{"id":670,"date":"2026-04-24T21:28:03","date_gmt":"2026-04-24T13:28:03","guid":{"rendered":"https:\/\/aitimes.link\/?p=670"},"modified":"2026-04-24T21:28:03","modified_gmt":"2026-04-24T13:28:03","slug":"deepseekv4-ji-shu-bao-gao-jie-du","status":"publish","type":"post","link":"https:\/\/aitimes.link\/index.php\/2026\/04\/24\/deepseekv4-ji-shu-bao-gao-jie-du\/","title":{"rendered":"DeepSeek_V4_\u6280\u672f\u62a5\u544a\u89e3\u8bfb"},"content":{"rendered":"<h1>DeepSeek-V4 \u6280\u672f\u62a5\u544a\u89e3\u8bfb<\/h1>\n<blockquote>\n<p><strong>\u62a5\u544a\u65e5\u671f<\/strong>: 2026\u5e744\u670824\u65e5<br \/>\n<strong>\u6a21\u578b\u53d1\u5e03<\/strong>: DeepSeek-V4 \u9884\u89c8\u7248\uff08\u53cc\u7248\u672c\uff1aPro \/ Flash\uff09<br \/>\n<strong>\u5f00\u6e90\u534f\u8bae<\/strong>: MIT<br \/>\n<strong>\u6280\u672f\u62a5\u544a<\/strong>: <a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4-Pro\/blob\/main\/DeepSeek_V4.pdf\">DeepSeek_V4.pdf<\/a><\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u4e00\u3001\u6a21\u578b\u6982\u89c8\u4e0e\u5b9a\u4f4d<\/h2>\n<p>DeepSeek-V4 \u662f\u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek\uff09\u4e8e <strong>2026\u5e744\u670824\u65e5<\/strong> \u53d1\u5e03\u7684\u6700\u65b0\u4e00\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u91c7\u7528 <strong>MoE\uff08Mixture of Experts\uff09<\/strong> \u67b6\u6784\uff0c\u4e3b\u6253<strong>\u767e\u4e07\u5b57\u8d85\u957f\u4e0a\u4e0b\u6587\uff081M tokens\uff09<\/strong>\u4e0e<strong>\u9876\u5c16\u4ee3\u7801\/\u63a8\u7406\u80fd\u529b<\/strong>\u3002<\/p>\n<p><strong>\u6838\u5fc3\u5b9a\u4f4d<\/strong>\uff1a<\/p>\n<ul>\n<li>\u9996\u53d1\u5373\u9002\u914d <strong>\u534e\u4e3a\u6607\u817e\uff08Ascend\uff09<\/strong> \u5e73\u53f0\uff0c\u540c\u65f6\u517c\u5bb9 NVIDIA GPU<\/li>\n<li>\u5168\u7cfb\u6807\u914d <strong>1M tokens<\/strong> \u4e0a\u4e0b\u6587\u7a97\u53e3\uff08\u7ea675\u4e07\u5b57\uff09<\/li>\n<li>\u5728 Agent \u80fd\u529b\u3001\u4e16\u754c\u77e5\u8bc6\u548c\u63a8\u7406\u6027\u80fd\u4e0a\u5b9e\u73b0<strong>\u5f00\u6e90\u9886\u57df\u9886\u5148<\/strong><\/li>\n<li>\u90e8\u5206\u6307\u6807<strong>\u6bd4\u80a9\u751a\u81f3\u8d85\u8d8a\u9876\u7ea7\u95ed\u6e90\u6a21\u578b<\/strong><\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e8c\u3001\u53cc\u7248\u672c\u89c4\u683c\u5bf9\u6bd4<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u89c4\u683c<\/th>\n<th><strong>V4-Pro\uff08\u65d7\u8230\u7248\uff09<\/strong><\/th>\n<th><strong>V4-Flash\uff08\u7ecf\u6d4e\u7248\uff09<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u603b\u53c2\u6570<\/strong><\/td>\n<td><strong>1.6T<\/strong><\/td>\n<td>284B<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6fc0\u6d3b\u53c2\u6570\uff08MoE\uff09<\/strong><\/td>\n<td><strong>49B