{"id":110145,"date":"2026-09-26T08:25:03","date_gmt":"2026-09-26T00:25:03","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/110145.html"},"modified":"2026-09-26T08:25:03","modified_gmt":"2026-09-26T00:25:03","slug":"llm-%e5%ba%94%e7%94%a8%e6%88%90%e6%9c%ac%e5%b7%a5%e7%a8%8b%ef%bc%9a%e5%8d%95%e4%bb%b7%e4%bd%8e%e4%b8%8d%e7%ad%89%e4%ba%8e%e6%80%bb%e8%b4%a6%e4%bd%8e%ef%bc%8cagent-%e7%9a%84-token-%e8%b4%a6%e6%80%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/110145.html","title":{"rendered":"LLM \u5e94\u7528\u6210\u672c\u5de5\u7a0b\uff1a\u5355\u4ef7\u4f4e\u4e0d\u7b49\u4e8e\u603b\u8d26\u4f4e\uff0cAgent \u7684 token \u8d26\u600e\u4e48\u7b97"},"content":{"rendered":"

LLM \u5e94\u7528\u6210\u672c\u5de5\u7a0b：\u5355\u4ef7\u4f4e\u4e0d\u7b49\u4e8e\u603b\u8d26\u4f4e，Agent \u7684 token \u8d26\u600e\u4e48\u7b97<\/h2>\n

LLM \u7cfb\u5217\u53c8\u4e00\u7bc7\u3002\u524d\u9762\u8bb2\u4e86 Agent\u3001\u8bb0\u5fc6\u3001\u8bc4\u6d4b\u3001\u5b89\u5168\u2014\u2014\u4f46\u6709\u4e2a\u6bcf\u5f20\u8d26\u5355\u90fd\u5728\u95ee\u7684\u95ee\u9898\u6ca1\u6b63\u9762\u8bb2\u8fc7：\u6210\u672c\u3002\u8fd9\u7bc7\u628a\u5b83\u7b97\u6e05\u695a\u3002<\/p>\n

\u4e00\u3001\u7ed3\u8bba\u5148\u653e\u8fd9\u513f<\/h3>\n\n\u6760\u6746\u7701\u591a\u5c11\u6210\u672c<\/tr>\n\n\n\n\n\n
\u63d0\u793a\u8bcd\u7f13\u5b58<\/td>\n\u8f93\u5165\u6210\u672c\u780d 5~10 \u500d<\/td>\n\u96f6\u4ee3\u7801，\u6539 API \u53c2\u6570<\/td>\n<\/tr>\n
\u6a21\u578b\u5206\u7ea7\u8def\u7531<\/td>\n\u5355\u6b65\u6210\u672c\u780d 5~20 \u500d<\/td>\n\u52a0\u4e00\u4e2a\u5206\u8bca\u5c42<\/td>\n<\/tr>\n
\u4e0a\u4e0b\u6587\u7626\u8eab<\/td>\n\u8f93\u5165 token \u780d\u4e00\u534a<\/td>\n\u63a5\u8bb0\u5fc6\u7cfb\u7edf\u7684\u538b\u7f29\u7b56\u7565<\/td>\n<\/tr>\n
\u6362\u4fbf\u5b9c\u6a21\u578b<\/td>\n\u5355\u4ef7\u780d 10 \u500d<\/td>\n\u8d28\u91cf\u8981\u56de\u5f52\u9a8c\u8bc1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e00\u53e5\u8bdd\u8bb0\u4f4f：\u5355\u4ef7\u4f4e \u2260 \u603b\u8d26\u4f4e，\u7f13\u5b58\u624d\u662f Agent \u573a\u666f\u7684\u7b2c\u4e00\u7701\u94b1\u6760\u6746\u3002<\/p>\n

\u4e8c\u3001\u6210\u672c\u4ece\u54ea\u6765：Agent \u4e00\u6b21\u4efb\u52a1\u7684 token \u8d26<\/h3>\n

