{
  "version": "https://jsonfeed.org/version/1", 
  "title": "\u6295\u8d44", 
  "description": "Can you make money with money?", 
  "home_page_url": "https://www.v2ex.com/go/invest", 
  "feed_url": "https://www.v2ex.com/feed/invest.json", 
  "icon": "https://cdn.v2ex.com/navatar/a4a0/42cf/171_large.png?m=1630576706", 
  "favicon": "https://cdn.v2ex.com/navatar/a4a0/42cf/171_normal.png?m=1630576706", 
  "items": [
    {
      "author": {
        "url": "https://www.v2ex.com/member/niuyeye611", 
        "name": "niuyeye611", 
        "avatar": "https://cdn.v2ex.com/avatar/4dd7/5b8d/808420_large.png?m=1777788494"
      }, 
      "url": "https://www.v2ex.com/t/1215407", 
      "title": "\u6709\u4eba\u505a\u91cf\u5316\u4ea4\u6613\u53ef\u4ee5\u4e00\u8d77 share api \u63a5\u53e3\u5417\uff1f\uff08alpha vantage\uff09", 
      "id": "https://www.v2ex.com/t/1215407", 
      "date_published": "2026-05-25T12:57:33+00:00", 
      "content_html": "<p>\u672c\u4eba\u521a\u5165\u95e8\u91cf\u5316\u4ea4\u6613\uff0c\u5b66\u4e60\u4e2d\uff0c\u4e70\u4e86 alpha vantage \u7684 api \u63a5\u53e3\uff08 50 \u5200\u4e00\u4e2a\u6708\uff09\u3002\u6570\u636e\u6e90\u633a\u4e30\u5bcc\u7684\uff0c\u5c31\u662f\u611f\u89c9\u4ef7\u683c\u7565\u8d35\uff0c\u60f3\u8ddf\u4eba\u4e00\u8d77 share \u7528\u3002\u56e0\u4e3a\u6211\u4f7f\u7528\u9891\u7387\u4e0d\u662f\u5f88\u9ad8\uff0c\u5c31\u662f\u8dd1\u7740\u73a9\u73a9\uff0c\u5e73\u65f6\u91cd\u5fc3\u8fd8\u662f\u5728\u6253\u5de5\u4e0a\u3002\u6709\u6ca1\u6709\u4eba\u4e00\u8d77 share \uff0c\u4e5f\u53ef\u4ee5\u4e92\u76f8\u4ea4\u6d41\u7ecf\u9a8c~</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Fengyesuixiang", 
        "name": "Fengyesuixiang", 
        "avatar": "https://cdn.v2ex.com/avatar/edc3/e11e/417958_large.png?m=1754899035"
      }, 
      "url": "https://www.v2ex.com/t/1215307", 
      "title": "\u817e\u8baf\u80a1\u4ef7\u6765\u5230\u4e86 52 \u5468\u6700\u4f4e\u70b9 438HKD \u5de6\u53f3\uff0c\u5230\u4e86\u6284\u5e95\u4e86\u597d\u65f6\u5019\u5417", 
      "id": "https://www.v2ex.com/t/1215307", 
      "date_published": "2026-05-25T06:54:35+00:00", 
      "content_html": "<p>\u817e\u8baf\u662f\u56fd\u5185\u4e92\u8054\u7f51\u6700\u8d5a\u94b1\u7684\u516c\u53f8\uff0c\u516c\u53f8\u7684\u62a4\u57ce\u6cb3\u8fd8\u662f\u5f88\u5f3a\u7684\u5b58\u5728</p>\n<p>\u53ea\u4e0d\u5728\u8fd9\u8bba AI \u7ade\u8d5b\u4e2d\u6ca1\u6709 AI \u57fa\u5efa\uff0c\u4e14\u652f\u51fa\u8d85\u9884\u671f\u770b\u4e0d\u5230\u56de\u62a5\u80a1\u4ef7\u4e00\u76f4\u8dcc\uff0c\u6709\u70b9\u5fae\u8f6f\u3001Meta \u7684\u611f\u89c9\uff0c\u906d\u5230\u6295\u884c\u6253\u538b</p>\n<p>\u76ee\u524d\u817e\u8baf\u7684 PE \u5728 15 \u9644\u8fd1\u8fd8\u662f\u6bd4\u8f83\u4f4e\u7684\uff0c\u6709\u61c2\u884c\u7684\u5927\u4f6c\u5417\uff0c\u4ec0\u4e48\u70b9\u4f4d\u6284\u5e95\u6bd4\u8f83\u5408\u9002</p>\n<p><img alt=\"\u817e\u8baf\u80a1\u7968\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://pic.fengyelab.cc/halo/1779691696853.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/1up", 
        "name": "1up", 
        "avatar": "https://cdn.v2ex.com/avatar/7b34/03f7/9338_large.png?m=1656903962"
      }, 
      "url": "https://www.v2ex.com/t/1215136", 
      "title": "\u5982\u679c\u5c06\u6765\u76c8\u900f\u4e5f\u4e0d\u80fd\u7528\u4e86\uff0c\u600e\u4e48\u529e", 
      "id": "https://www.v2ex.com/t/1215136", 
      "date_published": "2026-05-24T13:46:19+00:00", 
      "content_html": "\u6709\u6ca1\u6709\u95e8\u8def"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/reitao", 
        "name": "reitao", 
        "avatar": "https://cdn.v2ex.com/avatar/864d/6038/146684_large.png?m=1537237875"
      }, 
      "url": "https://www.v2ex.com/t/1214983", 
      "title": "\u8fd9\u6837\u7684\u91cf\u5316\u6570\u636e\u662f\u4e0d\u662f\u8fd8\u53ef\u4ee5\uff1f", 
      "id": "https://www.v2ex.com/t/1214983", 
      "date_published": "2026-05-23T15:01:26+00:00", 
      "content_html": "<p>\u4f4e\u9891\u7b56\u7565\uff0c8 \u5929\u8c03\u4ed3\u4e00\u6b21\uff0c\u6301\u4ed3 10-30 \u652f\n\u8499\u7279\u5361\u6d1b\u3001WF \u7b49\u7b49\u5404\u79cd\u9632\u8fc7\u62df\u5408\u548c\u672a\u6765\u53c2\u6570\u7684\u6d4b\u8bd5\u90fd\u505a\u8fc7\u4e86\uff0c\u5e94\u8be5\u57fa\u672c\u53ef\u9760\u3002</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/aiaUkTV.png\"/>\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/wcY31Mf.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/webank2026", 
        "name": "webank2026", 
        "avatar": "https://cdn.v2ex.com/gravatar/d98019586cd9e4d6d330d155f3fcd21a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214786", 
      "title": "20260522 \u5927\u73af\u5883\u4e0d\u597d\u5b58\u91cf\u5168\u6b7b\u4e86\u53ea\u5efa\u8bae\u5f00\u514d\u8d39\u7684\u7f8e\u56fd\u5609\u4fe1\u548c\u76c8\u900f\u4e86", 
      "id": "https://www.v2ex.com/t/1214786", 
      "date_published": "2026-05-22T10:43:03+00:00", 
      "content_html": "<p>\u6700\u65b0\u6700\u5168 pdf \u6559\u7a0b\u81ea\u5df1\u770b</p>\n<p><a href=\"https://www.youtube.com/@%E7%A5%9E%E6%A5%BD%E6%A7%98-c5e/videos\" rel=\"nofollow\">https://www.youtube.com/@%E7%A5%9E%E6%A5%BD%E6%A7%98-c5e/videos</a>\n<br/>\n<img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://img.erpweb.eu.org/imgs/2026/05/fd9b59e77bc4692e.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/summerhot", 
        "name": "summerhot", 
        "avatar": "https://cdn.v2ex.com/avatar/526a/fa73/532740_large.png?m=1761622848"
      }, 
      "url": "https://www.v2ex.com/t/1214733", 
      "date_modified": "2026-05-22T08:20:42+00:00", 
      "content_html": "<p>\u9ec4\u91d1\u8fd9\u6ce2\u771f\u7684\u8d77\u4e0d\u6765\u4e86\u5417\uff1f 1 \u3001\u8f93\u5165\u6027\u901a\u80c0\u964d\u606f\u5468\u671f\u88ab\u6253\u65ad 2 \u3001\u7f8e\u80a1\u5f3a\u52bf AI \u8d22\u62a5\u5f88\u597d \u70ed\u94b1\u90fd\u6d41\u8fdb\u7f8e\u80a1\u4e86 3 \u3001\u7f8e\u4f0a\u4e0d\u786e\u5b9a\u6027</p>\n<p>\u76ee\u524d\u5e0c\u671b 26 \u5e74\u5e95\u80fd\u7a81\u7834\u524d\u9ad8\u5427\uff0c\u4e5f\u53ef\u80fd\u7a81\u7834\u4e0d\u4e86 \u518d\u770b 27 \u5e74\u5e74\u4e2d\u4e86</p>\n", 
      "date_published": "2026-05-22T08:13:42+00:00", 
      "title": "\u9ec4\u91d1\u8fd9\u6ce2\u771f\u7684\u8d77\u4e0d\u6765\u4e86\u5417", 
      "id": "https://www.v2ex.com/t/1214733"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ccai", 
        "name": "ccai", 
        "avatar": "https://cdn.v2ex.com/gravatar/e8b88983426399f8402bd93f2b96b836?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214516", 
      "date_modified": "2026-05-21T13:11:30+00:00", 
