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Create app.py
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app.py
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| 1 |
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import os
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| 2 |
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import base64
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| 3 |
+
import gradio as gr
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+
from typing import List, Tuple, Optional, Dict, Any
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| 5 |
+
from enum import Enum
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+
from datetime import datetime
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| 7 |
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import httpx
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| 8 |
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from dataclasses import dataclass
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| 9 |
+
from anthropic import Anthropic
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| 10 |
+
import json
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| 11 |
+
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| 12 |
+
# Get API key from environment variable
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+
ANTHROPIC_API_KEY = os.getenv('ANTHROPIC_API_KEY')
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| 14 |
+
if not ANTHROPIC_API_KEY:
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| 15 |
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raise ValueError("ANTHROPIC_API_KEY environment variable must be set")
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| 16 |
+
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| 17 |
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# Initialize Anthropic client
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anthropic = Anthropic(api_key=ANTHROPIC_API_KEY)
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@dataclass
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class ToolResult:
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output: Optional[str] = None
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| 23 |
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error: Optional[str] = None
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base64_image: Optional[str] = None
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def to_dict(self) -> Dict[str, Any]:
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return {
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"type": "tool_result",
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"output": self.output,
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"error": self.error,
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"base64_image": self.base64_image
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}
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+
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# Define the computer use tools
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COMPUTER_USE_TOOLS = [
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{
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"type": "computer_20241022",
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"name": "computer",
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"display_width_px": 1024,
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| 40 |
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"display_height_px": 768,
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"display_number": 1,
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| 42 |
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},
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| 43 |
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{
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| 44 |
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"type": "text_editor_20241022",
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| 45 |
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"name": "str_replace_editor"
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| 46 |
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},
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| 47 |
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{
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| 48 |
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"type": "bash_20241022",
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| 49 |
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"name": "bash"
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| 50 |
+
}
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| 51 |
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]
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| 52 |
+
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| 53 |
+
class ComputerUseDemo:
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| 54 |
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def __init__(self):
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| 55 |
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self.messages: List[Dict[str, Any]] = []
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| 56 |
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self.model = "claude-3-5-sonnet-20241022"
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| 57 |
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self.max_tokens = 4096
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| 58 |
+
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| 59 |
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def validate_auth(self) -> Optional[str]:
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| 60 |
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if not ANTHROPIC_API_KEY:
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| 61 |
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return "ANTHROPIC_API_KEY environment variable is not set."
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| 62 |
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return None
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| 63 |
+
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| 64 |
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def format_messages(self, chat_history: List[Tuple[str, str]]) -> List[Dict[str, Any]]:
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| 65 |
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"""Convert chat history to Anthropic message format"""
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| 66 |
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formatted_messages = []
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| 67 |
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for user_msg, assistant_msg in chat_history:
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| 68 |
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formatted_messages.append({"role": "user", "content": user_msg})
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| 69 |
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if assistant_msg:
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| 70 |
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formatted_messages.append({"role": "assistant", "content": assistant_msg})
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| 71 |
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return formatted_messages
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| 72 |
+
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| 73 |
+
def execute_tool(self, tool_name: str, tool_input: str) -> ToolResult:
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| 74 |
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"""Execute the requested tool and return results"""
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| 75 |
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try:
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| 76 |
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if tool_name == "computer":
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| 77 |
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return ToolResult(
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output=f"Executed computer command: {tool_input}",
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| 79 |
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base64_image=None
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| 80 |
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)
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| 81 |
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elif tool_name == "str_replace_editor":
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| 82 |
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return ToolResult(
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| 83 |
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output=f"Executed text editor command: {tool_input}"
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| 84 |
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)
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| 85 |
+
elif tool_name == "bash":
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| 86 |
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return ToolResult(
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| 87 |
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output=f"Executed bash command: {tool_input}"
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| 88 |
+
)
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| 89 |
+
else:
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| 90 |
+
return ToolResult(
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| 91 |
+
error=f"Unknown tool: {tool_name}"
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| 92 |
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)
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| 93 |
+
except Exception as e:
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| 94 |
+
return ToolResult(error=str(e))
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| 95 |
+
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| 96 |
+
def process_message(
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| 97 |
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self,
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| 98 |
+
message: str,
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| 99 |
+
chat_history: List[Tuple[str, str]],
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| 100 |
+
system_prompt: str
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| 101 |
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) -> Tuple[List[Tuple[str, str]], Optional[str]]:
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| 102 |
+
"""Process a message with proper error handling"""
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| 103 |
+
if error := self.validate_auth():
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| 104 |
+
return chat_history, error
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| 105 |
+
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| 106 |
+
try:
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| 107 |
+
# Format messages for Claude
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| 108 |
+
messages = self.format_messages(chat_history)
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| 109 |
+
messages.append({"role": "user", "content": message})
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| 110 |
+
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| 111 |
+
# Create system prompt for computer use
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| 112 |
+
base_system_prompt = """You have access to a computing environment through specialized tools.
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| 113 |
+
Use the computer tool to interact with the GUI, the text editor for file operations,
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| 114 |
+
and bash for command-line tasks. Take screenshots after significant actions and
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| 115 |
+
verify the results carefully. Always handle errors gracefully and inform the user
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| 116 |
+
of any issues."""
