{"id":4275,"date":"2024-07-11T10:37:46","date_gmt":"2024-07-11T02:37:46","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=4275"},"modified":"2024-07-11T11:07:57","modified_gmt":"2024-07-11T03:07:57","slug":"%e6%b7%b7%e5%90%88%e4%bb%a3%e7%90%86-mixture-of-agents-moa","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=4275","title":{"rendered":"\u6df7\u5408\u4ee3\u7406 Mixture-of-Agents (MoA)"},"content":{"rendered":"\n

\u6df7\u5408\u4ee3\u7406 \uff08MoA\uff09 \u662f\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u5b83\u5229\u7528\u591a\u4e2aLLMs\u4ee3\u7406\u7684\u96c6\u4f53\u4f18\u52bf\u6765\u63d0\u9ad8\u7ee9\u6548\uff0c\u5b9e\u73b0\u6700\u5148\u8fdb\u7684\u7ed3\u679c\u3002\u901a\u8fc7\u91c7\u7528\u5206\u5c42\u67b6\u6784\uff0c\u6bcf\u5c42\u5305\u542b\u591a\u4e2aLLM\u4ee3\u7406\uff0cMoA \u5728\u4ec5\u4f7f\u7528\u5f00\u6e90\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u5728 AlpacaEval 2.0 \u4e0a\u7684\u8868\u73b0\u663e\u7740\u4f18\u4e8e GPT-4 Omni \u7684 57.5%\uff0c\u5f97\u5206\u4e3a 65.1%\uff01<\/p>\n\n\n\n

\u5177\u4f53\u5185\u5b58\u8bf7\u53c2\u7167\uff1ahttps:\/\/github.com\/togethercomputer\/MoA<\/a><\/p>\n\n\n\n

\u4e0b\u9762\u662f\u4fee\u6539\u540e\u7684\u4ee3\u7801\uff0c\u4f7f\u7528 ollama \u6765\u8fdb\u884c\u6d4b\u8bd5:<\/p>\n\n\n\n

# Mixture-of-Agents in 50 lines of code\nimport asyncio\nimport os\nfrom together import AsyncTogether, Together\n\nclient = Together(\n    base_url=\"http:\/\/127.0.0.1:11434\/v1\/\",\n    api_key = \"ollama\",\n)\nasync_client = AsyncTogether(\n    base_url=\"http:\/\/127.0.0.1:11434\/v1\/\",\n    api_key = \"ollama\",\n)\n\nuser_prompt = \"\u5728\u5317\u4eac\u6709\u54ea\u4e9b\u6709\u8da3\u7684\u6d3b\u52a8\uff1f\"\nreference_models = [\n    \"command-r-plus\",   # 97 GB\n    \"aya:35b\",          # 58 GB\n    \"gemma2:27b\",       # 41 GB\n    \"qwen2:72b\",        # 62 GB\n]\naggregator_model = \"qwen2:72b\"\naggreagator_system_prompt = \"\"\"\u4f60\u5df2\u7ecf\u6536\u5230\u6765\u81ea\u4e0d\u540c\u5f00\u6e90\u6a21\u578b\u7684\u82e5\u5e72\u56de\u590d\uff0c\u8fd9\u4e9b\u56de\u590d\u662f\u5bf9\u6700\u65b0\u7528\u6237\u67e5\u8be2\u7684\u56de\u5e94\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5c06\u8fd9\u4e9b\u56de\u590d\u7efc\u5408\u6210\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u56de\u590d\u3002\u5173\u952e\u5728\u4e8e\u5bf9\u8fd9\u4e9b\u56de\u590d\u4e2d\u7684\u4fe1\u606f\u8fdb\u884c\u6279\u5224\u6027\u8bc4\u4f30\uff0c\u8ba4\u8bc6\u5230\u5176\u4e2d\u6709\u4e9b\u53ef\u80fd\u5e26\u6709\u504f\u89c1\u6216\u4e0d\u51c6\u786e\u3002\u4f60\u7684\u56de\u590d\u4e0d\u5e94\u53ea\u662f\u7b80\u5355\u5730\u590d\u5236\u8fd9\u4e9b\u7b54\u6848\uff0c\u800c\u5e94\u63d0\u4f9b\u4e00\u4e2a\u7ecf\u8fc7\u6539\u8fdb\u7684\u3001\u51c6\u786e\u4e14\u5168\u9762\u7684\u56de\u5e94\u3002\u8bf7\u786e\u4fdd\u4f60\u7684\u56de\u590d\u7ed3\u6784\u826f\u597d\u3001\u8fde\u8d2f\uff0c\u5e76\u4e14\u7b26\u5408\u6700\u9ad8\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u6807\u51c6\u3002\n\n\u6a21\u578b\u7684\u56de\u590d:\"\"\"\n\n\nasync def run_llm(model):\n    \"\"\"Run a single LLM call with a reference model.\"\"\"\n    response = await async_client.chat.completions.create(\n        model=model,\n        messages=[{\"role\": \"user\", \"content\": user_prompt}],\n        temperature=0.7,\n        max_tokens=4096,\n    )\n    print(f\"{model} response : {response.choices[0].message.content}\")\n    return response.choices[0].message.content\n\n\nasync def main():\n    print(f\"user prompt:{user_prompt}\")\n    results = await asyncio.gather(*[run_llm(model) for model in reference_models])\n\n    finalStream = client.chat.completions.create(\n        model=aggregator_model,\n        messages=[\n            {\"role\": \"system\", \"content\": aggreagator_system_prompt},\n            {\"role\": \"user\", \"content\": \",\".join(str(element) for element in results)},\n        ],\n        stream=True,\n    )\n\n    print(f\"final response :\")\n    for chunk in finalStream:\n        print(chunk.choices[0].delta.content or \"\", end=\"\", flush=True)\n\n\nasyncio.run(main())\n<\/pre><\/div>\n\n\n\n
\u4e0b\u9762\u662f\u8fd0\u884c\u7684\u7ed3\u679c<\/p>\n\n\n\n
