{"id":768444,"date":"2026-04-24T14:00:06","date_gmt":"2026-04-24T06:00:06","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=768444"},"modified":"2026-04-24T14:00:06","modified_gmt":"2026-04-24T06:00:06","slug":"%e5%ae%9a%e4%ba%86%ef%bc%8cdeepseek-v4%e9%a6%96%e5%8f%91%e5%8d%8e%e4%b8%ba%e8%8a%af%e7%89%87%ef%bc%81%e5%9b%bd%e4%ba%a7ai%e5%bc%80%e5%a7%8b%e6%89%93%e7%a0%b4%e8%8b%b1%e4%bc%9f%e8%be%be%e5%9e%84","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=768444","title":{"rendered":"\u5b9a\u4e86\uff0cDeepSeek V4\u9996\u53d1\u534e\u4e3a\u82af\u7247\uff01\u56fd\u4ea7AI\u5f00\u59cb\u6253\u7834\u82f1\u4f1f\u8fbe\u5784\u65ad"},"content":{"rendered":"

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u661f\u671f\u4e94\u4e2d\u5348\uff0c\u672c\u8be5\u662f\u76d8\u7b97\u5468\u672b\u53bb\u54ea\u55e8\u7684\u9ec4\u91d1<\/a>\u65f6\u6bb5\u3002\u4f46\u6ca1\u60f3\u5230 DeepSeek \u7a81\u7136\u53cd\u624b\u5c31\u662f\u4e00\u4e2a\u8d85\u7ea7\u52a0\u500d\uff0c\u5c31\u5728\u521a\u521a\uff0c\u6b63\u5f0f\u53d1\u5e03\u5e76\u5f00\u6e90\u4e86 V4 \u7cfb\u5217\u6a21\u578b\u9884\u89c8\u7248\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u4e00\u4e0a\u6765\u5c31\u662f\u738b\u70b8\u7ea7\u522b\uff0c\u800c\u4e14\u53cc\u53cc\u6807\u914d\u767e\u4e07 token \u4e0a\u4e0b\u6587\uff1a<\/p>\n

\u53c2\u6570\u91cf\u8fbe 1.6T \u7684 DeepSeek-V4-Pro\uff0849B \u6fc0\u6d3b\u53c2\u6570\uff09<\/p>\n

284B \u53c2\u6570\u7684 DeepSeek-V4-Flash\uff0813B \u6fc0\u6d3b\u53c2\u6570\uff09<\/p>\n

\u5373\u65e5\u8d77\u53ef\u5728\u5b98\u7f51 chat.deepseek.com \u6216\u5b98\u65b9 App \u4f53\u9a8c\uff0cAPI \u670d\u52a1\u540c\u6b65\u4e0a\u7ebf\u3002<\/p>\n

DeepSeek V4 \u767b\u573a\uff0cAgent \u73a9\u5bb6\u8fce\u6765\u5927\u72c2\u6b22<\/p>\n

Agent \u80fd\u529b\u662f\u6b64\u6b21\u5347\u7ea7\u6700\u6838\u5fc3\u7684\u65b9\u5411\u3002<\/p>\n

V4-Pro \u5df2\u5728 DeepSeek \u5185\u90e8\u4f5c\u4e3a Agentic Coding \u5de5\u5177\u65e5\u5e38\u4f7f\u7528\u3002<\/p>\n

\u5458\u5de5\u7684\u5b9e\u6d4b\u53cd\u9988\u662f\uff1a\u7528\u8d77\u6765\u6bd4 Sonnet 4.5 \u987a\u624b\uff0c\u4ea4\u4ed8\u8d28\u91cf\u63a5\u8fd1 Opus 4.6 \u975e\u601d\u8003\u6a21\u5f0f\uff0c\u548c Opus 4.6 \u601d\u8003\u6a21\u5f0f\u76f8\u6bd4\u8fd8\u6709\u5dee\u8ddd\u3002<\/p>\n

\u5b98\u65b9\u5185\u90e8 R&D \u7f16\u7a0b\u57fa\u51c6\u6d4b\u8bd5\u4e5f\u7ed9\u51fa\u4e86\u7c7b\u4f3c\u7684\u5b9a\u4f4d\uff0c\u7ea6 200 \u4e2a\u6765\u81ea 50 \u4f59\u4f4d\u5de5\u7a0b\u5e08\u7684\u771f\u5b9e\u5de5\u4f5c\u4efb\u52a1\u91cc\uff0cV4-Pro-Max \u7684 Pass Rate \u662f 67%\uff0cSonnet 4.5 \u662f 47%\uff0cOpus 4.5 Thinking \u662f 73%\uff0cOpus 4.6 Thinking \u662f 80%\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u53c2\u4e0e\u5185\u90e8\u8c03\u7814\u7684 85 \u540d\u6709\u4f7f\u7528\u7ecf\u9a8c\u7684\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u4e2d\uff0c\u8d85\u8fc7\u4e5d\u6210\u8ba4\u4e3a V4-Pro \u5df2\u7ecf\u53ef\u4ee5\u4f5c\u4e3a\u9996\u9009\u6216\u63a5\u8fd1\u9996\u9009\u7684\u7f16\u7a0b\u6a21\u578b\u3002<\/p>\n

\u6a21\u578b\u5df2\u9488\u5bf9 Claude Code\u3001OpenClaw\u3001OpenCode\u3001CodeBuddy \u7b49\u4e3b\u6d41 Agent \u4ea7\u54c1\u8fdb\u884c\u4e13\u9879\u9002\u914d\uff0c\u4ee3\u7801\u4efb\u52a1\u4e0e\u6587\u6863\u751f\u6210\u5747\u6709\u63d0\u5347\u3002<\/p>\n

