{
  "version": "https://jsonfeed.org/version/1", 
  "title": "Local LLM", 
  "description": "\u8fd9\u4e2a\u8282\u70b9\u8ba8\u8bba\u5728\u672c\u5730\u7535\u8111\u6216\u8005\u5c40\u57df\u7f51\u91cc\u8fd0\u884c LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u7684\u6280\u672f\u7ec6\u8282", 
  "home_page_url": "https://www.v2ex.com/go/localllm", 
  "feed_url": "https://www.v2ex.com/feed/localllm.json", 
  "icon": "https://cdn.v2ex.com/navatar/c8ed/21db/722_large.png?m=1751736797", 
  "favicon": "https://cdn.v2ex.com/navatar/c8ed/21db/722_normal.png?m=1751736797", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/jinsongzhaocn", 
        "name": "jinsongzhaocn", 
        "avatar": "https://cdn.v2ex.com/gravatar/8f1579d7553eca43d05972495847751a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1240060", 
      "title": "\u90e8\u7f72 Qwen3.8-27B \u6a21\u578b\u6b7b\u5faa\u73af\u95ee\u9898\u6700\u65b0\u5347\u7ea7", 
      "id": "https://www.v2ex.com/t/1240060", 
      "date_published": "2026-09-07T06:47:56+00:00", 
      "content_html": "<p>\u90e8\u7f72 Qwen3.8-27B \u6a21\u578b\u7684\u670b\u53cb\uff0c\u6b7b\u5faa\u73af\u95ee\u9898\u53ef\u4ee5\u5347\u7ea7\u4e86\u3002\n<a href=\"https://huggingface.co/froggeric/Qwen-Fixed-Chat-Templates\" rel=\"nofollow\">https://huggingface.co/froggeric/Qwen-Fixed-Chat-Templates</a>\nllama.cpp \u7684\u914d\u7f6e\u53c2\u6570\u91cc\u6307\u5b9a\u6a21\u677f\u6587\u4ef6\uff1a</p>\n<p>--jinja --chat-template-file /model/Qwen3.8-27B/chat_template.jinja --reasoning-format deepseek</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ldm0", 
        "name": "ldm0", 
        "avatar": "https://cdn.v2ex.com/avatar/a7b3/d135/347120_large.png?m=1769016119"
      }, 
      "url": "https://www.v2ex.com/t/1239350", 
      "title": "2 \u53f0 DGX Spark \u4e0a\u8fd0\u884c\u7684\u672c\u5730 LLM \u6a2a\u5411\u5bf9\u6bd4", 
      "id": "https://www.v2ex.com/t/1239350", 
      "date_published": "2026-09-03T16:30:48+00:00", 
      "content_html": "<h1>\u6709\u4e09\u4e2a\u6a21\u578b\u80fd\u8dd1</h1>\n<p>\u8fc7\u53bb\u4e00\u5468 flash \u6a21\u578b\u96c6\u4f53\u66f4\u65b0:</p>\n<ol>\n<li>Qwen3.8-Flash-Next</li>\n<li>GLM-5.3-FLash</li>\n<li>DeepSeek-V4-Flash-Vision-Exp(\u4e4b\u524d\u6ca1\u6709 Vision)</li>\n</ol>\n<p>\u6bd4\u8f83\u5e78\u8fd0\u7684\u662f\u8fd9\u51e0\u4e2a\u6a21\u578b\u521a\u521a\u597d\u90fd\u80fd\u5728\u4e24\u53f0 DGX Spark \u4e0a\u9762\u8dd1\u8d77\u6765\uff0c\u76f4\u63a5\u723d\u5403\u3002</p>\n<h1>\u6a2a\u5411\u6bd4\u8f83</h1>\n<p>\u5728\u8fd9\u4e09\u4e2a\u6a21\u578b\u91cc\u9762\u6765\u56de\u5207\u6362\u4e86\u597d\u591a\u6b21\uff0c\u8bf4\u4e00\u4e0b\u4f7f\u7528\u4f53\u9a8c\uff1a</p>\n<ul>\n<li>\u901f\u5ea6\u5c42\u9762\uff1a</li>\n</ul>\n<p><code>Qwen3.8-Flash-Next &gt; DeepSeek-V4-Flash-Vision-Exp &gt; GLM-5.3-FLash</code></p>\n<ul>\n<li>\u4ee3\u7801\u8d28\u91cf:</li>\n</ul>\n<p><code>GLM-5.3-FLash &gt; DeepSeek-V4-Flash-Vision-Exp &gt; Qwen3.8-Flash-Next</code></p>\n<ul>\n<li>\u56fe\u5f62\u7406\u89e3:</li>\n</ul>\n<p><code>GLM-5.3-FLash &gt; Qwen3.8-Flash-Next &gt; DeepSeek-V4-Flash-Vision-Exp</code></p>\n<p>\u6bd4\u8f83\u7ec6\u8282\u7684\u662f GLM-5.3-FLash \u6709\u4e24\u4e2a\u91cf\u5316\u7248\u672c EXL3 \u548c NVFP4\uff1a</p>\n<ol>\n<li>NVFP4 \u7684 prefill \u66f4\u5feb\uff08\u52a0\u8f7d\u5386\u53f2\u4f1a\u8bdd\u66f4\u5feb\uff09 1500t/s \u5de6\u53f3\uff0c\u6bd4 EXL3 1000t/s \u5feb\u5f88\u591a</li>\n<li>EXL3 \u7684 decode \u66f4\u5feb\uff08\u5410\u5b57\u66f4\u5feb\uff09 28t/s \uff0c\u6bd4 NVFP4 20t/s \u5feb\u5f88\u591a</li>\n</ol>\n<h1>\u4e3b\u89c2\u7ed3\u8bba</h1>\n<p>\u6211\u4e3b\u8981\u662f\u7528 Hermes \uff0c\u8fd9\u4e09\u4e2a\u6a21\u578b\u5176\u5b9e\u90fd\u5df2\u7ecf\u975e\u5e38\u4e0d\u9519\u4e86\uff0c\u6ca1\u6709\u627e\u5230\u4ec0\u4e48\u660e\u663e\u7455\u75b5\u3002</p>\n<p>\u603b\u7684\u6765\u8bf4\u5982\u679c\u8981<strong>\u7edd\u5bf9\u8d28\u91cf</strong>\uff0c\u7528 <strong>GLM-5.3-FLash</strong>; \u8981<strong>\u7edd\u5bf9\u901f\u5ea6</strong>\uff0c\u7528 <strong>Qwen3.8-Flash-Next</strong>\u3002</p>\n<p>DeepSeek V4 Flash \u6709\u70b9\u4e2d\u4e0d\u6e9c\uff0c\u800c\u4e14\u56fe\u50cf\u7406\u89e3\u4f3c\u4e4e\u6709\u70b9\u8fd1\u89c6\uff0c\u770b\u4e0d\u6e05\u56fe\u7247\u7ec6\u8282\uff0c\u5b9e\u6d4b\u88ab\u4e0a\u9762\u4e24\u4e2a\u6a21\u578b\u7206\u6740\u3002</p>\n<p>\u73b0\u5728\u6bcf\u5929\u65e5\u5e38\u5728\u7528 Qwen3.8-Flash-Next :D</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zzutmebwd", 