Agent \u548c\u804a\u5929\u673a\u5668\u4eba\u7684\u6210\u672c\u7ed3\u6784\u5b8c\u5168\u4e0d\u540c\u3002\u804a\u5929\u4e00\u6b21\u4e00\u53d1，Agent \u4e00\u4e2a\u4efb\u52a1\u8fde\u53d1\u5341\u51e0\u6b21\u751a\u81f3\u51e0\u5341\u6b21\u8bf7\u6c42，\u800c\u4e14\u6bcf\u6b21\u90fd\u91cd\u53d1\u5168\u91cf\u4e0a\u4e0b\u6587：<\/p>\n

\u4e00\u6b21 Agent \u4efb\u52a1\u7684\u5178\u578b\u6784\u6210（20 \u8f6e\u5faa\u73af）：
\n\u7cfb\u7edf\u63d0\u793a\u8bcd + \u5de5\u5177\u5b9a\u4e49 ~3000 token \u00d7 20 \u6b21
\n\u5bf9\u8bdd\u5386\u53f2 + \u4e2d\u95f4\u7ed3\u679c ~4000 token \u00d7 20 \u6b21（\u8d8a\u6eda\u8d8a\u5927）
\n\u6a21\u578b\u8f93\u51fa ~500 token \u00d7 20 \u6b21
\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500
\n\u8f93\u5165 ~14 \u4e07 token，\u8f93\u51fa ~1 \u4e07 token<\/p>\n

\u5173\u952e\u4e8b\u5b9e：Agent \u573a\u666f\u8f93\u5165 token \u662f\u8f93\u51fa\u7684 10 \u500d\u4ee5\u4e0a，\u800c\u8f93\u5165\u662f\u6309\u6b21\u91cd\u53d1\u7684\u3002 \u8fd9\u610f\u5473\u7740\u4e24\u4ef6\u4e8b：<\/p>\n

  • \u7b97\u8d26\u522b\u53ea\u770b\u5355\u4ef7：\u6a21\u578b A \u5355\u4ef7\u662f B \u7684 3 \u500d，\u4f46\u5982\u679c A \u7684\u7f13\u5b58\u547d\u4e2d\u7a33\u5b9a\u3001B \u4ece\u4e0d\u547d\u4e2d，\u8dd1 Agent \u573a\u666f A \u53cd\u800c\u66f4\u7701\u2014\u2014\u8fd9\u5c31\u662f\u6536\u85cf\u699c\u4e0a\u300cClaude Code \u6362\u56fd\u4ea7\u5927\u8111\u300d\u90a3\u7bc7\u5b9e\u6d4b\u51fa\u6765\u7684\u7ed3\u8bba<\/li>\n
  • \u7701\u94b1\u7684\u4e3b\u6218\u573a\u5728\u8f93\u5165\u4fa7：\u7f13\u5b58\u3001\u4e0a\u4e0b\u6587\u7626\u8eab\u90fd\u5728\u52a8\u8f93\u5165，\u8f93\u51fa\u90a3\u70b9 token \u4e0d\u503c\u5f97\u4f18\u5316<\/li>\n

    \u4e09\u3001\u7b2c\u4e00\u6760\u6746：\u63d0\u793a\u8bcd\u7f13\u5b58<\/h3>\n

    \u4e3b\u6d41 API \u90fd\u652f\u6301\u63d0\u793a\u8bcd\u7f13\u5b58（prompt caching）：\u76f8\u540c\u524d\u7f00\u7684\u5185\u5bb9\u53ea\u7b97\u4e00\u6b21\u5168\u4ef7，\u547d\u4e2d\u90e8\u5206\u6309 1\/5 \u5230 1\/10 \u8ba1\u8d39\u3002Agent \u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u5b9a\u4e49\u6bcf\u8f6e\u90fd\u4e00\u6837\u2014\u2014\u6b63\u662f\u7f13\u5b58\u7684\u6700\u4f73\u547d\u4e2d\u533a：<\/p>\n

    # Anthropic \u98ce\u683c：\u663e\u5f0f\u6807\u8bb0\u7f13\u5b58\u65ad\u70b9
    \nsystem = [{
    \n "type": "text",
    \n "text": SYSTEM_PROMPT + TOOLS_DEFINITION,
    \n "cache_control": {"type": "ephemeral"}, # \u8fd9\u6bb5\u8fdb\u7f13\u5b58
    \n}]<\/p>\n