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| 117 |
+
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| 118 |
+
full_system_prompt = f"{base_system_prompt}\n{system_prompt}" if system_prompt else base_system_prompt
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| 119 |
+
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| 120 |
+
while True:
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| 121 |
+
# Call Claude API with computer use enabled
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| 122 |
+
response = anthropic.beta.messages.create(
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| 123 |
+
model=self.model,
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| 124 |
+
max_tokens=self.max_tokens,
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| 125 |
+
messages=messages,
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| 126 |
+
system=full_system_prompt,
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| 127 |
+
tools=COMPUTER_USE_TOOLS,
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| 128 |
+
betas=["computer-use-2024-10-22"]
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| 129 |
+
)
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| 130 |
+
|
| 131 |
+
# Handle tool calls
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| 132 |
+
if response.stop_reason == "tool_use" and response.tool_calls:
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| 133 |
+
tool_call = response.tool_calls[0]
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| 134 |
+
tool_result = self.execute_tool(tool_call.name, tool_call.arguments)
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| 135 |
+
|
| 136 |
+
# Add tool interactions to message history
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| 137 |
+
messages.append({
|
| 138 |
+
"role": "assistant",
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| 139 |
+
"content": [{"type": "tool_use", "name": tool_call.name, "input": tool_call.arguments}]
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| 140 |
+
})
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| 141 |
+
messages.append({
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| 142 |
+
"role": "user",
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| 143 |
+
"content": [tool_result.to_dict()]
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| 144 |
+
})
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| 145 |
+
else:
|
| 146 |
+
# Final response received
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| 147 |
+
assistant_response = response.content[0].text
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| 148 |
+
chat_history.append((message, assistant_response))
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| 149 |
+
break
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| 150 |
+
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| 151 |
+
return chat_history, None
|
| 152 |
+
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| 153 |
+
except Exception as e:
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| 154 |
+
return chat_history, f"Error processing message: {str(e)}"
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| 155 |
+
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| 156 |
+
def create_demo() -> gr.Interface:
|
| 157 |
+
demo = ComputerUseDemo()
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| 158 |
+
|
| 159 |
+
with gr.Blocks(title="Claude Computer Use Demo") as interface:
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| 160 |
+
gr.Markdown("# Claude Computer Use Demo")
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| 161 |
+
gr.Markdown("""## Security Notice
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| 162 |
+
⚠️ This demo runs in a sandboxed environment. Never provide access to sensitive
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| 163 |
+
information or credentials, as Claude's behavior could be influenced by malicious content.""")
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| 164 |
+
|
| 165 |
+
with gr.Row():
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| 166 |
+
with gr.Column(scale=4):
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| 167 |
+
chatbot = gr.Chatbot(
|
| 168 |
+
label="Chat History",
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| 169 |
+
height=600,
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| 170 |
+
container=True
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| 171 |
+
)
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| 172 |
+
with gr.Row():
|
| 173 |
+
msg = gr.Textbox(
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| 174 |
+
label="Message",
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| 175 |
+
placeholder="Type your instructions for Claude...",
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| 176 |
+
lines=3,
|
| 177 |
+
scale=8
|
| 178 |
+
)
|
| 179 |
+
with gr.Column(scale=1):
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| 180 |
+
submit = gr.Button("Send", variant="primary")
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| 181 |
+
clear = gr.Button("Reset")
|
| 182 |
+
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| 183 |
+
with gr.Column(scale=1):
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| 184 |
+
system_prompt = gr.Textbox(
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| 185 |
+
label="System Instructions",
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| 186 |
+
lines=3,
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| 187 |
+
placeholder="Add custom instructions for Claude..."
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| 188 |
+
)
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| 189 |
+
with gr.Accordion("Advanced Settings", open=False):
|
| 190 |
+
model = gr.Textbox(
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| 191 |
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label="Model",
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| 192 |
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value=demo.model,
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| 193 |
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interactive=False
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| 194 |
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)
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| 195 |
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max_tokens = gr.Slider(
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| 196 |
+
label="Max Tokens",
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| 197 |
+
minimum=1024,
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| 198 |
+
maximum=8192,
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| 199 |
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value=demo.max_tokens,
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| 200 |
+
step=1024
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| 201 |
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)
|
| 202 |
+
|
| 203 |
+
def on_message(
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| 204 |
+
message: str,
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| 205 |
+
chat_history: List[Tuple[str, str]],
|
| 206 |
+
system_prompt: str
|
| 207 |
+
) -> Tuple[List[Tuple[str, str]], str]:
|
| 208 |
+
if not message.strip():
|
| 209 |
+
return chat_history, ""
|
| 210 |
+
new_history, error = demo.process_message(message, chat_history or [], system_prompt)
|
| 211 |
+
if error:
|
| 212 |
+
gr.Warning(error)
|
| 213 |
+
return new_history, ""
|
| 214 |
+
|
| 215 |
+
# Set up event handlers
|
| 216 |
+
msg.submit(
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| 217 |
+
on_message,
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| 218 |
+
inputs=[msg, chatbot, system_prompt],
|
| 219 |
+
outputs=[chatbot, msg]
|
| 220 |
+
)
|
| 221 |
+
|
| 222 |
+
submit.click(
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| 223 |
+
on_message,
|
| 224 |
+
inputs=[msg, chatbot, system_prompt],
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| 225 |
+
outputs=[chatbot, msg]
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| 226 |
+
)
|
| 227 |
+
|
| 228 |
+
clear.click(
|
| 229 |
+
lambda: ([], ""),
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| 230 |
+
outputs=[chatbot, msg]
|
| 231 |
+
)
|
| 232 |
+
|
| 233 |
+
return interface
|
| 234 |
+
|
| 235 |
+
# Create and launch the demo
|
| 236 |
+
demo = create_demo()
|
| 237 |
+
|
| 238 |
+
if __name__ == "__main__":
|
| 239 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|