{"id":180,"date":"2026-05-23T07:02:41","date_gmt":"2026-05-22T23:02:41","guid":{"rendered":"https:\/\/zoran.090702.xyz\/?p=180"},"modified":"2026-05-23T07:02:41","modified_gmt":"2026-05-22T23:02:41","slug":"deepseek-v4-pro-%e6%b0%b8%e4%b9%85%e9%99%8d%e4%bb%b775%ef%bc%9aai-api%e4%bb%b7%e6%a0%bc%e6%88%98%e7%9a%84%e7%bb%88%e5%b1%80%e8%bf%98%e6%98%af%e5%bc%80%e5%a7%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/zoran.090702.xyz\/?p=180","title":{"rendered":"DeepSeek V4 Pro \u6c38\u4e45\u964d\u4ef775%\uff1aAI API\u4ef7\u683c\u6218\u7684\u7ec8\u5c40\u8fd8\u662f\u5f00\u59cb\uff1f"},"content":{"rendered":"

\u4e0a\u5468\u5237Hacker News\uff0c\u770b\u5230DeepSeek V4 Pro\u90a3\u6761\u5e16\u5b50\u6302\u5728\u70ed\u699c\u4e0a\u5927\u534a\u5929\u2014\u2014260\u4e2a\u8d5e\uff0c150\u591a\u6761\u8bc4\u8bba\uff0c\u8ba8\u8bba\u7684\u70ed\u5ea6\u4e0d\u4e9a\u4e8eOpenAI\u53d1\u65b0\u6a21\u578b\u3002\u70b9\u8fdb\u53bb\u4e00\u770b\uff0c\u597d\u5bb6\u4f19\uff0cV4 Pro\u90a3\u4e2a75%\u7684\u6298\u6263\u4ece\u4e34\u65f6\u4fc3\u9500\u76f4\u63a5\u53d8\u6210\u6c38\u4e45\u5b9a\u4ef7\u4e86\u3002<\/p>\n

\u8bf4\u5b9e\u8bdd\uff0c\u7b2c\u4e00\u65f6\u95f4\u6211\u662f\u4e0d\u4fe1\u7684\u3002V4 Pro\u539f\u59cb\u4ef7\u683c\u662f $1.74\/M input tokens\uff08cache miss\uff09\u3001$3.48\/M output tokens\uff0c\u6253\u6298\u540e\u4e00\u8def\u964d\u5230 $0.435 \u548c $0.87\u3002\u4fc3\u9500\u672c\u67655\u670831\u53f7\u5230\u671f\uff0c\u7ed3\u679cDeepSeek\u76f4\u63a5\u8bf4\uff1a\u4e0d\u6062\u590d\u4e86\uff0c\u4ee5\u540e\u5c31\u8fd9\u4e2a\u4ef7\u3002<\/p>\n

\u8fd9\u5df2\u7ecf\u4e0d\u662f\u964d\u4ef7\u4e86\uff0c\u8fd9\u662f\u6380\u684c\u5b50\u3002<\/p>\n

## \u4ef7\u683c\u5dee\u6709\u591a\u5927\uff1f\u62c9\u4e2a\u8868\u770b\u770b<\/p>\n

\u62ffoutput token\u4ef7\u683c\uff08\u6bcf\u767e\u4e07token\uff09\u6765\u6bd4\uff1a<\/p>\n

| \u6a21\u578b | \u4ef7\u683c\uff08$\/1M output\uff09 |
\n|—|—|
\n| GPT-5.5 | $30.00 |
\n| Claude Opus 4.7 | $25.00 |
\n| Qwen 3.7 Max | $7.50 |
\n| GLM 1.5 | $3.08 |
\n| Grok 4.3 | $2.50 |
\n| **DeepSeek V4 Pro** | **$0.87** |
\n| DeepSeek V4 Flash | $0.28 |<\/p>\n

