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238
backend/test_deepseek.py
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238
backend/test_deepseek.py
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"""
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DeepSeek集成测试脚本
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"""
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import asyncio
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import sys
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import os
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# 添加项目路径
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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from app.services.llm_service import llm_service
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from app.core.config import settings
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async def test_deepseek_direct():
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"""直接测试DeepSeek API调用"""
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print("=" * 60)
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print("测试1: 直接调用DeepSeek API")
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print("=" * 60)
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try:
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result = await llm_service.call_deepseek(
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prompt="请用一句话介绍人工智能",
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model="deepseek-chat",
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temperature=0.7
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)
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print("✅ DeepSeek调用成功!")
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print(f"响应: {result}")
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return True
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except Exception as e:
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print(f"❌ DeepSeek调用失败: {str(e)}")
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return False
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async def test_deepseek_via_llm_service():
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"""通过LLM服务通用接口测试"""
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print("\n" + "=" * 60)
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print("测试2: 通过LLM服务通用接口调用DeepSeek")
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print("=" * 60)
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try:
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result = await llm_service.call_llm(
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prompt="请将以下文本翻译成英文:你好,世界",
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provider="deepseek",
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model="deepseek-chat",
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temperature=0.7
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)
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print("✅ 通过LLM服务调用成功!")
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print(f"响应: {result}")
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return True
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except Exception as e:
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print(f"❌ 调用失败: {str(e)}")
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return False
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async def test_deepseek_coder():
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"""测试DeepSeek Coder模型"""
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print("\n" + "=" * 60)
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print("测试3: 测试DeepSeek Coder模型")
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print("=" * 60)
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try:
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result = await llm_service.call_llm(
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prompt="请用Python编写一个函数,计算斐波那契数列的第n项",
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provider="deepseek",
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model="deepseek-coder",
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temperature=0.3
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)
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print("✅ DeepSeek Coder调用成功!")
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print(f"响应:\n{result}")
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return True
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except Exception as e:
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print(f"❌ 调用失败: {str(e)}")
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return False
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async def test_workflow_engine_llm_node():
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"""测试工作流引擎中的LLM节点"""
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print("\n" + "=" * 60)
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print("测试4: 测试工作流引擎中的LLM节点")
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print("=" * 60)
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from app.services.workflow_engine import WorkflowEngine
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# 创建一个简单的工作流数据
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workflow_data = {
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"nodes": [
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{
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"id": "start-1",
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"type": "start",
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"data": {"label": "开始"}
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},
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{
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"id": "llm-1",
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"type": "llm",
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"data": {
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"label": "DeepSeek节点",
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"prompt": "请总结以下内容:{input}",
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"provider": "deepseek",
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"model": "deepseek-chat",
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"temperature": 0.7
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}
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},
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{
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"id": "end-1",
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"type": "end",
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"data": {"label": "结束"}
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}
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],
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"edges": [
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{"id": "e1", "source": "start-1", "target": "llm-1"},
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{"id": "e2", "source": "llm-1", "target": "end-1"}
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]
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}
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# 创建引擎并执行
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engine = WorkflowEngine("test-workflow", workflow_data)
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try:
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input_data = {
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"input": "人工智能是计算机科学的一个分支,它试图理解智能的实质,并生产出一种新的能以人类智能相似的方式做出反应的智能机器。"
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}
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result = await engine.execute(input_data)
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print("✅ 工作流执行成功!")
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print(f"执行结果: {result.get('result', 'N/A')}")
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print(f"节点结果: {result.get('node_results', {})}")
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return True
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except Exception as e:
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print(f"❌ 工作流执行失败: {str(e)}")
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import traceback
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traceback.print_exc()
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return False
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async def test_prompt_template():
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"""测试Prompt模板变量替换"""
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print("\n" + "=" * 60)
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print("测试5: 测试Prompt模板变量替换")
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print("=" * 60)
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from app.services.workflow_engine import WorkflowEngine
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workflow_data = {
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"nodes": [
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{
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"id": "start-1",
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"type": "start",
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"data": {"label": "开始"}
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},
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{
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"id": "llm-1",
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"type": "llm",
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"data": {
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"label": "DeepSeek节点",
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"prompt": "用户说:{user_input},请回复:",
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"provider": "deepseek",
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"model": "deepseek-chat"
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}
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},
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{
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"id": "end-1",
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"type": "end",
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"data": {"label": "结束"}
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}
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],
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"edges": [
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{"id": "e1", "source": "start-1", "target": "llm-1"},
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{"id": "e2", "source": "llm-1", "target": "end-1"}
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]
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}
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engine = WorkflowEngine("test-template", workflow_data)
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try:
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input_data = {
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"user_input": "你好,请介绍一下自己"
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}
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result = await engine.execute(input_data)
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print("✅ Prompt模板测试成功!")
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print(f"输入: {input_data}")
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print(f"输出: {result.get('result', 'N/A')}")
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return True
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except Exception as e:
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print(f"❌ 测试失败: {str(e)}")
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import traceback
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traceback.print_exc()
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return False
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async def main():
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"""主测试函数"""
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print("\n" + "🚀 开始DeepSeek集成测试" + "\n")
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# 检查配置
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print("检查配置...")
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print(f"DeepSeek API Key: {'已配置' if settings.DEEPSEEK_API_KEY else '❌ 未配置'}")
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print(f"DeepSeek Base URL: {settings.DEEPSEEK_BASE_URL}")
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print(f"DeepSeek客户端: {'已初始化' if llm_service.deepseek_client else '❌ 未初始化'}")
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print()
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if not settings.DEEPSEEK_API_KEY:
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print("❌ DeepSeek API Key未配置,请先配置API Key")
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return
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if not llm_service.deepseek_client:
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print("❌ DeepSeek客户端未初始化")
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return
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# 运行测试
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results = []
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results.append(await test_deepseek_direct())
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results.append(await test_deepseek_via_llm_service())
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results.append(await test_deepseek_coder())
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results.append(await test_workflow_engine_llm_node())
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results.append(await test_prompt_template())
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# 汇总结果
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print("\n" + "=" * 60)
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print("测试结果汇总")
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print("=" * 60)
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passed = sum(results)
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total = len(results)
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print(f"通过: {passed}/{total}")
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print(f"失败: {total - passed}/{total}")
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if passed == total:
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print("\n✅ 所有测试通过!DeepSeek集成正常!")
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else:
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print(f"\n⚠️ 有 {total - passed} 个测试失败,请检查配置和网络连接")
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if __name__ == "__main__":
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asyncio.run(main())
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