      "content_html": "\u624b\u5934\u6709\u51e0\u5957\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u4ea4\u6613\u4fe1\u53f7\u548c\u7b56\u7565\u601d\u8def\u903b\u8f91\u95ed\u73af\u5b8c\u6574\u3002<br />\u56e0\u5b9e\u73b0\u590d\u6742\uff0c\u5c1d\u8bd5 AI \u591a\u6b21\u65e0\u6cd5\u5b9e\u73b0\u6211\u7684\u7b56\u7565\u3002\u76ee\u524d\u5361\u5728\u5b9a\u91cf\u56de\u6d4b\u548c\u53c2\u6570\u4f18\u5316\u9636\u6bb5\u3002<br /><br />\u5bfb\u627e\uff1a \u61c2 Python \u3001MQL \u6216\u5176\u4ed6\u91cf\u5316\u5de5\u5177\u7684\u6280\u672f\u6d41\u3002\u6700\u597d\u662f\u5728\u897f\u5357\u5730\u533a\uff0c\u53ef\u4ee5\u7ebf\u4e0b\u6c9f\u901a\u3002<br />\u5408\u4f5c\uff1a \u6211\u51fa\u601d\u8def\uff0c\u4f60\u51fa\u6280\u672f\u3002\u7528\u6570\u636e\u8bf4\u8bdd\uff0c\u4e00\u8d77\u4f18\u5316\u51fa\u7a33\u5b9a\u76c8\u5229\u7684\u7b56\u7565\u3002<br /><br />\u5df2\u6709\u6e05\u6670\u65b9\u6848\uff0c\u6709\u7ecf\u9a8c\u6216\u611f\u5174\u8da3\u7684\u670b\u53cb\u6b22\u8fce\u8054\u7cfb 6YKu566xCmhvdGFuaGFpMzk2M0BnbWFpbC5jb20=", 
      "date_published": "2026-05-21T13:08:23+00:00", 
      "title": "\u5bfb\u91cf\u5316\u642d\u5b50\u6211\u6709\u6210\u719f\u7b56\u7565\u601d\u8def\uff0c\u6765\u4e2a\u5927\u725b\u4e00\u8d77\u56de\u6d4b\u4f18\u5316\uff01", 
      "id": "https://www.v2ex.com/t/1214516"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/gjinin", 
        "name": "gjinin", 
        "avatar": "https://cdn.v2ex.com/avatar/8d9a/2791/622673_large.png?m=1771981685"
      }, 
      "url": "https://www.v2ex.com/t/1214487", 
      "date_modified": "2026-05-21T15:24:50+00:00", 
      "content_html": "", 
      "date_published": "2026-05-21T10:08:56+00:00", 
      "title": "\u60f3\u53bb\u9999\u6e2f\u5f00\u6237\u7092\u7f8e\u80a1\uff0c\u662f\u4e0d\u662f\u6c47\u4e30 + \u4f17\u5b89\u5c31\u591f\u4e86\r\n\u6e2f\u94f6\u597d\u50cf\u95e8\u69db\u6bd4\u8f83\u9ad8\uff1f", 
      "id": "https://www.v2ex.com/t/1214487"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/welove", 
        "name": "welove", 
        "avatar": "https://cdn.v2ex.com/avatar/c68d/c3ca/585536_large.png?m=1699581844"
      }, 
      "url": "https://www.v2ex.com/t/1214477", 
      "title": "a \u80a1\u4eca\u5929\u53c8\u8d70\u72ec\u7acb\u884c\u60c5", 
      "id": "https://www.v2ex.com/t/1214477", 
      "date_published": "2026-05-21T09:36:18+00:00", 
      "content_html": "<p>\u5916\u56f4\u90fd\u5728\u5927\u6da8\uff0ca \u80a1\u5927\u76d8\u4eca\u5929\u4e0a\u5348\u8d70\u9ad8\uff0c\u4e0b\u5348\u53cd\u800c\u8dcc\u4e24\u4e2a\u70b9</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/kobeguang", 
        "name": "kobeguang", 
        "avatar": "https://cdn.v2ex.com/avatar/d69a/ff95/181380_large.png?m=1728969108"
      }, 
      "url": "https://www.v2ex.com/t/1214462", 
      "title": "\u8fd9\u6ce2\u6709\u8272\u8fd9\u4e48\u62c9\uff0c\u8fd8\u6709\u5fc5\u8981\u7ee7\u7eed\u82e6\u7b49\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1214462", 
      "date_published": "2026-05-21T08:43:31+00:00", 
      "content_html": "\u8fd9\u51e0\u5929\u62c9\u5b8c\u4e86\uff0c\u770b\u6765\u4e3b\u8981\u662f\u56e0\u4e3a\u4e2d\u7f8e\u535a\u5f08\uff0c\u6709\u8272\u5e94\u8be5\u662f\u535a\u5f08\u7684\u4e3b\u8981\u7269\u54c1\uff0c\u73b0\u5728\u4e2d\u7f8e\u8fbe\u6210\u4e00\u81f4\uff0c\u4f1a\u4e0d\u4f1a\u6709\u8272\u63a5\u4e0b\u6765\u4e00\u6cfb\u5343\u91cc\uff1f\u8fd8\u6709\u5fc5\u8981\u7ee7\u7eed\u82e6\u7b49\u53cd\u5f39\u5417\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/8byte", 
        "name": "8byte", 
        "avatar": "https://cdn.v2ex.com/avatar/3934/b4ca/656189_large.png?m=1779351067"
      }, 
      "url": "https://www.v2ex.com/t/1214439", 
      "title": "\u6709 IBKR \u66ff\u4ee3\u7684 APP \u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1214439", 
      "date_published": "2026-05-21T08:13:00+00:00", 
      "content_html": "IBKR \u7f51\u7edc\u4e0d\u884c\uff0c\u4e0b\u5355\u7684\u65f6\u5019\u7ecf\u5e38\u5361\uff1b\u53e6\u5916 UI \u4e5f\u4e11\uff0cBlobalTrader \u4e5f\u8bd5\u7528\u8fc7\uff0c\u4e00\u822c\u822c\u3002\u6709\u6ca1\u6709 UI \u3001\u7f51\u7edc\u597d\u5f88\u591a\u7684 APP \u66ff\u4ee3"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/matters", 
        "name": "matters", 
        "avatar": "https://cdn.v2ex.com/gravatar/24fe424a759aa822ce7e5d270a4664b8?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214396", 
      "title": "[\u5206\u4eab] \u5982\u4f55\u907f\u514d\u91cf\u5316\u56de\u6d4b\u91cc\u7684\u672a\u6765\u51fd\u6570\uff1f", 
      "id": "https://www.v2ex.com/t/1214396", 
      "date_published": "2026-05-21T06:20:01+00:00", 
      "content_html": "<p>\u4e0a\u6b21\u95ee\u4e86<a href=\"https://v2ex.com/t/1210791\" rel=\"nofollow\">\u56de\u6d4b\u548c\u5b9e\u76d8\u5dee\u8ddd\u7684\u56e0\u7d20</a>\uff0cV \u53cb @KeinHong \u7279\u522b\u63d0\u4e86\u201c\u6570\u636e\u6709\u672a\u6765\u51fd\u6570\u201d\uff0c\u6700\u8fd1\u53c8\u91cd\u65b0\u7814\u7a76\u4e86\u4e0b\u8fd9\u5757\uff0c\u548c\u5927\u5bb6\u5206\u4eab\u4e0b\u6536\u83b7\uff1a</p>\n<h4><strong>1. \u4ec0\u4e48\u662f\u672a\u6765\u51fd\u6570\uff1f</strong></h4>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u5728 T \u65f6\u523b\u7684\u4ee3\u7801\u903b\u8f91\u91cc\uff0c\u4f7f\u7528\u4e86 T+1 \u65f6\u523b\u7684\u4fe1\u606f\u3002</p>\n<p>\u6700\u5178\u578b\u7684\u903b\u8f91\u9519\u8bef\uff1a</p>\n<ul>\n<li>\n<p><strong>\u6536\u76d8\u4ef7\u9677\u9631\uff1a</strong> \u8ba1\u7b97\u51fa\u4eca\u65e5\u6536\u76d8\u4ef7\u7a81\u7834\u538b\u529b\u4f4d\uff0c\u7136\u540e\u5728\u201c\u4eca\u65e5\u5f00\u76d8\u201d\u4e70\u5165\u3002</p>\n</li>\n<li>\n<p><strong>\u5168\u5c40\u5f52\u4e00\u5316\uff1a</strong> \u5728\u9884\u5904\u7406\u6570\u636e\u65f6\uff0c\u7528\u4e86\u6574\u4e2a\u6570\u636e\u96c6\u7684\u6700\u5927\u503c/\u6700\u5c0f\u503c\u3002</p>\n</li>\n<li>\n<p><strong>\u5077\u770b\u4e00\u773c\uff1a</strong> \u4f7f\u7528 df\\['close'\\].shift(-1) \u5374\u5fd8\u4e86\u8fd9\u662f\u5728\u6a21\u62df\u5386\u53f2\u3002</p>\n</li>\n</ul>\n<h4><strong>2. \u96be\u4ee5\u5bdf\u89c9\u672a\u6765\u51fd\u6570\uff1f</strong></h4>\n<p>\u5728\u590d\u6742\u7684\u7b56\u7565\u4e2d\uff0c\u672a\u6765\u51fd\u6570\u5f80\u5f80\u9690\u85cf\u5728\u6570\u636e\u6e05\u6d17\u548c\u7279\u5f81\u5de5\u7a0b\u9636\u6bb5\u3002</p>\n<p>\u4e00\u65e6\u5f15\u5165\uff0c\u56de\u6d4b\u7ed3\u679c\u5c31\u4f1a\u53d8\u6210\u4e0a\u5e1d\u89c6\u89d2\uff0c\u66f2\u7ebf\u5b8c\u7f8e\uff0c\u4f46\u5b9e\u76d8\u65f6\u5e76\u6ca1\u6709\u4e0a\u5e1d\u89c6\u89d2\u3002</p>\n<h4><strong>3. \u5c1d\u8bd5\u53bb\u6389\u672a\u6765\u51fd\u6570</strong></h4>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684 Python \u793a\u4f8b\uff0c\u6f14\u793a\u5982\u4f55\u83b7\u53d6\u6570\u636e\u5e76\u786e\u4fdd\u4ea4\u6613\u51b3\u7b56\u4ec5\u57fa\u4e8e\u8fc7\u53bb\u7684\u4fe1\u606f\u3002</p>\n<pre><code class=\"language-Python\">\nimport time\nimport requests\nimport pandas as pd\n\nAPI_KEY = 'YOUR_API_KEY'\nBASE_URL = 'https://quote.alltick.io/quote-b-api/kline'\n\ndef get_historical_data(symbol, bin_size='1m'):\n    params = {\n        'token': API_KEY,\n        'symbol': symbol,\n        'kline_type': bin_size, # 1m, 5m, 1h, 1d\n        'query_count': 500\n    }\n    response = requests.get(BASE_URL, params=params)\n    data = response.json()\n    \n    if data['code'] != 200:\n        print(\"Error fetching data\")\n        return None\n    \n    df = pd.DataFrame(data['data']['list'])\n    df['time'] = pd.to_datetime(df['t'], unit='s')\n    df.set_index('time', inplace=True)\n    return df[['o', 