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Create smolagents/tools.py
Browse files- smolagents/tools.py +212 -0
smolagents/tools.py
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| 1 |
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"""CSV Tool Support for Vendor-Neutral Smolagents Fork
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| 3 |
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This module provides CSV-based tool handlers for the agent system.
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| 4 |
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Designed to be vendor-neutral and work with various LLM backends.
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"""
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import csv
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import os
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from typing import List, Dict, Any, Optional
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import json
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class CSVToolHandler:
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"""Handler for CSV-based tool definitions and operations."""
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def __init__(self, csv_path: Optional[str] = None):
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"""Initialize the CSV tool handler.
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| 18 |
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Args:
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csv_path: Path to CSV file containing tool definitions.
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Defaults to './tools.csv' if not specified.
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"""
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self.csv_path = csv_path or os.getenv('CSV_TOOLS_PATH', './tools.csv')
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self.tools = []
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if os.path.exists(self.csv_path):
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self.load_tools()
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def load_tools(self) -> None:
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"""Load tool definitions from CSV file."""
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try:
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with open(self.csv_path, 'r', encoding='utf-8') as f:
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reader = csv.DictReader(f)
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self.tools = list(reader)
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print(f"Loaded {len(self.tools)} tools from {self.csv_path}")
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except Exception as e:
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print(f"Error loading tools from CSV: {e}")
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self.tools = []
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def get_tools(self) -> List[Dict[str, Any]]:
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"""Return list of tool definitions."""
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return self.tools
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def get_tool_by_name(self, name: str) -> Optional[Dict[str, Any]]:
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"""Get a specific tool by name."""
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for tool in self.tools:
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if tool.get('name') == name:
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return tool
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return None
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def add_tool(self, tool: Dict[str, Any]) -> None:
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"""Add a new tool definition."""
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self.tools.append(tool)
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def save_tools(self) -> None:
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"""Save tool definitions back to CSV file."""
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if not self.tools:
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print("No tools to save")
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return
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try:
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fieldnames = list(self.tools[0].keys())
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with open(self.csv_path, 'w', encoding='utf-8', newline='') as f:
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writer = csv.DictWriter(f, fieldnames=fieldnames)
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writer.writeheader()
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writer.writerows(self.tools)
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print(f"Saved {len(self.tools)} tools to {self.csv_path}")
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except Exception as e:
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print(f"Error saving tools to CSV: {e}")
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class CSVDataHandler:
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"""Handler for CSV data operations within agents."""
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@staticmethod
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def read_csv(file_path: str) -> List[Dict[str, Any]]:
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"""Read data from CSV file.
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Args:
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file_path: Path to the CSV file to read.
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Returns:
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List of dictionaries representing CSV rows.
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"""
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try:
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with open(file_path, 'r', encoding='utf-8') as f:
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reader = csv.DictReader(f)
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return list(reader)
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| 88 |
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except Exception as e:
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print(f"Error reading CSV file {file_path}: {e}")
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return []
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@staticmethod
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def write_csv(file_path: str, data: List[Dict[str, Any]],
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fieldnames: Optional[List[str]] = None) -> bool:
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"""Write data to CSV file.
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| 96 |
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| 97 |
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Args:
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file_path: Path to the CSV file to write.
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data: List of dictionaries to write as CSV rows.
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| 100 |
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fieldnames: Optional list of field names. If not provided,
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uses keys from first data item.
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Returns:
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True if successful, False otherwise.
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"""
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if not data:
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print("No data to write")
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return False
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try:
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| 111 |
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if fieldnames is None:
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fieldnames = list(data[0].keys())
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| 114 |
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with open(file_path, 'w', encoding='utf-8', newline='') as f:
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writer = csv.DictWriter(f, fieldnames=fieldnames)
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writer.writeheader()
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| 117 |
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writer.writerows(data)
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return True
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| 119 |
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except Exception as e:
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| 120 |
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print(f"Error writing CSV file {file_path}: {e}")
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return False
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| 123 |
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@staticmethod
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| 124 |
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def query_csv(file_path: str, filter_func) -> List[Dict[str, Any]]:
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| 125 |
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"""Query CSV data with a filter function.