        "name": "zzutmebwd", 
        "avatar": "https://cdn.v2ex.com/avatar/a6d2/40df/62082_large.png?m=1782215192"
      }, 
      "url": "https://www.v2ex.com/t/1239314", 
      "title": "pro6000 \u90e8\u7f72 Qwen 3.8 flash next nvfp4", 
      "id": "https://www.v2ex.com/t/1239314", 
      "date_published": "2026-09-03T12:30:06+00:00", 
      "content_html": "\u901f\u5ea6\u98de\u5feb\uff0c\u667a\u529b\u591f\u7528\uff0c\u5341\u5206\u597d\u7528\uff0c\u552f\u4e00\u7684\u95ee\u9898\u662f\u5360\u7528\u4e86 60G \u5185\u5b58\u548c 92G \u663e\u5b58\uff0c\u5f71\u54cd\u8dd1 ocr tts \u548c asr \u3002<br /><br /><a target=\"_blank\" href=\"/i/o20mH2lU.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 o20mH2lU.jpeg\"><img src=\"//i.v2ex.co/o20mH2lU.jpeg\" class=\"embedded_image\"></a><br /><br /><br /><a target=\"_blank\" href=\"/i/PQ53WWQA.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 PQ53WWQA.jpeg\"><img src=\"//i.v2ex.co/PQ53WWQA.jpeg\" class=\"embedded_image\"></a><br /><br /><br /><a target=\"_blank\" href=\"/i/Hb4HKtaw.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 Hb4HKtaw.jpeg\"><img src=\"//i.v2ex.co/Hb4HKtaw.jpeg\" class=\"embedded_image\"></a><br /><br /><a target=\"_blank\" href=\"/i/5lG7X20N.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 5lG7X20N.jpeg\"><img src=\"//i.v2ex.co/5lG7X20N.jpeg\" class=\"embedded_image\"></a><br /><br /><a target=\"_blank\" href=\"/i/OyWtb4ai.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 OyWtb4ai.jpeg\"><img src=\"//i.v2ex.co/OyWtb4ai.jpeg\" class=\"embedded_image\"></a><br /><br /><a target=\"_blank\" href=\"/i/e2O250nv.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 e2O250nv.jpeg\"><img src=\"//i.v2ex.co/e2O250nv.jpeg\" class=\"embedded_image\"></a><br /><br />\u7528\u4e86 12 \u5e74 V2EX \u4eca\u5929\u521a\u77e5\u9053\u4f20\u4e00\u5f20\u56fe\u5c45\u7136\u8981\u6536 20 \u5e01..."
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/TGOcc", 
        "name": "TGOcc", 
        "avatar": "https://cdn.v2ex.com/avatar/10f3/3f11/817343_large.png?m=1780891234"
      }, 
      "url": "https://www.v2ex.com/t/1238617", 
      "title": "DeepSeek-V4-Flash-Vision-Exp \u6743\u91cd\u5f00\u6e90\u4e86\uff0c\u539f\u751f\u89c6\u89c9\u96c6\u6210", 
      "id": "https://www.v2ex.com/t/1238617", 
      "date_published": "2026-09-01T03:27:43+00:00", 
      "content_html": "<p>8 \u6708 31 \u65e5\u6743\u91cd\u5f00\u6e90\u4e86\uff0c\u539f\u751f\u652f\u6301\u89c6\u89c9\u96c6\u6210\u8bc6\u522b\u5904\u7406\uff0c\u6709\u5728\u4f7f\u7528\u6216\u6d4b\u8bd5\u7684\u670b\u53cb\u5417\uff1f\u7efc\u5408\u6027\u80fd\u54b1\u6837\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Need4more", 
        "name": "Need4more", 
        "avatar": "https://cdn.v2ex.com/avatar/19ce/f31a/305835_large.png?m=1788840322"
      }, 
      "url": "https://www.v2ex.com/t/1238446", 
      "date_modified": "2026-08-31T10:01:59+00:00", 
      "content_html": "<p>\u6709\u4eba\u8bf4 AI \u65f6\u4ee3\u82f9\u679c\u662f\u6700\u5927\u8d62\u5bb6\uff0c\u6838\u5fc3\u5728\u4e8e mac \u7684\u6210\u672c\u4f18\u52bf\uff0c\u6211\u4e0d\u8d5e\u6210\u3002</p>\n<p>\u5728\u6210\u672c\u65b9\u9762\uff0c\u6309\u7167\u6211\u4e2a\u4eba\u7684\u4f7f\u7528\u7ecf\u9a8c\uff0c\u8c03\u7528\u4e91\u7aef api \uff08\u6211\u4eec\u5047\u8bbe\u4f7f\u7528\u7684\u662f deepseek v4 flash)\u6bcf\u65e5\u6210\u672c\u5728\u00a525/\u5929\uff0c\u5982\u679c\u8d2d\u4e70 M5 Max 128GB \uff08\u5e02\u573a\u4ef7 4w \uff09\u7684\u8bdd\uff0c\u56de\u672c\u5468\u671f\u4e3a 4.4 \u5e74\uff0c\u8d85\u8fc7\u7535\u5b50\u4ea7\u54c1\u7684 3 \u5e74\u6298\u65e7\u671f\u3002</p>\n<p>\u629b\u5f00\u4ef7\u683c\uff0c\u6211\u66f4\u5728\u610f\u901f\u5ea6\u548c\u8d28\u91cf\uff0c\u65e5\u5e38\u4f7f\u7528\u4f53\u9a8c\u76f4\u63a5\u548c\u8fd9\u4e24\u4e2a\u6302\u94a9\uff0c\u8fd9\u5757 api \u660e\u663e\u5360\u4f18\uff0c\u672c\u5730\u5927\u6a21\u578b\u91cf\u5316\u540e\u6162\u541e\u541e\u7684\u3001\u8d28\u91cf\u5dee\u8981\u8fd4\u5de5\u3002\u552f\u4e00\u7684\u4f18\u52bf\u5c31\u662f\u9690\u79c1\u4e86\uff0c\u4f46\u662f\u4e2a\u4eba\u4f7f\u7528\u4e0d\u5728\u610f\u8fd9\u4e2a\u3002</p>\n<p>\u6beb\u65e0\u60ac\u5ff5\uff0c\u6700\u4f73\u9009\u62e9\u662f\u7528 API \uff0c\u4e70\u673a\u5668\u662f\u8d1f\u6295\u8d44\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://hunyuan-prod-1258344703.cos.ap-guangzhou.myqcloud.com/multimedia/1c31be76d984d6f95a69b961cd7f7fdd/20260831160953url_radar_chart.png?q-sign-algorithm=sha1&amp;q-ak=AKID0qSq0xJRL7h3A4nIYJFrFOJ1VlnbIm26&amp;q-sign-time=1788163793%3B1819699793&amp;q-key-time=1788163793%3B1819699793&amp;q-header-list=host&amp;q-url-param-list=&amp;q-signature=cd369599e5137d255cc0159ba34fe9045ef57a62\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://hunyuan-prod-1258344703.cos.ap-guangzhou.myqcloud.com/multimedia/1c31be76d984d6f95a69b961cd7f7fdd/20260831160954url_tier_chart.png?q-sign-algorithm=sha1&amp;q-ak=AKID0qSq0xJRL7h3A4nIYJFrFOJ1VlnbIm26&amp;q-sign-time=1788163794%3B1819699794&amp;q-key-time=1788163794%3B1819699794&amp;q-header-list=host&amp;q-url-param-list=&amp;q-signature=949043479fdb6c060abf4e55f76e8db2c6b48d1d\"/></p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://hunyuan-prod-1258344703.cos.ap-guangzhou.myqcloud.com/multimedia/1c31be76d984d6f95a69b961cd7f7fdd/20260831160954url_tier_chart.png?q-sign-algorithm=sha1&amp;q-ak=AKID0qSq0xJRL7h3A4nIYJFrFOJ1VlnbIm26&amp;q-sign-time=1788163794%3B1819699794&amp;q-key-time=1788163794%3B1819699794&amp;q-header-list=host&amp;q-url-param-list=&amp;q-signature=949043479fdb6c060abf4e55f76e8db2c6b48d1d\"/></p>\n", 
      "date_published": "2026-08-31T09:00:16+00:00", 
      "title": "mac \u672c\u5730\u90e8\u7f72 llm \u4e0d\u662f\u6700\u4f73\u9009\u62e9", 
      "id": "https://www.v2ex.com/t/1238446"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jacketma", 
        "name": "jacketma", 
        "avatar": "https://cdn.v2ex.com/gravatar/a941f83ac4192740c2e1f95676ce23c5?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1238437", 
      "title": "\u5927\u6a21\u578b LLM \u662f\u600e\u4e48\u5b9e\u73b0\u8ba1\u7b97\u7684\uff1f\u8fd8\u662f\u5185\u90e8\u8c03\u7528\u4e86\u5de5\u5177\uff1f", 
      "id": "https://www.v2ex.com/t/1238437", 
      "date_published": "2026-08-31T08:35:02+00:00", 
      "content_html": "\u5927\u6a21\u578b\u8f93\u51fa\u804a\u5929\u5185\u5bb9\u7684\u539f\u7406\u8fd8\u662f\u4e86\u89e3\u4e00\u70b9\u7684\uff0c\u5bf9\u4e8e\u6a21\u578b\u8fdb\u884c\u8ba1\u7b97\u8fd9\u4e2a\u73af\u8282\uff0c\u4e0d\u77e5\u9053\u6a21\u578b\u5185\u90e8\u8fd8\u662f\u548c\u81ea\u7136\u8bed\u8a00\u4e00\u6837\uff0c\u4ece\u9ad8\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u6309\u6982\u7387\u53d6\u503c\uff1f\u8fd8\u662f\u5176\u5b9e\u6a21\u578b\u5185\u90e8\u5176\u5b9e\u4e5f\u5185\u7f6e\u4e86\u5f88\u591a tools / function call \u8fd9\u6837\u7684\u5de5\u5177\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sentinelK", 
        "name": "sentinelK", 
        "avatar": "https://cdn.v2ex.com/avatar/8d13/4c44/631792_large.png?m=1788849478"
      }, 
      "url": "https://www.v2ex.com/t/1237246", 
      "title": "mac m5 ultra \u4e0a\u7ebf\u4e2d\u56fd\u5b98\u7f51\u30021.2T \u663e\u5b58\u5e26\u5bbd\uff0c 256GB \u7248\u672c 8.6 \u4e07", 
      "id": "https://www.v2ex.com/t/1237246", 
      "date_published": "2026-08-26T01:46:24+00:00", 
      "content_html": "<pre><code>\u7f16\u8005\u6ce8\uff1a\u6b64\u6587\u5b8c\u5168\u662f\u6570\u5b57\u63a8\u6f14\uff0c\u4e0d\u4ee3\u8868\u771f\u5b9e\u786c\u4ef6\u80fd\u529b\u3002\u7b14\u8005\u4e0d\u5bf9\u4fe1\u606f\u51c6\u786e\u5ea6\u8d1f\u8d23\u3002\n\u4fe1\u6e90\u4f1a\u7f57\u5217\u5728\u6587\u7ae0\u4e0b\u65b9\n</code></pre>\n<p>\u7ed3\u5408 256GB \u7edf\u4e00\u5185\u5b58\u6765\u770b\uff0c\u76ee\u524d\u6bd4\u8f83\u6709\u4ef7\u503c\u7684\u5c31\u662f\u8fd0\u884c ds-v4-flash-0731 \uff0c\u6070\u5de7\u6700\u8fd1 omlx \u6709\u8fc7\u4e00\u6b21\u7248\u672c\u66f4\u65b0\uff0c\u5b98\u65b9\u6027\u80fd\u6570\u636e\u5982\u4e0b\uff1a<a href=\"https://newreleases.io/project/github/jundot/omlx/release/v0.5.4rc2\" rel=\"nofollow\">\u4fe1\u606f\u6765\u6e90</a>\n<img alt=\"f917c000-707f-43a1-b0a1-23bd464ed4e9-image.jpeg\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://upload.lcz.me/uploads/1368b539-f613-4e33-bbab-3ce911817b04.jpeg\"/> </p>\n<p>\u7136\u540e\uff0cM5 Ultra \u7684\u5185\u5b58\u5e26\u5bbd\u662f M3 Ultra \u7684\u63a5\u8fd1 1.5 \u500d\u3002\u53c8\u6839\u636e\u82f9\u679c\u5b98\u7f51\u6570\u636e\uff0c\u5176 prefill \u6027\u80fd\u662f M3 Ultra \u7684 4 \u500d\uff08 ollama \u6570\u636e\uff0c\u6846\u67b6\u4e0d\u540c\uff0c\u53ea\u80fd\u53c2\u8003\uff09</p>\n<p>\u6240\u4ee5\u5927\u6982\u9884\u671f\uff0cM5 