V4 Pro\u6bd4GPT-5.5\u4fbf\u5b9c\u4e86**34\u500d**\uff0c\u6bd4Opus 4.7\u4fbf\u5b9c\u4e86**28\u500d**\u3002\u800c\u5b83\u672c\u8eab\u662f\u4e2a\u6b63\u7ecf\u7684\u65d7\u8230\u6a21\u578b\u2014\u20141M\u4e0a\u4e0b\u6587\u3001384K max output\u3001\u652f\u6301thinking mode\u548ctool calls\u3002\u4e0d\u662f\u9609\u5272\u7248\uff0c\u4e0d\u662f\u84b8\u998f\u7248\u3002<\/p>\n

V4 Flash\u66f4\u5938\u5f20\uff0coutput\u53ea\u8981$0.28\uff0ccache hit\u66f4\u662f\u4f4e\u5230$0.0028\u3002\u8fd9\u662f\u4ec0\u4e48\u6982\u5ff5\uff1f\u6211\u7684Cline\u548copencode\u73b0\u5728\u57fa\u672c\u5168\u5929\u6302\u5728V4 Flash\u4e0a\u5199\u4ee3\u7801\uff0c\u4e00\u5929\u4e0b\u6765\u82b1\u4e0d\u5230\u4e24\u7f8e\u5143\u3002<\/p>\n

## \u4ef7\u683c\u600e\u4e48\u538b\u4e0b\u6765\u7684\uff1f<\/p>\n

HN\u8bc4\u8bba\u533a\u6709\u4e2a\u54e5\u4eec\u70b9\u5230\u4e86\u5173\u952e\uff1a**MLA\u67b6\u6784**\u3002Multi-head Latent Attention\u628aKV cache\u538b\u7f29\u4e865\u523013\u500d\u3002\u8fd9\u610f\u5473\u7740\u540c\u6837\u7684\u786c\u4ef6\u8dd1\u63a8\u7406\uff0cDeepSeek\u7684\u8fb9\u9645\u6210\u672c\u5929\u7136\u5c31\u6bd4\u6807\u51c6Transformer\u67b6\u6784\u4f4e\u3002\u8fd9\u4e0d\u662f\u70e7\u94b1\u8865\u8d34\u62a2\u5e02\u573a\uff0c\u662f\u5de5\u7a0b\u80fd\u529b\u4e0a\u786e\u5b9e\u6709\u4e1c\u897f\u3002<\/p>\n

\u8fd8\u6709\u4e00\u70b9\u5bb9\u6613\u88ab\u5ffd\u7565\u2014\u2014DeepSeek\u7684cache hit\u7b56\u7565\u5f88\u6fc0\u8fdb\u3002V4 Pro cache hit\u4ef7\u683c\u662f$0.003625\uff0ccache miss\u662f$0.435\u3002\u5dee\u4e86120\u500d\u3002\u5982\u679c\u4f60\u505aRAG\u6216\u8005\u591a\u8f6e\u5bf9\u8bdd\uff0c\u5927\u90e8\u5206\u8bf7\u6c42\u90fd\u4f1a\u547d\u4e2d\u7f13\u5b58\uff0c\u5b9e\u9645\u6210\u672c\u6bd4\u6807\u4ef7\u8fd8\u8981\u4f4e\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

## \u4e2d\u56fd\u5382\u5546\u5728\u6253\u4ec0\u4e48\u724c\uff1f<\/p>\n

\u6709\u4eba\u8bf4\u8fd9\u662f”\u4e2d\u56fd\u516c\u53f8\u73a9\u957f\u7ebf\uff0c\u60f3\u9760\u4ef7\u683c\u6218\u8017\u6b7b\u7f8e\u56fd\u5bf9\u624b”\u3002\u6211\u89c9\u5f97\u6ca1\u90a3\u4e48\u9634\u8c0b\u8bba\u3002\u66f4\u5408\u7406\u7684\u89e3\u91ca\u662f\uff1a<\/p>\n

