{"id":5700,"date":"2026-05-08T18:06:32","date_gmt":"2026-05-08T10:06:32","guid":{"rendered":"https:\/\/www.xttblog.com\/?p=5700"},"modified":"2026-05-08T18:06:32","modified_gmt":"2026-05-08T10:06:32","slug":"redis-%e4%b9%8b%e7%88%b6%e9%80%80%e4%bc%91-5-%e5%b9%b4%e5%90%8e%e5%86%8d%e5%bc%80%e6%ba%90%ef%bc%8cmac-%e4%b8%8a%e8%b7%91-deepseek-v4","status":"publish","type":"post","link":"https:\/\/www.xttblog.com\/?p=5700","title":{"rendered":"Redis \u4e4b\u7236\u9000\u4f11 5 \u5e74\u540e\u518d\u5f00\u6e90\uff0cMac \u4e0a\u8dd1 DeepSeek V4"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6700\u8fd1\u6709\u4e0d\u5c11\u65b0\u7f51\u53cb\u5173\u6ce8\u6211\uff0c\u4f7f\u6211\u7684\u5173\u6ce8\u91cf\u518d\u521b\u65b0\u9ad8\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u611f\u8c22\u5927\u5bb6\u7684\u6367\u573a\uff01\u4eca\u5929\u6211\u770b\u5230\u9000\u4f11 5 \u5e74\u4e4b\u4e45\u7684 Redis \u4e4b\u7236 antirez \u53c8\u51fa\u5c71\u4e86\u3002\u518d\u6b21\u5f00\u6e90\u4e86\u4ed6\u7684\u65b0\u4f5c ds4\uff0c\u4e00\u65f6\u95f4\u88ab\u4e0d\u5c11\u7f51\u53cb\u8ba8\u8bba\uff0cStar \u6570\u4e5f\u5728\u8ddf\u7740\u72c2\u6da8\uff0c\u4e0d\u5230 24 \u5c0f\u65f6\u8fbe\u5230 1.1k \u4e4b\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u4e00\u8d77\u6765\u770b\u770b\uff0cRedis \u4e4b\u7236 Antirez \u4e3a\u4f55\u8981\u518d\u51fa\u5c71\uff0c\u4ee5\u53ca ds4.c \u8fd9\u4e2a\u65b0\u7269\u79cd\u5230\u5e95\u8981\u5e72\u4ec0\u4e48\uff1f\u4e3a\u4f55\u6267\u7740\u4e8e\u8ba9 2840 \u4ebf\u53c2\u6570\u5927\u6a21\u578b\u8dd1\u5728\u4f60\u7684 MacBook \u4e0a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">antirez \u7684\u9000\u4f11\u4e0e\u590d\u51fa<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2020 \u5e74 6 \u6708\uff0cRedis \u7684\u521b\u59cb\u4eba Salvatore Sanfilippo\uff08\u7f51\u540d antirez\uff09\u5728\u535a\u5ba2\u4e0a\u53d1\u5e03\u4e86\u4e00\u7bc7\u9898\u4e3a\u300aThe end of the Redis adventure\u300b\u7684\u6587\u7ae0\uff0c\u5ba3\u5e03\u8f9e\u53bb Redis \u7ef4\u62a4\u8005\u7684\u804c\u52a1\u3002 <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u7684\u7406\u7531\u5f88\u201c\u9177\u201d\uff0c\u4e0d\u60f3\u505a\u4e00\u4e2a\u6bcf\u5929\u5f00\u4f1a\u3001\u5ba1\u67e5\u4ee3\u7801\u7684\u7ba1\u7406\u8005\uff0c\u4ed6\u60f3\u56de\u53bb\u5f53\u4e00\u4e2a\u5199\u5c0f\u8bf4\u7684\u3001\u81ea\u7531\u81ea\u5728\u7684\u827a\u672f\u5bb6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u6765\uff0c\u5728\u4ed6\u79bb\u5f00\u540e\u7684 1620 \u5929\u91cc\uff0c\u4ed6\u518d\u4e5f\u6ca1\u6709\u770b\u8fc7 Redis \u7684\u6e90\u4ee3\u7801\u3001\u63d0\u4ea4\u8bb0\u5f55\u6216\u4efb\u4f55\u76f8\u5173\u7684\u4e1c\u897f\u3002 <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2024 \u5e74 12 \u6708\uff0cantirez \u5ba3\u5e03\u56de\u5f52 Redis\uff0c\u62c5\u4efb\u201c\u5e03\u9053\u8005\u201d\uff08evangelist\uff09\uff0c\u5e0c\u671b\u4fee\u590d\u793e\u533a\u88c2\u75d5\u3002\u4f46\u8ba9\u6240\u6709\u4eba\u6ca1\u60f3\u5230\u7684\u662f\uff0c2026 \u5e74\uff0c\u8fd9\u4f4d 51 \u5c81\u7684\u8001\u9ed1\u5ba2\u53c8\u4e00\u6b21\u8ba9\u4eba\u60ca\u8bb6\uff0c\u4ed6\u5728 GitHub \u4e0a\u5f00\u6e90\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u9879\u76ee<code>ds4.c<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u6b21\uff0c\u4e0d\u662f\u6570\u636e\u5e93\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u8ba9<code>2840 \u4ebf\u53c2\u6570<\/code>\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8dd1\u5728\u4f60 MacBook \u4e0a\u7684\u672c\u5730\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u81f3\u4e8e Salvatore Sanfilippo (antirez) \u672c\u4eba\u5174\u594b\u7684\u8bf4\uff0c\u201c<code>\u8fd9\u662f\u7b2c\u4e00\u6b21\uff0c\u6211\u611f\u89c9\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8dd1\u7740\u4e00\u4e2a\u524d\u6cbf\u6a21\u578b<\/code>\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u914d\u56fe\u53c2\u89c1 <a href=\"https:\/\/mp.weixin.qq.com\/s\/2T7J8VXwM4f8_NVjjhAnBQ\">https:\/\/mp.weixin.qq.com\/s\/2T7J8VXwM4f8_NVjjhAnBQ<\/a>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">ds4.c \u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u5f00 ds4 \u7684 GitHub \u4ed3\u5e93\uff0c<code>https:\/\/github.com\/antirez\/ds4<\/code>\uff0cREADME \u7684\u7b2c\u4e00\u53e5\u8bdd\u5c31\u5b9a\u4e0b\u4e86\u57fa\u8c03\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p><code>ds4.c<\/code> is a small native inference engine for DeepSeek V4 Flash. It is <code>intentionally narrow<\/code>: not a generic GGUF runner, not a wrapper around another runtime, and not a framework.<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ffb\u8bd1\u8fc7\u6765\u5c31\u662f\uff0c<code>deliberately \u4e0d\u901a\u7528<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5f53\u4e0b\u7684\u672c\u5730\u63a8\u7406\u751f\u6001\u91cc\uff0cllama.cpp\u3001Ollama\u3001vLLM \u7b49\u9879\u76ee\u90fd\u5728\u8ffd\u6c42\u201c\u4e00\u4e2a\u6846\u67b6\u8dd1\u6240\u6709\u6a21\u578b\u201d\u7684\u901a\u7528\u6027\u3002\u800c antirez \u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u4ed6\u53ea\u505a\u4e00\u4ef6\u4e8b\uff0c\u90a3\u5c31\u662f\u8ba9<code>#DeepSeek V4 Flash<\/code>\u8fd9\u4e00\u4e2a\u6a21\u578b\uff0c\u5728 Apple Silicon \u7684 Mac \u4e0a\uff0c\u8dd1\u5230\u6781\u81f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u201c\u4e00\u4e2a\u6a21\u578b\u3001\u4e00\u4e2a\u5f15\u64ce\u201d\u7684\u7a84\u805a\u7126\u7b56\u7565\uff0c\u5728 antirez \u770b\u6765\uff0c\u662f\u505a\u51fa \u201cfinished product\u201d \u5b8c\u6210\u54c1\u7684\u552f\u4e00\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u5927\u6838\u5fc3\u521b\u65b0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><code>ds4.c<\/code> \u6781\u5177 antirez \u8272\u5f69\uff0c\u62e5\u6709 5 \u5927\u6838\u5fc3\u521b\u65b0\uff0c\u4e0b\u9762\u6211\u4eec\u7a0d\u5fae\u7b80\u5355\u5c55\u5f00\u4e00\u4e0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2-bit \u975e\u5bf9\u79f0\u91cf\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u4e2a\u6838\u5fc3\u521b\u65b0\u5c31\u662f 2-bit \u975e\u5bf9\u79f0\u91cf\u5316\uff0c81GB \u8dd1 284B \u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f17\u6240\u5468\u77e5\uff0cDeepSeek V4 Flash \u662f\u4e00\u4e2a MoE\uff08\u6df7\u5408\u4e13\u5bb6\uff09\u6a21\u578b\uff0c\u603b\u53c2\u6570\u91cf 284B\uff0c\u4f46\u6bcf\u4e2a token \u53ea\u6fc0\u6d3b 13B \u53c2\u6570\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u5b8c\u6574 FP8 \u6743\u91cd\u4e5f\u9700\u8981\u7ea6 160GB \u663e\u5b58\uff0c\u8fdc\u8d85\u6d88\u8d39\u7ea7\u786c\u4ef6\u7684\u80fd\u529b\u3002 <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u7684\u89e3\u51b3\u65b9\u6848\u662f<code>\u6781\u5ea6\u975e\u5bf9\u79f0\u7684 2-bit \u91cf\u5316<\/code>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><code>\u53ea\u91cf\u5316 routed MoE experts<\/code>\uff08\u8def\u7531\u4e13\u5bb6\uff0c\u5360\u6a21\u578b\u4f53\u79ef\u7684\u5927\u591a\u6570\uff09<\/li><li>up\/gate \u6295\u5f71\u7528 <code>IQ2_XXS<\/code>\uff0cdown \u6295\u5f71\u7528 <code>Q2_K<\/code><\/li><li>\u5171\u4eab\u4e13\u5bb6\u3001\u6295\u5f71\u5c42\u3001\u8def\u7531\u5c42\u4fdd\u6301\u539f\u7cbe\u5ea6\u4e0d\u52a8<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\u505a\u7684\u7ed3\u679c\u662f\uff0cq2 \u91cf\u5316\u7248\u7ea6 <code>81GB<\/code>\uff0c\u521a\u597d\u80fd\u88c5\u8fdb\u4e00\u53f0 128GB RAM \u7684 MacBook Pro\u3002\u800c\u4e14 antirez \u5f3a\u8c03\uff0c\u8fd9\u79cd\u91cf\u5316\u201c\u4e0d\u662f\u73a9\u7b11\u201d\uff0c\u5728\u7f16\u7801 Agent\u3001\u5de5\u5177\u8c03\u7528\u7b49\u573a\u666f\u4e0b\u8868\u73b0\u4f9d\u7136\u53ef\u9760\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">SSD \u78c1\u76d8 KV Cache<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u4e2a\u521b\u65b0\u70b9\u662f\u78c1\u76d8 KV Cache\uff0c\u628a SSD \u5f53\u6210\u201c\u7b2c\u4e8c\u5757\u663e\u5b58\u201d\uff0c\u8fd9\u662f ds4.c \u6700\u5177\u98a0\u8986\u6027\u7684\u7406\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u5927\u6a21\u578b\u63a8\u7406\u4e2d\uff0cKV Cache\uff08\u952e\u503c\u7f13\u5b58\uff09\u5fc5\u987b\u5e38\u9a7b\u5185\u5b58\u3002\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0cKV Cache \u5360\u7528\u7684\u5185\u5b58\u5c31\u8d8a\u5927\uff0c\u8fd9\u4e5f\u662f\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\u7684\u6700\u5927\u74f6\u9888\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46 antirez \u63d0\u51fa\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u89c2\u70b9\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>The KV cache is actually a <code>first class disk citizen<\/code>.