{"id":117228,"date":"2026-10-22T22:48:41","date_gmt":"2026-10-22T14:48:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117228.html"},"modified":"2026-10-22T22:48:41","modified_gmt":"2026-10-22T14:48:41","slug":"%e5%8d%95%e4%bb%b7-1-%e5%85%83%e7%9a%84%e5%9b%bd%e4%ba%a7-flash-%e6%a8%a1%e5%9e%8b%ef%bc%8c%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bd%a0%e7%9a%84%e8%b4%a6%e5%8d%95%e6%b2%a1%e9%99%8d%ef%bc%9a%e4%b8%80%e4%bb%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117228.html","title":{"rendered":"\u5355\u4ef7 1 \u5143\u7684\u56fd\u4ea7 Flash \u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u4f60\u7684\u8d26\u5355\u6ca1\u964d\uff1a\u4e00\u4efd\u53ef\u76f4\u63a5\u7528\u7684\u6210\u672c\u6838\u7b97\u65b9\u6cd5"},"content":{"rendered":"

<\/h2>\n

\u6982\u8981<\/p>\n

\u4e00\u5468\u4e4b\u5185，MiniMax \u53d1\u4e86 M3.1 Flash，\u8f93\u5165 1 \u5143\u3001\u8f93\u51fa 4 \u5143\u6bcf\u767e\u4e07 token；DeepSeek \u66f4\u65b0\u4e86 V4.1-Flash-1017，\u8f93\u5165 2 \u5143\u3001\u8f93\u51fa 8 \u5143，\u7a7a\u95f2\u65f6\u6bb5\u534a\u4ef7\u3002\u5355\u4ef7\u786e\u5b9e\u8170\u65a9\u4e86，\u4f46\u5f88\u591a\u56e2\u961f\u6362\u5b8c\u4e4b\u540e\u8d26\u5355\u4e00\u5206\u6ca1\u5c11\u3002 \u8fd9\u7bc7\u8bb2\u6e05\u695a\u4e3a\u4ec0\u4e48，\u7ed9\u4e09\u6837\u80fd\u76f4\u63a5\u7528\u7684\u4e1c\u897f：\u4e00\u4e2a\u6b63\u786e\u7684\u6210\u672c\u516c\u5f0f，\u4e00\u6bb5\u80fd\u8dd1\u7684 Python \u6838\u7b97\u811a\u672c，\u4e00\u5f20\u6309\u4efb\u52a1\u7c7b\u578b\u9009\u6a21\u578b\u7684\u5bf9\u7167\u8868\u3002 \u6240\u6709\u4ef7\u683c\u6570\u636e\u6807\u6ce8\u4e86\u516c\u5f00\u62a5\u9053\u6765\u6e90\u548c\u65f6\u95f4，\u5b9e\u9645\u4ee5\u5382\u5546\u5f53\u671f\u5b9a\u4ef7\u4e3a\u51c6\u3002<\/p>\n

\u4e00\u3001\u5148\u628a\u8fd9\u4e00\u5468\u53d1\u751f\u4e86\u4ec0\u4e48\u8bf4\u6e05\u695a<\/h3>\n

10 \u6708 17 \u65e5，DeepSeek \u66f4\u65b0 V4.1-Flash-1017，\u91cd\u70b9\u63d0\u5347\u5b8c\u6574\u9879\u76ee\u5f00\u53d1\u80fd\u529b，\u540c\u65f6\u7f29\u77ed\u8f93\u51fa\u957f\u5ea6\u548c\u4efb\u52a1\u8fd0\u884c\u65f6\u95f4\u3002\u636e\u516c\u5f00\u62a5\u9053，\u5176\u8f93\u5165\u7ea6 2 \u5143\u6bcf\u767e\u4e07 token，\u8f93\u51fa\u7ea6 8 \u5143，\u7a7a\u95f2\u65f6\u6bb5\u534a\u4ef7，\u7f13\u5b58\u547d\u4e2d\u8f93\u5165\u7ea6 0.04 \u5143\u3002\u540c\u65e5\u8fd8\u5f00\u653e\u4e86\u81ea\u7814\u641c\u7d22 API，Search \u4e0e Fetch \u63a5\u53e3\u5747\u4e3a 5 \u5143\u6bcf\u5343\u6b21\u3002<\/p>\n