'h', 'l', 'c', 'v']] # Open, High, Low, Close, Volume\n\ndef backtest_logic(df):\n    \"\"\"\n    \u4e00\u4e2a\u7b80\u5355\u7684\u7a81\u7834\u7b56\u7565\n    \u6838\u5fc3\uff1a\u786e\u4fdd\u4fe1\u53f7\u4ea7\u751f\u540e\uff0c\u5728\u4e0b\u4e00\u6839 K \u7ebf\u624d\u80fd\u6210\u4ea4\n    \"\"\"\n    # 1. \u7279\u5f81\u8ba1\u7b97\uff1a\u4ec5\u4f7f\u7528\u8fc7\u53bb\u7684\u6570\u636e (shift 1 \u4f4d)\n    # \u8ba1\u7b97\u524d 20 \u5206\u949f\u7684\u6700\u9ad8\u4ef7\uff0c\u4e0d\u5305\u542b\u5f53\u524d\u8fd9\u4e00\u5206\u949f\n    df['prev_high'] = df['c'].shift(1).rolling(window=20).max()\n    \n    # 2. \u4ea7\u751f\u4fe1\u53f7\uff1a\u5f53\u524d\u4ef7\u683c &gt; \u8fc7\u53bb 20 \u5206\u949f\u6700\u9ad8\u4ef7\n    # \u6ce8\u610f\uff1a\u8fd9\u91cc\u7684 'c' \u662f\u5f53\u524d\u65f6\u523b\u786e\u5b9a\u7684\uff0c\u4e70\u5165\u52a8\u4f5c\u5fc5\u987b\u53d1\u751f\u5728\u2018\u672a\u6765\u2019\n    df['signal'] = df['c'] &gt; df['prev_high']\n    \n    # 3. \u6a21\u62df\u6210\u4ea4 (\u5173\u952e\uff01\u907f\u514d\u672a\u6765\u51fd\u6570)\n    # \u6211\u4eec\u4e0d\u80fd\u4ee5\u4ea7\u751f\u4fe1\u53f7\u90a3\u4e00\u523b\u7684\u6536\u76d8\u4ef7\u6210\u4ea4\uff0c\u800c\u5e94\u6a21\u62df\u4ee5\u201c\u4e0b\u4e00\u5206\u949f\u5f00\u76d8\u4ef7\u201d\u4e70\u5165\n    df['execution_price'] = df['o'].shift(-1) \n    \n    # \u8ba1\u7b97\u6536\u76ca\n    df['returns'] = 0.0\n    # \u53ea\u6709\u4fe1\u53f7\u4e3a True \u4e14\u6211\u4eec\u6709\u4e0b\u4e00\u5206\u949f\u6210\u4ea4\u4ef7\u65f6\u624d\u8ba1\u7b97\n    hold_mask = df['signal'].shift(1) == True\n    df.loc[hold_mask, 'returns'] = (df['c'] - df['execution_price'].shift(1)) / df['execution_price'].shift(1)\n    \n    return df.dropna()\n\n# \u8fd0\u884c\u56de\u6d4b\uff08\u4ee5\u9ec4\u91d1 XAUUSD \u4e3a\u4f8b\uff09\ngold_data = get_historical_data('XAUUSD')\nif gold_data is not None:\n    results = backtest_logic(gold_data)\n    print(results[['c', 'prev_high', 'signal', 'returns']].tail(10))\n\n</code></pre>\n<h4><strong>4. \u5982\u4f55\u81ea\u6d4b\uff1f</strong></h4>\n<p>\u5982\u679c\u4f60\u6000\u7591\u56de\u6d4b\u6709\u95ee\u9898\uff0c\u5c1d\u8bd5\uff1a</p>\n<ol>\n<li>\n<p><strong>\u968f\u673a\u566a\u58f0\u6cd5\uff1a</strong> \u5c06\u5386\u53f2\u6570\u636e\u7684\u4ef7\u683c\u987a\u5e8f\u968f\u673a\u6253\u4e71\uff0c\u5982\u679c\u7b56\u7565\u8fd8\u80fd\u8dd1\u51fa\u9ad8\u6536\u76ca\uff0c\u8bf4\u660e\u903b\u8f91\u91cc\u80af\u5b9a\u85cf\u7740\u672a\u6765\u51fd\u6570\u2014\u2014\u56e0\u4e3a\u5b83\u6b63\u5728\u5229\u7528\u201c\u4e71\u5e8f\u201d\u540e\u7684\u672a\u6765\u4fe1\u606f\u3002</p>\n</li>\n<li>\n<p><strong>\u4fe1\u53f7\u6f02\u79fb\u68c0\u67e5\uff1a</strong> \u8bb0\u5f55\u4e0b\u56de\u6d4b\u4e2d\u67d0\u5929\u7684\u4e70\u5165\u4fe1\u53f7\u3002\u7136\u540e\u5220\u9664\u8be5\u65e5\u671f\u4e4b\u540e\u7684\u6240\u6709\u6570\u636e\uff0c\u91cd\u65b0\u8dd1\u4e00\u904d\u3002\u5982\u679c\u90a3\u4e2a\u4fe1\u53f7\u6d88\u5931\u4e86\uff0c\u8bf4\u660e\u8be5\u4fe1\u53f7\u4f9d\u8d56\u4e8e\u672a\u6765\u7684\u6570\u636e\u3002</p>\n</li>\n</ol>\n<p>\u6700\u540e\uff0c\u56de\u6d4b\u662f\u7528\u6765\u8bc1\u4f2a\u7684\uff0c\u8981\u65f6\u523b\u8b66\u60d5 shift(-1) \u6216 max(future) \u7684\u903b\u8f91\uff0c\u624d\u80fd\u5728\u91cf\u5316\u8fd9\u6761\u8def\u4e0a\u8d70\u5f97\u8fdc\u4e00\u70b9\u3002\u6b22\u8fce\u5927\u5bb6\u6765\u8ba8\u8bba\u4e0b\u907f\u514d\u672a\u6765\u51fd\u6570\u7684\u65b9\u5f0f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/shanex", 
        "name": "shanex", 
        "avatar": "https://cdn.v2ex.com/gravatar/cfae071df818fb86a98220d9b73c242e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214351", 
      "date_modified": "2026-05-21T04:23:15+00:00", 
      "content_html": "<p>18 \u5e74\u5f00\u4e86\u73af\u7403\u8d26\u6237\u5f53\u65f6\u672a\u5165\u91d1 \u540e\u9762\u88ab\u6682\u505c\u4f7f\u7528\u4e86 \u8fd8\u80fd\u76f4\u63a5\u6fc0\u6d3b\u5417\uff1f\u73b0\u5728\u8c8c\u4f3c\u5f00\u4e0d\u4e86 \u4f46\u662f\u53ef\u4ee5\u767b\u5f55\u8fdb\u53bb</p>\n<p>\u8fd9\u662f\u5f53\u65f6\u6536\u5230\u7684\u90ae\u4ef6\uff0clink \u73b0\u5728\u6253\u4e0d\u5f00\u4e86\uff0c\u8001\u864e\u73b0\u5728\u8c8c\u4f3c\u4e5f\u4e0d\u80fd\u5927\u9646\u5f00\u6237\uff0c\u6240\u4ee5\u597d\u5947\u80fd\u4e0d\u80fd\u76f4\u63a5\u6fc0\u6d3b\u4e4b\u524d\u7684\u8d26\u6237</p>\n<hr/>\n<p>[\u8001\u864e\u8bc1\u5238]\u60a8\u7684\u73af\u7403\u8d26\u6237\u5df2\u88ab\u6ce8\u9500</p>\n<p>\u5c0a\u656c\u7684\u5ba2\u6237\uff0c\n\u7531\u4e8e\u60a8\u672a\u5728\u89c4\u5b9a\u671f\u9650\uff08 90 \u4e2a\u81ea\u7136\u65e5\uff09\u5185\u5165\u91d1\uff0c\u6211\u4eec\u9057\u61be\u7684\u6309\u76f8\u5173\u89c4\u5b9a\u6682\u505c\u60a8\u7684\u73af\u7403\u8d26\u6237\u3002\n\u91cd\u65b0\u5f00\u7acb\u7684\u65b9\u5f0f\u5f88\u7b80\u5355\uff0c\u53ea\u9700\u8981\u60a8\u767b\u5f55\u4e2a\u4eba\u4e2d\u5fc3\uff0c\u70b9\u51fb\u300e\u6fc0\u6d3b\u300f\u5373\u53ef\u3002</p>\n", 
      "date_published": "2026-05-21T03:17:14+00:00", 
      "title": "\u8001\u864e\u8d26\u6237\u88ab\u6ce8\u9500\u540e\u80fd\u8fd8\u80fd\u76f4\u63a5\u6fc0\u6d3b\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1214351"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/pc10201", 
        "name": "pc10201", 
        "avatar": "https://cdn.v2ex.com/avatar/07bf/e497/41279_large.png?m=1761100385"
      }, 
      "url": "https://www.v2ex.com/t/1214111", 
      "date_modified": "2026-05-20T06:19:01+00:00", 
      "content_html": "<p>\u67d0\u4e00\u4e2a\u516c\u4f17\u53f7\u5343\u4e07\u7c89\u4e1d\u5927 V \uff0c\u6bcf\u5e74\u4ed8\u8d39\u6587\u7ae0\u6536\u5165\u8fc7\u767e\u4e07\uff0c\u5177\u4f53\u662f\u54ea\u4e2a\u5c31\u4e0d\u8bf4\u4e86</p>\n<p>\u6839\u636e\u81ea\u8ff0\u4fe1\u606f\uff0c81 \u5e74\u5de6\u53f3\u51fa\u751f\u7684</p>\n<p>\u9ad8\u8003\u5927\u7ea6\u5168\u7701\u524d 100 \u591a\u540d\uff0c\u8bfb\u7684\u662f\u6d59\u6c5f\u5927\u5b66\u4fe1\u7535\u4e13\u4e1a</p>\n<p>\u5927\u5b66\u6253\u6e38\u620f\u6302\u4e86\u5f88\u591a\u79d1\uff0c\u76f4\u63a5\u8003\u7814\uff0c\u8001\u5e08\u653e\u6c34\u62ff\u5230\u672c\u79d1\u6bd5\u4e1a\u8bc1</p>\n<p>\u5927\u5b66\u8d77\u5c31\u5f00\u59cb\u5199\u6e38\u620f\u5916\u6302\u8d5a\u94b1</p>\n<p>\u7814\u7a76\u751f\u6bd5\u4e1a\u540e\uff0c\u505a\u5185\u6838\u4e0e\u82af\u7247\u76f8\u5173\u6280\u672f\uff0c\u51e0\u5e74\u65f6\u95f4\u5c31\u5b8c\u6210\u4e86\u7a0b\u5e8f\u5458--&gt;\u67b6\u6784\u5e08--&gt;\u526f\u603b\u7684\u5347\u7ea7</p>\n<p>\u4e1a\u4f59\u65f6\u95f4\u7814\u7a76\u4e4c\u9f99\u6307\u548c\u9ad8\u9891\u4ea4\u6613\uff0c\u521d\u59cb\u8d44\u91d1\u53ea\u6709 3 \u4e07\u4eba\u6c11\u5e01\uff0c\u505a\u5916\u76d8\u4e4c\u9f99\u6307\u6361\u6f0f\uff0c\u6301\u4ed3\u65f6\u95f4\u77ed\uff0c\u57fa\u672c\u65e0\u98ce\u9669\uff0c\u51e0\u5e74\u5c31\u8d22\u52a1\u81ea\u7531\u4e86\uff0c\u4e0d\u77e5\u9053\u6709\u6ca1\u6709\u7f51\u53cb\u505a\u8fc7\u590d\u523b\uff1f\u73b0\u5728\u662f\u5426\u8fd8\u53ef\u884c\uff1f</p>\n", 
      "date_published": "2026-05-20T06:10:53+00:00", 
      "title": "\u4e00\u4e2a\u7a0b\u5e8f\u5458\u9760\u6361\u4e4c\u9f99\u6307\u5b9e\u73b0\u8d22\u52a1\u81ea\u7531\uff0c\u53ef\u4ee5\u590d\u523b\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1214111"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/memorybox", 