1. **\u82af\u7247\u9650\u5236\u903c\u51fa\u4e86\u6548\u7387**\u3002Huawei Ascend\u4e0a\u8dd1\u51fa\u6765\u7684\u63a8\u7406\u4f18\u5316\uff0c\u529f\u8017\u6bd4\u548c\u6210\u672c\u63a7\u5236\u53ef\u80fd\u786e\u5b9e\u6bd4A100\/H100\u65b9\u6848\u66f4\u6709\u4f18\u52bf\u3002
\n2. **\u5f00\u6e90\u7b56\u7565\u7684\u53cd\u54fa**\u3002DeepSeek\u4e00\u76f4\u5f00\u6e90\u6a21\u578b\u6743\u91cd\uff0c\u793e\u533a\u53cd\u9988\u548c\u4f18\u5316\u52a0\u901f\u4e86\u5de5\u7a0b\u8fed\u4ee3\u3002
\n3. **\u56fd\u5185\u5e02\u573a\u591f\u5927**\u3002\u4e2d\u56fd\u5f00\u53d1\u8005\u793e\u7fa4\u5bf9\u4ef7\u683c\u6781\u5ea6\u654f\u611f\uff0c\u4f4e\u4ef7\u7b56\u7565\u80fd\u5feb\u901f\u5403\u6389\u5e02\u573a\u4efd\u989d\u3002<\/p>\n

\u800c\u4e14\u522b\u5fd8\u4e86\uff0c\u8fd9\u662fAPI\u5b9a\u4ef7\u3002\u5982\u679c\u4f60\u7528\u91cf\u5927\u5230\u8ba2\u9605\u8d39\u4e0d\u5212\u7b97\u7684\u7a0b\u5ea6\uff08\u6bcf\u5929\u51e0\u767e\u4e07token\u8fdb\u51fa\uff09\uff0cper-token\u8ba1\u8d39\u53cd\u800c\u66f4\u4fbf\u5b9c\u3002\u597d\u51e0\u4e2aHN\u7528\u6237\u8bf4\u4ed6\u4eec\u7528Claude\/Codex\u8ba2\u9605\u78b0\u5230session limit\u5c31\u5361\u4f4f\uff0c\u5207\u5230DeepSeek API\u4e4b\u540e\u53cd\u800c\u66f4\u6d41\u7545\u3002<\/p>\n

## \u5b9e\u9645\u4f53\u9a8c\u600e\u4e48\u6837\uff1f<\/p>\n

\u6211\u81ea\u5df1\u7528V4 Pro\u548cV4 Flash\u5927\u6982\u4e09\u5468\u4e86\uff0c\u8bf4\u51e0\u4e2a\u771f\u5b9e\u611f\u53d7\uff1a<\/p>\n

**\u4ee3\u7801\u80fd\u529b**\uff1aV4 Pro\u5728\u590d\u6742\u91cd\u6784\u4efb\u52a1\u4e0a\u975e\u5e38\u7a33\u3002\u6709\u6b21\u91cd\u6784\u4e00\u4e2a800\u884c\u7684Python service\uff0c\u7528Opus\u51fa\u65b9\u6848\u3001V4 Pro\u843d\u5730\u5b9e\u73b0\uff0c\u6765\u56de\u51e0\u8f6e\u5c31\u641e\u5b9a\u4e86\u3002\u5355\u72ec\u7528Opus\u4e5f\u80fd\u505a\uff0c\u4f46\u60f3\u60f3token\u6d88\u8017\u2026\u2026<\/p>\n