\u5de5\u5177\u8c03\u7528\u65b9\u9762\uff0cV4 \u7cfb\u5217\u5f15\u5165\u4e86\u65b0\u7684 XML \u683c\u5f0f tool-call schema\uff0c\u4ee5\u300c|DSML|\u300d\u7279\u6b8a token \u5212\u5b9a\u8c03\u7528\u8fb9\u754c\u3002\u5b98\u65b9\u8868\u793a\u8fd9\u4e00\u8bbe\u8ba1\u6709\u6548\u51cf\u5c11\u4e86\u8f6c\u4e49\u5931\u8d25\u548c\u5de5\u5177\u8c03\u7528\u9519\u8bef\uff0c\u6bd4\u4e0a\u4e00\u4ee3\u66f4\u53ef\u9760\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u77e5\u8bc6\u4e0e\u63a8\u7406\u5c42\u9762\uff0cV4-Pro \u5728\u4e16\u754c\u77e5\u8bc6\u6d4b\u8bc4\u4e2d\u5927\u5e45\u9886\u5148\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n

SimpleQA-Verified \u5f97\u5206 57.9\uff0c\u6bd4\u6700\u63a5\u8fd1\u7684\u5f00\u6e90\u7ade\u4e89\u8005\u9ad8\u51fa\u7ea6 20 \u4e2a\u767e\u5206\u70b9\uff0c\u53ea\u662f\u7565\u900a\u4e8e Gemini-3.1-Pro \u7684 75.6\u3002\u6570\u5b66\u3001STEM\u3001\u7ade\u8d5b\u4ee3\u7801\u4e09\u9879\u8d85\u8d8a\u5168\u90e8\u5df2\u516c\u5f00\u8bc4\u6d4b\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u8fbe\u5230\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\u6c34\u51c6\u3002<\/p>\n

\u57fa\u5ea7\u6a21\u578b\u5c42\u9762\uff0cV4-Pro-Base \u5728 MMLU 5-shot\u3001MMLU-Pro 5-shot\u3001Simple-QA Verified 25-shot\u3001LongBench-V2 \u957f\u6587\u672c\u8bc4\u6d4b\u4e0a\u7684\u5f97\u5206\u5206\u522b\u4e3a 90.1\u300173.5\u300155.2\u300151.5\uff0c\u5168\u9762\u5927\u5e45\u9886\u5148\u53c2\u6570\u91cf\u76f8\u8fd1\u7684 V3.2-Base\uff08\u5bf9\u5e94\u5206\u522b\u662f 87.8\u300165.5\u300128.3\u300140.2\uff09\u3002<\/p>\n

\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u53c2\u6570\u91cf\u66f4\u5c0f\u7684 V4-Flash-Base \u5728\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u540c\u6837\u8d85\u8d8a\u4e86 V3.2-Base\uff0c\u8bf4\u660e\u67b6\u6784\u5c42\u9762\u7684\u6539\u8fdb\u672c\u8eab\u5e26\u6765\u4e86\u76f8\u5f53\u53ef\u89c2\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n

\u6307\u4ee4\u6a21\u578b\u7684\u6a2a\u5411\u5bf9\u6bd4\u91cc\uff0cV4-Pro Max \u7684 LiveCodeBench Pass@1 \u8fbe\u5230 93.5\uff0cCodeforces Rating \u8fbe\u5230 3206\uff0c\u5747\u4e3a\u53c2\u6d4b\u6a21\u578b\u4e2d\u6700\u9ad8\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u5728 Codeforces \u4eba\u7c7b\u9009\u624b\u6392\u884c\u699c\u4e0a\uff0cV4-Pro-Max \u76ee\u524d\u4f4d\u5217\u7b2c 23 \u540d\u3002IMOAnswerBench Pass@1 \u8fbe\u5230 89.8\uff0c\u4ec5\u6b21\u4e8e GPT-5.4 \u7684 91.4\u3002\u7ade\u8d5b\u6570\u5b66\u57fa\u51c6 HMMT 2026 Feb Pass@1 \u4e3a 95.2\uff0c\u548c Opus-4.6 Max \u7684 96.2 \u53ca GPT-5.4 \u7684 97.7 \u5dee\u8ddd\u5f88\u5c0f\u3002Apex Shortlist Pass@1 \u8fbe\u5230 90.2\uff0c\u8d85\u8fc7\u540c\u573a\u5bf9\u6bd4\u7684\u6240\u6709\u6a21\u578b\u3002<\/p>\n

Agent \u8bc4\u6d4b\u65b9\u9762\uff0cSWE Verified Resolved \u4e3a 80.6\uff0c\u548c Opus-4.6 Max \u7684 80.8 \u57fa\u672c\u6301\u5e73\u3002<\/p>\n