Ultra \u8fd0\u884c ds-v4-flash-0731 Q4 \u7684\u5927\u81f4\u6027\u80fd\u662f\uff1a</p>\n<p><strong>prefill</strong></p>\n<table>\n<thead>\n<tr>\n<th>\u4e0a\u4e0b\u6587</th>\n<th>M3U \uff08 v0.5.4rc2 \uff09</th>\n<th>3\u00d7</th>\n<th>4\u00d7</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>1K</td>\n<td>531.0</td>\n<td>~1590</td>\n<td>~2120</td>\n</tr>\n<tr>\n<td>4K</td>\n<td>486.5</td>\n<td>~1460</td>\n<td>~1950</td>\n</tr>\n<tr>\n<td>64K</td>\n<td>468.5</td>\n<td>~1410</td>\n<td>~1870</td>\n</tr>\n<tr>\n<td>128K</td>\n<td>438.6</td>\n<td>~1320</td>\n<td>~1750</td>\n</tr>\n</tbody></table><p><strong>decode</strong></p>\n<table>\n<thead>\n<tr>\n<th>\u573a\u666f</th>\n<th>M3 Ultra</th>\n<th><strong>M5 Ultra \u9884\u8ba1</strong></th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>MTP \u5173\uff0c1K</td>\n<td>27.6</td>\n<td>~40</td>\n</tr>\n<tr>\n<td>MTP \u5173\uff0c4K</td>\n<td>25.8</td>\n<td>~38</td>\n</tr>\n<tr>\n<td>MTP \u5173\uff0c64K</td>\n<td>22.8</td>\n<td>~33</td>\n</tr>\n<tr>\n<td>MTP \u5173\uff0c128K</td>\n<td>21.3</td>\n<td>~31</td>\n</tr>\n</tbody></table><p>\u4fe1\u606f\u6765\u6e90\uff1a\n<a href=\"https://newreleases.io/project/github/jundot/omlx/release/v0.5.4rc2\" rel=\"nofollow\">https://newreleases.io/project/github/jundot/omlx/release/v0.5.4rc2</a></p>\n<p><a href=\"https://www.apple.com.cn/mac-studio/\" rel=\"nofollow\">https://www.apple.com.cn/mac-studio/</a></p>\n<p><a href=\"https://omlx.ai/compare\" rel=\"nofollow\">https://omlx.ai/compare</a></p>\n"
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        "url": "https://www.v2ex.com/member/Koimiao", 
        "name": "Koimiao", 
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      "url": "https://www.v2ex.com/t/1236484", 
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      "id": "https://www.v2ex.com/t/1236484", 
      "date_published": "2026-08-22T16:20:46+00:00", 
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    {
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        "url": "https://www.v2ex.com/member/nicolaszhao4", 
        "name": "nicolaszhao4", 
        "avatar": "https://cdn.v2ex.com/gravatar/a36a1c404b648f7f22b7e1191022b061?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1236166", 
      "title": "\u81ea\u5df1\u6512\u4e86\u4e2a comfyui \u4ea4\u6d41\u793e\u533a", 
      "id": "https://www.v2ex.com/t/1236166", 
      "date_published": "2026-08-21T06:16:08+00:00", 
      "content_html": "<h2>\u4e00\u76f4\u6ca1\u627e\u5230\u597d\u7528\u7684\u793e\u533a\uff0c\u6240\u4ee5\u81ea\u5df1\u6512\u4e86\u4e00\u4e2a\u8bba\u575b\uff0c\u5927\u5bb6\u53ef\u4ee5\u6765\u6367\u6367\u573a\uff0c\u63d0\u63d0\u5efa\u8bae\uff0c\u4ea4\u6d41\u4ea4\u6d41\u6280\u672f</h2>\n<h2>\u7f51\u5740 <a href=\"http://brokegpu.com\" rel=\"nofollow\">brokegpu.com</a></h2>\n<p>\u73b0\u5728\u8bba\u575b\u91cc\u9762\u6709\u4e00\u4e9b\u81ea\u5df1\u6d4b\u8bd5\u8fc7\u7684\u597d\u7528\u7684\u5de5\u4f5c\u6d41\uff0c\u90fd\u662f\u5230\u5904\u6536\u96c6\u7684\uff0c\u6709\u4e9b\u8dd1\u7740\u6709\u70b9\u6162\u6216\u8005\u7206\u663e\u5b58\u7684\uff0c\u6211\u5c31\u52a0\u4e86\u4e00\u4e9b\u4f18\u5316\u3002\u665a\u4e9b\u65f6\u5019\u4e0b\u73ed\u4e86\u6211\u4f1a\u628a\u76ee\u524d\u5e16\u5b50\u4e2d\u7684\u5de5\u4f5c\u6d41\u51fa\u5904\u52a0\u4e0a(\u6709\u4e9b up \u4e3b\u6ca1\u5728\u5de5\u4f5c\u6d41\u52a0\u81ea\u5df1\u7684 ID)\uff0c\u7136\u540e\u518d\u52a0\u4e00\u4e9b\u65b0\u4eba\u6559\u7a0b\u4ec0\u4e48\u7684\u3002</p>\n"
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        "url": "https://www.v2ex.com/member/l764191074537", 
        "name": "l764191074537", 
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      }, 
      "url": "https://www.v2ex.com/t/1236140", 
      "date_modified": "2026-08-22T01:04:51+00:00", 
      "content_html": "<p>\u6709\u5927\u4f6c\u6709\u5b9e\u9645\u7684\u5b9e\u8df5\u7ecf\u9a8c\u5417</p>\n", 
      "date_published": "2026-08-21T04:48:12+00:00", 
      "title": "m1max 64g+1T \u6ee1 GPU \u7684 MacBook Pro \u9002\u5408\u90e8\u7f72\u54ea\u4e2a\u672c\u5730\u6a21\u578b", 
      "id": "https://www.v2ex.com/t/1236140"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/Kingfish404", 
        "name": "Kingfish404", 
        "avatar": "https://cdn.v2ex.com/avatar/3bdb/5a61/509122_large.png?m=1787214044"