<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ffb\u8bd1\u8fc7\u6765\u5c31\u662f\uff0cKV \u7f13\u5b58\u5b9e\u9645\u4e0a\u662f\u4e00\u79cd\u4e00\u7b49\u78c1\u76d8\u6210\u5458\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DeepSeek V4 \u7684 KV Cache \u91c7\u7528\u4e86<code>\u538b\u7f29\u6ce8\u610f\u529b\uff08Compressed Attention\uff09<\/code>\u6280\u672f\uff0c\u4f7f\u5f97 KV Cache \u4f53\u79ef\u6781\u5176\u7d27\u51d1\u3002\u914d\u5408\u73b0\u4ee3 MacBook \u7684\u9ad8\u901f SSD\uff0cds4.c \u53ef\u4ee5\u5c06 KV Cache \u6301\u4e45\u5316\u5230\u78c1\u76d8\uff0c\u4ece\u800c\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4f1a\u8bdd\u6062\u590d\uff1a\u670d\u52a1\u5668\u91cd\u542f\u540e\uff0c\u4e4b\u524d\u7684\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u53ef\u4ee5\u4ece\u78c1\u76d8\u6062\u590d<\/li><li>\u8de8\u4f1a\u8bdd\u5171\u4eab\uff1a\u4e0d\u540c Agent \u5ba2\u6237\u7aef\u53ef\u4ee5\u590d\u7528\u5df2\u8ba1\u7b97\u7684 KV \u524d\u7f00<\/li><li>\u767e\u4e07 token \u4e0a\u4e0b\u6587\uff1a1M token \u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\uff0c\u538b\u7f29\u540e\u7684 indexer \u4ec5\u9700\u7ea6 22GB \u5185\u5b58 <\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u751a\u81f3\u8bbe\u8ba1\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u78c1\u76d8 KV Cache \u6587\u4ef6\u683c\u5f0f\uff08<code>.kv<\/code> \u6587\u4ef6\uff09\uff0c\u5305\u542b 48 \u5b57\u8282\u7684\u56fa\u5b9a\u5934\u3001\u6e32\u67d3\u6587\u672c\u3001\u4ee5\u53ca DS4 \u7279\u5b9a\u7684 session payload\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6027\u80fd\u51fa\u4f17<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u80fd\u5b9e\u6d4b\uff0cM3 Max \u4e0a\u9884 fill 250 token\/s\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u662f\u6839\u636e ds4.c \u5b98\u65b9\u63d0\u4f9b\u7684\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\uff08q2 \u91cf\u5316\u7248\uff0cgreedy decoding\uff09\u3002 <\/p>\n\n\n\n<table class=\"wp-block-table\"><thead><tr><th>\u673a\u5668<\/th><th>\u573a\u666f<\/th><th>\u9884 fill \u901f\u5ea6<\/th><th>\u751f\u6210\u901f\u5ea6<\/th><\/tr><\/thead><tbody><tr><td>MacBook Pro M3 Max, 128GB<\/td><td>\u77ed prompt<\/td><td>58.52 t\/s<\/td><td>26.68 t\/s<\/td><\/tr><tr><td>MacBook Pro M3 Max, 128GB<\/td><td>11709 token \u957f prompt<\/td><td><code>250.11 t\/s<\/code><\/td><td>21.47 t\/s<\/td><\/tr><tr><td>Mac Studio M3 Ultra, 512GB<\/td><td>\u77ed prompt<\/td><td>84.43 t\/s<\/td><td>36.86 t\/s<\/td><\/tr><tr><td>Mac Studio M3 Ultra, 512GB<\/td><td>11709 token \u957f prompt<\/td><td><code>468.03 t\/s<\/code><\/td><td>27.39 t\/s<\/td><\/tr><\/tbody><\/table>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u6027\u80fd\u662f\u4ec0\u4e48\u6982\u5ff5\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 11K token \u7684\u957f prompt \u4e0a\uff0cM3 Max \u7684\u9884 fill \u901f\u5ea6\u8fbe\u5230 250 t\/s\uff0c\u610f\u5473\u7740<code>\u89e3\u6790\u4e00\u7bc7\u957f\u8bba\u6587\u53ea\u9700\u8981\u51e0\u5341\u79d2<\/code>\u3002\u8fd9\u5df2\u7ecf\u63a5\u8fd1\u5f88\u591a\u4e91\u7aef API \u7684\u4f53\u9a8c\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b98\u65b9\u5411\u91cf\u9a8c\u8bc1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u7684\u53e6\u4e00\u4e2a\u72ec\u7279\u4e4b\u5904\u662f<code>\u6d4b\u8bd5\u7b56\u7565<\/code>\uff0c\u5b98\u65b9\u5411\u91cf\u9a8c\u8bc1\uff0c\u7528\u201c\u5b98\u65b9\u7b54\u6848\u201d\u505a\u5355\u5143\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u6ca1\u6709\u4f9d\u8d56\u4f20\u7edf\u7684\u201c\u611f\u89c9\u8fd8\u4e0d\u9519\u201d\u6765\u9a8c\u8bc1\u6a21\u578b\u8d28\u91cf\uff0c\u800c\u662f\u4ece DeepSeek \u5b98\u65b9 API \u83b7\u53d6\u4e0d\u540c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u7684 logits\uff08\u6982\u7387\u5206\u5e03\uff09\uff0c\u751f\u6210\u4e86<code>\u6d4b\u8bd5\u5411\u91cf\uff08test vectors\uff09<\/code>\u3002\u672c\u5730\u63a8\u7406\u7684\u8f93\u51fa\u4f1a\u4e0e\u8fd9\u4e9b\u201c\u6807\u51c6\u7b54\u6848\u201d\u9010 token \u6bd4\u5bf9\uff0c\u786e\u4fdd\u91cf\u5316\u540e\u7684\u6a21\u578b\u5728\u6570\u5b66\u4e0a\u4e0e\u5b98\u65b9\u5b9e\u73b0\u4e00\u81f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u5de5\u7a0b\u4e25\u8c28\u6027\uff0c\u5728\u5f00\u6e90\u63a8\u7406\u5f15\u64ce\u4e2d\u975e\u5e38\u7f55\u89c1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b8c\u6574\u7684 Agent \u751f\u6001\u96c6\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u4e0d\u53ea\u662f\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u517c\u5bb9 OpenAI\u3001Anthropic API \u7684 HTTP \u670d\u52a1\u5668\uff08<code>ds4-server<\/code>\uff09\uff0c\u53ef\u4ee5\u76f4\u63a5\u5bf9\u63a5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>OpenCode<\/li><li>Pi<\/li><li>Claude Code<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e76\u4e14\u539f\u751f\u652f\u6301 DeepSeek \u7684 thinking \u6a21\u5f0f\u3001tool calling\u3001SSE \u6d41\u5f0f\u8f93\u51fa\u3002antirez \u7684\u613f\u666f\u662f\uff0c\u672c\u5730\u63a8\u7406\u5e94\u8be5\u662f\u201c\u63a8\u7406\u5f15\u64ce + \u5b9a\u5236 GGUF + Agent \u9a8c\u8bc1\u201d\u4e09\u8005\u7684\u65e0\u7f1d\u534f\u4f5c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u662f DeepSeek V4 Flash\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u5728 README \u91cc\u5217\u51fa\u4e86 8 \u4e2a\u7406\u7531\uff0c\u5176\u4e2d\u51e0\u4e2a\u7279\u522b\u503c\u5f97\u5173\u6ce8\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u601d\u8003\u6a21\u5f0f\u66f4\u514b\u5236\uff1a\u5728 thinking \u6a21\u5f0f\u4e0b\uff0cV4 Flash \u7684\u601d\u8003\u957f\u5ea6\u901a\u5e38\u53ea\u6709\u5176\u4ed6\u6a21\u578b\u7684 1\/5\uff0c\u800c\u4e14<code>\u4e0e\u95ee\u9898\u590d\u6742\u5ea6\u6210\u6b63\u6bd4<\/code>\u3002\u8fd9\u8ba9\u201c\u5f00\u542f\u601d\u8003\u201d\u4ece\u201c\u5962\u4f88\u54c1\u201d\u53d8\u6210\u4e86\u201c\u65e5\u5e38\u53ef\u7528\u201d\u7684\u529f\u80fd\u3002<\/li><li><code>1 \u767e\u4e07 token \u4e0a\u4e0b\u6587<\/code>\uff1a\u8fd9\u662f\u76ee\u524d\u6d88\u8d39\u7ea7\u786c\u4ef6\u80fd\u89e6\u53ca\u7684\u6700\u957f\u4e0a\u4e0b\u6587\u3002<\/li><li><code>\u77e5\u8bc6\u8fb9\u754c\u66f4\u6df1<\/code>\uff1a284B \u603b\u53c2\u5728\u8fb9\u7f18\u77e5\u8bc6\uff08\u5982\u610f\u5927\u5229\u672c\u571f\u6587\u5316\u3001\u653f\u6cbb\u95ee\u9898\uff09\u4e0a\u7684\u8868\u73b0\uff0c\u8fdc\u8d85 27B \u6216 35B \u7684 dense \u6a21\u578b\u3002<\/li><li><code>\u5199\u4f5c\u8d28\u91cf<\/code>\uff1aantirez \u662f\u610f\u5927\u5229\u4eba\uff0c\u4ed6\u7279\u522b\u63d0\u5230 V4 Flash \u7684\u82f1\u6587\u548c\u610f\u5927\u5229\u6587\u5199\u4f5c\u201cfeels a quasi-frontier model\u201d\u3002<\/li><li>\u672a\u6765\u53ef\u671f\uff1aDeepSeek \u9884\u8ba1\u4f1a\u6301\u7eed\u66f4\u65b0 V4 Flash\uff0c\u8fd9\u4e2a\u5f15\u64ce\u7684\u6295\u8d44\u662f\u6709\u5ef6\u7eed\u6027\u7684\u3002<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u603b\u4e4b\uff0cDeepSeek V4 Flash \u5f97\u5230\u4e86 antirez \u7684\u6781\u5927\u8ba4\u53ef\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">antirez \u7684\u7528\u610f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u7684\u7528\u610f\uff0c\u80cc\u540e\u662f\u4e00\u4e2a\u8001\u9ed1\u5ba2\u7684 AI \u54f2\u5b66\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7a84\u800c\u6df1 vs \u5e7f\u800c\u6d45<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u5728 README \u91cc\u6beb\u4e0d\u907f\u8bb3\u5730\u6279\u8bc4\u4e86\u5f53\u524d\u672c\u5730\u63a8\u7406\u751f\u6001\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>The local inference landscape contains many excellent projects, but new models are released continuously, and the attention immediately gets captured by the next model to implement.<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u8ba4\u4e3a\uff0c\u8ffd\u9010\u201c\u652f\u6301\u6700\u65b0\u6a21\u578b\u201d\u7684\u901a\u7528\u6846\u67b6\uff0c\u6700\u7ec8\u53ea\u4f1a\u8ba9\u6bcf\u4e2a\u6a21\u578b\u90fd\u8dd1\u5f97\u201c\u80fd\u8dd1\uff0c\u4f46\u4e0d\u5b8c\u7f8e\u201d\uff0c\u6548\u7387\u5e76\u4e0d\u9ad8\u3002\u800c ds4.c \u7684\u8d4c\u6ce8\u662f\uff0c<code>\u4e00\u6b21\u53ea\u505a\u4e00\u4e2a\u6a21\u578b\uff0c\u4f46\u505a\u5230\u5f7b\u5e95<\/code>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5766\u8bda\u62e5\u62b1 AI \u8f85\u52a9\u5f00\u53d1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u7684 README \u91cc\u6709\u4e00\u884c\u8ba9\u5f88\u591a\u4eba\u610f\u5916\u7684\u58f0\u660e\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>This software is developed with <code>strong assistance from GPT 5.5<\/code> and with humans leading the ideas, testing, and debugging. We say this openly because it shaped how the project was built.