BrowseComp Pass@1 \u4e3a 83.4\uff0cMCPAtlas Public Pass@1 \u4e3a 73.6\uff0c\u5747\u5904\u4e8e\u53c2\u6d4b\u6a21\u578b\u524d\u5217\u3002\u540e\u4e24\u9879\u6570\u5b57\u8bf4\u660e V4 \u5bf9 MCP \u5de5\u5177\u751f\u6001\u7684\u517c\u5bb9\u80fd\u529b\u5f88\u624e\u5b9e\uff0c\u5e76\u975e\u53ea\u5728\u5185\u90e8\u6846\u67b6\u4e0a\u8868\u73b0\u826f\u597d\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u957f\u6587\u672c\u8bc4\u6d4b\u4e0a\uff0cMRCR 1M MMR \u4e3a 83.5\uff0cCorpusQA 1M ACC \u4e3a 62.0\uff0c\u8d85\u8fc7 Gemini-3.1-Pro \u7684 76.3 \u548c 53.8\uff0c\u4f46\u5728 MRCR \u4e0a\u4ecd\u843d\u540e Claude Opus 4.6 \u7684 92.9\u3002<\/p>\n

\u4ece\u5206\u6bb5\u6570\u636e\u6765\u770b\uff0c128K \u4ee5\u5185\u7684\u68c0\u7d22\u80fd\u529b\u76f8\u5f53\u7a33\u5b9a\uff0c128K \u4e4b\u540e\u5f00\u59cb\u51fa\u73b0\u660e\u663e\u4e0b\u6ed1\uff0c\u4f46 1M \u65f6\u7684\u8868\u73b0\u4f9d\u7136\u8d85\u8fc7\u5927\u591a\u6570\u540c\u7c7b\u6a21\u578b\u3002<\/p>\n

\u4e2d\u6587\u5199\u4f5c\u540c\u6837\u662f V4-Pro \u7684\u5f3a\u9879\u3002<\/p>\n

\u5b98\u65b9\u5c06 Gemini-3.1-Pro \u4f5c\u4e3a\u4e2d\u6587\u5199\u4f5c\u7684\u5bf9\u6807\u57fa\u51c6\u6a21\u578b\uff0c\u5728\u5305\u542b 3170 \u6761\u6837\u672c\u7684\u529f\u80fd\u6027\u5199\u4f5c\u8bc4\u6d4b\u4e2d\uff0cV4-Pro \u7684\u80dc\u7387\u4e3a 62.7%\uff0cGemini \u4e3a 34.1%\u3002<\/p>\n

\u521b\u610f\u5199\u4f5c\u65b9\u9762\uff0cV4-Pro \u5728\u5199\u4f5c\u8d28\u91cf\u4e0a\u7684\u80dc\u7387\u8fbe\u5230 77.5%\u3002\u4e0d\u8fc7\u9047\u5230\u9ad8\u96be\u5ea6\u6307\u4ee4\u7ea6\u675f\u6216\u591a\u8f6e\u5199\u4f5c\u573a\u666f\uff0cClaude Opus 4.5 \u4ecd\u6709\u4f18\u52bf\uff0c\u80dc\u7387\u662f 52.0% \u5bf9 45.9%\u3002<\/p>\n

\u522b\u628a Flash \u5f53\u300c\u4e10\u7248\u300d\uff0c\u9009\u5bf9\u601d\u8003\u6a21\u5f0f\u624d\u662f\u738b\u9053<\/p>\n

\u5f88\u591a\u4eba\u770b\u5230 Pro \u548c Flash \u4e24\u4e2a\u6863\u4f4d\uff0c\u7b2c\u4e00\u53cd\u5e94\u662f\u300cFlash \u5c31\u662f\u964d\u914d\u7248\u300d\u3002<\/p>\n

\u9519\uff0c\u5927\u9519\u7279\u9519\u3002 DeepSeek \u7684\u5b9a\u4f4d\u903b\u8f91\u8981\u66f4\u590d\u6742\uff0cV4-Flash \u7684\u53c2\u6570\u91cf\u548c\u6fc0\u6d3b\u91cf\u90fd\u5c0f\u5f97\u591a\uff0cAPI \u4ef7\u683c\u66f4\u6709\u7ade\u4e89\u529b\u3002\u63a8\u7406\u80fd\u529b\u548c Pro \u5f88\u63a5\u8fd1\uff0c\u4e16\u754c\u77e5\u8bc6\u50a8\u5907\u7a0d\u900a\uff0c<\/p>\n

\u7b80\u5355 Agent \u4efb\u52a1\u4e0a\u4e24\u8005\u5dee\u8ddd\u4e0d\u5927\u3002\u771f\u6b63\u62c9\u5f00\u5dee\u8ddd\u7684\u662f\u9ad8\u96be\u5ea6\u4efb\u52a1\uff0c\u4ee5\u53ca\u601d\u8003\u6a21\u5f0f\u7684\u9009\u62e9\u3002<\/p>\n

\u5728 Think Max \u6a21\u5f0f\u4e0b\uff0cV4-Flash \u7684\u63a8\u7406\u6027\u80fd\u53ef\u4ee5\u5927\u5e45\u8ffd\u8fd1 Pro\uff1aLiveCodeBench Flash Max \u8fbe\u5230 91.6\uff0cCodeforces Flash Max Rating \u8fbe\u5230 3052\uff0cGPQA Diamond Pass@1 \u8fbe\u5230 88.1\uff0cIMOAnswerBench Pass@1 \u8fbe\u5230 88.4\uff0c\u548c Pro Max \u7684\u5dee\u8ddd\u5df2\u76f8\u5f53\u6709\u9650\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u65e5\u5e38\u4efb\u52a1\u7528 Flash\uff0c\u9047\u5230\u786c\u9aa8\u5934\u5f00 Think Max\uff0c\u6027\u4ef7\u6bd4\u5f88\u9ad8\u3002<\/p>\n