10 \u6708 19 \u65e5\u665a，MiniMax \u53d1\u5e03 M3.1 Flash\u3002\u8f93\u5165 1 \u5143\u3001\u8f93\u51fa 4 \u5143\u3001\u7f13\u5b58\u8bfb\u53d6 0.1 \u5143\u6bcf\u767e\u4e07 token\u3002\u5b98\u65b9\u79f0\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u8fd1\u4e09\u500d，\u65e5\u5e38\u8f93\u51fa 200+ TPS，\u4e2d\u4f4d\u6570\u7a33\u5b9a\u5728 170+ TPS，\u7efc\u5408\u4f7f\u7528\u6210\u672c\u964d\u5e45\u7ea6\u4e03\u6210\u3002\u8bc4\u6d4b\u65b9\u9762，DeepSWE v1.1 \u5f97 73.7，OSWorld V2 \u5f97 61.7，CyberGym \u5f97 82%，BankerToolBench \u5f97 76.2\u3002<\/p>\n

\u628a\u4e24\u4e2a\u6a21\u578b\u7684\u5173\u952e\u53c2\u6570\u653e\u4e00\u8d77\u770b：<\/p>\n\n\u9879\u76eeDeepSeek V4.1-Flash-1017MiniMax M3.1 Flash<\/tr>\n\n\n\n\n\n\n\n
\u66f4\u65b0\u65f6\u95f4<\/td>\n10 \u6708 17 \u65e5<\/td>\n10 \u6708 19 \u65e5<\/td>\n<\/tr>\n
\u8f93\u5165\u4ef7\u683c<\/td>\n\u7ea6 2 \u5143，\u7a7a\u95f2\u65f6\u6bb5\u534a\u4ef7<\/td>\n1 \u5143<\/td>\n<\/tr>\n
\u8f93\u51fa\u4ef7\u683c<\/td>\n\u7ea6 8 \u5143<\/td>\n4 \u5143<\/td>\n<\/tr>\n
\u7f13\u5b58\u8bfb\u53d6<\/td>\n\u7ea6 0.04 \u5143<\/td>\n0.1 \u5143<\/td>\n<\/tr>\n
\u8f93\u51fa\u901f\u5ea6<\/td>\n\u672a\u5728\u516c\u5f00\u62a5\u9053\u4e2d\u7ed9\u7edf\u4e00\u53e3\u5f84<\/td>\n200+ TPS，\u4e2d\u4f4d 170+<\/td>\n<\/tr>\n
\u64c5\u957f\u65b9\u5411<\/td>\n\u8f6f\u4ef6\u5de5\u7a0b\u3001\u5b8c\u6574\u9879\u76ee\u5f00\u53d1<\/td>\n\u8de8\u7cfb\u7edf\u4e1a\u52a1\u6d41\u7a0b\u3001\u7535\u8111\u64cd\u4f5c\u3001\u7f51\u7edc\u5b89\u5168<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4ef7\u683c\u5355\u4f4d\u7edf\u4e00\u4e3a\u6bcf\u767e\u4e07 token\u3002\u4ee5\u4e0a\u6765\u81ea\u516c\u5f00\u62a5\u9053，\u4e24\u5bb6\u90fd\u6709\u5404\u81ea\u7684\u65f6\u6bb5\u6216\u6761\u4ef6\u9650\u5236，\u7b7e\u7ea6\u524d\u4e00\u5b9a\u53bb\u5b98\u7f51\u6838\u5bf9\u5f53\u671f\u4ef7\u683c\u3002<\/p>\n

\u8868\u9762\u770b，\u8fd9\u662f\u660e\u663e\u7684\u964d\u4ef7\u3002\u4f46\u6362\u5b8c\u4e4b\u540e\u8d26\u5355\u6ca1\u964d，\u8fd9\u4ef6\u4e8b\u975e\u5e38\u5e38\u89c1\u3002<\/p>\n

\u4e8c\u3001\u5355\u4ef7\u4e0d\u7b49\u4e8e\u6210\u672c，\u5dee\u5728\u4e09\u4e2a\u5730\u65b9<\/h3>\n

\u5dee\u5f02\u4e00：\u8f93\u51fa\u624d\u662f\u8d26\u5355\u7684\u5927\u5934<\/h4>\n

\u770b\u5355\u4ef7\u8868\u7684\u65f6\u5019，\u4eba\u7684\u6ce8\u610f\u529b\u5bb9\u6613\u505c\u5728\u8f93\u5165\u90a3\u4e00\u680f\u30021 \u5143\u770b\u7740\u662f\u5f88\u4fbf\u5b9c\u3002\u4f46\u771f\u6b63\u51b3\u5b9a\u8d26\u5355\u7684\u662f\u8f93\u51fa token\u3002<\/p>\n