        "name": "memorybox", 
        "avatar": "https://cdn.v2ex.com/avatar/f771/4118/19566_large.png?m=1764491393"
      }, 
      "url": "https://www.v2ex.com/t/1214067", 
      "title": "\u81ea\u8350\u4e00\u672c\u5199\u7ed9\u7406\u79d1\u751f\u7684\u6295\u8d44\u5c0f\u518c\u5b50", 
      "id": "https://www.v2ex.com/t/1214067", 
      "date_published": "2026-05-20T03:55:52+00:00", 
      "content_html": "<p>\u4e4b\u524d\u5728 V2EX \u53d1\u8fc7\u51e0\u4e2a\u5173\u4e8e\u81ea\u5df1\u5b66\u4e60\u6295\u8d44\u77e5\u8bc6\u7684\u5e16\u5b50\uff1a</p>\n<p><a href=\"https://v2ex.com/t/1176712\" rel=\"nofollow\">https://v2ex.com/t/1176712</a></p>\n<p><a href=\"https://v2ex.com/t/1176107\" rel=\"nofollow\">https://v2ex.com/t/1176107</a></p>\n<p><a href=\"https://v2ex.com/t/1175946\" rel=\"nofollow\">https://v2ex.com/t/1175946</a></p>\n<p>\u81ea\u5df1\u611f\u89c9\u5df2\u7ecf\u628a\u51e0\u5e74\u91cc\u9762\u5b66\u5230\u7684\u5fae\u5c0f\u77e5\u8bc6\u90fd\u5012\u51fa\u6765\u4e86\uff0c\u4f46\u662f\u9650\u4e8e\u6587\u7b14\uff0c\u8868\u8fbe\u603b\u662f\u4e0d\u591f\u6d41\u7545\uff1b</p>\n<p>\u524d\u51e0\u5929\u7528 Gemini CLI \uff0c\u5728\u8fd9\u51e0\u4e2a\u5e16\u5b50\u7684\u57fa\u7840\u4e0a\uff0c\u589e\u5220\u67e5\u6539\uff0c\u5f62\u6210\u4e86\u4e00\u672c\u5c0f\u518c\u5b50\uff1a</p>\n<p><a href=\"https://github.com/brainzhang-eco/AITalkInvest/blob/main/%E9%9F%AD%E9%9F%AD%E5%BD%92%E4%B8%80%EF%BC%9A%E8%80%81%E4%BA%A2%E7%BB%99%E5%B0%8F%E7%99%BD%E7%9A%84%E6%8A%95%E5%9F%BA%E5%85%B5%E6%B3%95.md\" rel=\"nofollow\">\u97ed\u97ed\u5f52\u4e00\uff1a\u8001\u4ea2\u7ed9\u5c0f\u767d\u7684\u6295\u57fa\u5175\u6cd5</a></p>\n<p>\u7528 AI \u5199\u4e66\u771f\u7684\u7279\u522b\u7684\u6d41\u7545\uff0c\u4e00\u5171\u82b1\u4e86\u4e0d\u5230 3 \u4e2a\u5c0f\u65f6\uff0c\u8fd9\u4e2a\u5c0f\u518c\u5b50\u6709\u6a21\u6709\u6837\uff0c\u6b22\u8fce\u5927\u5bb6\u6307\u6b63\uff1a</p>\n<hr/>\n<p>\u8fd9\u662f\u4e00\u672c\u9762\u5411\u7406\u8d22\u5c0f\u767d\u7684\u6295\u8d44\u8fdb\u9636\u624b\u518c\uff0c\u91c7\u7528\u7ae0\u56de\u4f53\u5bf9\u8c08\u5f62\u5f0f\uff0c\u8bb0\u5f55\u4e86\u4e00\u4f4d\u7406\u5de5\u79d1\u4f5c\u8005\u4ece\u201c\u51b2\u52a8\u6d3e\u97ed\u83dc\u201d\u5230\u201c\u786c\u6838\u6295\u8d44\u8005\u201d\u7684\u5b66\u4e60\u5386\u7a0b\u3002</p>\n<h2>\u7f18\u8d77</h2>\n<p>\u672c\u4e66\u4f5c\u8005\u662f\u4e00\u4f4d\u7406\u5de5\u79d1\u80cc\u666f\u7684\u6295\u8d44\u5b66\u4e60\u8005\u3002\u5728\u7814\u8bfb\u4e86\u5927\u91cf\u7ecf\u5178\u6295\u8d44\u4e66\u7c4d\u3001\u8bb0\u5f55\u4e86\u65e0\u6570\u7b14\u8bb0\u540e\uff0c\u4f5c\u8005\u4ea7\u751f\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff1a\u5982\u4f55\u5c06\u8fd9\u4e9b\u67af\u71e5\u7684\u6295\u8d44\u903b\u8f91\uff0c\u8f6c\u5316\u4e3a\u666e\u901a\u4eba\u4e5f\u80fd\u542c\u61c2\u3001\u80fd\u4e0a\u624b\u7684\u5b9e\u6218\u5175\u6cd5\uff1f</p>\n<p>\u5728 AI \u7684\u5e2e\u52a9\u4e0b\uff0c\u4f5c\u8005\u5c06\u5b66\u4e60\u7b14\u8bb0\u4e0e\u611f\u609f\u8fdb\u884c\u6df1\u5ea6\u98ce\u683c\u5316\uff0c\u6784\u5efa\u4e86\u201c\u6797\u97ed\u97ed\u201d\uff08\u51b2\u52a8\u6d3e\u5c0f\u767d\uff09\u4e0e\u201c\u8001\u4ea2\u201d\uff08\u786c\u6838\u8fbe\u4eba\uff09\u8fd9\u4e24\u4e2a\u89d2\u8272\u3002\u901a\u8fc7\u4ed6\u4eec\u7684\u8336\u4f59\u996d\u540e\u5bf9\u8c08\uff0c\u5c06\u51ef\u5229\u516c\u5f0f\u3001\u5b89\u5168\u8fb9\u9645\u3001\u4ef7\u503c\u6295\u8d44\u3001\u8d44\u4ea7\u914d\u7f6e\u7b49\u6838\u5fc3\u6982\u5ff5\uff0c\u5316\u89e3\u4e3a\u201c\u4e70\u714e\u997c\u679c\u5b50\u201d\u3001\u201c\u6876\u91cc\u635e\u9c7c\u201d\u7b49\u901a\u4fd7\u6613\u61c2\u7684\u9690\u55bb\u3002</p>\n<p>\u672c\u4e66\u65e2\u662f\u4f5c\u8005\u4e2a\u4eba\u7684\u5b66\u4e60\u603b\u7ed3\uff0c\u4e5f\u5e0c\u671b\u80fd\u4e3a\u540c\u6837\u5728\u8d22\u5bcc\u4e4b\u8def\u4e0a\u6478\u7d22\u7684\u5c0f\u767d\u4eec\u70b9\u4eae\u4e00\u76cf\u660e\u706f\u3002</p>\n<h2>\u6838\u5fc3\u5185\u5bb9</h2>\n<ul>\n<li>\u786c\u6838\u903b\u8f91\uff1a\u51ef\u5229\u516c\u5f0f\u5b9e\u6218\u5e94\u7528\u300175% \u80dc\u7387\u95e8\u69db\u3001\u4e2d\u4f4d\u6570\u5f52\u96f6\u9677\u9631\u3002</li>\n<li>\u4f30\u503c\u827a\u672f\uff1aROE \u3001PE \u3001PB \u3001\u80a1\u606f\u7387\u56db\u6307\u6807\u4f53\u7cfb\uff1b\u8292\u7cfb\u4e0e\u683c\u7cfb\u7b56\u7565\u5bf9\u6bd4\u3002</li>\n<li>\u5b9e\u6218\u914d\u7f6e\uff1a\u80a1\u503a\u5e73\u8861\uff08 2:4:4 \uff09\u3001\u7ea2\u5229\u4e0e\u6d88\u8d39\u5185\u90e8\u914d\u6bd4\uff08 8:2 \uff09\u3001\u5206\u7ea2\u518d\u6295\u7684\u590d\u5229\u5a01\u529b\u3002</li>\n<li>\u4fdd\u547d\u6e05\u5355\uff1a\u8001\u4ea2\u603b\u7ed3\u7684\u6295\u8d44\u7eaa\u5f8b\u4e0e\u884c\u52a8\u7ea2\u7ebf\u3002</li>\n</ul>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/codingAlex", 
        "name": "codingAlex", 
        "avatar": "https://cdn.v2ex.com/avatar/5968/1f49/357208_large.png?m=1653824415"
      }, 
      "url": "https://www.v2ex.com/t/1213890", 
      "date_modified": "2026-05-19T13:09:14+00:00", 
      "content_html": "\u6b22\u8fce\u5206\u4eab\u4f60\u7684\u6536\u76ca\u7387/\u6536\u76ca\u548c\u770b\u6cd5\u3002\uff08\u53ef\u4ee5\u5305\u62ec A \u80a1\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\u3001\u671f\u8d27\u3001\u671f\u6743\u3001\u865a\u62df\u8d27\u5e01\u7b49\uff09", 
      "date_published": "2026-05-19T11:07:31+00:00", 
      "title": "2026 \u5e74\u5df2\u8fc7 1/3\uff0c A \u80a1\u5927\u76d8\u5df2\u8fc8\u8fc7 4100 \u70b9\uff0c\u622a\u81f3\u76ee\u524d\uff0c\u4eca\u5e74\u4f60\u7684\u80a1\u7968\u6216\u8005\u5176\u4ed6\u6743\u76ca\u8d44\u4ea7\u6536\u76ca\u600e\u4e48\u6837", 
      "id": "https://www.v2ex.com/t/1213890"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/falsemask", 
        "name": "falsemask", 
        "avatar": "https://cdn.v2ex.com/avatar/8241/e21f/253831_large.png?m=1777272984"
      }, 
      "url": "https://www.v2ex.com/t/1213841", 
      "title": "\u9502\u77ff\u80a1\u5927\u56de\u8c03\uff0c\u96be\u7ef7", 
      "id": "https://www.v2ex.com/t/1213841", 
      "date_published": "2026-05-19T07:59:01+00:00", 
      "content_html": "<p>\u8fd9\u4e2a\u6708\u9502\u77ff\u80a1\u5927\u56de\u8c03\uff0c\u5229\u6da6\u9a6c\u4e0a\u56de\u64a4\u5b8c\u4e86\uff0c\u6bd4 3 \u6708\u8fd8\u96be\u7ef7</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fighteryu", 
        "name": "fighteryu", 
        "avatar": "https://cdn.v2ex.com/gravatar/07d73699b276b15e576a9cde848e7931?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213770", 
      "title": "Kronos \u5165\u573a\uff1a\u5f53 AI \u8fdb\u5316\u5230\u53ef\u4ee5\u201c\u753b\u51fa\u201d\u660e\u5929\u7684 K \u7ebf\uff08\u4e8c\uff09", 
      "id": "https://www.v2ex.com/t/1213770", 
      "date_published": "2026-05-19T04:23:44+00:00", 