\u6a21\u5f0f\u4e4b\u95f4\u7684\u6027\u80fd\u843d\u5dee\u8fdc\u6bd4\u7248\u672c\u4e4b\u95f4\u7684\u843d\u5dee\u5927\u3002\u4ee5 V4-Pro \u4e3a\u4f8b\uff0cHLE Pass@1 \u4ece\u975e\u601d\u8003\u6a21\u5f0f\u7684 7.7 \u63d0\u5347\u81f3 Max \u6a21\u5f0f\u7684 37.7\uff0cApex Pass@1 \u4ece 0.4 \u63d0\u5347\u81f3 38.3\uff0cBrowseComp Pass@1 \u4ece\u65e0\u6cd5\u8bc4\u6d4b\u8dc3\u5347\u81f3 83.4\u3002\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u9009\u5bf9\u601d\u8003\u5f3a\u5ea6\uff0c\u6bd4\u7ea0\u7ed3\u9009\u54ea\u4e2a\u7248\u672c\u8981\u91cd\u8981\u5f97\u591a\u3002<\/p>\n

\u4e24\u6b3e\u6a21\u578b\u5747\u652f\u6301\u4e09\u79cd\u63a8\u7406\u5f3a\u5ea6\uff0c\u53ef\u901a\u8fc7 reasoning_effort \u53c2\u6570\u5207\u6362\u3002<\/p>\n

\u975e\u601d\u8003\u6a21\u5f0f\u54cd\u5e94\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u65e5\u5e38\u8f7b\u91cf\u4efb\u52a1\uff1bThink High \u5f00\u542f\u663e\u5f0f\u903b\u8f91\u63a8\u7406\uff0c\u9002\u5408\u590d\u6742\u95ee\u9898\u4e0e\u89c4\u5212\uff1bThink Max \u63a8\u7406\u80fd\u529b\u62c9\u6ee1\uff0c\u9002\u5408\u63a2\u7d22\u6a21\u578b\u4e0a\u9650\uff0c\u5b98\u65b9\u5efa\u8bae\u4e0a\u4e0b\u6587\u7a97\u53e3\u81f3\u5c11\u8bbe\u7f6e\u4e3a 384K token\uff0c\u590d\u6742 Agent \u573a\u666f\u5219\u76f4\u63a5\u8bbe\u6210 max\u3002<\/p>\n

Think Max \u6a21\u5f0f\u4e0b\u8fd8\u6709\u4e00\u6bb5\u989d\u5916\u6ce8\u5165\u5230\u7cfb\u7edf\u63d0\u793a\u5f00\u5934\u7684\u6307\u4ee4\uff0c\u8981\u6c42\u6a21\u578b\u300c\u4ee5\u7edd\u5bf9\u6700\u5927\u529b\u5ea6\u63a8\u7406\uff0c\u4e0d\u5141\u8bb8\u8d70\u6377\u5f84\u300d\uff0c\u5e76\u5f3a\u5236\u8981\u6c42\u628a\u6bcf\u4e00\u6b65\u63a8\u7406\u3001\u6bcf\u4e00\u4e2a\u88ab\u5426\u5b9a\u7684\u5047\u8bbe\u90fd\u663e\u5f0f\u5199\u51fa\u6765\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u8fd9\u79cd\u8bbe\u8ba1\u7684\u6548\u679c\u4ece\u6570\u636e\u4e0a\u770b\u76f8\u5f53\u660e\u663e\uff0c\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u540c\u4e00\u4e2a\u6a21\u578b\u5728\u4e0d\u540c\u6a21\u5f0f\u4e0b\u7684\u8868\u73b0\u5dee\u8ddd\u5982\u6b64\u4e4b\u5927\u3002<\/p>\n

\u767e\u4e07\u957f\u4e0a\u4e0b\u6587\uff0c\u69a8\u5e72\u6bcf\u4e00\u4e2a token<\/p>\n

\u767e\u4e07 token \u4e0a\u4e0b\u6587\u6709\u4e0d\u5c11\u6a21\u578b\u90fd\u5728\u5ba3\u4f20\uff0c\u4f46\u6491\u8d77\u8fd9\u4e2a\u89c4\u6a21\u7684\u5de5\u7a0b\u4ee3\u4ef7\u662f\u5b8c\u5168\u4e0d\u4e00\u6837\u7684\u3002<\/p>\n

DeepSeek V4 \u5728\u67b6\u6784\u5c42\u9762\u505a\u4e86\u6bd4\u8f83\u5927\u7684\u8c03\u6574\u3002\u6ce8\u610f\u529b\u673a\u5236\u662f\u8fd9\u6b21\u6539\u52a8\u7684\u6838\u5fc3\u3002\u4f20\u7edf\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u91cf\u968f\u5e8f\u5217\u957f\u5ea6\u5e73\u65b9\u589e\u957f\uff0c\u4e0a\u4e0b\u6587\u4e00\u957f\u5c31\u6210\u4e86\u6700\u4e3b\u8981\u7684\u8ba1\u7b97\u74f6\u9888\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

V4 \u5f15\u5165\u4e86\u4e24\u79cd\u538b\u7f29\u6ce8\u610f\u529b\u5e76\u4ea4\u66ff\u4f7f\u7528\u3002CSA \u628a\u6bcf m \u4e2a token \u7684 KV \u7f13\u5b58\u538b\u7f29\u4e3a\u4e00\u6761\uff0c\u518d\u7528\u7a00\u758f\u6ce8\u610f\u529b\u53ea\u6311\u5176\u4e2d k \u6761\u53c2\u4e0e\u6838\u5fc3\u8ba1\u7b97\uff1bHCA \u5219\u7528\u66f4\u6fc0\u8fdb\u7684\u538b\u7f29\u7387\uff0c\u628a\u66f4\u957f\u533a\u95f4\u7684 token \u538b\u7f29\u4e3a\u4e00\u6761\uff0c\u4f46\u4fdd\u6301\u7a20\u5bc6\u6ce8\u610f\u529b\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