\u539f\u56e0\u5f88\u76f4\u63a5：\u4e00\u6b21\u5bf9\u8bdd\u91cc，\u8f93\u5165\u901a\u5e38\u53ea\u6709\u51e0\u767e\u5230\u51e0\u5343 token，\u8f93\u51fa\u4e5f\u662f\u7c7b\u4f3c\u91cf\u7ea7，\u770b\u7740\u5dee\u4e0d\u591a\u3002\u4f46\u5728 Agent \u573a\u666f\u91cc，\u8f93\u51fa\u7684\u91cf\u4f1a\u88ab\u653e\u5927\u5f97\u975e\u5e38\u5389\u5bb3\u3002\u591a\u6b65\u4efb\u52a1\u6bcf\u4e00\u6b65\u90fd\u8981\u8f93\u51fa\u601d\u8003\u548c\u52a8\u4f5c，\u5de5\u5177\u8fd4\u56de\u7684\u5185\u5bb9\u53c8\u8981\u91cd\u65b0\u8fdb\u8f93\u5165，\u4e00\u4e2a\u4efb\u52a1\u8dd1\u4e0b\u6765，\u8f93\u51fa token \u53ef\u80fd\u662f\u8f93\u5165\u7684\u51e0\u500d\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50，\u5047\u8bbe\u67d0\u4efb\u52a1\u5355\u6b21\u8c03\u7528\u8f93\u5165 8 \u4e07 token\u3001\u8f93\u51fa 20 \u4e07 token：<\/p>\n

    \n
  • MiniMax M3.1 Flash：0.08 x 1 + 0.2 x 4 = 0.88 \u5143<\/li>\n
  • DeepSeek V4.1-Flash-1017：0.08 x 2 + 0.2 x 8 = 1.76 \u5143<\/li>\n<\/ul>\n

    \u5dee\u4ef7\u4e00\u500d\u3002\u800c\u5982\u679c\u53cd\u8fc7\u6765，\u8f93\u5165 20 \u4e07\u3001\u8f93\u51fa 8 \u4e07，\u4e24\u8fb9\u5dee\u8ddd\u4f1a\u7f29\u5c0f，\u4f46\u4ecd\u7136\u660e\u663e\u3002<\/p>\n

    \u8fd9\u5c31\u662f\u7b2c\u4e00\u4e2a\u8ba4\u77e5\u4fee\u6b63：\u5148\u91cf\u51fa\u4f60\u81ea\u5df1\u7684\u8f93\u5165\u8f93\u51fa\u6bd4\u4f8b，\u518d\u8c08\u5355\u4ef7\u3002\u00a0\u4e0d\u770b\u6bd4\u4f8b\u76f4\u63a5\u6bd4\u4ef7，\u7b49\u4e8e\u6ca1\u7b97\u3002<\/p>\n

    \u5dee\u5f02\u4e8c：\u91cd\u8bd5\u548c\u8fd4\u5de5<\/h4>\n

    \u771f\u5b9e\u7684\u8c03\u7528\u4e0d\u662f\u4e00\u6b21\u6210\u529f\u7684\u3002\u6539\u5199\u3001\u7ea0\u9519\u3001\u683c\u5f0f\u4e0d\u5bf9\u91cd\u6765\u3001\u5de5\u5177\u8c03\u7528\u53c2\u6570\u9519\u4e86\u91cd\u8bd5，\u8fd9\u4e9b\u90fd\u7b97\u94b1\u3002<\/p>\n

    \u4e00\u4e2a\u6210\u529f\u7387 90% \u7684\u6a21\u578b\u548c\u4e00\u4e2a\u6210\u529f\u7387 85% \u7684\u6a21\u578b，\u770b\u8d77\u6765\u53ea\u5dee 5 \u4e2a\u767e\u5206\u70b9\u3002\u4f46\u6362\u7b97\u6210\u5e73\u5747\u8c03\u7528\u6b21\u6570，\u524d\u8005\u662f 1.11 \u6b21，\u540e\u8005\u662f 1.18 \u6b21，\u6210\u672c\u5dee 6% \u5de6\u53f3\u3002\u5982\u679c\u4e00\u4e2a\u4efb\u52a1\u8981\u4e32\u8054\u4e94\u6b65，\u6bcf\u6b65\u90fd\u6709 90% \u7684\u6210\u529f\u7387，\u6574\u4f53\u4e00\u6b21\u901a\u8fc7\u7387\u53ea\u6709 59%，\u5e73\u5747\u8981\u8dd1\u63a5\u8fd1\u4e24\u6b21\u3002<\/p>\n

    \u6240\u4ee5\u6b63\u786e\u7684\u7b97\u6cd5\u662f\u6709\u6548\u6210\u672c，\u4e0d\u662f\u5355\u4ef7\u4e58 token \u6570：<\/p>\n