active<\/strong><\/td>\n<td>13B active<\/td>\n<\/tr>\n<tr>\n<td><strong>\u9884\u8bad\u7ec3\u6570\u636e\u91cf<\/strong><\/td>\n<td>33T tokens<\/td>\n<td>32T tokens<\/td>\n<\/tr>\n<tr>\n<td><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong><\/td>\n<td><strong>1M tokens<\/strong><\/td>\n<td><strong>1M tokens<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u6700\u5927\u8f93\u51fa\u957f\u5ea6<\/strong><\/td>\n<td><strong>384K tokens<\/strong><\/td>\n<td><strong>384K tokens<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u8ba1\u7b97\u7cbe\u5ea6<\/strong><\/td>\n<td>FP4 + FP8 \u6df7\u5408\u7cbe\u5ea6<\/td>\n<td>FP4 + FP8 \u6df7\u5408\u7cbe\u5ea6<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5b9a\u4f4d<\/strong><\/td>\n<td>\u590d\u6742\u667a\u80fd\u4f53\u3001\u4e13\u4e1a\u4ee3\u7801\u751f\u6210<\/td>\n<td>\u65e5\u5e38\u5bf9\u8bdd\u3001\u9ad8\u5e76\u53d1 API \u8c03\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u4e09\u3001\u516d\u5927\u6838\u5fc3\u6280\u672f\u521b\u65b0<\/h2>\n<h3>1. \u6df7\u5408\u6ce8\u610f\u529b\u673a\u5236\uff08CSA + HCA\uff09<\/h3>\n<ul>\n<li><strong>CSA<\/strong>\uff08Compressed Sequence Attention\uff0c\u538b\u7f29\u5e8f\u5217\u6ce8\u610f\u529b\uff09\u4e0e <strong>HCA<\/strong>\uff08Heavily Compressed Attention\uff0c\u91cd\u5ea6\u538b\u7f29\u6ce8\u610f\u529b\uff09\u534f\u540c\u5de5\u4f5c<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u5728 1M \u4e0a\u4e0b\u6587\u4e0b\uff0c\u76f8\u6bd4 V3.2\uff1a\n<ul>\n<li>\u5355 token \u63a8\u7406 FLOPs \u964d\u81f3 <strong>27%<\/strong>\uff08\u964d\u4f4e 73%\uff09<\/li>\n<li>KV Cache \u5360\u7528\u964d\u81f3 <strong>10%<\/strong>\uff08\u51cf\u5c11 90%\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>2. DSA \u7a00\u758f\u6ce8\u610f\u529b\uff08DeepSeek Sparse Attention\uff09<\/h3>\n<ul>\n<li>\u5728 <strong>token \u7ef4\u5ea6\u8fdb\u884c\u538b\u7f29<\/strong>\uff0c\u663e\u8457\u964d\u4f4e\u957f\u5e8f\u5217\u5904\u7406\u7684\u8ba1\u7b97\u5197\u4f59<\/li>\n<li>\u6539\u53d8\u4f20\u7edf\u5168\u91cf\u6ce8\u610f\u529b\u7684\u8ba1\u7b97\u8303\u5f0f<\/li>\n<li>\u5b9e\u73b0\u957f\u4e0a\u4e0b\u6587\u4e0e\u4f4e\u7b97\u8017\u7684\u7edf\u4e00<\/li>\n<\/ul>\n<h3>3. \u6d41\u5f62\u7ea6\u675f\u8d85\u8fde\u63a5\uff08mHC\uff09<\/h3>\n<ul>\n<li>\u5728\u6df1\u5c42 Transformer \u4e2d\u5f15\u5165\u6d41\u5f62\u7ea6\u675f<\/li>\n<li>\u6291\u5236\u6df1\u5c42\u68af\u5ea6\u5f25\u6563\uff0c\u63d0\u5347\u6df1\u5c42\u4fe1\u53f7\u7a33\u5b9a\u6027<\/li>\n<li>\u9632\u6b62\u4e13\u5bb6\u6fc0\u6d3b\u5206\u5e03\u968f\u6df1\u5ea6\u574d\u7f29<\/li>\n<\/ul>\n<h3>4. Muon \u4f18\u5316\u5668<\/h3>\n<ul>\n<li>\u66ff\u4ee3\u4f20\u7edf AdamW\uff0c\u91c7\u7528<strong>\u77e9\u9635\u6b63\u4ea4\u5316\u7684\u52a8\u91cf\u66f4\u65b0\u673a\u5236<\/strong><\/li>\n<li>\u5728\u540c\u7b49\u8ba1\u7b97\u91cf\u4e0b<strong>\u6536\u655b\u66f4\u5feb\u3001\u6700\u7ec8\u635f\u5931\u66f4\u4f4e<\/strong><\/li>\n<li>\u5728\u8d85\u8fc7 32T tokens \u7684\u9884\u8bad\u7ec3\u89c4\u6a21\u4e0b\u6548\u679c\u7a33\u5b9a<\/li>\n<\/ul>\n<h3>5. \u8bad\u7ec3\u4e0e\u540e\u8bad\u7ec3 Pipeline<\/h3>\n<ul>\n<li>\u8d85\u5927\u89c4\u6a21\u8bed\u6599\u9884\u8bad\u7ec3 + <strong>\u7b56\u7565\u84b8\u998f<\/strong>\u4f18\u5316<\/li>\n<li>\u5f3a\u5316\u63a8\u7406\u3001\u7f16\u7a0b\u4e0e\u4e16\u754c\u77e5\u8bc6\u80fd\u529b<\/li>\n<li>\u652f\u6301 <code>reasoning_effort<\/code> \u53c2\u6570\u8c03\u8282\u601d\u8003\u5f3a\u5ea6\uff08high \/ max\uff09<\/li>\n<\/ul>\n<h3>6. \u957f\u4e0a\u4e0b\u6587\u6548\u7387\u4f18\u5316<\/h3>\n<ul>\n<li><strong>V4-Pro<\/strong> \u5355 token \u8ba1\u7b97\u91cf\u6bd4 V3.2 \u964d\u4f4e <strong>3.7 \u500d<\/strong><\/li>\n<li><strong>V4-Flash<\/strong> \u5355 token \u8ba1\u7b97\u91cf\u6bd4 V3.2 \u964d\u4f4e <strong>9.8 \u500d<\/strong><\/li>\n<li>1M \u4e0a\u4e0b\u6587\u6210\u4e3a DeepSeek <strong>\u6240\u6709\u5b98\u65b9\u670d\u52a1\u7684\u6807\u914d<\/strong><\/li>\n<\/ul>\n<hr \/>\n<h2>\u56db\u3001\u6027\u80fd\u6307\u6807\u4e0e\u8bc4\u6d4b\u7ed3\u679c<\/h2>\n<h3>4.1 \u7efc\u5408\u57fa\u51c6\u6d4b\u8bd5\uff08V4-Pro-Max\uff09<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u8bc4\u6d4b\u9879<\/th>\n<th>V4-Pro \u6210\u7ee9<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>MMLU<\/strong><\/td>\n<td><strong>90.1<\/strong><\/td>\n<td>\u591a\u5b66\u79d1\u7efc\u5408<\/td>\n<\/tr>\n<tr>\n<td><strong>MMLU-Pro<\/strong><\/td>\n<td><strong>73.5<\/strong><\/td>\n<td>\u4e13\u4e1a\u7ea7\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td><strong>C-Eval<\/strong><\/td>\n<td><strong>93.1<\/strong><\/td>\n<td>\u4e2d\u6587\u7efc\u5408\u8bc4\u6d4b<\/td>\n<\/tr>\n<tr>\n<td><strong>GPQA Diamond<\/strong><\/td>\n<td><strong>90.1<\/strong><\/td>\n<td>\u7814\u7a76\u751f\u7ea7\u79d1\u5b66\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td><strong>HumanEval<\/strong><\/td>\n<td><strong>76.8<\/strong><\/td>\n<td>\u4ee3\u7801\u8865\u5168<\/td>\n<\/tr>\n<tr>\n<td><strong>LiveCodeBench<\/strong><\/td>\n<td><strong>93.5<\/strong><\/td>\n<td>\u52a8\u6001\u4ee3\u7801\u6d4b\u8bd5<\/td>\n<\/tr>\n<tr>\n<td><strong>Codeforces