    # \u5bf9\u8bdd\u5386\u53f2\u8ffd\u52a0\u65f6，\u524d\u7f00\u4e0d\u53d8 \u2192 \u7b2c 2 \u8f6e\u8d77\u547d\u4e2d
    \nmessages.append({"role": "user", "content": user_input})<\/p>\n

    \u9a8c\u8bc1\u7f13\u5b58\u547d\u4e2d，\u770b\u8fd4\u56de\u91cc\u7684 usage \u5b57\u6bb5：<\/p>\n

    usage = resp.usage
    \nprint(usage.cache_read_input_tokens) # \u547d\u4e2d\u4e86\u591a\u5c11 token（\u6309 1\/10 \u4ef7\u8ba1）
    \nprint(usage.cache_creation_input_tokens) # \u7b2c\u4e00\u6b21\u5199\u5165\u7f13\u5b58\u7684 token<\/p>\n

    \u600e\u4e48\u5b9e\u6d4b\u7f13\u5b58\u547d\u4e2d\u7387：\u6784\u9020 1 \u4e07 token \u7684\u56fa\u5b9a system \u4e0a\u4e0b\u6587，\u4e00\u5b57\u4e0d\u5dee\u8fde\u53d1 5 \u8f6e，\u8bb0\u5f55\u6bcf\u8f6e cache_read_input_tokens\u3002\u6709\u7684\u6a21\u578b\u7b2c\u4e8c\u8f6e\u8d77\u7a33\u5b9a\u547d\u4e2d 98%，\u6709\u7684\u95f4\u6b47\u547d\u4e2d，\u6709\u7684\u5168\u7a0b 0%\u2014\u2014\u540c\u4e00\u4e2a\u7f51\u5173\u4e0b\u4e0d\u540c\u6a21\u578b\u7f13\u5b58\u8868\u73b0\u5929\u5dee\u5730\u522b，\u8dd1 Agent \u524d\u5148\u6d4b\u8fd9\u4e2a\u3002\u6d4b\u8bd5\u65b9\u6cd5\u7167\u6284\u7cfb\u5217\u8bc4\u6d4b\u7bc7：\u56fa\u5b9a\u8f93\u5165\u3001\u591a\u8f6e\u3001\u53ea\u4fe1 usage \u5b57\u6bb5\u7684\u6570\u3002<\/p>\n

    \u56db\u3001\u7b2c\u4e8c\u6760\u6746：\u6a21\u578b\u5206\u7ea7\u8def\u7531<\/h3>\n

    \u4e0d\u662f\u6bcf\u4e00\u6b65\u90fd\u503c\u5f97\u7528\u65d7\u8230\u6a21\u578b\u3002Agent \u5faa\u73af\u91cc\u7684\u6b65\u9aa4\u5206\u4e09\u516d\u4e5d\u7b49：<\/p>\n\n\u6b65\u9aa4\u7528\u4ec0\u4e48\u7406\u7531<\/tr>\n\n\n\n\n
    \u610f\u56fe\u5206\u8bca\u3001\u5206\u7c7b\u3001\u5224\u65ad<\/td>\n\u5c0f\u6a21\u578b\/\u4e13\u95e8\u6a21\u578b<\/td>\n\u7cfb\u5217\u7b2c\u5341\u7bc7 Jev \u5c31\u662f\u5e72\u8fd9\u4e2a\u7684，\u8f93\u51fa\u514d\u8d39<\/td>\n<\/tr>\n
    \u5de5\u5177\u53c2\u6570\u751f\u6210\u3001\u683c\u5f0f\u5316<\/td>\n\u4e2d\u6863\u6a21\u578b<\/td>\n\u683c\u5f0f\u7c7b\u4efb\u52a1\u4fbf\u5b9c\u6a21\u578b\u591f\u7528<\/td>\n<\/tr>\n
    \u590d\u6742\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210<\/td>\n\u65d7\u8230\u6a21\u578b<\/td>\n\u53ea\u6709\u8fd9\u6b65\u914d\u5f97\u4e0a\u5355\u4ef7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    def route(task_type: str, prompt: str) -> str:
    \n if task_type in ("classify", "triage", "check"):
    \n return call_cheap_model(prompt) # \u5206\u8bca\u7c7b：\u4fbf\u5b9c\u6a21\u578b
    \n if task_type in ("codegen", "reason"):
    \n return call_flagship_model(prompt) # \u786c\u6d3b：\u65d7\u8230
    \n return call_mid_model(prompt)<\/p>\n