    \u6709\u6548\u6210\u672c = \u5355\u6b21\u8c03\u7528\u6210\u672c \u00d7 \u5e73\u5747\u8c03\u7528\u6b21\u6570
    \n\u5e73\u5747\u8c03\u7528\u6b21\u6570 = 1 \/ \u4e00\u6b21\u901a\u8fc7\u7387<\/p>\n

    \u8fd9\u4e00\u6b65\u7ecf\u5e38\u88ab\u8df3\u8fc7，\u56e0\u4e3a\u5b83\u9700\u8981\u4f60\u771f\u7684\u53bb\u6d4b\u81ea\u5df1\u573a\u666f\u7684\u6210\u529f\u7387，\u800c\u4e0d\u662f\u770b\u5382\u5546\u699c\u5355\u3002\u4f46\u6070\u6070\u662f\u8fd9\u4e00\u6b65，\u51b3\u5b9a\u4e86\u4f60\u6362\u6a21\u578b\u662f\u771f\u7684\u7701\u94b1\u8fd8\u662f\u767d\u6298\u817e\u3002<\/p>\n

    \u5dee\u5f02\u4e09：\u7f13\u5b58\u547d\u4e2d\u7387<\/h4>\n

    \u8fd9\u4e00\u6761\u5728\u957f\u4e0a\u4e0b\u6587\u573a\u666f\u91cc\u662f\u51b3\u5b9a\u6027\u7684\u3002<\/p>\n

    \u4e24\u4e2a\u6a21\u578b\u7684\u7f13\u5b58\u4ef7\u683c\u5dee\u4e86\u4e24\u500d\u591a：DeepSeek \u7ea6 0.04 \u5143，MiniMax \u662f 0.1 \u5143\u3002\u4f46\u8981\u6ce8\u610f，\u7f13\u5b58\u53ea\u5bf9\u547d\u4e2d\u7684\u90a3\u90e8\u5206\u751f\u6548，\u8f93\u5165\u91cc\u6ca1\u547d\u4e2d\u7684\u90e8\u5206\u4ecd\u6309\u539f\u4ef7\u7b97\u3002\u6240\u4ee5\u7f13\u5b58\u4ef7\u683c\u80fd\u7701\u591a\u5c11，\u5b8c\u5168\u53d6\u51b3\u4e8e\u547d\u4e2d\u6bd4\u4f8b\u3002<\/p>\n

    \u5982\u679c\u4f60\u7684\u573a\u666f\u662f\u300c\u540c\u4e00\u4efd\u957f\u6587\u6863\u53cd\u590d\u95ee\u4e0d\u540c\u95ee\u9898\u300d，\u7f13\u5b58\u547d\u4e2d\u7684\u6bd4\u4f8b\u53ef\u80fd\u5230 80% \u4ee5\u4e0a，\u8fd9\u65f6\u5019\u7f13\u5b58\u4ef7\u683c\u624d\u5f00\u59cb\u6709\u5b9e\u9645\u5f71\u54cd\u3002\u53cd\u8fc7\u6765，\u5982\u679c\u6bcf\u6b21\u8bf7\u6c42\u90fd\u662f\u5168\u65b0\u7684\u5185\u5bb9，\u7f13\u5b58\u4e00\u6b21\u90fd\u7528\u4e0d\u4e0a，\u90a3\u8fd9\u4e2a\u53c2\u6570\u5bf9\u4f60\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n

    \u7f13\u5b58\u4ef7\u683c\u53ea\u5728\u6709\u7f13\u5b58\u7684\u65f6\u5019\u624d\u7b97\u6570\u3002\u00a0\u5224\u65ad\u6807\u51c6\u5f88\u7b80\u5355：\u4f60\u7684\u8bf7\u6c42\u91cc，\u6709\u6ca1\u6709\u5927\u6bb5\u5185\u5bb9\u5728\u5404\u6b21\u8c03\u7528\u4e4b\u95f4\u91cd\u590d\u51fa\u73b0\u3002<\/p>\n

    \u4e09\u3001\u4e00\u6bb5\u80fd\u76f4\u63a5\u8dd1\u7684\u6838\u7b97\u811a\u672c<\/h3>\n