CSA \u91cc\u8fd8\u6709\u4e00\u4e2a\u95ea\u7535\u7d22\u5f15\u5668\uff0c\u7528 FP4 \u4f4e\u7cbe\u5ea6\u5feb\u901f\u7b97\u51fa\u6bcf\u4e2a\u67e5\u8be2 token \u548c\u5404\u538b\u7f29\u5757\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5f97\u5206\uff0c\u518d\u6311\u51fa top-k \u4e2a\u5757\u53c2\u4e0e\u540e\u7eed\u6ce8\u610f\u529b\uff0c\u8fdb\u4e00\u6b65\u538b\u7f29\u8ba1\u7b97\u91cf\u3002\u4e3a\u4e86\u907f\u514d\u538b\u7f29\u635f\u5931\u5c40\u90e8\u7ec6\u8282\uff0c\u4e24\u79cd\u6ce8\u610f\u529b\u90fd\u989d\u5916\u5f15\u5165\u4e86\u6ed1\u52a8\u7a97\u53e3\u5206\u652f\uff0c\u8ba9\u6bcf\u4e2a token \u80fd\u5b8c\u6574\u770b\u5230\u6700\u8fd1\u7684\u82e5\u5e72\u4e2a\u76f8\u90bb token\u3002<\/p>\n

\u6548\u679c\u662f\u663e\u8457\u7684\uff0c\u5728 1M \u4e0a\u4e0b\u6587\u573a\u666f\u4e0b\uff0cV4-Pro \u7684\u5355 token \u63a8\u7406\u8ba1\u7b97\u91cf\u4ec5\u4e3a V3.2 \u7684 27%\uff0cKV \u7f13\u5b58\u5360\u7528\u964d\u81f3 V3.2 \u7684 10%\u3002V4-Flash \u66f4\u6fc0\u8fdb\uff0c\u540c\u6837\u573a\u666f\u4e0b\u63a8\u7406\u8ba1\u7b97\u91cf\u4ec5\u4e3a V3.2 \u7684 10%\uff0cKV \u7f13\u5b58\u964d\u81f3 7%\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u5b98\u65b9\u8868\u793a\uff0c\u767e\u4e07\u4e0a\u4e0b\u6587\u4ece\u73b0\u5728\u8d77\u5c06\u662f DeepSeek \u6240\u6709\u5b98\u65b9\u670d\u52a1\u7684\u6807\u914d\u3002<\/p>\n

\u771f·\u5c31\u957f\u957f\u957f\u957f\u957f\u957f\u957f\u957f\u3002<\/p>\n

\u9664\u6ce8\u610f\u529b\u673a\u5236\u5916\uff0cV4 \u8fd8\u5f15\u5165\u4e86\u6d41\u5f62\u7ea6\u675f\u8d85\u8fde\u63a5\uff08mHC\uff09\u6765\u5f3a\u5316\u6b8b\u5dee\u8fde\u63a5\u3002<\/p>\n

\u4f20\u7edf\u6b8b\u5dee\u8fde\u63a5\u628a\u5c42\u4e0e\u5c42\u4e4b\u95f4\u7684\u4fe1\u53f7\u76f4\u63a5\u76f8\u52a0\uff0c\u800c mHC \u628a\u6b8b\u5dee\u6d41\u7684\u5bbd\u5ea6\u6269\u5c55\u82e5\u5e72\u500d\uff0c\u518d\u901a\u8fc7\u4e09\u7ec4\u53ef\u5b66\u4e60\u7684\u7ebf\u6027\u6620\u5c04\u52a8\u6001\u63a7\u5236\u4fe1\u53f7\u7684\u6df7\u5408\u65b9\u5f0f\u3002<\/p>\n

\u8d1f\u8d23\u6b8b\u5dee\u53d8\u6362\u7684\u77e9\u9635\u88ab\u7ea6\u675f\u5728\u53cc\u968f\u673a\u77e9\u9635\u96c6\u5408\u4e0a\uff0c\u4fdd\u8bc1\u8c31\u8303\u6570\u4e0d\u8d85\u8fc7 1\uff0c\u8ba9\u8de8\u5c42\u4fe1\u53f7\u4f20\u64ad\u66f4\u52a0\u7a33\u5b9a\u3002<\/p>\n

\u8bad\u7ec3\u5c42\u9762\u91c7\u7528 Muon \u4f18\u5316\u5668\uff0c\u901a\u8fc7\u8fed\u4ee3\u6b63\u4ea4\u5316\u68af\u5ea6\u77e9\u9635\u6765\u66f4\u65b0\u53c2\u6570\uff0c\u52a0\u5feb\u6536\u655b\u901f\u5ea6\u5e76\u63d0\u5347\u7a33\u5b9a\u6027\uff0c\u548c AdamW \u6df7\u7528\uff1a\u5927\u591a\u6570\u6a21\u5757\u7528 Muon\uff0c\u5d4c\u5165\u5c42\u3001\u9884\u6d4b\u5934\u3001RMSNorm \u6743\u91cd\u4ecd\u7528 AdamW\u3002<\/p>\n