Rating<\/strong><\/td>\n<td><strong>3206<\/strong><\/td>\n<td><strong>\u5f00\u6e90\u6a21\u578b\u6700\u9ad8<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>GSM8K<\/strong><\/td>\n<td><strong>92.6<\/strong><\/td>\n<td>\u5c0f\u5b66\u6570\u5b66<\/td>\n<\/tr>\n<tr>\n<td><strong>MATH<\/strong><\/td>\n<td><strong>64.5<\/strong><\/td>\n<td>\u7ade\u8d5b\u6570\u5b66<\/td>\n<\/tr>\n<tr>\n<td><strong>SWE Verified<\/strong><\/td>\n<td><strong>80.6%<\/strong><\/td>\n<td>\u8f6f\u4ef6\u5de5\u7a0b\u4fee\u590d\uff08\u5b98\u65b9\u81ea\u6d4b\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>SWE Pro<\/strong><\/td>\n<td><strong>55.4%<\/strong><\/td>\n<td>\u5de5\u7a0b\u7ea7\u4fee\u590d<\/td>\n<\/tr>\n<tr>\n<td><strong>Terminal Bench<\/strong><\/td>\n<td><strong>67.9<\/strong><\/td>\n<td>\u7ec8\u7aef\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td><strong>MRCR 1M<\/strong><\/td>\n<td><strong>83.5<\/strong><\/td>\n<td>\u767e\u4e07\u7ea7\u957f\u4e0a\u4e0b\u6587\u53ec\u56de<\/td>\n<\/tr>\n<tr>\n<td><strong>CorpusQA 1M<\/strong><\/td>\n<td><strong>62.0<\/strong><\/td>\n<td>\u767e\u4e07\u7ea7\u957f\u6587\u6863\u95ee\u7b54<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4.2 \u4e0e\u5934\u90e8\u95ed\u6e90\u6a21\u578b\u6a2a\u5411\u5bf9\u6bd4<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u57fa\u51c6\u6d4b\u8bd5<\/th>\n<th>GPT-5.4<\/th>\n<th>Claude Opus 4.6<\/th>\n<th>Gemini 3.1 Pro<\/th>\n<th><strong>DeepSeek V4 Pro-Max<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>MMLU-Pro<\/strong> (\u77e5\u8bc6)<\/td>\n<td>87.5<\/td>\n<td>89.1<\/td>\n<td><strong>91.0<\/strong><\/td>\n<td>87.5<\/td>\n<\/tr>\n<tr>\n<td><strong>SimpleQA<\/strong> (\u4e8b\u5b9e)<\/td>\n<td>45.3<\/td>\n<td>46.2<\/td>\n<td><strong>75.6<\/strong><\/td>\n<td>57.9<\/td>\n<\/tr>\n<tr>\n<td><strong>GPQA Diamond<\/strong> (\u63a8\u7406)<\/td>\n<td>93.0<\/td>\n<td>91.3<\/td>\n<td><strong>94.3<\/strong><\/td>\n<td>90.1<\/td>\n<\/tr>\n<tr>\n<td><strong>HLE<\/strong> (\u63a8\u7406)<\/td>\n<td>39.8<\/td>\n<td>40.0<\/td>\n<td><strong>44.4<\/strong><\/td>\n<td>37.7<\/td>\n<\/tr>\n<tr>\n<td><strong>LiveCodeBench<\/strong> (\u4ee3\u7801)<\/td>\n<td>\u2014<\/td>\n<td>88.8<\/td>\n<td>91.7<\/td>\n<td><strong>93.5<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Codeforces<\/strong> (\u4ee3\u7801)<\/td>\n<td>3168<\/td>\n<td>\u2014<\/td>\n<td>3052<\/td>\n<td><strong>3206<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Apex Shortlist<\/strong> (\u4ee3\u7801)<\/td>\n<td>78.1<\/td>\n<td>85.9<\/td>\n<td>89.1<\/td>\n<td><strong>90.2<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u5173\u952e\u7ed3\u8bba<\/strong>\uff1a<\/p>\n<ul>\n<li>\u2705 <strong>\u4ee3\u7801\u80fd\u529b\u9876\u5c16<\/strong>\uff1aLiveCodeBench\u3001Codeforces\u3001Apex Shortlist \u5747\u9886\u5148<\/li>\n<li>\u2705 <strong>\u63a8\u7406\u80fd\u529b\u5148\u8fdb<\/strong>\uff1aGPQA Diamond \u63a5\u8fd1\u7ade\u54c1<\/li>\n<li>\u26a0\ufe0f <strong>\u77e5\u8bc6\u7c7b\u4ecd\u6709\u5dee\u8ddd<\/strong>\uff1aMMLU-Pro\u3001SimpleQA \u843d\u540e\u4e8e Gemini 3.1 Pro<\/li>\n<\/ul>\n<h3>4.3 \u4ee3\u9645\u63d0\u5347\uff08V4-Pro vs V3.2\uff09<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u522b<\/th>\n<th>\u6307\u6807<\/th>\n<th>V3.2<\/th>\n<th>V4-Pro<\/th>\n<th>\u63d0\u5347\u5e45\u5ea6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u77e5\u8bc6<\/td>\n<td>MMLU-Pro<\/td>\n<td>65.5<\/td>\n<td>73.5<\/td>\n<td><strong>+8.0<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u4e8b\u5b9e\u95ee\u7b54<\/td>\n<td>SimpleQA<\/td>\n<td>28.3<\/td>\n<td>55.2<\/td>\n<td><strong>+26.9<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u4e8b\u5b9e\u95ee\u7b54<\/td>\n<td>FACTS<\/td>\n<td>27.1<\/td>\n<td>62.6<\/td>\n<td><strong>+35.5<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801<\/td>\n<td>HumanEval<\/td>\n<td>62.8<\/td>\n<td>76.8<\/td>\n<td><strong>+14.0<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u6570\u5b66<\/td>\n<td>MATH<\/td>\n<td>60.5<\/td>\n<td>64.5<\/td>\n<td>+4.0<\/td>\n<\/tr>\n<tr>\n<td>\u957f\u4e0a\u4e0b\u6587<\/td>\n<td>LongBench-V2<\/td>\n<td>40.2<\/td>\n<td>51.5<\/td>\n<td><strong>+11.3<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6838\u5fc3\u53d8\u5316<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4e8b\u5b9e\u95ee\u7b54<strong>\u7206\u53d1\u5f0f\u589e\u957f<\/strong>\uff08FACTS +35.5\uff0cSimpleQA +26.9\uff09<\/li>\n<li>\u4ee3\u7801\u80fd\u529b<strong>\u5927\u5e45\u8dc3\u5347<\/strong>\uff08HumanEval +14.0\uff09<\/li>\n<li>\u957f\u4e0a\u4e0b\u6587\u80fd\u529b<strong>\u663e\u8457\u5f3a\u5316<\/strong>\uff08LongBench-V2 +11.3\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e94\u3001API \u5b9a\u4ef7\u4e0e\u5546\u4e1a\u90e8\u7f72<\/h2>\n<h3>5.1 \u5b9a\u4ef7\u7b56\u7565\uff08\u6bcf\u767e\u4e07 tokens\uff09<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b<\/th>\n<th>\u8f93\u5165\uff08\u7f13\u5b58\u547d\u4e2d\uff09<\/th>\n<th>\u8f93\u5165\uff08\u672a\u547d\u4e2d\uff09<\/th>\n<th>\u8f93\u51fa<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>V4-Flash<\/strong><\/td>\n<td>\u00a50.2 \/ $0.028<\/td>\n<td>\u00a51 \/ $0.14<\/td>\n<td><strong>\u00a52 \/ $0.28<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>V4-Pro<\/strong><\/td>\n<td>\u00a51 \/ $0.145<\/td>\n<td>\u00a512 \/ $1.74<\/td>\n<td><strong>\u00a524 \/ $3.48<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6210\u672c\u4f18\u52bf<\/strong>\uff1a<\/p>\n<ul>\n<li>V4-Pro \u8f93\u51fa\u5b9a\u4ef7\u7ea6\u4e3a GPT-5.4\uff08$15\uff09\u7684 <strong>1\/4<\/strong><\/li>\n<li>V4-Pro \u8f93\u51fa\u5b9a\u4ef7\u7ea6\u4e3a Claude Opus 4.6\uff08$25\uff09\u7684 <strong>1\/7<\/strong><\/li>\n<li><strong>\u591c\u95f4\u534a\u4ef7<\/strong>\uff1a\u5317\u4eac\u65f6\u95f4 23:00\u201407:00<\/li>\n<\/ul>\n<h3>5.2 \u7248\u672c\u5bf9\u6bd4\u5206\u6790<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th>V3.2<\/th>\n<th>V4-Flash<\/th>\n<th>V4-Pro<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4e0a\u4e0b\u6587<\/td>\n<td>128K<\/td>\n<td><strong>1M<\/strong><\/td>\n<td><strong>1M<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u5165\uff08\u672a\u547d\u4e2d\uff09<\/td>\n<td>\u00a52<\/td>\n<td><strong>\u00a51<\/strong><\/td>\n<td>\u00a512<\/td>\n<\/tr>\n<tr>\n<td>\u8f93\u51fa<\/td>\n<td>\u00a53<\/td>\n<td><strong>\u00a52<\/strong><\/td>\n<td>\u00a524<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u4ef7\u6bd4<\/td>\n<td>\u57fa\u51c6<\/td>\n<td><strong>\u52a0\u91cf\u51cf\u4ef7<\/strong><\/td>\n<td>\u6027\u80fd\u6ea2\u4ef7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li><strong>Flash \u7248<\/strong>\uff1a\u4e0a\u4e0b\u6587\u6269\u5927 8 \u500d\uff0c\u4ef7\u683c\u66f4\u4f4e\uff0c<strong>\u6027\u4ef7\u6bd4\u6781\u9ad8<\/strong><\/li>\n<li><strong>Pro \u7248<\/strong>\uff1a\u4ef7\u683c\u5927\u5e45\u4e0a\u6da8\uff0c\u76ee\u6807<strong>\u6027\u80fd\u654f\u611f\u578b\u4f01\u4e1a\u7ea7\u573a\u666f<\/strong><\/li>\n<\/ul>\n<h3>5.3 \u63a5\u5165\u4e0e\u8fc1\u79fb<\/h3>\n<ul>\n<li><strong>API \u6a21\u578b\u540d\u79f0<\/strong>\uff1a<code>deepseek-v4-pro<\/code> \u6216 <code>deepseek-v4-flash<\/code><\/li>\n<li><strong>\u63a5\u53e3\u517c\u5bb9<\/strong>\uff1a\u652f\u6301 <strong>OpenAI ChatCompletions<\/strong> \u548c <strong>Anthropic<\/strong> \u683c\u5f0f<\/li>\n<li><strong>\u65e7\u7248\u505c\u7528<\/strong>\uff1a<code>deepseek-chat<\/code> \/ <code>deepseek-reasoner<\/code> \u5c06\u4e8e <strong>2026\u5e747\u670824\u65e5<\/strong> \u505c\u7528<\/li>\n<li><strong>\u5f53\u524d\u6620\u5c04<\/strong>\uff1a\n<ul>\n<li><code>deepseek-chat<\/code> \u2192 V4-Flash \u975e\u601d\u8003\u6a21\u5f0f<\/li>\n<li><code>deepseek-reasoner<\/code> \u2192 V4-Flash \u601d\u8003\u6a21\u5f0f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h2>\u516d\u3001\u56fd\u4ea7\u7b97\u529b\u9002\u914d<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u5e73\u53f0<\/th>\n<th>\u9002\u914d\u72b6\u6001<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u534e\u4e3a\u6607\u817e<\/strong><\/td>\n<td>\u2705 \u9996\u53d1\u9002\u914d<\/td>\n<td>\u4ee3\u7801\u4ece CUDA \u8fc1\u79fb\u81f3 <strong>\u534e\u4e3a CANN<\/strong>\uff1b\u6607\u817e 