    \u628a\u4e0a\u9762\u4e09\u4ef6\u4e8b\u5408\u8d77\u6765，\u5199\u6210\u4ee3\u7801\u5c31\u662f\u8fd9\u6837\u3002\u6539\u51e0\u4e2a\u53c2\u6570\u5c31\u80fd\u7528\u5728\u81ea\u5df1\u7684\u573a\u666f\u4e0a：<\/p>\n

    def cost_per_task(
    \n in_tokens, out_tokens,
    \n price_in, price_out,
    \n cache_hit_rate=0.0, price_cache=0.0,
    \n pass_rate=1.0,
    \n runs=1,
    \n):
    \n """
    \n \u8ba1\u7b97\u5355\u4e2a\u4efb\u52a1\u7684\u6709\u6548\u6210\u672c，\u5355\u4f4d：\u5143
    \n in_tokens \/ out_tokens: \u5355\u6b21\u8c03\u7528\u7684\u8f93\u5165\u8f93\u51fa token \u6570
    \n price_in \/ price_out: \u6bcf\u767e\u4e07 token \u4ef7\u683c，\u5355\u4f4d\u5143
    \n cache_hit_rate: \u8f93\u5165\u4e2d\u547d\u4e2d\u7f13\u5b58\u7684\u6bd4\u4f8b，0 \u5230 1
    \n price_cache: \u7f13\u5b58\u547d\u4e2d\u90e8\u5206\u7684\u6bcf\u767e\u4e07 token \u4ef7\u683c
    \n pass_rate: \u4e00\u6b21\u901a\u8fc7\u7387，0 \u5230 1
    \n runs: \u4e00\u4e2a\u4efb\u52a1\u9700\u8981\u4e32\u884c\u8c03\u7528\u51e0\u6b21
    \n """
    \n if not 0 <= pass_rate <= 1:
    \n raise ValueError('pass_rate \u5fc5\u987b\u5728 0 \u5230 1 \u4e4b\u95f4')<\/p>\n

    cached = in_tokens * cache_hit_rate
    \n fresh = in_tokens – cached<\/p>\n

    single = (fresh \/ 1_000_000) * price_in
    \n single += (cached \/ 1_000_000) * price_cache
    \n single += (out_tokens \/ 1_000_000) * price_out<\/p>\n

    attempts = 1 \/ pass_rate
    \n return single * attempts * runs<\/p>\n

    # MiniMax M3.1 Flash \u4e0e DeepSeek V4.1-Flash-1017 \u7684\u5bf9\u6bd4
    \ncases = [
    \n ('\u77ed\u95ee\u7b54', 800, 600, 0.0, 1.00),
    \n ('\u957f\u6587\u6863\u5206\u6790', 60_000, 3_000, 0.8, 1.00),
    \n ('\u4ee3\u7801\u751f\u6210', 8_000, 12_000, 0.0, 0.88),
    \n ('Agent \u591a\u6b65', 80_000, 200_000, 0.5, 0.85),
    \n]<\/p>\n

    for name, i_tok, o_tok, hit, rate in cases:
    \n mm = cost_per_task(i_tok, o_tok, 1.0, 4.0, hit, 0.1, rate, 3)
    \n ds = cost_per_task(i_tok, o_tok, 2.0, 8.0, hit, 0.04, rate, 3)
    \n print(f'{name}: MiniMax {mm:.4f} \u5143, DeepSeek {ds:.4f} \u5143')<\/p>\n

    \u4e0a\u9762\u8fd9\u6bb5\u5728\u672c\u673a\u8dd1\u51fa\u6765\u7684\u7ed3\u679c\u662f\u8fd9\u6837：<\/p>\n

      \n
    • \u77ed\u95ee\u7b54：MiniMax 0.0096 \u5143，DeepSeek 0.0192 \u5143<\/li>\n
    • \u957f\u6587\u6863\u5206\u6790：MiniMax 0.0864 \u5143，DeepSeek 0.1498 \u5143<\/li>\n
    • \u4ee3\u7801\u751f\u6210：MiniMax 0.1909 \u5143，DeepSeek 0.3818 \u5143<\/li>\n
    • Agent \u591a\u6b65：MiniMax 2.9788 \u5143，DeepSeek 5.9351 \u5143<\/li>\n<\/ul>\n

      \u56db\u4e2a\u573a\u666f MiniMax \u5168\u80dc，\u8fd9\u662f\u4ef7\u683c\u8868\u51b3\u5b9a\u7684，\u5b83\u8f93\u5165\u548c\u8f93\u51fa\u4e24\u9879\u5355\u4ef7\u90fd\u662f\u5bf9\u65b9\u7684\u4e00\u534a\u3002\u4f46\u8bf7\u6ce8\u610f\u5dee\u8ddd\u7684\u53d8\u5316：\u77ed\u95ee\u7b54\u5dee\u4e86\u6574\u6574\u4e00\u500d，\u957f\u6587\u6863\u5206\u6790\u53ea\u5dee 73%\u3002<\/p>\n