      }, 
      "url": "https://www.v2ex.com/t/1235915", 
      "title": "[\u5f00\u6e90\u81ea\u8350] ModelMoor\uff1a\u628a\u672c\u5730/\u8fdc\u7a0b\u6a21\u578b\u3001\u5546\u4e1a API \u548c\u8ba2\u9605\u8d26\u6237\u6536\u8fdb\u4e00\u4e2a\u672c\u5730\u5730\u5740", 
      "id": "https://www.v2ex.com/t/1235915", 
      "date_published": "2026-08-20T08:21:21+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728 Mac \u4e0a\u540c\u65f6\u4f7f\u7528\u81ea\u6258\u7ba1\u6a21\u578b\u548c\u51e0\u4e2a\u4e91\u7aef API \uff0c\u7ecf\u5e38\u8981\u5728\u4e0d\u540c\u5ba2\u6237\u7aef\u91cc\u53cd\u590d\u6539 Base URL \u3001\u6a21\u578b\u540d\u548c API key \u3002\u8fdc\u7a0b\u673a\u5668\u4e0a\u7684 vLLM \u3001SGLang \u3001Ollama \u8fd8\u8981\u5355\u72ec\u7ef4\u62a4 SSH \u7aef\u53e3\u8f6c\u53d1\u3002\u4e8e\u662f\u6211\u505a\u4e86 ModelMoor \uff0c\u73b0\u5728\u628a\u5b83\u5f00\u6e90\u51fa\u6765\u3002</p>\n<p>ModelMoor \u662f\u4e00\u4e2a\u539f\u751f macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u4e5f\u5e26 CLI \u3002\u5b83\u53ef\u4ee5\u628a SSH \u540e\u9762\u7684 OpenAI-compatible API \u8f6c\u53d1\u5230 Mac \uff0c\u518d\u628a\u8fdc\u7a0b\u6a21\u578b\u3001\u76f4\u63a5\u8fde\u63a5\u7684\u5546\u4e1a API \uff0c\u4ee5\u53ca ChatGPT/Codex \u3001Claude Code \u3001Kimi \u3001Grok \u7b49\u8ba2\u9605\u8d26\u6237\u4e2d\u9009\u5b9a\u7684\u6a21\u578b\uff0c\u7edf\u4e00\u653e\u5230\u4e00\u4e2a\u672c\u5730\u5730\u5740\uff1a</p>\n<pre><code class=\"language-text\">http://127.0.0.1:17777/v1\n</code></pre>\n<p>\u5ba2\u6237\u7aef\u53ea\u9700\u8981\u4fdd\u5b58\u4e00\u4e2a Base URL \u548c\u4e00\u4e2a ModelMoor API key \u3002\u6bcf\u4e2a\u516c\u5f00\u6a21\u578b\u540d\u4f1a\u56fa\u5b9a\u8def\u7531\u5230\u6307\u5b9a\u7684\u4e0a\u6e38\u6a21\u578b\uff0c\u5bf9\u5e94\u51ed\u636e\u5206\u522b\u4fdd\u5b58\u5728 macOS Keychain \u3002\u5b83\u4e0d\u4f1a\u81ea\u52a8\u5207\u6362\u6a21\u578b\u3001\u8d1f\u8f7d\u5747\u8861\u6216\u91cd\u8bd5\u4ed8\u8d39\u8bf7\u6c42\uff0c\u8def\u7531\u5173\u7cfb\u662f\u663e\u5f0f\u7684\u3002</p>\n<p>\u76ee\u524d\u4e3b\u8981\u89e3\u51b3\u4e09\u4e2a\u573a\u666f\uff1a</p>\n<ol>\n<li>\u7528 <code>ssh -L</code> \u628a DGX \u3001GPU \u670d\u52a1\u5668\u6216\u5bb6\u91cc\u8bbe\u5907\u4e0a\u7684 vLLM \u3001SGLang \u3001Ollama \u63a5\u5230 Mac \u3002</li>\n<li>\u628a SSH \u6a21\u578b\u548c DeepSeek \u3001Kimi \u7b49\u517c\u5bb9 API \u6c47\u603b\u5230\u4e00\u4e2a\u672c\u5730 OpenAI-compatible \u5730\u5740\u3002</li>\n<li>\u7528 <code>ssh -R</code> \u628a Mac \u4e0a\u7684 Unified API \u9001\u56de\u8fdc\u7a0b\u5f00\u53d1\u673a\uff0c\u8ba9\u8fdc\u7a0b\u5de5\u5177\u7ee7\u7eed\u4f7f\u7528\u540c\u4e00\u4e2a\u6a21\u578b\u5217\u8868\u3002</li>\n</ol>\n<p>\u53e6\u5916\u505a\u4e86\u6a21\u578b\u53d1\u73b0\u3001\u5065\u5eb7\u68c0\u67e5\u3001SSH \u65ad\u7ebf\u6062\u590d\u3001\u591a API key \u3001SSE \u6d41\u5f0f\u8f6c\u53d1\u548c\u7528\u91cf\u7edf\u8ba1\u3002\u76d1\u542c\u5730\u5740\u9ed8\u8ba4\u53ea\u7ed1\u5b9a loopback \uff0cAPI \u51ed\u636e\u653e\u5728 Keychain \uff0cGateway \u9ed8\u8ba4\u5f00\u542f bearer token \u9a8c\u8bc1\u3002</p>\n<p>\u9879\u76ee\u76ee\u524d\u662f v0.2.0 \uff0c\u652f\u6301 macOS 14 \u53ca\u4ee5\u4e0a\uff0c\u4f7f\u7528 Swift \u5f00\u53d1\uff0cMIT License \u3002\u73b0\u5728\u8fd8\u662f\u5f88\u65e9\u671f\u7684\u7248\u672c\uff0c\u5b89\u88c5\u3001\u4ea4\u4e92\u548c\u517c\u5bb9\u6027\u4e0a\u80af\u5b9a\u8fd8\u6709\u4e0d\u5c11\u53ef\u4ee5\u6539\u7684\u5730\u65b9\u3002\u6b22\u8fce\u8bd5\u7528\uff0c\u4e5f\u5f88\u60f3\u542c\u542c\u5927\u5bb6\u5b9e\u9645\u63a5\u4e86\u54ea\u4e9b\u6a21\u578b\u548c\u5ba2\u6237\u7aef\uff0c\u4ee5\u53ca\u9047\u5230\u4e86\u4ec0\u4e48\u95ee\u9898\u3002</p>\n<p>\u9879\u76ee\u4e3b\u9875\uff1a<a href=\"https://kingfish404.github.io/ModelMoor/\" rel=\"nofollow\">https://kingfish404.github.io/ModelMoor/</a></p>\n<p>GitHub\uff1a<a href=\"https://github.com/Kingfish404/ModelMoor\" rel=\"nofollow\">https://github.com/Kingfish404/ModelMoor</a></p>\n<p>\u4e0b\u8f7d\uff1a<a href=\"https://github.com/Kingfish404/ModelMoor/releases/latest\" rel=\"nofollow\">https://github.com/Kingfish404/ModelMoor/releases/latest</a></p>\n<p><img alt=\"ModelMoor\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://picui.ogmua.cn/s1/2026/08/20/6a86b89d7a758.webp\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sentinelK", 
        "name": "sentinelK", 