950PR\/950DT<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5bd2\u6b66\u7eaa<\/strong><\/td>\n<td>\u2705 Day 0 \u9002\u914d<\/td>\n<td>\u57fa\u4e8e vLLM \u6846\u67b6\uff0c\u9002\u914d\u4ee3\u7801\u5df2\u5f00\u6e90\u81f3 GitHub<\/td>\n<\/tr>\n<tr>\n<td><strong>NVIDIA GPU<\/strong><\/td>\n<td>\u2705 \u517c\u5bb9<\/td>\n<td>\u539f\u751f\u652f\u6301<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6218\u7565\u610f\u4e49<\/strong>\uff1a\u9996\u53d1\u5373\u9002\u914d\u534e\u4e3a\u6607\u817e\uff08\u800c\u975e\u4ec5 NVIDIA\uff09\uff0c\u88ab\u89c6\u4e3a\u5728\u51fa\u53e3\u7ba1\u5236\u80cc\u666f\u4e0b AI \u7b97\u529b\u8def\u5f84\u591a\u5143\u5316\u7684\u91cd\u8981\u4fe1\u53f7\u3002<\/p>\n<hr \/>\n<h2>\u4e03\u3001\u5f00\u6e90\u751f\u6001\u4e0e\u90e8\u7f72<\/h2>\n<ul>\n<li><strong>\u5f00\u6e90\u6743\u91cd<\/strong>\uff1a\n<ul>\n<li>Hugging Face: <a href=\"https:\/\/huggingface.co\/collections\/deepseek-ai\/deepseek-v4\">https:\/\/huggingface.co\/collections\/deepseek-ai\/deepseek-v4<\/a><\/li>\n<li>ModelScope: <a href=\"https:\/\/modelscope.cn\/collections\/deepseek-ai\/DeepSeek-V4\">https:\/\/modelscope.cn\/collections\/deepseek-ai\/DeepSeek-V4<\/a><\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6280\u672f\u62a5\u544a<\/strong>\uff1a<a href=\"https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4-Pro\/blob\/main\/DeepSeek_V4.pdf\">https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-V4-Pro\/blob\/main\/DeepSeek_V4.pdf<\/a><\/li>\n<li><strong>\u5f00\u6e90\u534f\u8bae<\/strong>\uff1aMIT\uff08\u5546\u7528\u96f6\u95e8\u69db\uff09<\/li>\n<li><strong>\u672c\u5730\u90e8\u7f72<\/strong>\uff1aFlash \u7248\u6700\u4f4e\u9700 <strong>200GB+ \u5185\u5b58<\/strong>\uff0c\u666e\u901a\u5f00\u53d1\u8005\u96be\u4ee5\u672c\u5730\u90e8\u7f72<\/li>\n<\/ul>\n<hr \/>\n<h2>\u516b\u3001\u6218\u7565\u4e0e\u5546\u4e1a\u5316\u52a8\u6001<\/h2>\n<ul>\n<li><strong>\u878d\u8d44\u8f6c\u6298<\/strong>\uff1aDeepSeek \u957f\u671f\u62d2\u7edd\u5916\u90e8\u878d\u8d44\uff0c\u6b64\u6b21\u4e8e 2026 \u5e74 4 \u6708\u9996\u6b21\u542f\u52a8\u5bf9\u5916\u878d\u8d44\u6d3d\u8c08<\/li>\n<li><strong>\u76ee\u6807\u4f30\u503c<\/strong>\uff1a<strong>200 \u4ebf\u7f8e\u5143<\/strong>\uff08\u817e\u8baf\u3001\u963f\u91cc\u5747\u53c2\u4e0e\u8c08\u5224\uff09<\/li>\n<li><strong>\u5b98\u65b9\u5f15\u8a00<\/strong>\uff1a\u300c\u4e0d\u8bf1\u4e8e\u8a89\uff0c\u4e0d\u6050\u4e8e\u8bfd\uff0c\u7387\u9053\u800c\u884c\uff0c\u7aef\u7136\u6b63\u5df1\u3002\u300d\uff08\u51fa\u81ea\u300a\u8340\u5b50\u30fb\u975e\u5341\u4e8c\u5b50\u300b\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e5d\u3001\u603b\u7ed3\u4e0e\u8bc4\u4ef7<\/h2>\n<h3>\u6838\u5fc3\u5356\u70b9<\/h3>\n<ol>\n<li><strong>\u767e\u4e07\u4e0a\u4e0b\u6587\u666e\u60e0\u5316<\/strong>\uff1a1M