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"""
第十二章示例2：
对应文档：
这是最简单的BFCL评估方式，
"""
from hello_agents import SimpleAgent , HelloAgentsLLM
from hello_agents . tools import BFCLEvaluationTool
# 1. 创建要评估的智能体
llm = HelloAgentsLLM ( )
agent = SimpleAgent ( name = " TestAgent " , llm = llm )
# 2. 创建BFCL评估工具
bfcl_tool = BFCLEvaluationTool ( )
# 3. 运行评估（自动完成所有步骤）
results = bfcl_tool . run (
agent = agent ,
category = " simple_python " , # 评估类别
max_samples = 5 # 评估样本数（ ）
)
# 4. 查看结果
print ( f " 准确率: { results [ ' overall_accuracy ' ] : .2% } " )
print ( f " 正确数: { results [ ' correct_samples ' ] } / { results [ ' total_samples ' ] } " )
# 运行输出示例：
# ============================================================
# BFCL一键评估
# ============================================================
#
# 配置:
# 智能体: TestAgent
# 类别: simple_python
# 样本数: 5
#
# 评估进度: 100%|██████████| 5/5 [00:15<00:00, 3.12s/样本]
#
# ✅ 评估完成
# 总样本数: 5
# 正确样本数: 5
# 准确率: 100.00%
#
# 准确率: 100.00%
# 正确数: 5/5