ZJU_czx
68 lines
2.4 KiB
Python
68 lines
2.4 KiB
Python
from pydantic import Field
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from app.agent.browser import BrowserAgent
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from app.config import config
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from app.prompt.browser import NEXT_STEP_PROMPT as BROWSER_NEXT_STEP_PROMPT
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from app.prompt.visualization import NEXT_STEP_PROMPT, SYSTEM_PROMPT
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from app.tool import Terminate, ToolCollection
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from app.tool.browser_use_tool import BrowserUseTool
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from app.tool.chart_visualization.chart_visualization import ChartVisualization
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from app.tool.chart_visualization.normal_python_execute import NormalPythonExecute
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from app.tool.chart_visualization.data_analysis_python import DataAnalysisPythonExecute
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class DataAnalysis(BrowserAgent):
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"""
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A data analysis agent that uses planning to solve various data analysis tasks.
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This agent extends BrowserAgent with a comprehensive set of tools and capabilities,
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including Python execution, web browsing, chart visualization.
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"""
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name: str = "DataAnalysis"
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description: str = (
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"An analytical agent that utilizes multiple tools to solve diverse data tasks"
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)
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system_prompt: str = SYSTEM_PROMPT.format(directory=config.workspace_root)
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next_step_prompt: str = NEXT_STEP_PROMPT
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max_observe: int = 10000
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max_steps: int = 20
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# Add general-purpose tools to the tool collection
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available_tools: ToolCollection = Field(
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default_factory=lambda: ToolCollection(
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NormalPythonExecute(),
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DataAnalysisPythonExecute(),
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ChartVisualization(),
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BrowserUseTool(),
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Terminate(),
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)
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)
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async def think(self) -> bool:
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"""Process current state and decide next actions with appropriate context."""
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# Store original prompt
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original_prompt = self.next_step_prompt
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# Only check recent messages (last 3) for browser activity
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recent_messages = self.memory.messages[-3:] if self.memory.messages else []
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browser_in_use = any(
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"browser_use" in msg.content.lower()
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for msg in recent_messages
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if hasattr(msg, "content") and isinstance(msg.content, str)
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)
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if browser_in_use:
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# Override with browser-specific prompt temporarily to get browser context
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self.next_step_prompt = BROWSER_NEXT_STEP_PROMPT
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# Call parent's think method
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result = await super().think()
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# Restore original prompt
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self.next_step_prompt = original_prompt
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return result
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