<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u66fe\u7ecf\u6700\u575a\u6301\u624b\u5199\u4ee3\u7801\u7684 antirez\uff0c\u73b0\u5728\u5e73\u9759\u5730\u627f\u8ba4\uff0c\u9664\u4e86\u56fe\u4e2a\u4e50\u5475\uff0c\u624b\u5199\u4ee3\u7801\u5df2\u7ecf\u6ca1\u5565\u610f\u4e49\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI \u63a5\u624b\u4e86\u91cd\u590d\u6027\u52b3\u52a8\uff0c\u4eba\u7c7b\u4e13\u6ce8\u4e8e\u67b6\u6784\u3001\u8c03\u8bd5\u548c\u9a8c\u8bc1\uff0c\u8fd9\u662f antirez \u627e\u5230\u7684\u201c\u65b0\u521b\u4f5c\u65b9\u5f0f\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fde\u5927\u725b\u4eec\u90fd\u4e00\u4e2a\u4e00\u4e2a\u7684\u62e5\u62b1 AI \u4e86\uff0c\u4e16\u754c\u771f\u7684\u53d8\u4e86\uff0c\u7f16\u7a0b\u4e5f\u771f\u7684\u53d8\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u81f4\u656c llama.cpp<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u867d\u7136\u662f\u4e00\u4e2a\u72ec\u7acb\u9879\u76ee\uff0c\u4f46 antirez \u5728 README \u91cc\u7528\u4e86\u6574\u6574\u4e00\u8282\u5411 llama.cpp \u548c GGML \u81f4\u8c22\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p><code>ds4.c<\/code> does not link against GGML, but it <code>exists thanks to the path opened by the llama.cpp project<\/code>\u2026 We are thankful and indebted to <code>llama.cpp<\/code> and its contributors.<\/p><\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u5bf9\u5f00\u6e90\u524d\u8f88\u7684\u5c0a\u91cd\uff0c\u4e5f\u662f antirez \u4e00\u8d2f\u7684\u98ce\u683c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0a\u91cd\u548c\u6b23\u8d4f\u4ed6\u4eba\uff0c\u8fd9\u79cd\u683c\u5c40\u4e0d\u5c11\u6bcf\u4e2a\u7a0b\u5e8f\u5458\u90fd\u5177\u5907\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5bf9\u5f00\u53d1\u8005\u7684\u542f\u793a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5927\u6a21\u578b\u672c\u5730\u5316\u7684\u4e34\u754c\u70b9\u5df2\u7ecf\u5230\u6765<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u5e74\u524d\uff0c\u5728\u672c\u5730\u8dd1\u4e00\u4e2a 284B \u53c2\u6570\u7684\u6a21\u578b\u8fd8\u662f\u5929\u65b9\u591c\u8c2d\u3002\u4eca\u5929\uff0c\u4e00\u53f0 128GB \u7684 MacBook Pro \u5c31\u80fd\u4ee5 26 t\/s \u7684\u901f\u5ea6\u751f\u6210\u6587\u672c\u3002\u8fd9\u80cc\u540e\u662f\u4e09\u4e2a\u6280\u672f\u8d8b\u52bf\u7684\u4ea4\u6c47\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>MoE \u67b6\u6784\u5927\u5e45\u964d\u4f4e\u6fc0\u6d3b\u53c2\u6570\u91cf<\/li><li>\u538b\u7f29 KV Cache \u6280\u672f\u7a81\u7834\u5185\u5b58\u74f6\u9888<\/li><li>\u6fc0\u8fdb\u7684\u4f4e\u4f4d\u5bbd\u91cf\u5316\u5728\u8d28\u91cf\u4e0a\u53d8\u5f97\u53ef\u63a5\u53d7<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b8c\u6210\u54c1\u601d\u7ef4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u63d0\u9192\u6211\u4eec\uff0c\u5728 AI \u5de5\u5177\u94fe\u7206\u70b8\u7684\u4eca\u5929\uff0c\u201c\u80fd\u8dd1\u201d\u548c\u201c\u597d\u7528\u201d\u4e4b\u95f4\u9694\u7740\u5de8\u5927\u7684\u9e3f\u6c9f\u3002antirez \u9009\u62e9\u7528\u201c\u4e00\u4e2a\u6a21\u578b\u3001\u4e00\u4e2a\u5f15\u64ce\u201d\u7684\u65b9\u5f0f\uff0c\u505a\u51fa\u4e86\u4e00\u4e2a<code>\u5f00\u7bb1\u5373\u7528\u7684\u5b8c\u6210\u54c1<\/code>\uff0c\u4e0b\u8f7d\u3001\u7f16\u8bd1\u3001\u8fd0\u884c\uff0c\u4e0d\u9700\u8981\u8c03\u53c2\u3001\u4e0d\u9700\u8981\u9002\u914d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI \u8f85\u52a9\u5f00\u53d1\u7684\u65b0\u8303\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">antirez \u7684\u5b9e\u8df5\u7ed9\u51fa\u4e86\u4e00\u4e2a\u8303\u672c\uff0c<code>\u4eba\u7c7b\u8d1f\u8d23\u67b6\u6784\u8bbe\u8ba1\u548c\u6d4b\u8bd5\u9a8c\u8bc1\uff0cAI \u8d1f\u8d23\u4ee3\u7801\u5b9e\u73b0<\/code>\u3002\u8fd9\u4e0d\u662f\u201cAI \u53d6\u4ee3\u7a0b\u5e8f\u5458\u201d\uff0c\u800c\u662f\u201cAI \u8ba9\u7a0b\u5e8f\u5458\u56de\u5f52\u521b\u9020\u201d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bed<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece 2009 \u5e74\u7528 C \u8bed\u8a00\u5199\u51fa Redis\uff0c\u5230 2026 \u5e74\u7528 C \u8bed\u8a00\u5199\u51fa ds4.c\uff0cantirez \u7684\u6280\u672f\u54c1\u5473\u4ece\u672a\u6539\u53d8\uff0c\u7b80\u5355\u3001\u76f4\u63a5\u3001\u6781\u81f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u66fe\u4e3a\u4e86\u201c\u627e\u56de\u4eba\u6027\u201d\u800c\u79bb\u5f00\u4ee3\u7801\u4e16\u754c\uff0c\u5982\u4eca\u53c8\u56e0\u4e3a AI \u8ba9\u4ed6\u80fd\u201c\u50cf\u8bd7\u4eba\u4e00\u6837\u521b\u4f5c\u201d\u800c\u56de\u5f52\u3002 <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ds4.c \u6216\u8bb8\u4e0d\u4f1a\u6210\u4e3a\u6700\u6d41\u884c\u7684\u63a8\u7406\u5f15\u64ce\uff0c\u4f46\u5b83\u4ee3\u8868\u4e86\u4e00\u79cd\u6001\u5ea6\uff0c<code>\u5728\u6280\u672f\u72c2\u98d9\u7684\u65f6\u4ee3\uff0c\u4f9d\u7136\u6709\u4eba\u613f\u610f\u4e3a\u4e00\u4e2a\u6a21\u578b\u3001\u4e00\u79cd\u4f53\u9a8c\uff0c\u505a\u5230\u5c3d\u5584\u5c3d\u7f8e<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff0c\u7528 antirez \u81ea\u5df1\u8bf4\u7684\u4e00\u53e5\u8bdd\u505a\u4e2a\u7ed3\u5c3e\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>This project exists because we wanted to make one local model feel <code>finished end to end<\/code>, not just runnable. <\/p><\/blockquote>\n<!-- <audio autoplay=\"autoplay\" height=\"100\" width=\"100\" hidden=\"true\"><source src=\"https:\/\/c.coka.la\/orAvPR.mp3\" type=\"audio\/mp3\"\/><\/audio><img decoding=\"async\" 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[&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[1671,506,2120,1757,1876],"class_list":["post-5700","post","type-post","status-publish","format-standard","hentry","category-yyzt","tag-ai","tag-cache","tag-deepseek","tag-mac","tag-redis-hgetall-"],"_links":{"self":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts\/5700","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5700"}],"version-history":[{"count":1,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts\/5700\/revisions"}],"predecessor-version":[{"id":5701,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=\/wp\/v2\/posts\/5700\/revisions\/5701"}],"wp:attachment":[{"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5700"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5700"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.xttblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}