      "content_html": "<h3>Kronos \u5165\u573a\uff1a\u5f53 AI \u8fdb\u5316\u5230\u53ef\u4ee5\u201c\u753b\u51fa\u201d\u660e\u5929\u7684 K \u7ebf\uff08\u4e8c\uff09</h3>\n<p>\u4e0a\u4e00\u7bc7\u8bb2\u5230\u6211\u5199\u4e86\u4e00\u4e2a\u4f7f\u7528 Kronos \u91d1\u878d\u6a21\u578b\u9884\u6d4b K \u7ebf\u8d70\u52bf\u7684\u811a\u672c\u5de5\u5177\uff0c\u56e0\u4e3a\u5f53\u65f6\u4e3b\u8981\u662f\u81ea\u5df1\u4f7f\u7528\uff0c\u5c31\u5355\u7eaf\u4f7f\u7528\u811a\u672c\u547d\u4ee4\u884c\u6267\u884c\u3002\u4f46\u8fd9\u79cd\u65e0\u8bba\u4ece\u4f7f\u7528\u8fd8\u662f\u76f4\u89c2\u7a0b\u5ea6\u4e0a\u90fd\u4e0d\u591f\u53cb\u597d\u3002\u8d81\u7740\u8fd9\u51e0\u5929\u6bd4\u8f83\u6e05\u95f2\u5c31\u62bd\u7a7a\u5199\u4e86\u4e00\u4e2a\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u653e\u5728\u4e86\u516c\u4f17\u53f7\u4e0a\u3002</p>\n<p>\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7684\u4e3b\u8981\u529f\u80fd\u5c31\u662f\u8f93\u5165\u53c2\u6570\u3001\u5c55\u793a\u8fd4\u56de\u7684\u7ed3\u679c\u3002\u6839\u636e\u8f93\u5165\u7684\u80a1\u7968\u4ee3\u7801\uff0c\u6570\u636e\u8303\u56f4\uff0c\u9884\u6d4b\u53c2\u6570\u7b49\u6570\u636e\u5c55\u793a\u751f\u6210\u7684\u9884\u6d4b K \u7ebf\u56fe\u7247\u3002</p>\n<p>\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u670d\u52a1\u7aef\u7684\u7a0b\u5e8f\u4e3b\u8981\u662f\u4f7f\u7528 python \u7f16\u5199\u7684\u4e00\u4e2a API \u63a5\u53e3\u3002</p>\n<h4>\u670d\u52a1\u7aef</h4>\n<p>\u4f7f\u7528\u7684\u73af\u5883</p>\n<pre><code class=\"language-bash\">- \u670d\u52a1\u5668\uff1a\u963f\u91cc\u4e91\u4e3b\u673a\n- Python 3.10+\n- qlib \u6570\u636e\uff08`qlib_data/cn_data`\uff09\n- Kronos \u6a21\u578b\u6587\u4ef6\uff08`model/`\uff09+ tokenizer \uff08`tokenizer/`\uff09\n</code></pre>\n<p>\u73af\u5883\u4f9d\u8d56</p>\n<pre><code class=\"language-bash\">flask==3.0.0\nfastapi==0.109.0\nuvicorn[standard]==0.27.0\npyqlib==0.9.6\ntorch==2.1.0\nnumpy==1.26.0\npandas==2.2.0\nmatplotlib==3.8.0\npillow==10.2.0\npydantic==2.5.0\npython-multipart==0.0.6\n</code></pre>\n<p>\u914d\u7f6e\u6587\u4ef6</p>\n<pre><code class=\"language-bash\">export QLIB_PROVIDER_URI=/path../qlib_data\nexport MODEL_PATH=/path../kronos_model\nexport TOKENIZER_PATH=/path../tokenizer\nexport PORT=8080\n</code></pre>\n<h4>\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7aef</h4>\n<p>\u76ee\u5f55\u7ed3\u6784\uff1a</p>\n<pre><code class=\"language-bash\">miniprogram/\n\u251c\u2500\u2500 app.js / app.json / app.wxss    # \u5c0f\u7a0b\u5e8f\u5165\u53e3\n\u251c\u2500\u2500 pages/\n\u2502   \u251c\u2500\u2500 index/                      # \u9996\u9875\uff08\u53c2\u6570\u8f93\u5165 + \u9884\u6d4b\u7ed3\u679c\uff09\n\u2502   \u2514\u2500\u2500 history/                    # \u5386\u53f2\u8bb0\u5f55\n\u251c\u2500\u2500 services/\n\u2502   \u2514\u2500\u2500 api.js                      # API \u5c01\u88c5\n\u2514\u2500\u2500 utils/\n    \u2514\u2500\u2500 chart-renderer.js           # Canvas K \u7ebf\u6e32\u67d3\u5668\n</code></pre>\n<p><em>\u6ce8\u610f\uff1a\u5728\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7ba1\u7406\u7aef\u9700\u8981\u5c06\u4f60\u81ea\u5df1\u7684\u57df\u540d\u6216\u8005 IP \u6dfb\u52a0\u4e3a\u4fe1\u4efb\u7684\u5730\u5740</em></p>\n<p>API \u8fd4\u56de\u7684\u6570\u7ec4\u5305\u542b\u6bcf\u6839\u9884\u6d4b K \u7ebf\u7684\uff1a</p>\n<ul>\n<li><code>date</code>: \u65e5\u671f\uff08 YYYY-MM-DD \uff09</li>\n<li><code>open/high/low/close</code>: \u5f00\u9ad8\u4f4e\u6536\u4ef7\u683c</li>\n</ul>\n<p>\u670d\u52a1\u7aef\u540c\u65f6\u751f\u6210\u4e00\u5f20 K \u7ebf\u56fe\uff0cURL \u5728 <code>chart_url</code> \u5b57\u6bb5\u8fd4\u56de\u3002\u670d\u52a1\u7aef\u90e8\u7f72\u65f6\u9700\u786e\u4fdd <code>/static</code> \u8def\u5f84\u53ef\u8bbf\u95ee\u3002</p>\n<p>\u4e0b\u9762\u9644\u4e0a\u5c0f\u7a0b\u5e8f\u7684\u754c\u9762\u548c\u4f7f\u7528\u56fe</p>\n<img class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/mini2.jpg\"/>\n<img class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/mini1.jpg\"/>\n<p>\u5982\u679c\u5927\u5bb6\u5bf9\u6211\u7684\u8bdd\u9898\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\ud83d\udc4d\u2795\u5173\u6ce8\u54e6,\u626b\u7801\u4f53\u9a8c\u5c0f\u7a0b\u5e8f\u5662\uff5e</p>\n<p><img alt=\"code\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/gzh.jpeg\"/>\n<img alt=\"mini\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/mini3.jpg\"/></p>\n<h4>\u539f\u6587\u8f6c\u8f7d\u81ea\uff1a<a href=\"https://www.fighteryu.xyz/blog/07.html\" rel=\"nofollow\">Kronos \u5165\u573a\uff1a\u5f53 AI \u8fdb\u5316\u5230\u53ef\u4ee5\u201c\u753b\u51fa\u201d\u660e\u5929\u7684 K \u7ebf(\u7eed)</a></h4>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/shanex", 
        "name": "shanex", 
        "avatar": "https://cdn.v2ex.com/gravatar/cfae071df818fb86a98220d9b73c242e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213684", 
      "date_modified": "2026-05-19T01:57:05+00:00", 
      "content_html": "<p>\u6700\u8fd1\u94fa\u57ab\u76d6\u5730\u7684\u4fe1\u606f\uff0c\u6709\u6ca1\u6709\u8981\u51b2\u7684</p>\n", 
      "date_published": "2026-05-19T01:28:01+00:00", 
      "title": "SpaceX \u8981\u4e0a\u5e02\u4e86\uff0c\u8981 ALL IN \u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1213684"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wty95", 
        "name": "wty95", 
        "avatar": "https://cdn.v2ex.com/gravatar/7857bc714acf7d348f5c0f74acf7412d?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213648", 
      "date_modified": "2026-05-18T23:41:20+00:00", 
      "content_html": "<p>\u7528\u4e86  \u7ad9\u53cb\u7684 ai \u5206\u6790\u5de5\u5177  \u8fd8\u884c\uff0c\u611f\u8c22\u8001\u54e5\n<a href=\"https://dsa.zhulinsen.tech/#quickstart\" rel=\"nofollow\">https://dsa.zhulinsen.tech/#quickstart</a></p>\n", 
      "date_published": "2026-05-18T17:01:07+00:00", 
      "title": "V \u7ad9\u8fd9\u4e48\u591a\u80a1\u6c11\uff0c\u5927\u5bb6\u6765\u5206\u4eab\u4e0b\u81ea\u5df1\u7528\u7684 ai \u5de5\u5177\u5427\uff0c\u6211\u6765\u629b\u7816\u5f15\u7389", 
      "id": "https://www.v2ex.com/t/1213648"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Hermitist", 
        "name": "Hermitist", 
        "avatar": "https://cdn.v2ex.com/gravatar/da6c1e355f86d79cd2887cb34a3c864e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213566", 
      "date_modified": "2026-05-18T11:09:10+00:00", 
      "content_html": "\u65e9\u4e0a\u5f00\u76d8\u524d\u53ea\u80fd\u641e\u4e86\u70b9\u9152\u559d\u624d\u80fd\u5b89\u9759\u7b49\u5f85\u5f00\u76d8, \u8fd8\u597d\u5408\u80a5\u57ce\u5efa\u6da8\u505c\u5356\u4e86, \u5927\u666e\u5fae\u5728 7 \u4e2a\u70b9\u65f6\u5019\u5356\u4e86,\u9519\u8fc7\u4e86 20CM \u6da8\u505c, \u6ca1\u6709\u683c\u5c40\u5c31\u8fd9\u4e48\u6ca1\u51fa\u606f\u4e86.<br /><br />\u9884\u8ba1\u660e\u5929\u5408\u80a5\u57ce\u5efa\u4f1a\u7ee7\u7eed\u677f, \u5927\u666e\u5fae\u96be\u8bf4.<br /><br /><br /><a target=\"_blank\" href=\"/i/l300682X.jpeg\" rel=\"nofollow noopener\" target=\"_blank\" title=\"\u5728\u65b0\u7a97\u53e3\u6253\u5f00\u56fe\u7247 l300682X.jpeg\"><img src=\"//i.v2ex.co/l300682X.jpeg\" class=\"embedded_image\"></a>", 
      "date_published": "2026-05-18T08:47:18+00:00", 
      "title": "\u8fd8\u662f\u6ca1\u6709\u683c\u5c40, \u4e0a\u5468\u4e94\u4e70\u4e86\u5408\u80a5\u57ce\u5efa\u548c\u5927\u666e\u5fae", 