**Thinking mode**\uff1a\u8fd9\u662f\u4e2a\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u529f\u80fd\u3002DeepSeek\u7684Chain of Thought\u8bfb\u8d77\u6765\u5f88\u6709\u610f\u601d\u2014\u2014\u5b83\u4e0d\u662f\u90a3\u79cd\u5957\u8bdd\u5f0f\u7684”\u8ba9\u6211\u5206\u6790\u4e00\u4e0b”\uff0c\u800c\u662f\u771f\u7684\u5728\u5185\u90e8\u63a8\u6f14\u4e0d\u540c\u65b9\u6848\u3002\u6709\u65f6\u5019\u770b\u5b83\u7684”\u601d\u8003\u8fc7\u7a0b”\u6bd4\u770b\u6700\u7ec8\u7b54\u6848\u8fd8\u6709\u6536\u83b7\u3002<\/p>\n

**\u4e0d\u8db3**\uff1aV4 Flash\u5076\u5c14\u4f1a\u5728\u957f\u4e0a\u4e0b\u6587\u4e2d”\u8df3\u8131”\uff0c\u6bd4\u5982100K\u4e4b\u540e\u6ce8\u610f\u529b\u5f00\u59cb\u6f02\u79fb\u3002Pro\u7248\u597d\u5f88\u591a\uff0c\u4f46\u6d88\u8017token\u7684\u901f\u5ea6\u4e5f\u660e\u663e\u66f4\u5feb\uff08\u6709\u4e2aHN\u7528\u6237\u5410\u69fd\u8bf4token\u70e7\u5f97\u98de\u5feb\uff09\u3002<\/p>\n

**\u6570\u636e\u5b89\u5168**\uff1aHN\u4e0a\u4e0d\u5c11\u4eba\u62c5\u5fc3\u7528\u4e2d\u56fd\u5382\u5546API\u7684\u6570\u636e\u98ce\u9669\u3002\u8bf4\u5b9e\u8bdd\u8fd9\u4e2a\u95ee\u9898\u6ca1\u6709\u5b8c\u7f8e\u7b54\u6848\u3002\u5982\u679c\u662f\u516c\u53f8\u5185\u90e8\u654f\u611f\u4ee3\u7801\uff0c\u5efa\u8bae\u8d70gateway\u8131\u654f\u3002\u4e2a\u4eba\u9879\u76ee\u7684\u8bdd\uff0c\u6211\u503e\u5411\u4e8e”\u522b\u628a\u9e21\u86cb\u653e\u4e00\u4e2a\u7bee\u5b50”\u2014\u2014\u5173\u952e\u903b\u8f91\u7528\u672c\u5730\u6a21\u578b\u8dd1\u4e00\u904d\uff0c\u65e5\u5e38\u8f85\u52a9\u8c03API\u3002<\/p>\n

## \u4ef7\u683c\u6218\u7684\u4e0b\u4e00\u6b65\uff1f<\/p>\n

DeepSeek\u8fd9\u6ce2\u64cd\u4f5c\u7ed9\u6211\u7684\u611f\u89c9\u662f\uff1a**API\u63a8\u7406\u6b63\u5728\u53d8\u6210\u548c\u6c34\u7535\u7164\u4e00\u6837\u7684\u57fa\u7840\u8bbe\u65bd**\u3002\u4ef7\u683c\u8d8b\u8fd1\u4e8e\u8fb9\u9645\u6210\u672c\uff0c\u5dee\u5f02\u5316\u4f1a\u4ece”\u8c01\u7684\u6a21\u578b\u66f4\u5f3a”\u8f6c\u5411”\u8c01\u7684\u751f\u6001\u66f4\u597d”\u3002<\/p>\n