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| 126 |
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| 127 |
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Args:
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| 128 |
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file_path: Path to the CSV file.
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| 129 |
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filter_func: Function that takes a row dict and returns bool.
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| 130 |
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| 131 |
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Returns:
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| 132 |
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Filtered list of row dictionaries.
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| 133 |
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"""
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data = CSVDataHandler.read_csv(file_path)
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| 135 |
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return [row for row in data if filter_func(row)]
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| 136 |
+
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| 137 |
+
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| 138 |
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def register_csv_tools(tool_handler: CSVToolHandler) -> Dict[str, callable]:
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| 139 |
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"""Register CSV tools as callable functions.
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| 140 |
+
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| 141 |
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Args:
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| 142 |
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tool_handler: CSVToolHandler instance with loaded tools.
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| 143 |
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| 144 |
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Returns:
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| 145 |
+
Dictionary mapping tool names to callable functions.
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| 146 |
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"""
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| 147 |
+
tool_functions = {}
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| 148 |
+
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| 149 |
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for tool in tool_handler.get_tools():
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| 150 |
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tool_name = tool.get('name', '')
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| 151 |
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tool_description = tool.get('description', '')
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| 152 |
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tool_function = tool.get('function', '')
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| 153 |
+
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| 154 |
+
# Create a lambda that captures the tool configuration
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| 155 |
+
def create_tool_func(name, desc, func_str):
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| 156 |
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def tool_func(*args, **kwargs):
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| 157 |
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"""Dynamically created tool function."""
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| 158 |
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print(f"Executing tool: {name}")
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| 159 |
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print(f"Description: {desc}")
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| 160 |
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print(f"Args: {args}, Kwargs: {kwargs}")
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| 161 |
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# In a real implementation, this would execute the function
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| 162 |
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return {"status": "executed", "tool": name}
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| 163 |
+
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| 164 |
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tool_func.__name__ = name
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| 165 |
+
tool_func.__doc__ = desc
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| 166 |
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return tool_func
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| 167 |
+
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| 168 |
+
if tool_name:
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| 169 |
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tool_functions[tool_name] = create_tool_func(
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| 170 |
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tool_name, tool_description, tool_function
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| 171 |
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)
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| 172 |
+
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| 173 |
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return tool_functions
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| 174 |
+
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| 175 |
+
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| 176 |
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# Example usage and testing
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| 177 |
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if __name__ == "__main__":
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| 178 |
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# Create sample tools CSV for testing
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| 179 |
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sample_tools = [
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| 180 |
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{
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| 181 |
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"name": "read_file",
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| 182 |
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"description": "Read contents of a file",
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| 183 |
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"function": "file_reader",
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| 184 |
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"parameters": "file_path:str"
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| 185 |
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},
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| 186 |
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{
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| 187 |
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"name": "write_file",
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| 188 |
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"description": "Write contents to a file",
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| 189 |
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"function": "file_writer",
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| 190 |
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"parameters": "file_path:str,content:str"
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| 191 |
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},
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| 192 |
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{
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| 193 |
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"name": "search_web",
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| 194 |
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"description": "Search the web for information",
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| 195 |
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"function": "web_search",
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| 196 |
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"parameters": "query:str"
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| 197 |
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}
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| 198 |
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]
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| 199 |
+
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| 200 |
+
# Test CSV operations
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| 201 |
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print("Testing CSV Tool Handler...")
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| 202 |
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handler = CSVToolHandler('./test_tools.csv')
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| 203 |
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| 204 |
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for tool in sample_tools:
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| 205 |
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handler.add_tool(tool)
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| 206 |
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| 207 |
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handler.save_tools()
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| 208 |
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print(f"Tools available: {[t['name'] for t in handler.get_tools()]}")
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| 209 |
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| 210 |
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# Register tools
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| 211 |
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tool_funcs = register_csv_tools(handler)
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| 212 |
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print(f"Registered functions: {list(tool_funcs.keys())}")
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