      "id": "https://www.v2ex.com/t/1213566"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/pddgoods", 
        "name": "pddgoods", 
        "avatar": "https://cdn.v2ex.com/avatar/15c3/7ea8/485116_large.png?m=1754448027"
      }, 
      "url": "https://www.v2ex.com/t/1213522", 
      "title": "\u6162\u725b\u7ed3\u675f\u4e86\u4e48\uff1f\u79d1\u6280\u7ed3\u675f\u4e86\u4e48\uff1f", 
      "id": "https://www.v2ex.com/t/1213522", 
      "date_published": "2026-05-18T07:03:50+00:00", 
      "content_html": "<p>\u624b\u673a\u51e0\u53ea\u80a1\u7968\uff0c\u53ea\u6709\u5f00\u76d8\u534a\u5c0f\u65f6\u8d70\u52bf\u4e0d\u4e00\u6837\uff0c\u540e\u9762\u8d70\u52bf\u7eaf\u91cf\u5316\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/v2gba", 
        "name": "v2gba", 
        "avatar": "https://cdn.v2ex.com/avatar/099b/a65d/45554_large.png?m=1725955966"
      }, 
      "url": "https://www.v2ex.com/t/1213519", 
      "title": "\u91cd\u4ed3 QQQ \u6216\u8005 MAG7 \u7684\u53ef\u4ee5\u5173\u6ce8\u4e0b\u6700\u8fd1 SpaceX \u4e0a\u5e02\u7684\u5f71\u54cd", 
      "id": "https://www.v2ex.com/t/1213519", 
      "date_published": "2026-05-18T07:00:48+00:00", 
      "content_html": "<p>\u53cb\u60c5\u63d0\u793a</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/afew", 
        "name": "afew", 
        "avatar": "https://cdn.v2ex.com/avatar/1fec/0bdd/692581_large.png?m=1762398994"
      }, 
      "url": "https://www.v2ex.com/t/1213486", 
      "date_modified": "2026-05-18T06:34:52+00:00", 
      "content_html": "<p>\u5176\u5b9e\u6211\u662f\u7531\u4e8e\u4e4b\u524d\u516c\u53f8\u5728\u7f8e\u80a1\u4e0a\u5e02\uff0c2018 \u5e74\u8ddf\u7740\u540c\u4e8b\u4eec\u6279\u91cf\u5f00\u901a\u4e86\u9999\u6e2f\u6c11\u751f\n\u540e\u9762\u4e0d\u6d3b\u8dc3\u4e86 2022 \u5e74\u7ed9\u6211\u9500\u6237\u4e86\n\u4eca\u5e74\u770b\u89c1\u5f88\u591a\u81ea\u5a92\u4f53\u90fd\u8bf4\u6709\u4e2a\u9999\u6e2f\u5f00\u6237\u7684\u5361\u6bd4\u8f83\u65b9\u4fbf\uff0c\u5c31\u60f3\u518d\u5f00\u6237\n\u6ca1\u60f3\u5230\u73b0\u5728\u5f00\u6237\u8fd9\u4e48\u9ebb\u70e6</p>\n<p>\u60f3\u95ee\u4e00\u4e0b v \u53cb\u4eec\uff1a\n\u662f\u5426\u771f\u7684\u975e\u5e38\u6709\u5fc5\u8981\u5f00\u6237\n\u662f\u5426\u771f\u7684\u5fc5\u987b\u4eb2\u81ea\u53bb\u4e00\u8d9f\u9999\u6e2f\u624d\u80fd\u5f00\u6237\n\u6211\u73b0\u5728\u552f\u4e00\u80fd\u7528\u7684\u5c31\u662f\u5f00\u6237\u540e\u8ddf\u6211\u7684\u5bcc\u9014\u725b\u725b\u7ed1\u5b9a\u7092\u6e2f\u3001\u7f8e\u80a1\uff0c\u6709\u6ca1\u6709\u5176\u4ed6\u56fd\u5bb6\u80fd\u591f\u7ebf\u4e0a\u5f00\u6237\u7684</p>\n", 
      "date_published": "2026-05-18T04:43:46+00:00", 
      "title": "\u5173\u4e8e\u9999\u6e2f\u94f6\u884c\u5361\u7684\u5f00\u6237", 
      "id": "https://www.v2ex.com/t/1213486"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/liujinhui", 
        "name": "liujinhui", 
        "avatar": "https://cdn.v2ex.com/gravatar/83f8b9d375f1e88318824ecf290b7dc2?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213392", 
      "title": "\u90fd\u8bf4\u80a1\u7968\u662f\u7384\u5b66\uff0c\u8981\u4e48\u7092\u4e2d\u5b57\uff0c\u8981\u4e48\u7092\u53f7\u7801\u8981\u4e48\u7092\u89e3\u7981", 
      "id": "https://www.v2ex.com/t/1213392", 
      "date_published": "2026-05-18T01:15:12+00:00", 
      "content_html": "<p>\u6709\u6ca1\u6709\u597d\u7684\u65b9\u5411\u80fd\u63a8\u8350\u7684\uff0c\u6211\u8fd9\u91cc\u521b\u4e86\u4e2a\u5708\u5b50\u5927\u5bb6\u53ef\u4ee5\u4e00\u8d77\u6765\u4ea4\u6d41\u4ea4\u6d41 <a href=\"https://shimo.im/docs/47kgMNY5z2ce1R3V/\" rel=\"nofollow\">https://shimo.im/docs/47kgMNY5z2ce1R3V/</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sqzrrrrr", 
        "name": "sqzrrrrr", 
        "avatar": "https://cdn.v2ex.com/avatar/9778/e921/422968_large.png?m=1778825756"
      }, 
      "url": "https://www.v2ex.com/t/1212965", 
      "title": "\u6211\u5728\u9ec4\u91d1\u8eb2\u725b\u5e02\uff0c\u6015\u725b\u592a\u731b\u628a\u6211\u649e\u6655", 
      "id": "https://www.v2ex.com/t/1212965", 
      "date_published": "2026-05-15T06:17:28+00:00", 
      "content_html": "\u6700\u8fd1\u5927\u5bb6\u600e\u4e48\u770b\u9ec4\u91d1\u7684\u8d70\u52bf\uff0c\u4e0a\u534a\u5e74\u662f\u4e0d\u62a5\u4ec0\u4e48\u5e0c\u671b\u4e86\uff0c\u4eca\u5929\u9a6c\u4e0a\u4e09\u4f4d\u6570\uff0c\u4e0b\u534a\u5e74\u8fd8\u6709\u673a\u4f1a\u5417"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/adajoy", 
        "name": "adajoy", 
        "avatar": "https://cdn.v2ex.com/avatar/d68d/4ce5/388401_large.png?m=1748309303"
      }, 
      "url": "https://www.v2ex.com/t/1212955", 
      "title": "\u5927\u5bb6\u6807\u666e\u7eb3\u6307\u662f\u4e70\u7684\u573a\u5185\u8fd8\u662f\u573a\u5916\uff1f", 
      "id": "https://www.v2ex.com/t/1212955", 
      "date_published": "2026-05-15T05:27:35+00:00", 
      "content_html": "\u6700\u8fd1\u611f\u89c9\u573a\u5185\u7684 ETF \u6da8\u5e45\u8ddf\u4e0d\u4e0a\uff0c\u662f\u4e0d\u662f\u5e94\u8be5\u8f6c\u573a\u5916\u4e86"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/YanSeven", 
        "name": "YanSeven", 
        "avatar": "https://cdn.v2ex.com/avatar/3f22/feff/383743_large.png?m=1778835129"
      }, 
      "url": "https://www.v2ex.com/t/1212898", 
      "date_modified": "2026-05-15T02:57:49+00:00", 
      "content_html": "\u697c\u4e3b\u81ea\u5df1\u4e0d\u73a9\u80a1\u7968\uff0c\u4f46\u662f\u540c\u4e8b\u73a9\u3002<br /><br />\u6211\u5c31\u770b\u4ed6\u4eec\u5929\u5929\u76ef\u7740\u6da8\u8dcc\uff0c\u4eca\u5929\u6da8\u4e86\u600e\u4e48\u600e\u4e48\u6837\uff0c\u660e\u5929\u8dcc\u4e86\u600e\u4e48\u600e\u4e48\u6837\u3002<br /><br />\u8fd8\u4f1a\u6bd4\u8f83\u5728\u610f\u65e9\u51e0\u4e2a\u949f\u5934\u6ca1\u4ea4\u6613\u4e8f\u4e86\u600e\u4e48\u600e\u4e48\u3002<br /><br />\u6211\u4e0d\u662f\u5f88\u7406\u89e3\uff0c\u8fd9\u662f\u80a1\u7968\u7684\u6b63\u7ecf\u73a9\u6cd5\u5417\uff0c\u600e\u4e48\u611f\u89c9\u8ddf\u6447\u7b5b\u5b50\u4f3c\u7684\u3002<br /><br />\u4ee5\u53ca\u8fd9\u79cd\u73a9\u6cd5\u4e0b\uff0c\u5230\u5e95\u54ea\u4e00\u5929\u624d\u80fd\u7b97\u662f\u4e00\u4e2a\u7ed3\u675f\u6027\u7684\u8d5a\u94b1\u7684\u6807\u5fd7\u554a\u3002\u6bd4\u5982\u8bf4\u4f60\u4eca\u5929\u8d5a\u4e86 1w \uff0c\u660e\u5929\u4e8f\u4e86 1w1k \uff0c\u90a3\u4ee5\u4e24\u5929\u8fd9\u4e2a\u5468\u671f\u6765\u770b\u5c31\u662f\u6ca1\u8d5a\u3002<br /><br />\u5468\u671f\u653e\u957f\u4e00\u70b9\uff0c\u53ea\u8981\u4f60\u6d3b\u7740\u8fd8\u5728\u73a9\u8fd9\u4e2a\u6e38\u620f\uff0c\u90a3\u5c31\u5f88\u96be\u8bf4\u6700\u7ec8\u8d5a\u8fd8\u662f\u4e8f\u3002<br /><br />\u4e0d\u662f\u5f88\u61c2\u8fd9\u79cd\u73a9\u6cd5\u3002", 
      "date_published": "2026-05-15T02:49:16+00:00", 
      "title": "\u5173\u4e8e\u80a1\u7968\u6e38\u620f\u7684\u7591\u95ee", 
      "id": "https://www.v2ex.com/t/1212898"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/pddgoods", 
        "name": "pddgoods", 
        "avatar": "https://cdn.v2ex.com/avatar/15c3/7ea8/485116_large.png?m=1754448027"
      }, 
      "url": "https://www.v2ex.com/t/1212710", 
      "title": "\u4eca\u5929 A \u80a1\u4f53\u611f\u600e\u4e48\u6837", 
      "id": "https://www.v2ex.com/t/1212710", 