\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9047\u5230\u4e86 loss spike \u95ee\u9898\u3002<\/p>\n

DeepSeek \u6478\u7d22\u51fa\u4e24\u4e2a\u6709\u6548\u624b\u6bb5\u3002\u7b2c\u4e00\u4e2a\u53eb\u300c\u9884\u671f\u6027\u8def\u7531\u300d\uff0c\u5728\u7b2c t \u6b65\u8bad\u7ec3\u65f6\u7528\u7b2c t-\u0394t \u6b65\u7684\u65e7\u53c2\u6570\u8ba1\u7b97\u8def\u7531\u7d22\u5f15\uff0c\u628a\u9aa8\u5e72\u7f51\u7edc\u548c\u8def\u7531\u7f51\u7edc\u7684\u66f4\u65b0\u89e3\u8026\uff0c\u6253\u7834\u4e24\u8005\u4e4b\u95f4\u7684\u6076\u6027\u5faa\u73af\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u662f\u5bf9 SwiGLU \u6fc0\u6d3b\u51fd\u6570\u7684\u7ebf\u6027\u5206\u91cf\u505a\u622a\u65ad\uff0c\u628a\u6570\u503c\u8303\u56f4\u94b3\u5236\u5728 [-10, 10] \u4ee5\u5185\uff0c\u76f4\u63a5\u538b\u5236\u5f02\u5e38\u503c\u7684\u51fa\u73b0\u3002\u8865\u8d27\uff0c\u4e24\u79cd\u65b9\u6cd5\u76ee\u524d\u53ea\u77e5\u9053\u6709\u6548\uff0c\u673a\u7406\u8fd8\u4e0d\u591f\u6e05\u6670\uff0cDeepSeek \u5728\u8bba\u6587\u4e2d\u5766\u627f\u8fd9\u4e2a\u95ee\u9898\u7559\u5f85\u540e\u7eed\u7814\u7a76\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

\u6b64\u5916\uff0c\u4e24\u6b3e\u6a21\u578b\u5747\u5728\u8d85\u8fc7 32T token \u7684\u9ad8\u8d28\u91cf\u6570\u636e\u4e0a\u5b8c\u6210\u9884\u8bad\u7ec3\uff0c\u6570\u636e\u6784\u6210\u6db5\u76d6\u6570\u5b66\u3001\u4ee3\u7801\u3001\u7f51\u9875\u3001\u957f\u6587\u6863\u7b49\u591a\u4e2a\u7c7b\u522b\uff0c\u4e2d\u671f\u8bad\u7ec3\u9636\u6bb5\u8fd8\u989d\u5916\u52a0\u5165\u4e86 agentic \u6570\u636e\u6765\u5f3a\u5316\u4ee3\u7801\u80fd\u529b\u3002<\/p>\n

\u8bad\u7ec3\u540e\u9636\u6bb5\u91c7\u7528\u4e24\u6b65\u8303\u5f0f\uff0c\u5148\u901a\u8fc7 SFT \u4e0e GRPO \u5f3a\u5316\u5b66\u4e60\u72ec\u7acb\u57f9\u517b\u9886\u57df\u4e13\u5bb6\uff0c\u6db5\u76d6\u6570\u5b66\u3001\u4ee3\u7801\u3001Agent\u3001\u6307\u4ee4\u8ddf\u968f\u7b49\u591a\u4e2a\u65b9\u5411\uff0c\u518d\u7ecf\u5728\u7ebf\u84b8\u998f\uff08OPD\uff09\u5c06\u5404\u9886\u57df\u80fd\u529b\u6574\u5408\u8fdb\u5355\u4e00\u6a21\u578b\u3002<\/p>\n

OPD \u91c7\u7528\u5168\u8bcd\u8868 logit \u84b8\u998f\u800c\u975e token \u7ea7 KL \u4f30\u8ba1\uff0c\u68af\u5ea6\u4f30\u8ba1\u66f4\u7a33\u5b9a\uff0c\u77e5\u8bc6\u8fc1\u79fb\u66f4\u5b8c\u6574\uff0c\u4ee3\u4ef7\u662f\u5de5\u7a0b\u5b9e\u73b0\u96be\u5ea6\u5927\u5e45\u63d0\u5347\u2014\u2014\u8d85\u8fc7\u5341\u4e2a\u6559\u5e08\u6a21\u578b\u7684\u6743\u91cd\u88ab\u96c6\u4e2d\u5b58\u50a8\u3001\u6309\u9700\u52a0\u8f7d\uff0c\u9690\u85cf\u5c42\u72b6\u6001\u4e5f\u505a\u4e86\u4e13\u95e8\u7f13\u5b58\u4ee5\u907f\u514d\u663e\u5b58\u7206\u70b8\u3002<\/p>\n

\u5f53\u7136\uff0c\u6e90\u795e\uff0c\u4f9d\u7136\u662f\u90a3\u4e2a\u6e90\u795e\uff01<\/p>\n

\u76ee\u524d\u56db\u4e2a\u6743\u91cd\u7248\u672c\u5747\u5df2\u5f00\u6e90\uff0c\u53ef\u5728 HuggingFace \u6216 ModelScope \u4e0b\u8f7d\u3002<\/p>\n

Base \u7248\u672c\u91c7\u7528 FP8 Mixed \u7cbe\u5ea6\uff0c\u6307\u4ee4\u7248\u672c\u91c7\u7528 FP4 \u4e0e FP8 \u6df7\u5408\u7cbe\u5ea6\uff0cMoE \u4e13\u5bb6\u53c2\u6570\u4f7f\u7528 FP4\uff0c\u5176\u4f59\u53c2\u6570\u4f7f\u7528 FP8\u3002<\/p>\n