      \u5dee\u8ddd\u4e3a\u4ec0\u4e48\u4f1a\u7f29\u5c0f？\u56e0\u4e3a\u7f13\u5b58\u3002\u7f13\u5b58\u4ef7\u683c\u662f DeepSeek \u552f\u4e00\u5360\u4f18\u7684\u4e00\u9879，\u7ea6 0.04 \u5bf9 0.1\u3002\u547d\u4e2d\u7387\u8d8a\u9ad8，\u8fd9\u4e00\u9879\u5728\u603b\u6210\u672c\u91cc\u7684\u6743\u91cd\u8d8a\u5927\u3002<\/p>\n

      \u90a3\u547d\u4e2d\u7387\u8981\u5230\u591a\u5c11，DeepSeek \u624d\u80fd\u5728\u8fd9\u9879\u4e0a\u7ffb\u76d8？<\/p>\n

      \u53ea\u770b\u8f93\u5165\u90e8\u5206，\u8bbe\u547d\u4e2d\u7387\u4e3a h，\u4e24\u8fb9\u5217\u51fa\u6765：<\/p>\n

      MiniMax \u8f93\u5165\u6210\u672c = \u672a\u547d\u4e2d\u90e8\u5206 x 1.0 + \u547d\u4e2d\u90e8\u5206 x 0.1
      \nDeepSeek \u8f93\u5165\u6210\u672c = \u672a\u547d\u4e2d\u90e8\u5206 x 2.0 + \u547d\u4e2d\u90e8\u5206 x 0.04<\/p>\n

      \u4ee4\u4e24\u8005\u76f8\u7b49\u6c42\u89e3，\u547d\u4e2d\u7387\u7ea6 94.3%\u3002\u4f4e\u4e8e\u8fd9\u4e2a\u6570，MiniMax \u7684\u8f93\u5165\u6210\u672c\u66f4\u4f4e；\u9ad8\u4e8e\u8fd9\u4e2a\u6570，DeepSeek \u53cd\u8d85\u3002<\/p>\n

      94.3% \u5728\u771f\u5b9e\u573a\u666f\u91cc\u5f88\u96be\u8fbe\u5230，\u6240\u4ee5\u7f13\u5b58\u4ef7\u683c\u5728\u591a\u6570\u60c5\u51b5\u4e0b\u4e0d\u662f\u51b3\u5b9a\u6027\u56e0\u7d20\u3002\u4f46\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u8d85\u957f\u4e0a\u4e0b\u6587\u52a0\u9ad8\u91cd\u590d\u7387\u7684\u573a\u666f，\u6bd4\u5982\u540c\u4e00\u4efd\u4ee3\u7801\u5e93\u53cd\u590d\u95ee\u4e0d\u540c\u95ee\u9898，\u8fd9\u4e2a\u4e34\u754c\u70b9\u503c\u5f97\u81ea\u5df1\u7b97\u4e00\u904d，\u7ed3\u8bba\u53ef\u80fd\u548c\u76f4\u89c9\u76f8\u53cd\u3002<\/p>\n

      \u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u300c\u54ea\u4e2a\u6a21\u578b\u66f4\u4fbf\u5b9c\u300d\u8fd9\u4e2a\u95ee\u9898\u6ca1\u6709\u7edf\u4e00\u7b54\u6848，\u53ea\u80fd\u6309\u4efb\u52a1\u7b97\u3002<\/p>\n

      \u56db\u3001\u6309\u4efb\u52a1\u7c7b\u578b\u9009\u6a21\u578b\u7684\u5bf9\u7167\u8868<\/h3>\n