      "date_published": "2026-05-14T07:27:15+00:00", 
      "content_html": "<p>\u4e0b\u5348\u8fd8\u62c9\u4e86\u4e00\u6ce2\uff0c\u5c3e\u76d8\u76f4\u63a5\u7838\u4e0b\u53bb\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/xiaxueme", 
        "name": "xiaxueme", 
        "avatar": "https://cdn.v2ex.com/avatar/4e2b/695e/145290_large.png?m=1763263936"
      }, 
      "url": "https://www.v2ex.com/t/1212591", 
      "title": "\u56fd\u5185\u5982\u4f55\u4f7f\u7528\u652f\u4ed8\u5b9d\u6216\u8005\u5176\u4ed6\u5e73\u53f0\u4e70\u8c37\u6b4c\u548c\u82f9\u679c\u80a1\u7968\uff1f", 
      "id": "https://www.v2ex.com/t/1212591", 
      "date_published": "2026-05-14T01:50:58+00:00", 
      "content_html": "<p>\u6ca1\u6709\u56fd\u5916\u8d26\u6237\uff0c\u6ca1\u53bb\u8fc7\u9999\u6e2f\u56fd\u5916\u3002\u8bf7\u95ee\uff1a\u56fd\u5185\u5982\u4f55\u4f7f\u7528\u652f\u4ed8\u5b9d\u6216\u8005\u5176\u4ed6\u4e70\u8c37\u6b4c\u548c\u82f9\u679c\u80a1\u7968\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/chen88ijn", 
        "name": "chen88ijn", 
        "avatar": "https://cdn.v2ex.com/avatar/f62e/56ae/614133_large.png?m=1715123904"
      }, 
      "url": "https://www.v2ex.com/t/1212590", 
      "title": "\u91cd\u4ed3 msft \u4e24\u4e2a\u6708", 
      "id": "https://www.v2ex.com/t/1212590", 
      "date_published": "2026-05-14T01:50:13+00:00", 
      "content_html": "<p>\u575a\u4fe1 agent \u662f\u53e6\u4e00\u79cd software</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/NoirStrike", 
        "name": "NoirStrike", 
        "avatar": "https://cdn.v2ex.com/gravatar/74970f2458ff09c515943bfa15355419?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212540", 
      "title": "\u4e1c\u8d22\u662f\u5728\u63a8\u90a3\u4e2a\u5929\u5929\u57fa\u91d1\u5417", 
      "id": "https://www.v2ex.com/t/1212540", 
      "date_published": "2026-05-13T15:59:16+00:00", 
      "content_html": "\u4e1c\u8d22\u4e0a\u9762\u76f8\u5bf9\u65b0\u4e00\u4e9b\u7684\u573a\u5916\u57fa\u91d1\u90fd\u4e70\u4e0d\u4e86, \u5f97\u53bb\u90a3\u4e2a\u5929\u5929\u57fa\u91d1\u624d\u53ef\u4ee5, \u597d\u9ebb\u70e6.<br />\u60f3\u628a\u80a1\u7968\u7406\u8d22\u96c6\u4e2d\u4e00\u5757, \u4f46\u73b0\u5728\u53c8\u6ca1\u4ec0\u4e48\u4f4e\u95e8\u69db\u7684\u514d 5 \u80fd\u641e, \u86cb\u75bc"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fingerxie", 
        "name": "fingerxie", 
        "avatar": "https://cdn.v2ex.com/gravatar/105e01cdba487150ef6c670173358d78?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212531", 
      "date_modified": "2026-05-13T23:35:18+00:00", 
      "content_html": "<p>\u76ee\u524d\u6211\u6700\u8fd1\u770b\u5230\u4e86\u6c47\u4e30\u548c\u6e23\u6253\u7684\u65e0\u9700\u8d74\u6e2f\u5373\u53ef\u5f00\u6e2f\u5361\u7684\u4e1a\u52a1\uff0c\u4f46\u662f\u82e6\u4e8e\u624b\u91cc\u6ca1\u94b1\u3002</p>\n<p>\u5927\u4f6c\u4eec\uff0c\u6709\u6ca1\u6709\u4ec0\u4e48\u9002\u5408\u7a0b\u5e8f\u5458\u7684\u526f\u4e1a\uff0c\u6211\u8fd8\u7f3a\u4e2a\u51e0\u5341\u4e07\u8fd9\u6837\u5b50</p>\n", 
      "date_published": "2026-05-13T14:52:06+00:00", 
      "title": "\u8d44\u4ea7\u5982\u4f55\u80fd\u5feb\u901f\u589e\u503c\uff1f", 
      "id": "https://www.v2ex.com/t/1212531"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/SWALLOWW", 
        "name": "SWALLOWW", 
        "avatar": "https://cdn.v2ex.com/avatar/95ec/01ce/496681_large.png?m=1751598795"
      }, 
      "url": "https://www.v2ex.com/t/1212360", 
      "date_modified": "2026-05-13T05:41:49+00:00", 
      "content_html": "<p>\u9700\u8981\u5fc3\u7406\u6309\u6469\u6709\u70b9\u6491\u4e0d\u4f4f\u4e86</p>\n", 
      "date_published": "2026-05-13T03:10:31+00:00", 
      "title": "\u8fd8\u6709\u76f8\u4fe1\u767d\u9152\u7684\u8001\u94c1\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1212360"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/zhenthy", 
        "name": "zhenthy", 
        "avatar": "https://cdn.v2ex.com/avatar/a147/3003/666534_large.png?m=1704761595"
      }, 
      "url": "https://www.v2ex.com/t/1212318", 
      "title": "\u76ee\u524d\u4ed3\u4f4d\u591a\u5c11\uff1f\u5fc3\u6001\u548b\u6837", 
      "id": "https://www.v2ex.com/t/1212318", 
      "date_published": "2026-05-13T01:35:10+00:00", 
      "content_html": "<p>\u76ee\u524d 3 \u5c42\u4ed3\u4f4d\uff0c\u6709\u70b9\u6050\u9ad8\u4e86\u3002\u5927\u4f19\u4eca\u5e74\u6536\u76ca\u591a\u5c11\uff0c\u4e0b\u4e00\u6b65\u51c6\u5907\u600e\u4e48\u64cd\u4f5c</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/orion1", 
        "name": "orion1", 
        "avatar": "https://cdn.v2ex.com/avatar/eb19/e0af/547538_large.png?m=1758629383"
      }, 
      "url": "https://www.v2ex.com/t/1212275", 
      "title": "\u6211\u4e70\u534a\u5bfc\u4f53\u4e86\uff0c\u5927\u5bb6\u8fd8\u4e0d\u8dd1\u5417", 
      "id": "https://www.v2ex.com/t/1212275", 
      "date_published": "2026-05-12T15:07:27+00:00", 
      "content_html": "<p>\u770b\u7740\u82f1\u4f1f\u8fbe\u8fd9\u4e9b\u957f\u592a\u9ad8\u4e86\uff0c\u8fd8\u4e0d\u4e0b\u8dcc\u5c31\u96be\u53d7\u3002\u6309\u6211\u7ecf\u9a8c\u6211\u4e70\u5565\u8dcc\u5565\u3002\u3002\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/JunNKG", 
        "name": "JunNKG", 
        "avatar": "https://cdn.v2ex.com/avatar/8a4e/97b9/552189_large.png?m=1769738160"
      }, 
      "url": "https://www.v2ex.com/t/1212153", 
      "title": "\u5b81\u6ce2\u94f6\u884c\u592a\u5dee\u4e86\uff0c \u51c6\u5907\u9500\u6237", 
      "id": "https://www.v2ex.com/t/1212153", 
      "date_published": "2026-05-12T06:12:21+00:00", 
      "content_html": "1.\u60f3\u53d6\u70b9\u7f8e\u5143\u73b0\u91d1\u51fa\u53bb\u73a9\uff0capp \u9884\u7ea6\uff0c \u7136\u540e\u94f6\u884c\u8bf4\u8981\u6d3e\u51fa\u6240\u62a5\u5907\uff0c \u6211\u8bf4\u597d\uff0c \u7136\u540e\u6d3e\u51fa\u6240\u8fd8\u8981\u6253\u7535\u8bdd\u548c\u6211\u8001\u5a46\u8bf4\u4e00\u4e0b\uff0c\u6211\u4ee5\u524d\u53ea\u542c\u8bf4\u8fc7\u5ad6\u5a3c\u88ab\u6293\u6d3e\u51fa\u6240\u4f1a\u901a\u77e5\u5bb6\u5c5e\uff0c \u94f6\u884c\u53d6\u94b1\u6d3e\u51fa\u6240\u4e5f\u901a\u77e5\u5bb6\u5c5e\u8fd9\u4e48\u9b54\u5e7b\u5417\uff1f<br /><br />2.\u7f51\u70b9\u4e5f\u662f\u6df7\u4e71\uff0c \u6709\u7684\u8981\u53d6\u53f7\uff0c \u6709\u7684\u4e0d\u53d6\u53f7\uff0c \u6709\u7684\u548c\u67dc\u53f0\u91cc\u9762\u62db\u4e2a\u624b\uff0c \u5c31\u63d2\u961f\u4e86\uff0c \u6211\u53d6\u4e86\u53f7\u7b49\u534a\u5929\u3002<br /><br />3.\u7406\u8d22\u987e\u95ee\u975e\u5f97\u6253\u7535\u8bdd\u6765\u8981\u52a0\u5fae\u4fe1\uff0c \u5176\u5b9e\u6211\u4e5f\u4e0d\u9700\u8981\uff0c \u5c31\u662f\u7ecf\u5e38\u53d1\u5fae\u4fe1\u8ba9\u4f60\u4e70\u8fd9\u4e2a\u7406\u8d22\uff0c\u4e70\u90a3\u4e2a\u7406\u8d22\u7684\uff0c\u771f\u6b63\u6709\u4e2a\u4e1a\u52a1\u95ee\u5979\uff0c \u4e5f\u662f\u4e00\u95ee\u4e09\u4e0d\u77e5\u3002<br /><br /><a target=\"_blank\" href=\"http://4.APP\" rel=\"nofollow noopener\">4.APP</a> \u4e5f\u662f\u5dee\uff0c30W \u662f\u91d1\u5361\uff0c60w \u662f\u767d\u91d1 i \uff0c100w \u662f\u767d\u91d1 ii \uff0c \u7136\u540e\u6211\u6bcf\u6b21\u767b\u9646\uff0c\u90fd\u544a\u8bc9\u6211\u6709\u51e0\u6761\u6743\u76ca\u672a\u9886\u53d6\uff0c\u6211\u6bcf\u6b21\u70b9\u8fdb\u53bb\u4e4b\u540e\uff0c \u8981\u4e48\u544a\u8bc9\u6211\u6ca1\u6709\u8d44\u683c\uff0c \u8981\u4e48\u544a\u8bc9\u6211\u9886\u5b8c\u4e86\uff0c \u6211\u518d\u9000\u56de\u6765\u770b\u770b\u8d44\u4ea7\u662f\u5408\u683c\u7684\u554a\uff0capp \u8ba9\u6211\u70b9\u8fdb\u6765\u662f\u4e3a\u4e86\u7f9e\u8fb1\u6211\u554a\uff1f<br /><br />5.