FP4 \u5230 FP8 \u7684\u53cd\u91cf\u5316\u662f\u65e0\u635f\u7684\uff0c\u56e0\u4e3a FP8\uff08E4M3\uff09\u6bd4 FP4\uff08E2M1\uff09\u591a\u4e24\u4f4d\u6307\u6570\u4f4d\uff0c\u52a8\u6001\u8303\u56f4\u66f4\u5927\uff0c\u80fd\u5b8c\u6574\u5438\u6536 FP4 \u7684\u91cf\u5316\u4fe1\u606f\u3002\u672c\u5730\u90e8\u7f72\u5efa\u8bae\u5c06\u91c7\u6837\u53c2\u6570\u8bbe\u4e3a temperature=1.0\u3001top_p=1.0\u3002<\/p>\n

\u6b64\u6b21\u53d1\u5e03\u672a\u63d0\u4f9b Jinja \u683c\u5f0f chat template\uff0c\u5b98\u65b9\u5728 encoding \u6587\u4ef6\u5939\u4e2d\u63d0\u4f9b\u4e86 Python \u811a\u672c\u4e0e\u6d4b\u8bd5\u7528\u4f8b\uff0c\u8bf4\u660e\u5982\u4f55\u5c06 OpenAI<\/a> \u517c\u5bb9\u683c\u5f0f\u7684\u6d88\u606f\u7f16\u7801\u4e3a\u6a21\u578b\u8f93\u5165\u5b57\u7b26\u4e32\uff0c\u4ee5\u53ca\u5982\u4f55\u89e3\u6790\u6a21\u578b\u7684\u6587\u672c\u8f93\u51fa\u3002<\/p>\n

\"\u5b9a\u4e86\uff0cDeepSeek<\/p>\n

API \u63a5\u5165\u65b9\u9762\uff0cV4-Pro \u4e0e V4-Flash \u5df2\u540c\u6b65\u4e0a\u7ebf\uff0c\u540c\u65f6\u652f\u6301 OpenAI ChatCompletions \u63a5\u53e3\u4e0e Anthropic \u63a5\u53e3\u3002\u4ef7\u683c\u5982\u4e0a\uff0c\u8c03\u7528\u65f6 base_url \u4e0d\u53d8\uff0cmodel \u53c2\u6570\u6539\u4e3a deepseek-v4-pro \u6216 deepseek-v4-flash \u5373\u53ef\u3002<\/p>\n

\u65e7\u63a5\u53e3\u540d\u79f0 deepseek-chat \u4e0e deepseek-reasoner \u5c06\u4e8e\u4e09\u4e2a\u6708\u540e\uff082026 \u5e74 7 \u6708 24 \u65e5\uff09\u505c\u6b62\u4f7f\u7528\uff0c\u5f53\u524d\u9636\u6bb5\u4e24\u8005\u5206\u522b\u6307\u5411 V4-Flash \u7684\u975e\u601d\u8003\u6a21\u5f0f\u4e0e\u601d\u8003\u6a21\u5f0f\uff0c\u5f00\u53d1\u8005\u9700\u5728\u622a\u6b62\u65e5\u671f\u524d\u5b8c\u6210\u8fc1\u79fb\u3002\u770b\u6765\u8fd9\u4e2a\u5468\u672b\u6709\u5f97\u5fd9\u4e86\u3002<\/p>\n

\u9664\u4e86\u6280\u672f\u67b6\u6784\uff0cDeepSeek V4 \u8fd9\u6b21\u4e00\u4e2a\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u53d8\u5316\uff0c\u662f\u82f1\u4f1f\u8fbe\u4e0d\u518d\u662f\u552f\u4e00\u9009\u9879\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0c DeepSeek \u6ca1\u6709\u7ed9\u82f1\u4f1f\u8fbe\u6216 AMD \u63d0\u524d\u4f18\u5316\u9002\u914d\u7684\u673a\u4f1a\uff0c\u800c\u662f\u628a\u65e9\u671f\u8bbf\u95ee\u6743\u9650\u72ec\u5bb6\u5f00\u653e\u7ed9\u4e86\u56fd\u4ea7\u82af\u7247<\/a>\u5382\u5546\u3002\u8fd9\u610f\u5473\u7740\uff0c\u56fd\u4ea7\u6a21\u578b\u5728\u300c\u53bb\u82f1\u4f1f\u8fbe\u5316\u300d\u8fc8\u51fa\u4e86\u91cd\u8981\u7684\u4e00\u6b65\u3002<\/p>\n

\u56fe\u7247<\/p>\n

DeepSeek \u9009\u62e9\u5728 V4 \u8fd9\u4e2a\u8282\u70b9\u4e0a\u505a\u8fd9\u4ef6\u4e8b\uff0c\u65f6\u673a\u5f88\u7cbe\u51c6\u3002<\/p>\n