    \u5206\u8bca\u5224\u65ad\u8fd9\u7c7b\u6b65\u9aa4\u5360 Agent \u8c03\u7528\u91cf\u7684 60% \u4ee5\u4e0a，\u628a\u5b83\u4eec\u632a\u5230\u4fbf\u5b9c\u6a21\u578b\u4e0a，\u603b\u8d26\u76f4\u63a5\u780d\u4e00\u534a\u8d77\u6b65\u3002\u5177\u4f53\u8def\u7531\u5b9e\u73b0（Jev \u7684 Choice\/Noul\u3001\u6216\u5c0f\u6a21\u578b\u5206\u7c7b）\u7cfb\u5217\u7b2c\u5341\u7bc7\u8bb2\u8fc7，\u539f\u6837\u63a5\u4e0a\u3002<\/p>\n

    \u4e94\u3001\u7b2c\u4e09\u6760\u6746：\u4e0a\u4e0b\u6587\u7626\u8eab<\/h3>\n

    \u8f93\u5165 token \u8d8a\u6eda\u8d8a\u5927\u662f Agent \u7684\u5e38\u6001，\u7626\u8eab\u4e09\u677f\u65a7（\u90fd\u662f\u7cfb\u5217\u8bb2\u8fc7\u7684\u96f6\u4ef6）：<\/p>\n

  • \u5386\u53f2\u538b\u7f29：\u8001\u5bf9\u8bdd\u538b\u6210\u6458\u8981（\u7cfb\u5217\u8bb0\u5fc6\u7bc7\u7684 compact，50 \u8f6e\u538b 200 \u5b57），\u5386\u53f2\u4e0d\u518d\u7ebf\u6027\u589e\u957f<\/li>\n
  • \u5de5\u5177\u7ed3\u679c\u88c1\u526a：read_file \u8fd4\u56de 3000 \u884c，\u5582\u7ed9\u6a21\u578b\u524d\u622a\u53d6\u76f8\u5173\u6bb5\u843d\u2014\u2014\u5de5\u5177\u7ed3\u679c\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684 token \u9ed1\u6d1e<\/li>\n
  • middle-out \u622a\u65ad：\u8d85\u957f\u4e0a\u4e0b\u6587\u4fdd\u5934\u4fdd\u5c3e\u3001\u6390\u4e2d\u95f4，\u91cd\u8981\u7ea6\u5b9a\u653e system prompt \u548c\u5bf9\u8bdd\u5f00\u5934<\/li>\n

    \u8fd9\u4e09\u4ef6\u4e8b\u5c31\u662f\u7cfb\u5217\u7b2c\u516d\u7bc7 Harness\u300c\u4e0a\u4e0b\u6587\u7ba1\u7406\u300d\u90e8\u4ef6\u7684\u5b8c\u6574\u7248\u2014\u2014Harness \u7ba1\u7684\u4e0d\u53ea\u662f\u6743\u9650，\u8fd8\u6709 token \u9884\u7b97\u3002<\/p>\n

    \u516d\u3001\u7b97\u8d26：\u4e00\u4e2a\u53ef\u6284\u7684\u6210\u672c\u6838\u7b97\u811a\u672c<\/h3>\n

    def task_cost(rounds: int, ctx_tokens: int, out_tokens: int,
    \n price_in: float, price_out: float,
    \n cache_hit_ratio: float = 0.0, cache_discount: float = 0.1) -> dict:
    \n """\u7b97\u4e00\u6b21 Agent \u4efb\u52a1\u7684 token \u8d26（\u5355\u4f4d：\u5143\/\u767e\u4e07token）"""
    \n hit, miss = cache_hit_ratio, 1 – cache_hit_ratio
    \n in_cost = rounds * ctx_tokens * (hit * price_in * cache_discount
    \n + miss * price_in) \/ 1e6
    \n out_cost = rounds * out_tokens * price_out \/ 1e6
    \n return {"input": round(in_cost, 4), "output": round(out_cost, 4),
    \n "total": round(in_cost + out_cost, 4)}<\/p>\n

