Update ai_tools.py
Browse files- ai_tools.py +344 -61
ai_tools.py
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import re
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return
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| 1 |
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from langchain.tools import tool
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import requests
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import math
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import re
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from datetime import datetime, timedelta
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# === 基础计算工具 ===
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@tool
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def calculator(expression: str) -> str:
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"""
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+
执行数学计算,支持加减乘除、指数、对数、三角函数等。
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| 12 |
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示例:
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| 13 |
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- "2 + 3 * 4" -> 14
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- "sqrt(16)" -> 4.0
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- "log10(100)" -> 2.0
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"""
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try:
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# 安全检查 - 只允许数学表达式
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if re.search(r"[a-zA-Z_`'\"]", expression):
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return "Error: Expression contains invalid characters"
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# 替换常用数学函数
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expression = expression.replace("^", "**")
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expression = expression.replace("sqrt", "math.sqrt")
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expression = expression.replace("log", "math.log10")
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expression = expression.replace("ln", "math.log")
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expression = expression.replace("sin", "math.sin")
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expression = expression.replace("cos", "math.cos")
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expression = expression.replace("tan", "math.tan")
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# 添加math模块的常量
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| 32 |
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if "pi" in expression:
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expression = expression.replace("pi", str(math.pi))
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| 34 |
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if "e" in expression:
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expression = expression.replace("e", str(math.e))
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| 36 |
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# 执行计算
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| 38 |
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result = eval(expression, {"__builtins__": None}, {"math": math})
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| 39 |
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return str(round(result, 6)) if isinstance(result, float) else str(result)
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| 40 |
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except Exception as e:
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| 41 |
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return f"Calculation error: {str(e)}"
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| 42 |
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| 43 |
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# === 科学计算工具 ===
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| 44 |
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@tool
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def scientific_calculator(operation: str, values: list) -> str:
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"""
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| 47 |
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执行高级科学计算:
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| 48 |
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- 统计: 'mean', 'median', 'mode', 'std'
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| 49 |
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- 金融: 'compound_interest'
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| 50 |
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- 几何: 'area_circle', 'volume_sphere'
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| 51 |
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- 三角: 'hypotenuse'
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| 52 |
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"""
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try:
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| 54 |
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operation = operation.lower()
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| 55 |
+
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| 56 |
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if operation == "mean":
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| 57 |
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return str(sum(values) / len(values))
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| 58 |
+
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| 59 |
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elif operation == "median":
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sorted_vals = sorted(values)
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| 61 |
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n = len(sorted_vals)
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| 62 |
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mid = n // 2
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| 63 |
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return str(sorted_vals[mid] if n % 2 else (sorted_vals[mid-1] + sorted_vals[mid]) / 2)
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| 64 |
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| 65 |
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elif operation == "mode":
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| 66 |
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from collections import Counter
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| 67 |
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count = Counter(values)
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| 68 |
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max_count = max(count.values())
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| 69 |
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modes = [k for k, v in count.items() if v == max_count]
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return str(modes[0] if len(modes) == 1 else modes)
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| 71 |
+
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| 72 |