      \u628a\u4e0a\u9762\u7684\u7ed3\u8bba\u843d\u6210\u4e00\u5f20\u8868，\u53ef\u4ee5\u76f4\u63a5\u5f53\u51b3\u7b56\u53c2\u8003：<\/p>\n\n\u4efb\u52a1\u7c7b\u578b\u5173\u952e\u53d8\u91cf\u9009\u578b\u503e\u5411<\/tr>\n\n\n\n\n\n\n\n
      \u77ed\u95ee\u7b54\u3001\u5ba2\u670d\u56de\u590d<\/td>\n\u8f93\u51fa\u6bd4\u4f8b\u9ad8<\/td>\n\u8f93\u51fa\u5355\u4ef7\u4f4e\u7684\u66f4\u5212\u7b97<\/td>\n<\/tr>\n
      \u957f\u6587\u6863\u5206\u6790\u3001\u5408\u540c\u6bd4\u5bf9<\/td>\n\u7f13\u5b58\u547d\u4e2d\u7387<\/td>\n\u547d\u4e2d\u7387\u4f4e\u4e8e 9 \u6210\u770b\u8f93\u5165\u5355\u4ef7，\u8d85\u8fc7 9 \u6210\u534a\u8981\u91cd\u7b97<\/td>\n<\/tr>\n
      \u4ee3\u7801\u751f\u6210\u3001\u91cd\u6784<\/td>\n\u4e00\u6b21\u901a\u8fc7\u7387<\/td>\n\u6210\u529f\u7387\u9ad8\u7684，\u5373\u4f7f\u5355\u4ef7\u8d35\u4e5f\u503c<\/td>\n<\/tr>\n
      Agent \u591a\u6b65\u4efb\u52a1<\/td>\n\u5355\u6b65\u5931\u8d25\u4f1a\u653e\u5927<\/td>\n\u4f18\u5148\u770b\u5de5\u5177\u8c03\u7528\u51c6\u786e\u7387\u548c\u683c\u5f0f\u7a33\u5b9a\u6027<\/td>\n<\/tr>\n
      \u9ad8\u5e76\u53d1\u8f7b\u4efb\u52a1<\/td>\n\u541e\u5410\u4e0e\u5ef6\u8fdf<\/td>\n\u770b TPS \u548c\u9650\u6d41\u7b56\u7565，\u4e0d\u770b\u5355\u4ef7<\/td>\n<\/tr>\n
      \u7f51\u7edc\u5b89\u5168\u3001\u5408\u89c4\u5ba1\u67e5<\/td>\n\u4e13\u4e1a\u80fd\u529b<\/td>\n\u770b\u4e13\u9879\u8bc4\u6d4b，CyberGym \u8fd9\u7c7b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u4e24\u6761\u5b9e\u64cd\u5efa\u8bae：<\/p>\n

      \u7b2c\u4e00，\u5148\u7528\u771f\u5b9e\u6d41\u91cf\u8dd1\u4e00\u5468，\u628a\u8f93\u5165\u8f93\u51fa\u6bd4\u4f8b\u91cf\u51fa\u6765\u3002\u00a0\u4e0d\u7528\u5199\u590d\u6742\u76d1\u63a7，\u5728\u7f51\u5173\u5c42\u8bb0\u5f55\u6bcf\u6b21\u8c03\u7528\u7684 in_tokens \u548c out_tokens \u5c31\u591f\u3002\u6ca1\u6709\u8fd9\u4e2a\u6570\u636e，\u6240\u6709\u6bd4\u4ef7\u90fd\u662f\u731c\u3002<\/p>\n

      \u7b2c\u4e8c，\u628a\u6210\u529f\u7387\u4e5f\u8bb0\u4e0b\u6765\u3002\u00a0\u540c\u4e00\u4e2a\u4efb\u52a1\u91cd\u8bd5\u51e0\u6b21\u3001\u4e3a\u4ec0\u4e48\u91cd\u8bd5，\u8fd9\u4e2a\u6570\u636e\u6bd4\u5355\u4ef7\u8868\u66f4\u6709\u51b3\u7b56\u4ef7\u503c\u3002<\/p>\n

      \u4e94\u3001\u4e24\u4ef6\u5bb9\u6613\u5ffd\u7565\u7684\u4e8b<\/h3>\n

      \u5cf0\u503c\u548c\u7a7a\u95f2\u7684\u5dee\u522b\u3002\u00a0DeepSeek \u7684\u7a7a\u95f2\u65f6\u6bb5\u534a\u4ef7，\u8fd9\u662f\u4e2a\u5b9e\u6253\u5b9e\u7684\u6298\u6263，\u4f46\u524d\u63d0\u662f\u4f60\u7684\u4efb\u52a1\u80fd\u632a\u5230\u7a7a\u95f2\u65f6\u6bb5\u8dd1\u3002\u6279\u5904\u7406\u3001\u79bb\u7ebf\u5206\u6790\u3001\u8bad\u7ec3\u6570\u636e\u751f\u6210\u8fd9\u7c7b\u4efb\u52a1\u5b8c\u5168\u53ef\u4ee5，\u5b9e\u65f6\u5bf9\u8bdd\u4e0d\u884c\u3002\u505a\u6210\u672c\u89c4\u5212\u7684\u65f6\u5019，\u628a\u6d41\u91cf\u6309\u65f6\u95f4\u5206\u6210\u53ef\u632a\u52a8\u548c\u4e0d\u53ef\u632a\u52a8\u4e24\u90e8\u5206，\u80fd\u632a\u7684\u90a3\u90e8\u5206\u624d\u662f\u8fd9\u4e2a\u6298\u6263\u7684\u5b9e\u9645\u9002\u7528\u8303\u56f4\u3002<\/p>\n

