 235 |
+
status_display = gr.Markdown("### π Status: Not connected", elem_classes=["status-box"])
|
| 236 |
+
|
| 237 |
+
connect_btn.click(fn=validate_api_key, inputs=[api_key, model_selection], outputs=[status_display])
|
| 238 |
+
model_selection.change(fn=update_model, inputs=[model_selection], outputs=[status_display])
|
| 239 |
+
|
| 240 |
+
with gr.Tab("π¬ Chat"):
|
| 241 |
+
chatbot = gr.Chatbot(label="Creative AI Assistant", height=500, show_label=True, bubble_full_width=False, show_copy_button=True)
|
| 242 |
+
with gr.Row():
|
| 243 |
+
msg = gr.Textbox(label="Your Message", placeholder="Type your message here...", lines=3)
|
| 244 |
+
with gr.Column():
|
| 245 |
+
send_btn = gr.Button("π€ Send", variant="primary")
|
| 246 |
+
clear_btn = gr.Button("π Clear", variant="secondary")
|
| 247 |
+
|
| 248 |
+
with gr.Accordion("β Advanced Settings", open=False, elem_id="neuroscope-accordion"):
|
| 249 |
+
with gr.Row():
|
| 250 |
+
temperature = gr.Slider(minimum=0.0, maximum=2.0, value=0.7, step=0.1, label="π‘ Temperature", info="Higher = more creative, Lower = more focused")
|
| 251 |
+
max_tokens = gr.Slider(minimum=100, maximum=4000, value=1024, step=100, label="π Max Tokens", info="Maximum length of response")
|
| 252 |
+
system_prompt = gr.Textbox(label="π Custom System Prompt", placeholder="Override the default system prompt...", lines=2, info="Leave empty to use default creative assistant prompt")
|
| 253 |
+
|
| 254 |
+
with gr.Accordion("π Domain Filtering (for Web Search)", open=False, elem_id="neuroscope-accordion"):
|
| 255 |
+
with gr.Row():
|
| 256 |
+
include_domains = gr.Textbox(label="β
Include Domains (comma-separated)", placeholder="arxiv.org, *.edu, github.com, stackoverflow.com", info="Only search these domains")
|
| 257 |
+
exclude_domains = gr.Textbox(label="β Exclude Domains (comma-separated)", placeholder="wikipedia.org, reddit.com, twitter.com", info="Never search these domains")
|
| 258 |
+
|
| 259 |
+
send_btn.click(fn=chat_with_ai, inputs=[msg, include_domains, exclude_domains, system_prompt, temperature, max_tokens, chatbot], outputs=[chatbot, msg])
|
| 260 |
+
msg.submit(fn=chat_with_ai, inputs=[msg, include_domains, exclude_domains, system_prompt, temperature, max_tokens, chatbot], outputs=[chatbot, msg])
|
| 261 |
+
clear_btn.click(fn=clear_chat_history, outputs=[chatbot])
|
| 262 |
+
|
| 263 |
+
return app
|
| 264 |
+
|
| 265 |
+
if __name__ == "__main__":
|
| 266 |
+
app = create_gradio_app()
|
| 267 |
+
app.launch(share=True)
|