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elif operation == "std":
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mean = sum(values) / len(values)
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| 74 |
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variance = sum((x - mean) ** 2 for x in values) / len(values)
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| 75 |
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return str(math.sqrt(variance))
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| 77 |
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elif operation == "compound_interest":
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principal, rate, time, periods = values
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amount = principal * (1 + rate/(periods*100)) ** (periods*time)
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return str(round(amount, 2))
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| 82 |
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elif operation == "area_circle":
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| 83 |
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return str(math.pi * values[0] ** 2)
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| 84 |
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| 85 |
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elif operation == "volume_sphere":
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return str((4/3) * math.pi * values[0] ** 3)
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| 87 |
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| 88 |
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elif operation == "hypotenuse":
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| 89 |
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return str(math.sqrt(values[0]**2 + values[1]**2))
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| 90 |
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| 91 |
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else:
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| 92 |
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return f"Unknown operation: {operation}"
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| 93 |
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| 94 |
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except Exception as e:
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return f"Scientific calculation error: {str(e)}"
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| 97 |
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# === 单位转换工具 ===
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| 98 |
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@tool
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| 99 |
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def unit_converter(value: float, from_unit: str, to_unit: str) -> str:
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| 100 |
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"""
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| 101 |
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执行单位转换,支持:
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| 102 |
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- 长度: m, km, cm, mm, inch, foot, mile
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| 103 |
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- 重量: g, kg, mg, lb, oz
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| 104 |
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- 温度: C, F, K
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- 体积: L, mL, gallon, pint
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| 106 |
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"""
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try:
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| 108 |
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# 长度转换
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length_factors = {
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'm': 1, 'km': 1000, 'cm': 0.01, 'mm': 0.001,
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| 111 |
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'inch': 0.0254, 'foot': 0.3048, 'mile': 1609.34
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| 112 |
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}
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| 113 |
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| 114 |
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# 重量转换
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| 115 |
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weight_factors = {
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| 116 |
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'kg': 1, 'g': 0.001, 'mg': 0.000001,
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| 117 |
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'lb': 0.453592, 'oz': 0.0283495
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| 118 |
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}
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| 119 |
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| 120 |
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# 体积转换
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| 121 |
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volume_factors = {
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'L': 1, 'mL': 0.001, 'gallon': 3.78541, 'pint': 0.473176
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| 123 |
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}
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| 124 |
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| 125 |
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# 温度转换
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| 126 |
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if from_unit.upper() in ['C', 'F', 'K'] and to_unit.upper() in ['C', 'F', 'K']:
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| 127 |
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temp = value
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| 128 |
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if from_unit.upper() == 'C':
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| 129 |
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if to_unit.upper() == 'F':
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| 130 |
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return str(temp * 9/5 + 32)
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| 131 |
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elif to_unit.upper() == 'K':
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| 132 |
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return str(temp + 273.15)
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| 133 |
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elif from_unit.upper() == 'F':
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| 134 |
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if to_unit.upper() == 'C':
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| 135 |
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return str((temp - 32) * 5/9)
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| 136 |
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elif to_unit.upper() == 'K':