      \u4ef7\u683c\u662f\u4f1a\u53d8\u7684\u3002\u00a0\u8fd9\u4e00\u5468\u4e24\u5bb6\u63a5\u8fde\u964d\u4ef7，\u8bf4\u660e\u4ef7\u683c\u6218\u8fd8\u5728\u8fdb\u884c\u4e2d\u3002\u6240\u4ee5\u6210\u672c\u6838\u7b97\u7684\u65b9\u6cd5\u8981\u6bd4\u5355\u6b21\u7684\u4ef7\u683c\u7ed3\u8bba\u66f4\u503c\u94b1\u3002\u628a\u4e0a\u9762\u90a3\u4e2a\u811a\u672c\u505a\u6210\u53c2\u6570\u5316\u7684，\u4ef7\u683c\u4e00\u53d8，\u6539\u4e24\u4e2a\u6570\u5b57\u91cd\u8dd1\u5373\u53ef，\u6bd4\u6bcf\u6b21\u91cd\u65b0\u62cd\u8111\u888b\u5f3a\u3002<\/p>\n

      \u516d\u3001\u6211\u4eec\u81ea\u5df1\u7684\u505a\u6cd5<\/h3>\n

      \u6211\u4eec\u5728 FinAPI \u91cc\u505a\u6210\u672c\u5f52\u96c6\u7684\u65f6\u5019，\u6309\u6709\u6548\u6210\u672c\u800c\u4e0d\u662f\u5355\u4ef7\u7b97\u8d26，\u8de8\u6a21\u578b\u8def\u7531\u4e5f\u4ee5\u6709\u6548\u6210\u672c\u505a\u51b3\u7b56\u4f9d\u636e\u3002\u539f\u56e0\u5f88\u5b9e\u9645：\u5355\u4ef7\u4fbf\u5b9c\u4f46\u6210\u529f\u7387\u4f4e\u7684\u6a21\u578b，\u4e58\u4ee5\u91cd\u8bd5\u6b21\u6570\u4e4b\u540e\u5f80\u5f80\u66f4\u8d35\u3002<\/p>\n

      \u8fd9\u4e2a\u903b\u8f91\u8bf4\u8d77\u6765\u7b80\u5355，\u4f46\u8981\u843d\u5730，\u524d\u63d0\u662f\u5148\u628a\u4e0a\u9762\u90a3\u51e0\u4e2a\u53d8\u91cf\u91cf\u51fa\u6765\u3002\u6838\u7b97\u65b9\u6cd5\u672c\u8eab\u4e0d\u96be，\u96be\u7684\u662f\u6709\u6ca1\u6709\u6570\u636e\u3002<\/p>\n

      \u4e03\u3001\u5c0f\u7ed3<\/h3>\n

      \u56de\u6807\u9898\u90a3\u4e2a\u95ee\u9898：\u5355\u4ef7\u964d\u5230 1 \u5143，\u4e3a\u4ec0\u4e48\u8d26\u5355\u6ca1\u964d\u3002<\/p>\n

      \u4e09\u4e2a\u539f\u56e0：\u8f93\u51fa\u624d\u662f\u5927\u5934，\u91cd\u8bd5\u4f1a\u653e\u5927\u6210\u672c，\u7f13\u5b58\u547d\u4e2d\u7684\u524d\u63d0\u662f\u6709\u91cd\u590d\u5185\u5bb9\u3002<\/p>\n

      \u6362\u6a21\u578b\u4e4b\u524d\u5148\u505a\u8fd9\u4e09\u4ef6\u4e8b，\u6bd4\u6362\u5341\u6b21\u6a21\u578b\u90fd\u7ba1\u7528：\u91cf\u8f93\u5165\u8f93\u51fa\u6bd4\u4f8b\u3001\u91cf\u6210\u529f\u7387\u3001\u91cf\u7f13\u5b58\u547d\u4e2d\u7387\u3002<\/p>\n

      \u4ef7\u683c\u6218\u5bf9\u5f00\u53d1\u8005\u662f\u597d\u4e8b，\u4f46\u7ea2\u5229\u53ea\u5c5e\u4e8e\u7b97\u5f97\u6e05\u7684\u4eba\u3002<\/p>\n

      \n

      \u6211\u5efa\u4e86\u4e2a AI \u6280\u672f\u4ea4\u6d41\u7fa4，\u5e73\u65f6\u804a\u6a21\u578b\u63a5\u5165\u3001\u6210\u672c\u6cbb\u7406\u8fd9\u4e9b\u4e8b\u3002\u56fd\u4ea7\u6a21\u578b\u7684\u4ef7\u683c\u53d8\u52a8\u548c\u5b9e\u6d4b\u6570\u636e\u6211\u4f1a\u540c\u6b65\u5728\u7fa4\u91cc~<\/p>\n

      \"\"<\/p>\n","protected":false},"excerpt":{"rendered":"

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