    # \u540c\u4e00\u4e2a\u4efb\u52a1：20 \u8f6e，\u6bcf\u8f6e\u91cd\u53d1 7000 token \u4e0a\u4e0b\u6587
    \nno_cache = task_cost(20, 7000, 500, 8, 28) # \u4e0d\u8d70\u7f13\u5b58
    \nwith_cache = task_cost(20, 7000, 500, 8, 28, cache_hit_ratio=0.95)
    \nprint(no_cache, with_cache)
    \n# {'input': 1.12, …} \u2192 \u7f13\u5b58\u540e\u8f93\u5165 0.19：\u540c\u4e00\u4efb\u52a1\u5dee 5 \u500d<\/p>\n

    \u628a price_in\/out \u6362\u6210\u4f60\u6240\u7528\u6a21\u578b\u7684\u5b9e\u9645\u5b9a\u4ef7\u3001cache_hit_ratio \u6362\u6210\u5b9e\u6d4b\u547d\u4e2d\u7387（\u7b2c\u4e09\u8282\u7684\u65b9\u6cd5），\u6bcf\u4e2a\u4efb\u52a1\u8dd1\u4e4b\u524d\u5148\u7b97\u8d26，\u8dd1\u5b8c\u5bf9\u8d26\u5355\u2014\u2014\u6ca1\u6709\u8d26\u672c\u7684\u4f18\u5316\u548c\u6ca1\u6709\u8bc4\u6d4b\u96c6\u7684\u8c03\u4f18\u4e00\u6837，\u90fd\u662f\u7384\u5b66（\u7cfb\u5217\u8bc4\u6d4b\u7bc7\u7684\u8001\u8bdd）\u3002<\/p>\n

    \u4e03\u3001\u522b\u7701\u8fc7\u5934：\u6210\u672c\u56de\u5f52<\/h3>\n

    \u7701\u94b1\u4f18\u5316\u7684\u6700\u5927\u98ce\u9669\u662f\u628a\u8d28\u91cf\u7701\u6ca1\u4e86：\u6362\u4fbf\u5b9c\u6a21\u578b\u3001\u780d\u4e0a\u4e0b\u6587\u3001\u538b\u7f29\u5386\u53f2，\u6bcf\u4e00\u6b65\u90fd\u53ef\u80fd\u52a3\u5316\u3002\u6240\u4ee5\u6210\u672c\u4f18\u5316\u548c\u529f\u80fd\u5f00\u53d1\u4e00\u6837\u8981\u56de\u5f52\u9a8c\u8bc1：<\/p>\n

  • \u6bcf\u6b21\u6210\u672c\u6539\u52a8\u8dd1\u4e00\u904d\u8bc4\u6d4b\u96c6（\u7cfb\u5217\u8bc4\u6d4b\u7bc7\u7684 60 \u884c runner，\u539f\u6837\u7528）<\/li>\n
  • \u901a\u8fc7\u7387\u6389\u8d85\u8fc7 5% \u5c31\u56de\u6eda\u2014\u2014\u7701\u4e0b\u7684\u94b1\u4e0d\u591f\u8d54\u8fd4\u5de5<\/li>\n
  • \u8d26\u5355\u548c\u8bc4\u6d4b\u66f2\u7ebf\u653e\u4e00\u8d77\u770b：\u6210\u672c\u964d\u4e86\u3001\u8bc4\u6d4b\u6ca1\u6389，\u624d\u662f\u771f\u7684\u4f18\u5316\u6210\u529f<\/li>\n

    \u516b\u3001\u8e29\u5751\u63d0\u9192<\/h3>\n
  • \u7f13\u5b58\u524d\u7f00\u5fc5\u987b\u4e00\u5b57\u4e0d\u5dee：system prompt \u6539\u4e00\u4e2a\u6807\u70b9，\u6574\u6bb5\u7f13\u5b58\u5931\u6548\u91cd\u65b0\u8ba1\u4ef7\u2014\u2014\u52a8\u6001\u5185\u5bb9（\u65f6\u95f4\u6233\u3001\u968f\u673a ID）\u522b\u653e\u8fdb\u7f13\u5b58\u524d\u7f00<\/li>\n
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