python moa.py\nuser prompt:\u5728\u5317\u4eac\u6709\u54ea\u4e9b\u6709\u8da3\u7684\u6d3b\u52a8\uff1f\n\naya:35b response : \u7b54\uff1a\u5317\u4eac\u662f\u4e00\u4e2a\u6709\u7740\u6df1\u539a\u5386\u53f2\u6587\u5316\u5e95\u8574\u7684\u57ce\u5e02\uff0c\u6709\u5f88\u591a\u6709\u8da3\u7684\u6d3b\u52a8\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u53bb\u6545\u5bab\u535a\u7269\u9986\u53c2\u89c2\u53e4\u4ee3\u7687\u5e1d\u7684\u5c45\u6240\uff0c\u4e5f\u53ef\u4ee5\u53bb\u957f\u57ce\u722c\u5c71\u8fdc\u8db3\uff0c\u4f53\u9a8c\u8fd9\u4e00\u4e16\u754c \u5947\u8ff9\u3002\n\nqwen2:72b response : \u5317\u4eac\u662f\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u7684\u57ce\u5e02\uff0c\u5168\u5e74\u90fd\u6709\u8bb8\u591a\u6709\u8da3\u7684\u6d3b\u52a8\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u4f60\u53ef\u4ee5\u53c2\u52a0\u7684\u6d3b\u52a8\uff1a\n\n1. \u53c2\u89c2\u535a\u7269\u9986\u548c\u5386\u53f2\u53e4\u8ff9\uff1a\u6545\u5bab\u3001\u5929\u5b89\u95e8\u5e7f\u573a\u3001\u9890\u548c\u56ed\u3001\u5706\u660e\u56ed\u7b49\u90fd\u662f\u5fc5\u53bb\u7684\u5730\u65b9\u3002\n\n2. \u54c1\u5c1d\u5317\u4eac\u5c0f\u5403\uff1a\u70b8\u9171\u9762\u3001\u8c46\u6c41\u513f\u3001\u704c\u80a0\u3001\u7cd6\u846b\u82a6\u3001\u7f8a\u8089\u6ce1\u998d\u7b49\u7b49\u3002\n\n3. \u8d4f\u82b1\uff1a\u6625\u5929\u53ef\u4ee5\u53bb\u7389\u6e0a\u6f6d\u516c\u56ed\u8d4f\u6a31\u82b1\uff0c\u590f\u5929\u53ef\u4ee5\u53bb\u7d2b\u7af9\u9662\u8377\u82b1\u6c60\u8d4f\u8377\u82b1\uff0c\u79cb\u5929\u53ef\u4ee5\u53bb\u9999\u5c71\u770b\u7ea2\u53f6\uff0c\u51ac\u5929\u5219\u53ef\u4ee5\u4e0a\u957f\u57ce\u53bb\u770b\u96ea\u666f\u3002\n\n4. \u901b\u5e02\u96c6\u548c\u591c\u5e02\uff1a\u5982\u5357\u9523\u9f13\u5df7\u3001798\u827a\u672f\u533a\u3001\u4e09\u91cc\u5c6f\u7b49\u90fd\u662f\u975e\u5e38\u53d7\u6b22\u8fce\u7684\u666f\u70b9\uff0c\u5728\u8fd9\u91cc\u4f60\u4e0d\u4ec5\u53ef\u4ee5\u54c1\u5c1d\u5f53\u5730\u7f8e\u98df\uff0c\u8fd8\u53ef\u4ee5\u8d2d\u4e70\u5230\u4e00\u4e9b\u624b\u5de5\u827a\u54c1\u3002\n\n5. \u770b\u4eac\u5267\u548c\u6742\u6280\u8868\u6f14\uff1a\u5728\u5317\u4eac\u89c2\u770b\u4e00\u51fa\u7cbe\u5f69\u7684\u4eac\u5267\u6216\u6742\u6280\u8868\u6f14\u662f\u975e\u5e38\u6709\u8da3\u7684\u4f53\u9a8c\u3002\u5efa\u8bae\u63d0\u524d\u8ba2\u7968\u5e76\u9009\u62e9\u5ea7\u4f4d\u5728\u4e2d\u95f4\u7684\u4f4d\u7f6e\u3002\n\n6. \u4f53\u80b2\u6d3b\u52a8\uff1a\u5982\u679c\u4f60\u559c\u6b22\u8fd0\u52a8\u7684\u8bdd\u53ef\u4ee5\u53bb\u5929\u5b89\u95e8\u5e7f\u573a\u6668\u8dd1\uff0c\u6216\u8005\u5728\u540e\u6d77\u6e56\u4e0a\u5212\u8239\uff0c\u5728\u5965\u4f53\u4e2d\u5fc3\u6e38\u6cf3\u3001\u6253\u7bee\u7403\u7b49\u7b49\u3002\n\n7. \u53c2\u52a0\u6587\u5316\u6d3b\u52a8\uff1a\u5982\u5317\u4eac\u56fd\u9645\u7535\u5f71\u8282\u3001\u4e2d\u56fd\u97f3\u4e50\u8282\u3001\u5317\u4eac\u56fe\u4e66\u8ba2\u8d27\u4f1a\u7b49\u7b49\uff0c\u8fd9\u4e9b\u5927\u578b\u7684\u6587\u5316\u6d3b\u52a8\u901a\u5e38\u90fd\u5728\u7279\u5b9a\u7684\u65f6\u95f4\u4e3e\u884c\u3002\n\n\u5e0c\u671b\u4ee5\u4e0a\u4fe1\u606f\u5bf9\u4f60\u6709\u5e2e\u52a9\u3002\n\ngemma2:27b response : \u5317\u4eac\u6709\u5f88\u591a\u6709\u8da3\u7684\u6d3b\u52a8\uff0c\u8981\u6839\u636e\u4f60\u7684\u5174\u8da3\u6765\u63a8\u8350\uff01\n\n**\u4f60\u5bf9\u4ec0\u4e48\u611f\u5174\u8da3\u5462\uff1f**\n\n* **\u5386\u53f2\u6587\u5316\uff1a** \u4f60\u559c\u6b22\u53c2\u89c2\u53e4\u8ff9\u5417\uff1f\u6545\u5bab\u3001\u9890\u548c\u56ed\u3001\u5929\u575b\u90fd\u662f\u4e0d\u9519\u7684\u9009\u62e9\uff0c\u4f46\u9664\u4e86\u8fd9\u4e9b\u7ecf\u5178\u666f\u70b9\uff0c\u5317\u4eac\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u7684\u6587\u5316\u4f53\u9a8c\u673a\u4f1a\uff0c\u6bd4\u5982\uff1a\n    *  **\u63a2\u7d22\u5386\u53f2\u8857\u533a:** \u6bd4\u5982\u80e1\u540c\u3001\u8001\u5317\u4eac\u7684\u56db\u5408\u9662\u7b49\u3002\n    *  **\u53c2\u89c2\u535a\u7269\u9986:** \u5317\u4eac\u62e5\u6709\u4f17\u591a\u7684\u535a\u7269\u9986\uff0c\u4f8b\u5982\u56fd\u5bb6\u535a\u7269\u9986\u3001\u9996\u90fd\u535a\u7269\u9986\u3001\u4e2d\u56fd\u56fd\u5bb6\u535a\u7269\u9986\u7b49\u7b49\u3002\n\n    * **\u4f53\u9a8c\u4f20\u7edf\u827a\u672f:** \u5b66\u4e60\u4eac\u5267\u8138\u8c31\u753b\u3001\u4e66\u6cd5\u3001\u7ed8\u753b\uff0c\u6216\u8005\u53bb\u89c2\u770b\u6f14\u51fa\u6216\u5c55\u89c8\u3002\n    *  **\u54c1\u5c1d\u4eac\u5473\u7f8e\u98df:** \u53c2\u52a0\u5317\u4eac\u7684\u7279\u8272\u7f8e\u98df\u4e4b\u65c5\uff0c\u54c1\u5c1d\u50cf\u70e4\u9e2d\u3001\u8c46\u6c41\u513f\u3001\u70b8\u9171\u9762\u7b49\u7f8e\u5473\u3002\n\n* **\u6237\u5916\u6d3b\u52a8:**\n    *  **\u957f\u57ce\u5f92\u6b65:** \u5728\u4e0d\u540c\u7684\u957f\u57ce\u6bb5\u4e0a\u8fdb\u884c\u5f92\u6b65\u65c5\u884c\uff0c\u4f8b\u5982 Mutianyu \u6216 Simatai \u897f\u5740 \u90fd\u662f\u4e0d\u9519\u7684\u9009\u62e9\u3002\n    *  **\u9890\u548c\u56ed\u6e38\u8239:** \u5728\u6e56\u6c34\u4e2d\u60a0\u95f2\u5730\u5212\u8239\uff0c\u6b23\u8d4f\u7f8e\u4e3d\u7684\u666f\u8272\uff0c\u4eab\u53d7\u5b81\u9759\u7684\u6c1b\u56f4\u3002\n*  **\u901b\u4e09\u91cc\u5c6f:** \u8fd9\u662f\u4e00\u7247\u5145\u6ee1\u65f6\u5c1a\u3001\u6f6e\u6d41\u548c\u7f8e\u98df\u7684\u533a\u57df\uff0c\u9002\u5408\u559c\u6b22\u8d2d\u7269\u548c\u793e\u4ea4\u7684\u6e38\u5ba2\u3002\n\n* **\u5176\u4ed6\u6d3b\u52a8:**\n\n    *  **\u770b\u4e00\u573a\u7535\u5f71\u6216\u6f14\u51fa:** \u5317\u4eac\u6709\u8bb8\u591a\u7535\u5f71\u9662\u548c\u5267\u573a\uff0c\u53ef\u4ee5\u89c2\u770b\u6700\u65b0\u7684\u4e2d\u5916\u5f71\u7247\uff0c\u6216\u8005\u4f53\u9a8c\u4f20\u7edf\u620f\u66f2\u8868\u6f14\uff0c\u4f8b\u5982\u4eac\u5267\u3001\u8bc4\u5267\u7b49\u7b49\u3002\n    *  **\u901b\u8857\u3001\u5403\u7f8e\u98df:** \u5728\u738b\u5e9c\u4e95\u3001\u897f\u5355\u7b49\u5730\u4f53\u9a8c\u5317\u4eac\u7684\u5546\u4e1a\u7e41\u534e\uff0c\u54c1\u5c1d\u5404\u79cd\u7279\u8272\u5c0f\u5403\u548c\u5317\u4eac\u83dc\u80b4\uff0c\u4f8b\u5982\uff1a\n        *   **\u738bfujing \u7684\u8001\u5b57\u53f7\u5e97\u94fa:**\n\n            * **\u8001\u5317\u4eac\u98ce\u5473:** \u5c1d\u8bd5\u4e00\u4e9b\u50cf \u738b\u9053\u521d\u3001\u4e1c\u6765\u987a \u7b49\u8001\u5b57\u53f7\u7684\u83dc\u80b4\uff0c\u4f8b\u5982\u8001\u5317\u4eac\u70e4\u9e2d\u3001\u70b8\u9171\u9762\u3001\u8c46\u8150\u8111\u7b49\u7b49\u3002\n\n    *  **\u54c1\u5c1d\u4e2d\u56fd\u4f20\u7edf\u7f8e\u98df:** \u4f53\u9a8c\u5317\u4eac\u7684\u7279\u8272\u7f8e\u98df\uff0c\u63a2\u7d22\u5f53\u5730\u6587\u5316\u548c\u5386\u53f2\u3002\n    * **\u53c2\u52a0\u5f53\u5730\u8282\u65e5:** \u5728\u4e0d\u540c\u65f6\u95f4\u4f53\u9a8c\u5317\u4eac\u7684\u57ce\u5e02\u6587\u5316\uff0c\u4f8b\u5982 \u5e99\u4f1a\u3001\u97f3\u4e50\u8282\u7b49\uff0c\u611f\u53d7\u4e2d\u56fd\u4f20\u7edf\u7684\u6c11\u4fd7\u6d3b\u52a8\u3002\n        *  **\u5176\u4ed6\u4f8b\u5b50:**\n\n            * **\u5317\u4eac\u56fd\u9645\u7535\u5f71\u8282:** \u6bcf\u5e74\u5728\u79cb\u5b63\u4e3e\u529e\u4e00\u6b21\uff0c\u4f60\u53ef\u4ee5\u89c2\u8d4f\u5230\u4e16\u754c\u5404\u5730\u7684\u4f18\u79c0\u5f71\u7247\uff0c\u4e0e\u5bfc\u6f14\u548c\u6f14\u5458\u8fd1\u8ddd\u79bb\u63a5\u89e6\uff0c\u5e76\u6709\u673a\u4f1a\u53c2\u52a0\u7535\u5f71\u8bba\u575b\u548c\u5c55\u6620\u6d3b\u52a8\u3002\n            * **\u5317\u4eac\u65f6\u95f4\uff1a** \u4e00\u4e9b\u77e5\u540d\u5bfc\u6f14\u548c\u6f14\u5458\u4f1a\u6765\u8fd9\u91cc\u53c2\u52a0 \"\u7535\u5f71\u4e4b\u591c\" \u548c \"\u7535\u5f71\u65e9\u9910\" \u7b49\u6d3b\u52a8\uff0c\u4e0e \"\u5317\u4eac\u7535\u5f71\u8282\" \u7ed3\u5408\uff0c\u53ef\u4ee5\u4f53\u9a8c\u5230\u7535\u5f71\u7684\u9b45\u529b\u3002\n        *  **\u5317\u4eac\u6545\u5bab\u535a\u7269\u9986:** \u4f60\u53ef\u4ee5\u6b23\u8d4f\u5230\u4e2d\u56fd\u53e4\u4ee3\u5efa\u7b51\u7684\u7cbe\u7f8e\uff0c\u5e76\u6df1\u5165\u4e86\u89e3\u7687\u5ba4\u7684\u5386\u53f2\u548c\u6587\u5316\u3002\n\n**\u8bf7\u544a\u8bc9\u6211\u4f60\u66f4\u559c\u6b22\u4ec0\u4e48\u7c7b\u578b\u7684\u6d3b\u52a8\uff0c\u6211\u4f1a\u7ed9\u51fa\u66f4\u5177\u4f53\u7684\u5efa\u8bae\u3002** \u4f8b\u5982\uff0c\u4f60\u559c\u6b22\u5386\u53f2\u7c7b\u6d3b\u52a8\u3001\u81ea\u7136\u7c7b\u6d3b\u52a8\u3001\u8fd8\u662f\u6587\u5316\u4f53\u9a8c\uff1f \u4f60\u60f3\u8981\u4f53\u9a8c\u5317\u4eac\u7684\u7f8e\u98df\u6587\u5316\u5417\uff1f \u4f60\u559c\u6b22\u70ed\u95f9\u7684\u6c1b\u56f4\u8fd8 \u662f\u5b89\u9759\u7684\u4f53\u9a8c\uff1f\n\ncommand-r-plus response : \u5317\u4eac\u6709\u5f88\u591a\u5438\u5f15\u6e38\u5ba2\u548c\u5f53\u5730\u4eba\u7684\u6d3b\u52a8\u3002\u8fd9\u91cc\u662f\u4e00\u4e9b\u60f3\u6cd5\uff1a\n\n1. \u5728\u957f\u57ce\u4e0a\u5f92\u6b65\u65c5\u884c:\u8fd9\u662f\u4e16\u754c\u4e0a\u6700\u8457\u540d\u7684\u53e4\u8ff9\u4e4b\u4e00\uff0c\u4e5f\u662f\u4e00\u4e2a\u4e0d\u53ef\u9519\u8fc7\u7684\u7ecf\u5386\u3002\u60a8\u53ef\u4ee5\u9009\u62e9\u9760\u8fd1\u5317\u4eac\u7684\u51e0\u4e2a\u4e0d\u540c\u533a\u57df\u8fdb\u884c\u8fdc\u8db3\uff0c\u5305\u62ec\u516b\u8fbe\u5cad\u3001\u6155\u7530\u5cea\u6216\u53f8\u9a6c\u53f0\u7684\u90e8\u5206\u3002\n\n2. \u53c2\u89c2\u6545\u5bab\u535a\u7269\u9662\uff08\u7d2b\u7981\u57ce\uff09\uff1a\u6545\u5bab\u662f\u660e\u671d\u548c\u6e05\u671d\u7687\u5e1d\u7684\u5bb6\u56ed\uff0c\u6709\u8fd1600\u5e74\u7684\u5386\u53f2\uff0c\u4e5f\u662f\u4e16\u754c\u6700\u5927\u5bab\u6bbf\u5efa\u7b51\u7fa4\u4e4b\u4e00\u3002\u5b83\u662f\u4e86\u89e3\u4e2d\u56fd\u6587\u5316\u4e0e\u5386\u53f2\u5efa\u7b51\u7684\u7edd\u4f73\u65b9\u5f0f\u3002\n\n3. \u5728\u5929\u575b\u516c\u56ed\u6563\u6b65\uff1a\u8be5\u516c\u56ed\u4e8e1420\u5e74\u4e3a\u660e\u6210\u7956\u5efa\u9020\u7528\u4e8e\u4e3e\u884c\u5178\u793c\u4e4b\u7528\u3002\u5b83\u5305\u62ec\u4ee4\u4eba\u60ca\u53f9\u7684\u5efa\u7b51\u4ee5\u53ca\u7f8e\u4e3d\u800c\u5e7f\u9614\u7684\u82b1\u56ed\u4f9b\u60a8\u63a2\u7d22\u3002\u8fd9\u662f\u4e00\u4e2a\u8fdc\u79bb\u57ce\u5e02\u55a7\u56a3\u5e76\u6c89\u6d78\u5728\u81ea\u7136\u548c\u5386\u53f2\u4e2d\u7684\u597d \u5730\u65b9\u3002\n\n4. \u63a2\u7d22\u5317\u4eac\u80e1\u540c:\u5f92\u6b65\u6216\u9a91\u81ea\u884c\u8f66\u6e38\u89c8\u4f20\u7edf\u8857\u533a\uff0c\u4ee5\u4e86\u89e3\u8fd9\u5ea7\u57ce\u5e02\u7684\u672c\u5730\u751f\u6d3b\u65b9\u5f0f\u548c\u6587\u5316\u9b45\u529b\u3002\u8bb8\u591a\u8fd9\u4e9b\u5c0f\u5df7\u90fd\u6709\u51e0\u767e\u5e74\u7684\u5386\u53f2\u4e86\u3002\u540e\u6d77\u533a\u548c\u4e1c\u57ce\u533a\u662f\u63a2\u7d22\u5b83\u4eec\u7684\u597d\u53bb\u5904\u3002\n\n5. \u5728\u9890\u548c\u56ed\u89c2\u770b\u7687\u5bb6\u82b1\u56ed\uff1a\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u7687\u5ba4\u7efc\u5408\u4f53\u4e0e\u6e56\u6cca\u3001\u5bab\u6bbf\u548c\u534e\u4e3d\u7684\u666f\u89c2\u533a\u3002\u8fd9\u91cc\u5bf9\u4e8e\u90a3\u4e9b\u5bf9\u98ce\u666f\u5982\u753b\u7684\u5efa\u7b51\u611f\u5174\u8da3\u4ee5\u53ca\u5bfb\u627e\u5b81\u9759\u6c1b\u56f4\u7684\u4eba\u6765\u8bf4\u662f\u4e2a\u597d\u5730\u65b9\u653e\u677e\u5e76\u6b23\u8d4f\u7f8e \u666f\u7684\u5730\u65b9\u3002\n\n6. \u54c1\u5c1d\u5317\u4eac\u70e4\u9e2d\u548c\u5176\u4ed6\u5f53\u5730\u7f8e\u98df:\u4eab\u7528\u4e00\u4e9b\u4e16\u754c\u4e0a\u6700\u77e5\u540d\u7684\u83dc\u80b4\uff0c\u4f8b\u5982\u5317\u4eac\u70e4\u9e2d\u6216\u7206\u809a\uff08\u725b\u7f8a\u5927\u80a0\u706b\u9505\uff09\u3002\u53c2\u89c2\u5f53\u5730\u7684\u591c\u5e02\uff0c\u5982\u7c0b\u8857\u6216\u5357\u9523\u9f13\u5df7\u5c0f\u5403\u4e00\u6761\u8857\n\n\nfinal response :\n\u5317\u4eac\u4f5c\u4e3a\u4e2d\u56fd\u7684\u9996\u90fd\u548c\u5386\u53f2\u540d\u57ce\uff0c\u62e5\u6709\u4e30\u5bcc\u591a\u5f69\u7684\u6d3b\u52a8\u4f9b\u6e38\u5ba2\u4e0e\u5f53\u5730\u5c45\u6c11\u4f53\u9a8c\u3002\u65e0\u8bba\u4f60\u662f\u5bf9\u5386\u53f2\u6587\u5316\u611f\u5174\u8da3\uff0c\u8fd8\u662f\u8ffd\u6c42\u81ea\u7136\u98ce\u5149\u3001\u7f8e\u98df\u63a2\u7d22\uff0c\u4ea6\u6216\u662f\u4eab\u53d7\u73b0\u4ee3\u90fd\u5e02\u7684\u9b45\u529b\uff0c\u5317\u4eac\u90fd\u80fd\u6ee1\u8db3\u4f60\u7684\u9700\u6c42\u3002\n\n1. **\u5386\u53f2\u6587\u5316\u7684\u6c89\u6d78**\uff1a\n   - \u53c2\u89c2\u6545\u5bab\u535a\u7269\u9662\uff08\u7d2b\u7981\u57ce\uff09\uff0c\u4e86\u89e3\u660e\u6e05\u4e24\u4ee3\u7687\u5e1d\u7684\u751f\u6d3b\u548c\u4e2d\u56fd\u53e4\u4ee3\u7684\u8f89\u714c\u5efa\u7b51\u3002\n   - \u8d70\u8bbf\u5929\u575b\u516c\u56ed\uff0c\u611f\u53d7\u53e4\u4ee3\u796d\u5929\u4eea\u5f0f\u7684\u5e84\u4e25\u4e0e\u81ea\u7136\u7f8e\u666f\u3002\n   - \u63a2\u7d22\u5317\u4eac\u80e1\u540c\uff0c\u4f53\u9a8c\u8001\u5317\u4eac\u7684\u4f20\u7edf\u751f\u6d3b\u65b9\u5f0f\u3002\u540e\u6d77\u533a\u548c\u4e1c\u57ce\u533a\u662f\u4e0d\u53ef\u9519\u8fc7\u7684\u5730\u70b9\u3002\n\n2. **\u81ea\u7136\u98ce\u5149\u7684\u63a2\u7d22**\uff1a\n   - \u957f\u57ce\u5f92\u6b65\uff0c\u9009\u62e9\u516b\u8fbe\u5cad\u3001\u6155\u7530\u5cea\u6216\u53f8\u9a6c\u53f0\u7b49\u6bb5\u843d\uff0c\u611f\u53d7\u4e16\u754c\u5947\u8ff9\u7684\u9b45\u529b\u3002\n   - \u5728\u9890\u548c\u56ed\u6f2b\u6b65\uff0c\u6b23\u8d4f\u7687\u5bb6\u56ed\u6797\u7684\u7cbe\u7f8e\u4e0e\u6e56\u5149\u5c71\u8272\u3002\n\n3. **\u7f8e\u98df\u6587\u5316\u7684\u54c1\u5c1d**\uff1a\n   - \u5c1d\u8bd5\u5317\u4eac\u70e4\u9e2d\u3001\u8c46\u6c41\u513f\u3001\u70b8\u9171\u9762\u7b49\u5730\u9053\u7f8e\u98df\uff0c\u5728\u7c0b\u8857\u6216\u5357\u9523\u9f13\u5df7\u591c\u5e02\u4e2d\u5c3d\u4eab\u7f8e\u5473\u3002\n   - \u53c2\u52a0\u7279\u8272\u7f8e\u98df\u4e4b\u65c5\uff0c\u4f53\u9a8c\u4eac\u5473\u5c0f\u5403\u7684\u72ec\u7279\u9b45\u529b\u3002\n\n4. **\u73b0\u4ee3\u90fd\u5e02\u7684\u4eab\u53d7**\uff1a\n   - \u901b\u4e09\u91cc\u5c6f\uff0c\u611f\u53d7\u65f6\u5c1a\u4e0e\u6f6e\u6d41\u7684\u6c1b\u56f4\uff0c\u540c\u65f6\u54c1\u5c1d\u5404\u5f0f\u56fd\u9645\u53ca\u672c\u5730\u7f8e\u98df\u3002\n   - \u5728\u738b\u5e9c\u4e95\u3001\u897f\u5355\u7b49\u5730\u8d2d\u7269\u548c\u5c1d\u8bd5\u5f53\u5730\u98ce\u5473\u3002\n\n5. **\u827a\u672f\u6587\u5316\u7684\u4f53\u9a8c**\uff1a\n   - \u89c2\u770b\u4eac\u5267\u8868\u6f14\u6216\u4f20\u7edf\u6742\u6280\uff0c\u5728\u56fd\u5bb6\u5927\u5267\u9662\u7b49\u573a\u6240\u4eab\u53d7\u6587\u5316\u76db\u5bb4\u3002\n   - \u53c2\u89c2\u5317\u4eac\u4f17\u591a\u535a\u7269\u9986\uff0c\u5982\u4e2d\u56fd\u56fd\u5bb6\u535a\u7269\u9986\u3001\u9996\u90fd\u535a\u7269\u9986\uff0c\u4e86\u89e3\u4e30\u5bcc\u5386\u53f2\u4e0e\u73b0\u4ee3\u827a\u672f\u3002\n\n6. **\u7279\u6b8a\u8282\u65e5\u7684\u53c2\u4e0e**\uff1a\n   - \u4f53\u9a8c\u6625\u8282\u5e99\u4f1a\u3001\u4e2d\u79cb\u8282\u706f\u4f1a\u7b49\u4e2d\u56fd\u4f20\u7edf\u8282\u65e5\u6d3b\u52a8\uff0c\u611f\u53d7\u6d53\u90c1\u7684\u6587\u5316\u6c14\u606f\u548c\u793e\u533a\u6d3b\u529b\u3002\n   - \u5317\u4eac\u56fd\u9645\u7535\u5f71\u8282\u671f\u95f4\uff0c\u6b23\u8d4f\u4e2d\u5916\u4f18\u79c0\u5f71\u7247\u5e76\u4e0e\u7535\u5f71\u4eba\u4ea4\u6d41\u4e92\u52a8\u3002\n\n\u8bf7\u5206\u4eab\u4f60\u66f4\u504f\u597d\u7684\u6d3b\u52a8\u7c7b\u578b\u6216\u5177\u4f53\u9700\u6c42\uff0c\u4ee5\u4fbf\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u5efa\u8bae\u3002\u65e0\u8bba\u662f\u5bfb\u6c42\u5386\u53f2\u7c7b\u6d3b\u52a8\u7684\u6df1\u5ea6\u63a2\u7d22\uff0c\u8fd8\u662f\u8ffd\u6c42\u81ea\u7136\u3001\u7f8e\u98df\u6587\u5316\u7684\u4f53\u9a8c\uff0c\u5317\u4eac\u90fd\u80fd\u4e3a\u4f60\u91cf\u8eab\u6253\u9020\u4e00\u573a\u96be\u5fd8\u4e4b\u65c5\u3002\n\n\u5e0c\u671b\u8fd9\u4e9b\u5efa\u8bae\u80fd\u5e2e\u52a9\u60a8\u5728\u5317\u4eac\u89c4\u5212\u4e00\u6b21\u4e30\u5bcc\u591a\u5f69\u4e14\u6ee1\u8db3\u4e2a\u4eba\u5174\u8da3\u7684\u65c5\u884c\u3002\u5982\u679c\u60a8\u6709\u5176\u4ed6\u7279\u5b9a\u9700\u6c42\u6216\u8005\u60f3\u77e5\u9053\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u968f\u65f6\u63d0\u95ee\uff01<\/pre><\/div>\n\n\n\n
\u8fd9\u4e2a\u5176\u5b9e\u5c31\u662f\u6bcf\u4e2a\u6a21\u578b\u54cd\u5e94\u4e00\u904d\uff0c\u7136\u540e\u8ba9\u4e00\u4e2a\u6a21\u578b\u4ece\u8fd9\u4e9b\u54cd\u5e94\u83b7\u5f97\u66f4\u6807\u51c6\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n
\u4e0a\u9762\u6d4b\u8bd5\u7684\u6a21\u578b\u6bd4\u8f83\u5927\uff0c\u5176\u5b9e\u53ef\u4ee5\u5c1d\u8bd5\u4e0d\u540c\u7684\u5c0f\u6a21\u578b\u8fdb\u884c\u6df7\u5408\uff0c\u6216\u8bb8\u4f1a\u6bd4\u5355\u4e00\u6a21\u578b\u7ed9\u51fa\u7684\u7b54\u6848\u597d\u4e00\u70b9\u3002<\/p>\n\n\n\n
\u4e0b\u9762\u662f\u5c0f\u6a21\u578b\u7684\u4e00\u4e9b\u4fee\u6539\uff1a<\/p>\n\n\n\n
reference_models = [\n    \"llama3\",          # 5.4 GB\n    \"aya\",             # 18  GB\n    \"gemma2\",          # 8 GB\n    \"qwen2\",           # 5.7 GB\n]\n\naggregator_model = \"aya\"\n<\/pre><\/div>\n\n\n\n
\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n\n\n\n