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| 137 |
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return str((temp - 32) * 5/9 + 273.15)
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| 138 |
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elif from_unit.upper() == 'K':
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| 139 |
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if to_unit.upper() == 'C':
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| 140 |
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return str(temp - 273.15)
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| 141 |
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elif to_unit.upper() == 'F':
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| 142 |
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return str((temp - 273.15) * 9/5 + 32)
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| 143 |
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return str(value)
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| 144 |
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| 145 |
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# 长度转换
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| 146 |
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if from_unit in length_factors and to_unit in length_factors:
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| 147 |
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return str(value * length_factors[from_unit] / length_factors[to_unit])
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| 148 |
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| 149 |
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# 重量转换
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| 150 |
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if from_unit in weight_factors and to_unit in weight_factors:
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| 151 |
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return str(value * weight_factors[from_unit] / weight_factors[to_unit])
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| 152 |
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| 153 |
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# 体积转换
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| 154 |
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if from_unit in volume_factors and to_unit in volume_factors:
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| 155 |
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return str(value * volume_factors[from_unit] / volume_factors[to_unit])
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| 156 |
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| 157 |
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return f"Unsupported conversion: {from_unit} to {to_unit}"
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| 158 |
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| 159 |
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except Exception as e:
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| 160 |
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return f"Unit conversion error: {str(e)}"
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| 161 |
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| 162 |
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# === 时间计算工具 ===
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| 163 |
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@tool
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| 164 |
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def time_calculator(operation: str, base_time: str = None, duration: str = None, timezone: str = None) -> str:
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| 165 |
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"""
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| 166 |
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执行时间计算:
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| 167 |
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- 'current_time': 获取当前时间
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| 168 |
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- 'add_duration': 添加时间间隔
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| 169 |
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- 'subtract_duration': 减去时间间隔
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| 170 |
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- 'time_diff': 计算两个时间的差值
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| 171 |
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| 172 |
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时间格式: YYYY-MM-DD HH:MM:SS
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| 173 |
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持续时间格式: Xd Yh Zm (例如: 2d 3h 30m)
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| 174 |
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"""
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| 175 |
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try:
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| 176 |
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now = datetime.utcnow()
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| 177 |
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| 178 |
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if operation == "current_time":
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| 179 |
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return now.strftime("%Y-%m-%d %H:%M:%S UTC")
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| 180 |
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| 181 |
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elif operation == "add_duration" and base_time and duration:
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| 182 |
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base = datetime.strptime(base_time, "%Y-%m-%d %H:%M:%S")
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| 183 |
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return add_duration(base, duration)
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| 184 |
+
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| 185 |
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elif operation == "subtract_duration" and base_time and duration:
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| 186 |
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base = datetime.strptime(base_time, "%Y-%m-%d %H:%M:%S")
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| 187 |
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return subtract_duration(base, duration)
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| 188 |
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| 189 |
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elif operation == "time_diff" and duration:
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| 190 |
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parts = duration.split()
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| 191 |
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time1 = datetime.strptime(parts[0], "%Y-%m-%d")
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| 192 |
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time2 = datetime.strptime(parts[1], "%Y-%m-%d")