V4 \u7684\u6027\u80fd\u5df2\u7ecf\u6bd4\u80a9\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\uff0c\u5982\u679c\u5b83\u53ea\u80fd\u8dd1\u5728\u82f1\u4f1f\u8fbe\u82af\u7247\u4e0a\uff0c\u90a3\u300c\u56fd\u4ea7\u6700\u5f3a\u5f00\u6e90\u6a21\u578b\u300d\u8fd9\u4e2a\u6807\u7b7e\u603b\u663e\u5f97\u5dee\u4e00\u53e3\u6c14\u3002\u73b0\u5728\u5b83\u8dd1\u901a\u4e86\u6607\u817e\uff0c\u8fd9\u4e2a\u53d9\u4e8b\u4e5f\u6709\u6240\u5b8c\u6574\uff1a\u7b97\u6cd5\u662f\u81ea\u5df1\u7684\uff0c\u4ee3\u7801\u662f\u5f00\u6e90\u7684\uff0c\u82af\u7247\u662f\u56fd\u4ea7\u7684\u3002<\/p>\n

\u5de7\u5408\u7684\u662f\uff0c\u9ec4\u4ec1\u52cb\u6700\u8fd1\u5c31\u5728\u4e0e\u79d1\u6280\u64ad\u5ba2 Dwarkesh Patel \u7684\u8bbf\u8c08\u8282\u76ee\u4e2d\u8868\u793a\uff0cDeepSeek\u4e0d\u662f\u4e00\u4e2a\u65e0\u8db3\u8f7b\u91cd\u7684\u8fdb\u5c55\u3002<\/p>\n<\/p>\n

\u4ed6\u8fd8\u5047\u8bbe\u4e86\u4e00\u4e2a\u60c5\u51b5\uff0c\u90a3\u5c31\u662f DeepSeek \u65b0\u6a21\u578b\u5728\u534e\u4e3a<\/a>\u5e73\u53f0\u4e0a\u9996\u53d1\uff0c\u9ec4\u4ec1\u52cb\u8868\u793a\u8fd9\u4e00\u5929\u5bf9\u7f8e\u56fd<\/a>\u6765\u8bf4\u5c06\u662f\u4e00\u4e2a\u53ef\u6015\u7684\u7ed3\u679c\uff0c\u56e0\u4e3a\u8fd9\u610f\u5473\u7740 AI \u6a21\u578b\u88ab\u4f18\u5316\u4e3a\u5728\u4e2d\u56fd AI \u786c\u4ef6\u4e0a\u8868\u73b0\u6700\u4f73\uff0c\u800c\u8fd9\u4e9b\u6a21\u578b\u6269\u6563\u5230\u5168\u7403\u4e4b\u540e\uff0c\u5c31\u4f1a\u63a8\u52a8\u4e2d\u56fd\u6280\u672f\u6210\u4e3a\u4e16\u754c\u6807\u51c6\u3002<\/p>\n

DeepSeek \u7528\u4e07\u4ebf\u53c2\u6570\u7ea7\u522b\u7684\u6a21\u578b\u9a8c\u8bc1\u4e86\u6607\u817e\u53ef\u4ee5\u627f\u8f7d\u9876\u7ea7\u5927\u6a21\u578b\u7684\u63a8\u7406\uff0c\u8fd9\u5bf9\u6574\u4e2a\u56fd\u4ea7\u7b97\u529b\u751f\u6001\u662f\u4e00\u9488\u5f3a\u5fc3\u5242\u3002\u56fd\u5185\u5927\u5382\u672c\u5c31\u5728\u52a0\u5927\u6607\u817e\u82af\u7247\u7684\u91c7\u8d2d\u529b\u5ea6\uff0cV4 \u7684\u6210\u529f\u9002\u914d\u8ba9\u8fd9\u4e2a\u51b3\u7b56\u6709\u4e86\u66f4\u5145\u5206\u7684\u6280\u672f\u80cc\u4e66\u3002\u5bd2\u6b66\u7eaa\u3001\u6d77\u5149\u4fe1\u606f\u7b49\u5176\u4ed6\u56fd\u4ea7\u82af\u7247\u5382\u5546\u4e5f\u4f1a\u88ab\u5012\u903c\u7740\u52a0\u901f\u81ea\u5df1\u7684\u5927\u6a21\u578b\u9002\u914d\u8fdb\u5ea6\u3002<\/p>\n

\u4e00\u4e2a\u9876\u7ea7\u5f00\u6e90\u6a21\u578b\u7684\u82af\u7247\u9009\u62e9\uff0c\u6b63\u5728\u64ac\u52a8\u4e00\u6574\u6761\u4ea7\u4e1a\u94fe\u7684\u6d17\u724c\u3002<\/p>\n

DeepSeek-V4 \u6a21\u578b\u5f00\u6e90\u94fe\u63a5\uff1a<\/p>\n

https:\/\/huggingface.co\/collections\/deepseek-ai\/deepseek-v4<\/p>\n

https:\/\/modelscope.cn\/collections\/deepseek-ai\/DeepSeek-V4<\/p>\n

DeepSeek-V4 \u6280\u672f\u62a5\u544a\uff1a<\/p>\n

https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4-Pro\/blob\/main\/DeepSeek_V4.pdf<\/p>\n

(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u661f\u671f\u4e94\u4e2d\u5348\uff0c\u672c\u8be5\u662f\u76d8\u7b97\u5468\u672b\u53bb\u54ea\u55e8\u7684\u9ec4\u91d1\u65f6\u6bb5\u3002\u4f46\u6ca1\u60f3\u5230 DeepSeek \u7a81\u7136\u53cd\u624b\u5c31\u662f\u4e00\u4e2a\u8d85\u7ea7\u52a0\u500d\uff0c\u5c31\u5728\u521a\u521a\uff0c\u6b63 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[378,71,23,367,339,51],"views":5,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/768444"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=768444"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/768444\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=768444"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=768444"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=768444"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}