python moa.py\nuser prompt:\u5728\u5317\u4eac\u6709\u54ea\u4e9b\u6709\u8da3\u7684\u6d3b\u52a8\uff1f\n\ngemma2 response : \u5317\u4eac\u662f\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u7684\u57ce\u5e02\uff0c\u6709\u7740\u4e30\u5bcc\u7684\u6587\u5316\u548c\u5386\u53f2\u9057\u8ff9\uff0c\u8fd8\u6709\u8bb8\u591a\u6709\u8da3\u7684\u6d3b\u52a8\u53ef\u4ee5\u53c2\u4e0e\uff01\n\n\u4e3a\u4e86\u7ed9\u4f60\u66f4\u597d\u7684\u63a8\u8350\uff0c\u8bf7\u544a\u8bc9\u6211\u4f60\u66f4\u611f\u5174\u8da3\u7684\u6d3b\u52a8\u7c7b\u578b\uff1a\n\n* **\u6587\u5316\u4f53\u9a8c**:  \u4f60\u60f3\u53c2\u89c2\u535a\u7269\u9986\u3001\u5386\u53f2\u9057\u8ff9\u3001\u5bfa\u5e99\uff0c\u6216\u8005\u53c2\u52a0\u4e00\u4e9b\u4f20\u7edf\u6587\u5316\u8868\u6f14\u5417\uff1f\n* **\u7f8e\u98df\u63a2\u9669**: \u4f60\u60f3\u54c1\u5c1d\u5317\u4eac\u7279\u8272\u7f8e\u98df\uff0c\u6216\u8005\u53c2\u52a0\u4e00\u4e9b\u70f9\u996a\u8bfe\u7a0b\u5417\uff1f\n* **\u6237\u5916\u6d3b\u52a8**: \u4f60\u60f3\u5728\u516c\u56ed\u6563\u6b65\u3001\u9a91\u81ea\u884c\u8f66\uff0c\u6216\u8005\u53c2\u52a0\u4e00\u4e9b\u8fd0\u52a8\u9879\u76ee\u5417\uff1f\n* **\u5a31\u4e50\u4f11\u95f2**: \u4f60\u60f3\u770b\u7535\u5f71\u3001\u53bbKTV\uff0c\u6216\u8005\u53c2\u52a0\u4e00\u4e9b\u4e3b\u9898\u516c\u56ed\u7684\u6d3b\u52a8\u5417\uff1f\n* **\u8d2d\u7269**: \u4f60\u60f3\u5728\u5317\u4eac\u7684\u7279\u8272\u8857\u533a\u8d2d\u7269\uff0c\u6216\u8005\u53c2\u52a0\u4e00\u4e9b\u8d2d\u7269\u4fc3\u9500\u6d3b\u52a8\u5417\uff1f\n\n\u544a\u8bc9\u6211\u4f60\u7684\u5174\u8da3\uff0c\u6211\u4f1a\u4e3a\u4f60\u63a8\u8350\u4e00\u4e9b\u66f4\u5177\u4f53\u7684\u6d3b\u52a8\uff01\n\n\n\nqwen2 response : \u5317\u4eac\u4f5c\u4e3a\u4e2d\u56fd\u7684\u9996\u90fd\uff0c\u4e0d\u4ec5\u6709\u7740\u4e30\u5bcc\u7684\u5386\u53f2\u6587\u5316\u5e95\u8574\uff0c\u8fd8\u662f\u4e00\u4e2a\u5145\u6ee1\u73b0\u4ee3\u6d3b\u529b\u7684\u57ce\u5e02\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u627e\u5230\u5404\u79cd\u5404\u6837\u7684\u6709\u8da3\u6d3b\u52a8\uff1a\n\n1. **\u53c2\u89c2\u6545\u5bab\u535a\u7269\u9662**\uff1a\u8fd9\u662f\u5168\u7403\u6700\u77e5\u540d\u7684\u53e4\u4ee3\u7687\u5bb6\u5bab\u6bbf\u4e4b\u4e00\uff0c\u6536\u85cf\u6709\u65e0\u6570\u73cd\u8d35\u7684\u5386\u53f2\u6587\u7269\u548c\u827a\u672f\u54c1\u3002\n\n2. **\u63a2\u7d22\u957f\u57ce**\uff1a\u5317\u4eac\u5468\u56f4\u7684\u957f\u57ce\u662f\u4e2d\u56fd\u7684\u6807\u5fd7\u6027\u666f\u70b9\u4e4b\u4e00\uff0c\u5982\u516b\u8fbe\u5cad\u957f\u57ce\u3001\u6155\u7530\u5cea\u957f\u57ce\u7b49\u90fd\u503c\u5f97\u4e00\u6e38\u3002\u5982\u679c\u60a8\u60f3\u4f53\u9a8c\u66f4\u539f\u751f\u6001\u7684\u81ea\u7136\u98ce\u5149\uff0c\u53ef\u4ee5\u9009\u62e9\u53bb\u6155\u7530\u5cea\u6216\u662f\u91d1\u5c71\u5cad\u7b49\u5730\uff0c \u8fd9\u91cc\u7684\u957f\u57ce\u76f8\u5bf9\u4eba\u5c11\u800c\u4fdd\u5b58\u5b8c\u597d\u3002\n\n3. **\u6f2b\u6b65\u5357\u9523\u9f13\u5df7**\uff1a\u8fd9\u6761\u80e1\u540c\u805a\u96c6\u4e86\u4f17\u591a\u5c0f\u5546\u94fa\u548c\u7f8e\u98df\u644a\u8d29\uff0c\u662f\u4f53\u9a8c\u5317\u4eac\u8001\u57ce\u533a\u751f\u6d3b\u7684\u7edd\u4f73\u5730\u70b9\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u54c1\u5c1d\u5230\u5730\u9053\u7684\u5c0f\u5403\uff0c\u8d2d\u4e70\u624b\u5de5\u827a\u54c1\uff0c\u751a\u81f3\u5c1d\u8bd5\u4e00\u4e9b\u73b0\u573a\u8868\u6f14\u6d3b \u52a8\u3002\n\n4. **\u6e38\u89c8798\u827a\u672f\u533a**\uff1a\u8fd9\u662f\u4e00\u4e2a\u4ee5\u827a\u672f\u5de5\u4f5c\u5ba4\u3001\u753b\u5eca\u3001\u8bbe\u8ba1\u5de5\u4f5c\u5ba4\u4e3a\u4e3b\u7684\u5de5\u4e1a\u9057\u4ea7\u5730\u6539\u9020\u6210\u7684\u827a\u672f\u533a\uff0c\u9002\u5408\u559c\u6b22\u73b0\u4ee3\u827a\u672f\u548c\u521b\u610f\u7a7a\u95f4\u7684\u670b\u53cb\u4eec\u3002\n\n5. **\u53c2\u89c2\u9e1f\u5de2\uff08\u56fd\u5bb6\u4f53\u80b2\u573a\uff09\u548c\u6c34\u7acb\u65b9\uff08\u56fd\u5bb6\u6e38\u6cf3\u4e2d\u5fc3\uff09**\uff1a\u8fd9\u4e24\u4e2a\u5965\u8fd0\u573a\u9986\u662f2008\u5e74\u590f\u5b63\u5965\u8fd0\u4f1a\u7684\u4e3b\u8981\u573a\u6240\uff0c\u73b0\u5728\u4e0d\u4ec5\u662f\u4f53\u80b2\u8d5b\u4e8b\u4e3e\u529e\u5730\uff0c\u4e5f\u5bf9\u516c\u4f17\u5f00\u653e\u53c2\u89c2\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u9884\u8ba2 \u7279\u5b9a\u7684\u5bfc\u89c8\u56e2\u6df1\u5165\u4e86\u89e3\u8fd9\u4e9b\u5efa\u7b51\u7684\u5965\u79d8\u3002\n\n6. **\u53c2\u52a0\u4eac\u5267\u8868\u6f14**\uff1a\u4eac\u5267\u662f\u4e2d\u56fd\u7684\u4f20\u7edf\u620f\u5267\u827a\u672f\u4e4b\u4e00\uff0c\u5177\u6709\u72ec\u7279\u7684\u9b45\u529b\u548c\u97f5\u5473\u3002\u5317\u4eac\u6709\u591a\u5bb6\u4e13\u4e1a\u7684\u5267\u9662\u5b9a\u671f\u4e0a\u6f14\u7ecf\u5178\u4eac\u5267\u5267\u76ee\u3002\n\n7. **\u6e38\u89c8\u9890\u548c\u56ed\u548c\u5317\u6d77\u516c\u56ed**\uff1a\u8fd9\u4e24\u5904\u56ed\u6797\u4e0d\u4ec5\u5c55\u793a\u4e86\u4e2d\u56fd\u53e4\u4ee3\u56ed\u6797\u827a\u672f\u7684\u7cbe\u5999\u4e4b\u5904\uff0c\u4e5f\u662f\u653e\u677e\u8eab\u5fc3\u3001\u4eb2\u8fd1\u81ea\u7136\u7684\u597d\u53bb\u5904\u3002\u60a8\u53ef\u4ee5\u5728\u6e56\u4e0a\u5212\u8239\u6216\u662f\u5728\u82b1\u56ed\u4e2d\u6f2b\u6b65\uff0c\u4eab\u53d7\u5b81\u9759\u65f6\u5149\u3002\n\n8. **\u53c2\u52a0\u591c\u5e02\u4f53\u9a8c**\uff1a\u5317\u4eac\u591c\u665a\u4e5f\u6709\u5f88\u591a\u6709\u8da3\u7684\u5730\u65b9\u53ef\u4ee5\u63a2\u7d22\uff0c\u6bd4\u5982\u4e1c\u6765\u987a\u5c0f\u5403\u8857\u7b49\u5730\u65b9\u7684\u7f8e\u98df\u548c\u591c\u751f\u6d3b\u3002\u8fd9\u91cc\u662f\u4e86\u89e3\u5f53\u5730\u6587\u5316\u548c\u54c1\u5c1d\u7279\u8272\u5c0f\u5403\u7684\u597d\u5730\u70b9\u3002\n\n\u8fd9\u4e9b\u6d3b\u52a8\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u5317\u4eac\u4f5c\u4e3a\u4e00\u4e2a\u56fd\u9645\u5927\u90fd\u5e02\uff0c\u8fd8\u62e5\u6709\u66f4\u591a\u7684\u53ef\u80fd\u6027\u7b49\u5f85\u7740\u60a8\u53bb\u53d1\u73b0\u3002\u65e0\u8bba\u662f\u5386\u53f2\u6587\u5316\u4e4b\u65c5\u8fd8\u662f\u73b0\u4ee3\u57ce\u5e02\u63a2\u9669\uff0c\u5317\u4eac\u90fd\u63d0\u4f9b\u4e86\u4e00\u79cd\u878d\u5408\u4f20\u7edf\u4e0e\u73b0\u4ee3\u3001\u6587\u5316\u4e0e\u521b\u65b0\u7684\u72ec\u7279\u4f53\u9a8c\u3002\n\nllama3 response : \ud83c\udfd9\ufe0f Beijing is a treasure trove of exciting activities to explore. Here are some fun things to do in Beijing:\n\n1. **Hutong Exploration**: Wander through the narrow alleys (hutongs) and experience traditional Beijing culture, trying local street food and drinks.\n2. **Great Wall Hiking**: Visit the famous Mutianyu or Badaling sections of the Great Wall of China for an unforgettable hike with breathtaking views.\n3. **Forbidden City Tour**: Discover the magnificent Forbidden City, a palace complex that served as the imperial palace for 24 emperors.\n4. **Peking Opera Performance**: Enjoy a traditional Peking Opera show, known for its acrobatic performances and vibrant colors.\n5. **Acrobatics Show**: Catch a thrilling acrobatics performance, showcasing Chinese martial arts and aerial stunts.\n6. **Foodie Adventures**: Sample the city's delicious street food, like jiaozi (dumplings), baozi (steamed buns), and zhajiangmian (noodles with fermented soybean paste).\n7. **Museum Visits**: Explore the National Museum of China, Palace Museum, or the Capital Museum to learn about Chinese history, art, and culture.\n8. **Temple Visit**: Visit the magnificent Temple of Heaven, a Taoist temple and UNESCO World Heritage Site.\n9. **Lama Temple Tour**: Discover the serene surroundings and beautiful architecture of the famous Lama Temple (Yonghegong).\n10. **Night Markets**: Shop for souvenirs or try local snacks at popular night markets like Nanluoguxiang or Wangfujing.\n11. **Cycling in Beijing**: Rent a bike and explore the city's parks, hutongs, or bike paths along the Beiyang River.\n12. **Hot Springs and Spa**: Relax and rejuvenate at one of the many hot springs and spas throughout the city.\n13. **Martial Arts Training**: Learn traditional Chinese martial arts like tai chi, wushu, or kung fu from local masters.\n14. **Beijing Opera Festival**: Attend this annual festival featuring traditional Peking Opera performances, music, and dance.\n15. **China's National Games**: Catch a glimpse of the city's sporting spirit by attending China's National Games, which feature various sports like table tennis, badminton, or gymnastics.