tokens \u6210\u4e3a\u6807\u914d\uff0c\u901a\u8fc7 DSA \u7a00\u758f\u6ce8\u610f\u529b\u5b9e\u73b0\u4f4e\u7b97\u8017<\/li>\n<li><strong>\u4ee3\u7801\u80fd\u529b\u9876\u5c16<\/strong>\uff1aLiveCodeBench\u3001Codeforces \u7b49\u6838\u5fc3\u4ee3\u7801\u57fa\u51c6\u9886\u5148<\/li>\n<li><strong>\u4e8b\u5b9e\u95ee\u7b54\u53ef\u9760\u6027\u5927\u5e45\u63d0\u5347<\/strong>\uff1aFACTS +35.5\uff0c\u5e7b\u89c9\u663e\u8457\u51cf\u5c11<\/li>\n<li><strong>\u5f00\u6e90\u751f\u6001\u53cb\u597d<\/strong>\uff1aMIT \u534f\u8bae\uff0c\u517c\u5bb9 OpenAI\/Anthropic API<\/li>\n<\/ol>\n<h3>\u9002\u7528\u573a\u666f<\/h3>\n<ul>\n<li><strong>V4-Flash<\/strong>\uff1a\u957f\u6587\u672c\u5904\u7406\u3001\u9ad8\u5e76\u53d1 API \u8c03\u7528\u3001\u6210\u672c\u654f\u611f\u578b\u4e1a\u52a1<\/li>\n<li><strong>V4-Pro<\/strong>\uff1a\u590d\u6742 Agent \u4efb\u52a1\u3001\u4e13\u4e1a\u4ee3\u7801\u751f\u6210\u3001\u4e8b\u5b9e\u51c6\u786e\u6027\u8981\u6c42\u9ad8\u7684\u573a\u666f<\/li>\n<\/ul>\n<h3>\u4e0e\u95ed\u6e90\u6a21\u578b\u5dee\u8ddd<\/h3>\n<ul>\n<li>\u26a0\ufe0f \u901a\u7528\u77e5\u8bc6\uff08MMLU-Pro\u3001SimpleQA\uff09\u4ecd\u843d\u540e\u4e8e Gemini 3.1 Pro<\/li>\n<li>\u26a0\ufe0f \u590d\u6742\u903b\u8f91\u63a8\u7406\uff08BBH\uff09\u4e0e\u524d\u4ee3\u57fa\u672c\u6301\u5e73\uff0c\u975e\u6b64\u4ee3\u91cd\u70b9\u7a81\u7834\u65b9\u5411<\/li>\n<\/ul>\n<hr \/>\n<blockquote>\n<p><strong>\u4fe1\u606f\u6765\u6e90<\/strong>\uff1a\u7efc\u5408\u81ea DeepSeek \u5b98\u65b9\u516c\u544a\u3001AI Insight\u3001IT\u4e4b\u5bb6\u3001\u6295\u8d44\u754c\u3001\u5c0f\u4f17\u8f6f\u4ef6\u3001AIHub\u3001AITOP100 \u7b49\u6e20\u9053\uff0c\u53d1\u5e03\u65e5\u671f\u5747\u4e3a 2026 \u5e74 4 \u6708 24 \u65e5\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek-V4 \u6280\u672f\u62a5\u544a\u89e3\u8bfb \u62a5\u544a\u65e5\u671f: 2026\u5e744\u670824\u65e5 \u6a21\u578b\u53d1\u5e03: DeepSeek-V4 \u9884 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-670","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/670","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/comments?post=670"}],"version-history":[{"count":1,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/670\/revisions"}],"predecessor-version":[{"id":671,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/posts\/670\/revisions\/671"}],"wp:attachment":[{"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/media?parent=670"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/categories?post=670"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aitimes.link\/index.php\/wp-json\/wp\/v2\/tags?post=670"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}