        "avatar": "https://cdn.v2ex.com/avatar/8d13/4c44/631792_large.png?m=1788849478"
      }, 
      "url": "https://www.v2ex.com/t/1235518", 
      "title": "RTX PRO 5000\uff08\u6216\u5176\u4ed6 48GB \u663e\u5b58\uff09\u7684 Qwen3.8-27B-FP8 \u914d\u7f6e\u4ea4\u6d41\uff08prefill 5000+t/s\uff0c decode 60+t/s\uff09", 
      "id": "https://www.v2ex.com/t/1235518", 
      "date_published": "2026-08-19T02:49:45+00:00", 
      "content_html": "<p>\u5148\u4e0a\u53c2\u6570\uff1a</p>\n<pre><code>python -m sglang.launch_server \\\n  --model-path Qwen3.8-27B-FP8 \\\n  --attention-backend flashinfer \\\n  --kv-cache-dtype fp8_e4m3 \\\n  --mamba-radix-cache-strategy extra_buffer_lazy \\\n  --mamba-full-memory-ratio 1.0 \\\n  --chunked-prefill-size 2048 \\\n  --context-length 262144 \\\n  --mem-fraction-static 0.90 \\\n  --reasoning-parser qwen3 \\\n  --tool-call-parser qwen3_coder \\\n  --mm-feature-transport cpu \\\n  --speculative-algorithm EAGLE \\\n  --speculative-num-steps 3 \\\n  --speculative-eagle-topk 1 \\\n  --speculative-num-draft-tokens 4 \\\n  --host 0.0.0.0 \\\n  --port 30000 \\\n --enable-cache-report \\\n--mamba-full-memory-ratio 0.2 \\\n--mamba-ssm-dtype bfloat16\n</code></pre>\n<p>\u4ecb\u4e8e ds-flash-0731 \u5927\u5e45\u5ea6\u6da8\u4ef7\uff0c\u5bfc\u81f4 MinimaxH3-Maker \uff08\u6211\u7684\u5f00\u6e90\u89c6\u9891\u63d0\u793a\u8bcd\u751f\u6210+\u89c6\u9891\u751f\u6210\u5bfc\u6f14\u53f0\uff09\u8fdb\u5ea6\u653e\u7f13\uff0c\u4e5f\u5c31\u6709\u65f6\u95f4\u518d\u7814\u7a76\u7814\u7a76\u672c\u5730 LLM \u3002</p>\n<p>\u7ed3\u679c\u53ef\u4ee5\u8bf4\u76f8\u5f53\u559c\u4eba\uff0c\u5982\u679c\u8bf4\u5f53\u5e74\u7684 pp1500+tg40 \u7684 qwen3.6-27B \u7b97\u662f\u53ef\u7528\u7684\u8bdd\u3002\nAgent \u548c\u5de5\u5177\u80fd\u529b\u4e0e 0731 \u6709\u6765\u6709\u56de\u7684 qwen3.8-27B-FP8 \uff0c\u5c31\u53ef\u4ee5\u8bf4\u662f\u751f\u4ea7\u526f\u624b\u7ea7\u522b\u7684 LLM \u4e86\u3002</p>\n<p>\u66f4\u4ee4\u4eba\u60ca\u559c\u7684\u662f\uff0csg-lang \u67b6\u6784\u7684\u5927\u5e45\u5ea6\u8fdb\u6b65\uff0c\u5728 rtx-pro-5000 \u4e0a\uff0c226000 \u4e0a\u4e0b\u6587\u4e0b\uff0c\u53ef\u4ee5\u8dd1\u5230\u5982\u4e0b\u7684\u6210\u7ee9\uff08\u975e MTP \u3001bench_one_batch \uff09\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>batch</th>\n<th>\u8f93\u5165\u957f\u5ea6</th>\n<th>Prefill \u541e\u5410 (token/s)</th>\n<th>Decode \u541e\u5410 (token/s, \u805a\u5408)</th>\n<th>Decode \u5355\u6b65\u65f6\u5ef6</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>1</td>\n<td>1024</td>\n<td>5,322 \u2192 5,449</td>\n<td>31.3 \u2192 31.8</td>\n<td>31.5 ms / token</td>\n</tr>\n<tr>\n<td>1</td>\n<td>4096</td>\n<td>5,006 \u2192 5,089</td>\n<td>31.3 \u2192 31.5</td>\n<td>31.8\u201332.0 ms</td>\n</tr>\n<tr>\n<td>2</td>\n<td>1024</td>\n<td>5,097 \u2192 5,185</td>\n<td>60.8 \u2192 61.3</td>\n<td>32.6\u201332.9 ms</td>\n</tr>\n<tr>\n<td>2</td>\n<td>4096</td>\n<td>3,286 \u2192 4,988</td>\n<td>54.3 \u2192 60.5</td>\n<td>33.1\u201336.9 ms</td>\n</tr>\n<tr>\n<td>4</td>\n<td>1024</td>\n<td>4,408 \u2192 5,190</td>\n<td>109.8 \u2192 120.6</td>\n<td>33.2\u201336.4 ms</td>\n</tr>\n<tr>\n<td>4</td>\n<td>4096</td>\n<td>593 \u2192 443 \u26a0\ufe0f</td>\n<td>33 \u2192 30 \u26a0\ufe0f</td>\n<td>121\u2013132 ms \u26a0\ufe0f</td>\n</tr>\n<tr>\n<td>7</td>\n<td>1024</td>\n<td>974 \u2192 989 \u26a0\ufe0f</td>\n<td>53 \u2192 59 \u26a0\ufe0f</td>\n<td>119\u2013132 ms \u26a0\ufe0f</td>\n</tr>\n<tr>\n<td>7</td>\n<td>4096</td>\n<td>329 \u2192 184 \u26a0\ufe0f</td>\n<td>52 \u2192 52 \u26a0\ufe0f</td>\n<td>~135 ms \u26a0\ufe0f</td>\n</tr>\n</tbody></table><p>\u8fd9\u91cc\u9762\u6709\u51e0\u4e2a\u6838\u5fc3\u51b3\u7b56\u70b9\uff0c\u8981\u548c\u5927\u5bb6\u8ba8\u8bba\uff1a</p>\n<h2><strong>1 \u3001\u5982\u4f55\u91ca\u653e\u6700\u5927\u7684\u53ef\u7528\u4e0a\u4e0b\u6587\u957f\u5ea6</strong></h2>\n<p>Qwen \u5b98\u65b9\u63a8\u8350\u7684 mamba-full-memory-ratio \u662f 1.0 \uff0c\u8fd9\u4f1a\u5bfc\u81f4 mamba \u5c42\u548c kvcache \u5e73\u5206\u5269\u4e0b\u7684\u663e\u5b58\u3002\u4f46\u5982\u679c\u4f60\u5e76\u975e\u9ad8\u5e76\u53d1\u573a\u666f\uff08\u6b63\u5e38\u4e2a\u4eba\u4f7f\u7528\u9876\u591a 2 \u5e76\u53d1\uff09\uff0c\u5982\u6b64\u5206\u914d mamba \u5c42\u662f\u6781\u5ea6\u6d6a\u8d39\u7684\u884c\u4e3a\u3002\u6240\u4ee5\u6211\u53d6\u7684\u662f 0.2 \uff0c\u4e5f\u5c31\u662f 1 \u6bd4 5 \u7684\u6bd4\u4f8b\u5206\u914d\u5269\u4f59\u663e\u5b58\u3002\u8fd9\u4e5f\u5c31\u4f7f\u5f97\u603b\u663e\u5b58\u5206\u914d 90%\u7684\u60c5\u51b5\u4e0b\uff0c48GB \u663e\u5b58\u53ef\u4ee5\u5f97\u5230 226000 \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002</p>\n<pre><code>\u6ce8\uff0c\u4e0a\u8868\u683c\u4e4b\u6240\u4ee5 4 \u5e76\u53d1\u540e\u7684\u6027\u80fd\u5f02\u5e38\uff0c\u5c31\u662f\u56e0\u4e3a mamba \u5c42\u4e0d\u591f\u7528\u5bfc\u81f4\u3002\n\u6240\u4ee5\u9700\u8981\u8bfb\u8005\u6839\u636e\u81ea\u8eab\u5e76\u53d1\u60c5\u51b5\u7075\u6d3b\u63a7\u5236\u5360\u7528\u914d\u6bd4\u3002\n</code></pre>\n<h2><strong>2 \u3001MTP \u53c2\u6570\u7684\u8bbe\u5b9a</strong></h2>\n<p>\u6839\u636e\u5b98\u65b9\u4fe1\u606f\uff0cMTP=3 \u662f\u6700\u5927\u751c\u871c\u70b9\uff0c\u53ef\u4ee5\u5355\u7ebf\u7a0b\u83b7\u5f97\u5c06\u8fd1 2 \u500d\u7684 decode \u6027\u80fd\u63d0\u5347\uff0cprefill \u6027\u80fd\u51e0\u4e4e\u4e0d\u53d7\u5230\u5f71\u54cd\u3002</p>\n<h2><strong>3 \u3001\u6d4b\u8bd5\u73af\u5883</strong></h2>\n<p>\u4ee5\u5b98\u65b9\u8bf4\u660e\u4e3a\u53c2\u8003\uff1a <a href=\"https://docs.sglang.io/docs/developer_guide/benchmark_and_profiling\" rel=\"nofollow\">https://docs.sglang.io/docs/developer_guide/benchmark_and_profiling</a>\n\u91c7\u7528 bench_one_batch \u6765\u6d4b\u5b9a\u3002</p>\n<h2><strong>4 \u3001\u63a8\u8350\u7684\u4f7f\u7528\u73af\u5883\u3002</strong></h2>\n<p>codex \u6216 dsh \u3002\u5982\u679c\u4f7f\u7528 dsh \uff0c\u53ef\u4ee5\u901a\u8fc7\u6211\u7684 dsh \u63d2\u4ef6\u6765\u89e3\u51b3\u6539\u53d8\u601d\u8003\u5f3a\u5ea6\u5bfc\u81f4 error400 \u7684\u95ee\u9898\uff1a <a href=\"https://github.com/kop1989/dsh-localqwen-rolefix\" rel=\"nofollow\">https://github.com/kop1989/dsh-localqwen-rolefix</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/coefu", 
        "name": "coefu", 
        "avatar": "https://cdn.v2ex.com/avatar/dae8/5fcd/616381_large.png?m=1751355488"
      }, 
      "url": "https://www.v2ex.com/t/1235511", 
      "title": "mac ultra deepseek harness & qwen3.8-27B \u51e0\u70b9\u7ecf\u9a8c", 
      "id": "https://www.v2ex.com/t/1235511", 
      "date_published": "2026-08-19T02:30:17+00:00", 
      "content_html": "1 \uff0c\u4e0d\u8981\u7528 llama.cpp \uff0c\u867d\u7136\u5b83\u53ef\u4ee5\u8d85\u957f context \uff0c\u5e76\u80fd\u91cf\u5316 context \uff1b\u4f46\u662f\u8d85\u957f context \u4e00\u65e6\u5904\u7406\u6162\u4e86\u70b9\uff0cdeepseek harness \u5e95\u5c42\u7528\u6765\u8fde\u63a5\u6a21\u578b\u7684 pi \u5c31\u5bb9\u6613\u8d85\u65f6 hang \u4f4f\uff0c\u518d\u6b21\u8fde\u63a5\u7684\u65f6\u5019\uff0c\u91cd\u65b0 prefill \u4e4b\u524d\u8d85\u957f\u7684 context \u4f1a\u975e\u5e38\u8017\u65f6\uff0c\u4e14 llama.cpp \u5728\u540c\u4e00\u4e2a slot \u4e2d\u5904\u7406\u7684\u65f6\u5019\uff0c\u540e\u7eed\u4e0d\u7ba1 pp/tg \u90fd\u975e\u5e38\u6162\u3002<br /><br />2 \uff0c\u63a8\u8350 mlx-dspark \uff0cumem \u591f\u7684\u60c5\u51b5\u4e0b\uff0c\u7528 draft \u6a21\u578b\uff0c\u4e0d\u591f\uff0c\u7528--lookup-drafts \u6a21\u5f0f\uff0ccontext \u4e0d\u8981\u641e\u9ed8\u8ba4 256k \uff0c\u6709\u4e2a 64k \u8db3\u77e3\uff0c\u5f53\u5355\u4e2a context \u4e0d\u591f\uff0c\u81ea\u52a8\u5207 slot \u3002\u524d\u7f00\u7f13\u5b58\uff08 Prefix Caching / KV-Cache Reuse \uff09\u548c \u63a2\u9488\u9a8c\u8bc1\u4e0e Small-M \u4f18\u5316\u5185\u6838\uff08 Small-M Kernel Optimization \uff09\uff0c\u8ba9\u5176\u80fd\u5728 context prefill \u6781\u901f\uff0c\u8fd9\u662f llama.cpp \u7684\u6700\u5927\u95ee\u9898\u3002\u540e\u7eed\u7684 tg \u9636\u6bb5\uff0c\u4e5f\u63d0\u901f\u3002\u867d\u7136\u6ca1\u6709 context \u91cf\u5316\uff0c\u4f46\u662f\u4ee5\u4e0a\u6280\u672f\u5b8c\u5168\u5f25\u8865\u4e86\uff0c\u4e14 context \u4e0d\u91cf\u5316\u4e0d\u635f\u5931\u8d28\u91cf\u3002<br /><br />3 \uff0c\u8ba9 dsh \u81ea\u5df1\u5199\u8054\u7f51\u63d2\u4ef6\u548c\u8bb0\u5fc6\u63d2\u4ef6\uff0c\u4fdd\u8bc1\u5ba2\u89c2\u77e5\u8bc6\u7684\u76f8\u5bf9\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u591a\u4e2a\u4f1a\u8bdd\u7684\u5ef6\u7eed\u6027\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/turing518", 
        "name": "turing518", 
        "avatar": "https://cdn.v2ex.com/gravatar/58eddae924b27b2940d5b5d3ead1193c?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1235285", 
      "date_modified": "2026-08-18T10:02:44+00:00", 