\n\nThese are just a few examples of the many exciting activities to enjoy in Beijing. Be sure to plan ahead, as some attractions may require advance reservations or have limited operating hours. \ud83d\ude0a\naya response : \u7b54\uff1a\u5728\u4e2d\u56fd\u7684\u5317\u4eac\uff0c\u6709\u4e00\u4e9b\u6709\u8da3\u4e14\u72ec\u7279\u7684\u6d3b\u52a8\u3002\u4f8b\u5982\uff1a\u53c2\u89c2\u6545\u5bab\u535a\u7269\u9662\u3001\u6e38\u89c8\u957f\u57ce\u3001\u4f53\u9a8c\u4e1d\u7ef8\u4e4b\u8def\u3001\u53c2\u52a0\u4eac\u6d25\u5180\u6587\u5316\u8282\u7b49\u3002\n\nfinal response :\n\u5317\u4eac\u662f\u4e00\u4e2a\u5145\u6ee1\u6d3b\u529b\u548c\u5386\u53f2\u9b45\u529b\u7684\u5927\u57ce\u5e02\uff0c\u4e3a\u6e38\u5ba2\u548c\u5f53\u5730\u5c45\u6c11\u63d0\u4f9b\u5404\u79cd\u5404\u6837\u4ee4\u4eba\u5174\u594b\u7684\u6d3b\u52a8\u3002\u4ee5\u4e0b\u662f\u5317\u4eac\u4e00\u4e9b\u6700\u53d7\u6b22\u8fce\u7684\u6d3b\u52a8\uff1a\n\n1. **\u53c2\u89c2\u6545\u5bab\u535a\u7269\u9662**\uff1a\u4f5c\u4e3a\u4e16\u754c\u77e5\u540d\u5bab\u6bbf\u4e4b\u4e00\uff0c\u6545\u5bab\u535a\u7269\u9662\u662f\u5fc5\u6e38\u4e4b\u5730\u3002\u8fd9\u91cc\u7684\u4e30\u5bcc\u6536\u85cf\u5305\u62ec\u53e4\u4ee3\u827a\u672f\u54c1\u3001\u6587\u7269\u548c\u88c5\u9970\u7269\u54c1\uff0c\u5c55\u793a\u4e86\u4e2d\u56fd\u7687\u5bb6\u5386\u53f2\u7684\u8f89\u714c\u3002\n\n2. **\u63a2\u7d22\u957f\u57ce**\uff1a\u5317\u4eac\u5468\u56f4\u7684\u957f\u57ce\u662f\u53e6\u4e00\u4e2a\u6807\u5fd7\u6027\u666f\u70b9\u3002\u4ece\u516b\u8fbe\u5cad\u5230\u6155\u7530\u5cea\uff0c\u6bcf\u4e00\u6bb5\u957f\u57ce\u90fd\u63d0\u4f9b\u72ec\u7279\u7684\u4f53\u9a8c\u3002\u968f\u7740\u65e5\u51fa\u6216\u65e5\u843d\u65f6\u5206\uff0c\u60a8\u53ef\u4ee5\u6b23\u8d4f\u5230\u58ee\u4e3d\u7684\u666f\u8272\uff0c\u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u96be\u5fd8 \u7684\u5f92\u6b65\u4e4b\u65c5\u3002\n\n3. **\u4f53\u9a8c\u4eac\u6d25\u5180\u6587\u5316**\uff1a\u5317\u4eac\u662f\u5929\u6d25\u548c\u6cb3\u5317\u4e24\u4e2a\u7701\u7684\u95e8\u6237\uff0c\u62e5\u6709\u72ec\u7279\u7684\u6587\u5316\u878d\u5408\u3002\u901a\u8fc7\u53c2\u52a0\u4eac\u6d25\u5180\u6587\u5316\u8282\u3001\u63a2\u7d22\u5f53\u5730\u7684\u7f8e\u98df\u548c\u4f20\u7edf\u624b\u5de5\u827a\u54c1\uff0c\u4ee5\u53ca\u53c2\u89c2\u5386\u53f2\u53e4\u8ff9\uff08\u5982\u5929\u6d25\u7684\u5357\u5f00\u5927 \u5b66\u548c\u6cb3\u5317\u7684\u627f\u5fb7\u907f\u6691\u5c71\u5e84\uff09\uff0c\u60a8\u53ef\u4ee5\u4f53\u9a8c\u5230\u8fd9\u4e09\u4e2a\u5730\u533a\u7684\u4e30\u5bcc\u6587\u5316\u5e95\u8574\u3002\n\n4. **\u4eab\u53d7\u7f8e\u98df**\uff1a\u5317\u4eac\u6709\u591a\u79cd\u7f8e\u98df\u53ef\u4f9b\u9009\u62e9\u3002\u9664\u4e86\u8457\u540d\u7684\u8857\u5934\u5c0f\u5403\u5982\u70e4\u9e2d\u3001\u997a\u5b50\u3001\u9ebb\u5a46\u8c46\u8150\u7b49\uff0c\u60a8\u8fd8\u53ef\u4ee5\u53c2\u52a0\u70f9\u996a\u8bfe\u7a0b\uff0c\u4e86\u89e3\u5982\u4f55\u5236\u4f5c\u8fd9\u4e9b\u7f8e\u5473\u4f73\u80b4\u3002\u6b64\u5916\uff0c\u5317\u4eac\u8fd8\u6709\u8bb8\u591a\u7cbe\u81f4\u7684 \u9910\u5385\u548c\u9152\u9986\uff0c\u53ef\u4ee5\u54c1\u5c1d\u5404\u79cd\u4e2d\u56fd\u83dc\u7cfb\u3002\n\n5. **\u53c2\u89c2\u73b0\u4ee3\u827a\u672f\u5c55**\uff1a\u5317\u4eac\u6709\u51e0\u4e2a\u8457\u540d\u7684\u827a\u672f\u533a\uff0c\u5982798\u827a\u672f\u533a\u3001\u5927\u671b\u697c\u827a\u672f\u533a\u7b49\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u6b23\u8d4f\u73b0\u4ee3\u827a\u672f\u4f5c\u54c1\u3001\u4e92\u52a8\u88c5\u7f6e\u548c\u8bbe\u8ba1\u5c55\u89c8\u3002\u8fd9\u4e9b\u827a\u672f\u533a\u4e5f\u662f\u521b\u610f\u7a7a\u95f4\u548c\u65f6\u5c1a\u7f8e\u98df\u7684\u96c6\u6563\u5730\u3002\n\n6. **\u4f53\u9a8c\u4eac\u5267\u8868\u6f14**\uff1a\u4eac\u5267\u662f\u4e2d\u56fd\u4f20\u7edf\u620f\u66f2\u7684\u4e00\u79cd\uff0c\u5177\u6709\u72ec\u7279\u7684\u821e\u53f0\u827a\u672f\u5f62\u5f0f\u3002\u901a\u8fc7\u89c2\u770b\u4e13\u4e1a\u5267\u7ec4\u6f14\u51fa\uff0c\u60a8\u53ef\u4ee5\u4f53\u9a8c\u5230\u4eac\u5267\u7684\u7cbe\u9ad3\uff0c\u611f\u53d7\u5176\u6df1\u539a\u7684\u6587\u5316\u5185\u6db5\u548c\u620f\u5267\u9b45\u529b\u3002\n\n7. 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