\u63a5\u4e0b\u6765\u51e0\u4ef6\u4e8b\u503c\u5f97\u5173\u6ce8\uff1a<\/p>\n

– **DeepSeek\u81ea\u5bb6\u7684coding agent**\u3002HN\u4e0a\u6709\u4eba\u63d0\u5230\u4ed6\u4eec\u4f3c\u4e4e\u5728\u505a\u4e00\u4e2a\u7c7b\u4f3cCline\/Codex\u7684\u4ea7\u54c1\u3002\u5982\u679c\u5b9a\u4ef7\u548cAPI\u4e00\u6837\u6fc0\u8fdb\uff0cCopilot\u90a3\u79cd$10\/\u6708\u7684\u6a21\u5f0f\u53ef\u80fd\u4f1a\u5f88\u96be\u53d7\u3002
\n– **Context caching\u7684\u519b\u5907\u7ade\u8d5b**\u3002DeepSeek 1\/10\u7684cache hit\u5b9a\u4ef7\u5df2\u7ecf\u5f88\u4f4e\u4e86\uff0c\u5176\u4ed6\u5bb6\u8ddf\u4e0d\u8ddf\uff1f
\n– **\u5f00\u6e90\u6a21\u578b\u7684\u672c\u5730\u90e8\u7f72**\u3002V4\u7ea7\u522b\u7684\u6a21\u578b\u867d\u7136\u8fd8\u4e0d\u80fd\u5728\u4e2a\u4eba\u7535\u8111\u4e0a\u8dd1\uff0c\u4f46\u91cf\u5316\u7248\u672c\u5df2\u7ecf\u5728\u8def\u4e0a\u4e86\u3002<\/p>\n

—<\/p>\n

**\u6700\u540e**\uff1a\u5982\u679c\u4f60\u8fd8\u6ca1\u8bd5\u8fc7DeepSeek V4\u7cfb\u5217\uff0c\u73b0\u5728\u662f\u4e2a\u597d\u65f6\u673a\u3002API\u6ce8\u518c\u9001\u989d\u5ea6\uff0c\u6587\u6863\u4e5f\u5199\u5f97\u6e05\u695a\uff0cOpenAI\u517c\u5bb9\u683c\u5f0f\u4e00\u884c\u4ee3\u7801\u5c31\u80fd\u5207\u8fc7\u53bb\u3002\u6211\u81ea\u5df1\u7684open-code\u914d\u7f6e\u73b0\u5728\u662fOpus 4.7\u505aplanning + V4 Flash\u505aimplementation\uff0c\u4f53\u9a8c\u8fdc\u597d\u4e8e\u5355\u6a21\u578b\u65b9\u6848\uff0c\u6210\u672c\u76f4\u63a5\u964d\u5230\u539f\u6765\u7684\u96f6\u5934\u3002<\/p>\n

\u4ef7\u683c\u6218\u6253\u5230\u6700\u540e\uff0c\u53d7\u76ca\u7684\u662f\u6211\u4eec\u8fd9\u4e9b\u5199\u4ee3\u7801\u7684\u3002\u8d81\u73b0\u5728\uff0c\u591a\u8585\u70b9\u3002<\/p>\n

—<\/p>\n

*\u8bc4\u8bba\u533a\u804a\u804a\uff1a\u4f60\u73b0\u5728\u4e3b\u529b\u7528\u54ea\u4e2a\u6a21\u578b\u7684API\uff1f\u6709\u6ca1\u6709\u88abtoken\u8d26\u5355\u5413\u5230\u8fc7\uff1f*<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4e0a\u5468\u5237Hacker News\uff0c\u770b\u5230DeepSeek V4 Pro\u90a3\u6761\u5e16\u5b50\u6302\u5728\u70ed\u699c\u4e0a\u5927\u534a\u5929\u2014\u2014260\u4e2a\u8d5e\uff0c150… \u7ee7\u7eed\u9605\u8bfb DeepSeek V4 Pro \u6c38\u4e45\u964d\u4ef775%\uff1aAI API\u4ef7\u683c\u6218\u7684\u7ec8\u5c40\u8fd8\u662f\u5f00\u59cb\uff1f<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-180","post","type-post","status-publish","format-standard","hentry","category-ai-frontier"],"_links":{"self":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/180","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=180"}],"version-history":[{"count":1,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/180\/revisions"}],"predecessor-version":[{"id":181,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/180\/revisions\/181"}],"wp:attachment":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}