      "content_html": "<p>\u5982\u9898\uff0c\u9884\u7b97 3w \u5de6\u53f3\uff0c\u60f3\u5f04\u4e00\u5957\u5c0f\u578b\u5316\u672c\u5730\u5927\u6a21\u578b\u786c\u4ef6\u6765\u8dd1\u672c\u5730\u5927\u6a21\u578b\uff0c\u5904\u7406\u4e00\u4e9b\u4e0d\u80fd\u4f20\u5230\u5916\u7f51\u7684\u6587\u6863\u7684 RAG \uff0c\u4fdd\u8bc1 tps \u7684\u60c5\u51b5\u4e0b\uff0c\u80fd\u7701\u7535\u66f4\u597d\uff0c\u76ee\u524d\u770b\u4e86\u534e\u7855\u7684 GX10 \uff0c\u6c42\u95ee\u662f\u5426\u8fd8\u6709\u5176\u4ed6\u7684\u63a8\u8350\uff1f</p>\n", 
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      "id": "https://www.v2ex.com/t/1234813", 
      "date_published": "2026-08-16T15:20:39+00:00", 
      "content_html": "<p>thx\uff0c via <a href=\"https://edge.v2ex.com/help/quota\" rel=\"nofollow\">https://edge.v2ex.com/help/quota</a></p>\n"
    }, 
    {
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      "title": "\u5982\u4f55\u5728\u516c\u53f8\u653e\u53f0\u8bbe\u5907\u8dd1\u6a21\u578b?", 
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    }, 
    {
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        "name": "EricInBj", 
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      "url": "https://www.v2ex.com/t/1234616", 
      "title": "local.ai \u52a9\u529b", 
      "id": "https://www.v2ex.com/t/1234616", 
      "date_published": "2026-08-15T07:46:52+00:00", 
      "content_html": "<p><a href=\"https://local.ai/ericinbj/invite\" rel=\"nofollow\">https://local.ai/ericinbj/invite</a></p>\n<p>\u51d1\u4e2a\u70ed\u95e8\uff0c\u5927\u4f6c\u4eec\uff01\uff01\uff01</p>\n"
    }, 
    {
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        "name": "agood", 
        "avatar": "https://cdn.v2ex.com/avatar/fb1c/446f/593955_large.png?m=1759147959"
      }, 
      "url": "https://www.v2ex.com/t/1234537", 
      "title": "local.ai \u9080\u8bf7\u6ce8\u518c\u6559\u7a0b\uff0c\u5206\u4eab\u51e0\u4e2a\u53ef\u4ee5\u7528\u7684 3 \u4f4d\u7528\u6237\u540d", 
      "id": "https://www.v2ex.com/t/1234537", 
      "date_published": "2026-08-15T02:03:50+00:00", 
      "content_html": "<p>\u70b9\u51fb\u9080\u8bf7\u94fe\u63a5\uff1a</p>\n<blockquote>\n<p><a href=\"https://local.ai/uqp/invite\" rel=\"nofollow\">https://local.ai/uqp/invite</a></p>\n</blockquote>\n<ol>\n<li>\u6253\u5f00\u9080\u8bf7\u94fe\u63a5</li>\n<li>\u70b9\u51fb <strong>Continue with Hugging Face</strong></li>\n<li>\u70b9\u51fb <strong>Don't have an account? Sign Up</strong></li>\n<li>\u8f93\u5165\u90ae\u7bb1\u548c\u5bc6\u7801\u5b8c\u6210\u6ce8\u518c</li>\n<li>\u586b\u5199\u7528\u6237\u540d\u7b49\u8d44\u6599</li>\n<li>\u5b8c\u6210\u90ae\u7bb1\u9a8c\u8bc1</li>\n<li>\u767b\u5f55 Hugging Face</li>\n<li><strong>\u91cd\u65b0\u6253\u5f00\u9080\u8bf7\u94fe\u63a5</strong></li>\n<li>\u518d\u6b21\u70b9\u51fb <strong>Continue with Hugging Face</strong> \u5b8c\u6210\u6388\u6743</li>\n<li>\u6ce8\u518c\u6210\u529f </li>\n</ol>\n<blockquote>\n<p>\u5f88\u591a\u4eba\u6ce8\u518c\u540e\u76f4\u63a5\u5173\u95ed\u9875\u9762\uff0c\u5bfc\u81f4\u9080\u8bf7\u5173\u7cfb\u6ca1\u6709\u7ed1\u5b9a\u3002\u5b8c\u6210\u90ae\u7bb1\u9a8c\u8bc1\u5e76\u767b\u5f55\u540e\uff0c\u8bb0\u5f97\u91cd\u65b0\u8fdb\u5165\u9080\u8bf7\u94fe\u63a5\u5b8c\u6210\u6388\u6743\uff0c\u8fd9\u662f\u6700\u5173\u952e\u7684\u4e00\u6b65\u3002</p>\n</blockquote>\n"
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      "id": "https://www.v2ex.com/t/1234502", 
      "date_published": "2026-08-14T14:32:18+00:00", 
      "content_html": "po \u4e3b\u5750\u6807\u67d0\u56fd\u4f01\u82af\u7247\u516c\u53f8\uff0c\u516c\u53f8\u5f04\u4e86\u5f88\u5c11\u7684\u4e00\u90e8\u5206\u5361\uff0c\u5927\u9886\u5bfc\u60f3 AI \u63d0\u6548<br />\u5927\u5bb6\u90fd\u77e5\u9053\u9886\u5bfc\u60f3\u8981 KPI \uff0c\u6211\u60f3\u7740 AI \u89e3\u51b3\u5f88\u591a\u5de5\u4f5c\u4e2d\u5c0f\u4e8b\u60c5\u5c31\u884c\u4e86\uff0c\u8fd9\u70b9\u7b97\u529b\u771f codeing \u5b8c\u5168\u4e0d\u591f \u8fd8\u4e0d\u80fd\u91c7\u8d2d\u4e91\u7b97\u529b\u2026<br />\u8fd9\u4e24\u5929\u660e\u786e\u8bf4\u8981\u641e AI \u751f\u6210 Verilog \u548c AI \u9a8c\u8bc1\u2026\u8fd9\u73a9\u610f\u771f\u6709\u53ef\u884c\u6027\u5417\u2026<br />\u6709\u6ca1\u6709\u641e\u8fc7\u76f8\u5173\u7684 dalao \u5e2e\u5fd9\u770b\u770b\u6709\u6ca1\u6709\u4ec0\u4e48\u65b9\u6848\u80fd\u5b9e\u73b0\u7b80\u5355\u6a21\u5757\u7684\u76f8\u5173 AI \u4ecb\u5165"
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