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| 193 |
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diff = abs((time2 - time1).days)
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| 194 |
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return f"{diff} days"
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| 195 |
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| 196 |
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return "Invalid operation or missing parameters"
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| 197 |
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| 198 |
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except Exception as e:
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| 199 |
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return f"Time calculation error: {str(e)}"
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| 200 |
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| 201 |
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def add_duration(base: datetime, duration: str) -> str:
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| 202 |
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"""添加持续时间到基础时间"""
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| 203 |
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parts = duration.split()
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| 204 |
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delta = timedelta()
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| 205 |
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for part in parts:
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| 206 |
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if part.endswith('d'):
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| 207 |
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delta += timedelta(days=int(part[:-1]))
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| 208 |
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elif part.endswith('h'):
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| 209 |
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delta += timedelta(hours=int(part[:-1]))
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| 210 |
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elif part.endswith('m'):
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| 211 |
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delta += timedelta(minutes=int(part[:-1]))
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| 212 |
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return (base + delta).strftime("%Y-%m-%d %H:%M:%S")
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| 213 |
+
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| 214 |
+
def subtract_duration(base: datetime, duration: str) -> str:
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| 215 |
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"""从基础时间减去持续时间"""
|
| 216 |
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parts = duration.split()
|
| 217 |
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delta = timedelta()
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| 218 |
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for part in parts:
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| 219 |
+
if part.endswith('d'):
|
| 220 |
+
delta += timedelta(days=int(part[:-1]))
|
| 221 |
+
elif part.endswith('h'):
|
| 222 |
+
delta += timedelta(hours=int(part[:-1]))
|
| 223 |
+
elif part.endswith('m'):
|
| 224 |
+
delta += timedelta(minutes=int(part[:-1]))
|
| 225 |
+
return (base - delta).strftime("%Y-%m-%d %H:%M:%S")
|
| 226 |
+
|
| 227 |
+
# === 网络搜索工具 ===
|
| 228 |
+
@tool
|
| 229 |
+
def web_search(query: str, max_results: int = 3) -> str:
|
| 230 |
+
"""
|
| 231 |
+
执行网络搜索并返回相关结果。使用DuckDuckGo作为搜索引擎。
|
| 232 |
+
|
| 233 |
+
参数:
|
| 234 |
+
query: 搜索查询
|
| 235 |
+
max_results: 返回的最大结果数 (默认3)
|
| 236 |
+
|
| 237 |
+
返回: 格式化的搜索结果
|
| 238 |
+
"""
|
| 239 |
+
try:
|
| 240 |
+
url = "https://api.duckduckgo.com/"
|
| 241 |
+
params = {
|
| 242 |
+
"q": query,
|
| 243 |
+
"format": "json",
|
| 244 |
+
"no_redirect": 1,
|
| 245 |
+
"no_html": 1,
|
| 246 |
+
"skip_disambig": 1
|
| 247 |
+
}
|
| 248 |
+
|
| 249 |
+
response = requests.get(url, params=params, timeout=10)
|
| 250 |
+
data = response.json()
|
| 251 |
+
|
| 252 |
+
# 处理搜索结果
|
| 253 |
+
results = []
|
| 254 |
+
|
| 255 |
+
# 主要摘要
|
| 256 |
+
if data.get("AbstractText"):
|
| 257 |
+
results.append(f"摘要: {data['AbstractText']}")
|
| 258 |
+
|
| 259 |
+
# 相关主题
|
| 260 |
+
if data.get("RelatedTopics"):
|
| 261 |
+
for i, topic in enumerate(data["RelatedTopics"]):
|
| 262 |
+
if i >= max_results:
|
| 263 |
+
break
|
| 264 |
+
if "Text" in topic:
|
| 265 |
+
results.append(f"{i+1}. {topic['Text']} [来源: {topic.get('FirstURL', '未知')}]")
|
| 266 |
+
|
| 267 |
+
# 如果没有结果
|
| 268 |
+
if not results:
|
| 269 |
+
return "未找到相关信息"
|
| 270 |
+
|
| 271 |
+
return "\n\n".join(results)
|
| 272 |
+
|
| 273 |
+
except Exception as e:
|
| 274 |
+
return f"搜索错误: {str(e)}"
|
| 275 |
+
|
| 276 |
+
# === 货币转换工具 ===
|
| 277 |
+
@tool
|
| 278 |
+
def currency_converter(amount: float, from_currency: str, to_currency: str) -> str:
|
| 279 |
+
"""
|
| 280 |
+
使用实时汇率转换货币
|
| 281 |
+
|
| 282 |
+
支持的货币: USD, EUR, GBP, JPY, CNY, CAD, AUD, CHF, INR, RUB
|
| 283 |
+
"""
|
| 284 |
+
try:
|
| 285 |
+
# 使用免费API获取汇率
|
| 286 |
+
url = f"https://api.exchangerate-api.com/v4/latest/{from_currency.upper()}"
|
| 287 |
+
response = requests.get(url, timeout=5)
|
| 288 |
+
data = response.json()
|
| 289 |
+
|
| 290 |
+
if "error" in data:
|
| 291 |
+
return f"货币错误: {data['error']}"
|
| 292 |
+
|
| 293 |
+
rates = data.get("rates", {})
|
| 294 |
+
rate = rates.get(to_currency.upper())
|
| 295 |
+
|
| 296 |
+
if not rate:
|
| 297 |
+
return f"不支持的目标货币: {to_currency}"
|
| 298 |
+
|
| 299 |
+
converted = amount * rate
|
| 300 |
+
return f"{amount} {from_currency.upper()} = {converted:.2f} {to_currency.upper()}"
|
| 301 |
+
|
| 302 |
+
except Exception as e:
|
| 303 |
+
return f"货币转换错误: {str(e)}"
|
| 304 |
+
|
| 305 |
+
# === 获取所有工具 ===
|
| 306 |
+
def get_tools():
|
| 307 |
+
return [
|
| 308 |
+
calculator,
|
| 309 |
+
scientific_calculator,
|
| 310 |
+
unit_converter,
|
| 311 |
+
time_calculator,
|
| 312 |
+
web_search,
|
| 313 |
+
currency_converter
|
| 314 |
+
]
|
| 315 |
+
|
| 316 |
+
# === 测试代码 ===
|
| 317 |
+
if __name__ == "__main__":
|
| 318 |
+
# 测试计算器
|
| 319 |
+
print("计算器测试:")
|
| 320 |
+
print(calculator("2 + 3 * 4")) # 14
|
| 321 |
+
print(calculator("sqrt(16)")) # 4.0
|
| 322 |
+
print(calculator("sin(pi/2)")) # 1.0
|
| 323 |
+
|
| 324 |
+
# 测试科学计算器
|
| 325 |
+
print("\n科学计算器测试:")
|
| 326 |
+
print(scientific_calculator("mean", [1, 2, 3, 4, 5])) # 3.0
|
| 327 |
+
print(scientific_calculator("compound_interest", [1000, 5, 10, 1])) # 1628.89
|
| 328 |
+
|
| 329 |
+
# 测试单位转换
|
| 330 |
+
print("\n单位转换测试:")
|
| 331 |
+
print(unit_converter(10, "km", "m")) # 10000.0
|
| 332 |
+
print(unit_converter(32, "F", "C")) # 0.0
|
| 333 |
+
|
| 334 |
+
# 测试时间计算
|
| 335 |
+
print("\n时间计算测试:")
|
| 336 |
+
print(time_calculator("current_time"))
|
| 337 |
+
print(time_calculator("add_duration", "2023-01-01 00:00:00", "2d 3h"))
|
| 338 |
+
|
| 339 |
+
# 测试网络搜索
|
| 340 |
+
print("\n网络搜索测试:")
|
| 341 |
+
print(web_search("Python programming", max_results=2))
|
| 342 |
+
|
| 343 |
+
# 测试货币转换
|
| 344 |
+
print("\n货币转换测试:")
|
| 345 |
+
print(currency_converter(100, "USD", "EUR"))
|