\u5927\u6982\u7387 app \u548c\u94f6\u884c\u7f51\u70b9\u7f51\u7edc\u4e0d\u901a\uff0c \u6211\u4e4b\u524d\u4e00\u6b21\u5728 app \u4e0a\u9884\u7ea6\u7f8e\u91d1\uff0c \u7b2c\u4e8c\u5929\u53bb\u94f6\u884c\u7f51\u70b9\uff0c \u5de5\u4f5c\u4eba\u5458\u8bf4\u4e0d\u77e5\u9053\uff0c \u6ca1\u6709\u901a\u77e5\uff0c \u6211\u8bf4 app \u7ea6\u8fc7\uff0c \u4ed6\u8bf4\u4e0b\u6b21\u6253\u7535\u8bdd\u7ea6\uff0c \u770b\u770b\u94f6\u884c\u6b63\u597d\u6709\u4f59\u94b1\uff0c \u5c31\u7ed9\u6211\u53d6\u4e86\u3002<br />\u6240\u4ee5\u6211\u8fd9\u6b21 app \u7ea6\u5b8c\u4e4b\u540e\uff0c \u5c31\u6253\u7535\u8bdd\u7ed9\u94f6\u884c\u4e86\uff0c \u94f6\u884c\u5c31\u6253\u7ed9\u6d3e\u51fa\u6240\u4e86\uff0c \u6d3e\u51fa\u6240\u5c31\u6253\u7ed9\u6211\u4e86\uff0c \u7136\u540e\u6253\u7ed9\u6211\u8001\u5a46\u4e86\u3002<br /><br />\u00b7\u4e0d\u8bf4\u4e86\uff0c \u521a\u624d\u628a\u6240\u6709\u7406\u8d22\u90fd\u8d4e\u56de\u4e86\uff0c \u8fc7\u4e24\u5929\u5230\u8d26\u5c31\u5168\u90e8\u8f6c\u8d70\u9500\u6237\u4e86\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Sokia", 
        "name": "Sokia", 
        "avatar": "https://cdn.v2ex.com/avatar/a21a/3408/274349_large.png?m=1768266155"
      }, 
      "url": "https://www.v2ex.com/t/1212139", 
      "date_modified": "2026-05-12T05:54:09+00:00", 
      "content_html": "\u6700\u8fd1\u6709\u95f2\u94b1\u60f3\u4e70\u7f8e\u80a1\u573a\u5185\uff0c\u770b\u4e86\u51e0\u5927\u5238\u5546\uff08\u76c8\u900f\uff0c\u5609\u4fe1\uff0c\u76c8\u7acb\uff09\uff0c\u4e09\u4e2a\u90fd\u7533\u8bf7\u5f00\u6237\u4e86\uff0c\u5176\u4e2d\u76c8\u7acb\u70b9\u51fb\u5c31\u9001<br /><br />\u5609\u4fe1\u8fd8\u5728\u5ba1\u6838\u4e2d\uff0c5.9 \u7533\u8bf7\uff0c5.11 \u6536\u5230\u4f20\u8bf4\u4e2d\u7684\u4e00\u53cc\u817f\u548c\u8ba9\u6211\u8865\u4fe1\u606f\u7684 mail \uff0c\u6211\u5f00\u6237\u7528\u7684\u62a4\u7167<br />\u54a8\u8be2\u5609\u4fe1 China \u5ba2\u670d\uff0c\u662f\u56e0\u4e3a\u6211\u4f20\u7684\u6c34\u7535\u8d26\u5355\u662f\u533f\u540d\u7684\uff08\u652f\u4ed8\u5b9d\u627e\u7684\uff09\uff0c\u4f20\u4e86\u8eab\u4efd\u8bc1\uff0c\u540e\u9762\u4e0d\u51fa\u610f\u5916\u5e94\u8be5\u5c31\u662f\u8fd9\u5468\u6216\u8005\u4e0b\u5468\u770b\u5230\u5f00\u6237\u6210\u529f\u7684\u90ae\u4ef6<br /><br />\u76c8\u900f\u4e5f\u662f\u62a4\u7167\uff0c\u6700\u540e\u5ba1\u6838\u8981\u6d77\u5916\u5c45\u4f4f\u8bc1\u660e\uff0c\u6309\u7167\u7ad9\u5185\u65b9\u6cd5\u4e0a\u4f20\u4e2a\u7a0e\u5355\u5b50\uff0c24h \u540e\u63d0\u793a\u5931\u8d25\uff0c\u4e5f\u61d2\u5f97\u6298\u817e\u4e86<br /><br />\u76c8\u7acb\u53ef\u4ee5\u4e70 ETF \u788e\u80a1\uff0c\u5609\u4fe1\u636e\u8bf4\u4e0d\u80fd\u4e70 ETF \u788e\u80a1\uff0c\u6240\u4ee5\u540e\u9762\u76c8\u7acb\u5c31\u5355\u72ec\u4e70 QQQ \u4e86<br />\u5728\u5f00\u6237\u7b49\u5f85\u65f6\u95f4\u5165\u4e86 200 \u5200\u7684 NVDA \u548c 300 \u5200\u7684 MU \uff0c\u4e24\u5929\u5c0f\u8d5a\u4e00\u987f\u75af\u56db\u7684\u94b1 :_)<br /><br />\u652f\u4ed8\u5b9d\u573a\u5916\u7f8e\u80a1\u57fa\u91d1\u4f9d\u7136\u7ee7\u7eed\u5b9a\u6295\uff0c\u6211\u4e70\u7684\u5e7f\u53d1\uff0c\u6bcf\u65e5\u9650\u989d 200 \uff0c4 \u6708\u4e2d\u65ec\u6295\u4e86\u73b0\u5728\u4e00\u4e2a\u6708\uff0c\u8d5a\u4e86 200+\uff0c\u4e0d\u6127\u662f\u6b63\u89c4\u5e02\u573a", 
      "date_published": "2026-05-12T05:52:40+00:00", 
      "title": "2026.5.12 \u76c8\u900f\u4e2a\u7a0e\u5355\u5ba1\u6838\u5931\u8d25\uff0c\u8f6c\u5609\u4fe1\u4e86", 
      "id": "https://www.v2ex.com/t/1212139"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/66z", 
        "name": "66z", 
        "avatar": "https://cdn.v2ex.com/gravatar/064e6e3a344377761d9c413f335ce737?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211838", 
      "title": "\u5982\u679c\u770b\u597d\u56fd\u5185\u53d1\u5c55\uff0c\u6295\u8d44\u5c0f\u767d\u5e94\u8be5\u600e\u4e48\u6295\u8d44\u5462", 
      "id": "https://www.v2ex.com/t/1211838", 
      "date_published": "2026-05-11T03:51:07+00:00", 
      "content_html": "<p>\u76ee\u524d\u5728\u5efa\u884c APP \u5185\uff0c\u5b9a\u6295\u7eb3\u65af\u8fbe\u514b\u6307\u6570\uff0c\u6bcf\u5468 100 \uffe5\n\u60f3\u4e70\u70b9\u56fd\u5185\u7684\u6307\u6570\u5565\u7684\uff0c\u5927\u5bb6\u6709\u4ec0\u4e48\u5efa\u8bae\u5417</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wshn13", 
        "name": "wshn13", 
        "avatar": "https://cdn.v2ex.com/gravatar/652bd2458de5158e90dcbf919921b495?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211801", 
      "title": "\u5f3a\u70c8\u4e0d\u5efa\u8bae\u5927\u5bb6\u901a\u8fc7\u8d44\u6599\u9020\u5047\u7684\u624b\u6bb5\u5f00\u76c8\u900f", 
      "id": "https://www.v2ex.com/t/1211801", 
      "date_published": "2026-05-11T02:40:35+00:00", 
      "content_html": "<p>\u98ce\u9669\u592a\u5927\u4e86 \u5408\u89c4\u53ef\u5f00\u7684\u5609\u4fe1\u548c\u7b2c\u4e00\u8bc1\u5238\u53ef\u4ee5\u5e73\u66ff</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/liujinhui", 
        "name": "liujinhui", 
        "avatar": "https://cdn.v2ex.com/gravatar/83f8b9d375f1e88318824ecf290b7dc2?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211753", 
      "title": "\u5927\u76d8\u6da8\u6211\u4e0d\u6da8\uff0c\u5927\u76d8\u8dcc\u8ddf\u7740\u8dcc", 
      "id": "https://www.v2ex.com/t/1211753", 
      "date_published": "2026-05-11T01:24:54+00:00", 
      "content_html": "<p>\u8fd9\u6bb5\u65f6\u95f4\u5df2\u7ecf\u9ebb\u6728\u4e86\uff0c\u6211\u8fd9\u6709 v2 \u7684\u5c0f\u5708\u5b50\uff0c\u53ef\u4ee5\u4e00\u8d77\u8fdb\u6765\u4ea4\u6d41\u4ea4\u6d41\u5206\u4eab\u5206\u4eab\u7ecf\u9a8c <a href=\"https://shimo.im/docs/KrkEl7r9wvC2bWqJ/\" rel=\"nofollow\">https://shimo.im/docs/KrkEl7r9wvC2bWqJ/</a></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lenglengyuchen", 
        "name": "lenglengyuchen", 
        "avatar": "https://cdn.v2ex.com/avatar/45fc/6dae/677708_large.png?m=1778400218"
      }, 
      "url": "https://www.v2ex.com/t/1211637", 
      "title": "[\u6295\u8d44\u7b14\u8bb0] 2026 \u5e74 5 \u6708 10 \u65e5\uff0c\u6301\u6709\u51c0\u503c 1\uff0c 2026 \u5e74\u6536\u76ca -3%", 
      "id": "https://www.v2ex.com/t/1211637", 
      "date_published": "2026-05-10T08:24:03+00:00", 
      "content_html": "<p>\u6301\u6709\u6536\u76ca\u56de\u5230 1 \uff0c\u4eca\u5e74\u6765\u6536\u76ca -3%</p>\n<p>\u5356\u51fa\u4e86\u4e1c\u897f\u7cbe\u9009\u3001\u79d1\u521b 50 \uff08\u5728\u5927\u6da8\u524d\u5356\u51fa\uff0c\u96be\u53d7\u6b7b\u4e86\uff09\u3001\u4e2d\u8bc1 500 \u589e\u5f3a\u3001\u79fb\u52a8</p>\n<p>\u52a0\u4e86\u4e00\u624b\u817e\u8baf\uff0c\u8fd8\u5728\u8dcc\uff0c\u4e92\u8054\u7f51\u5de8\u5934\u4e0d\u80fd\u5728 AI \u9886\u57df\u6ca1\u5565\u5efa\u6811\u5427</p>\n<p>\u767d\u9152\u592a\u60e8\u4e86\uff0c\u56db\u6708\u521d\u8fd8\u52a0\u4e86\u4e00\u70b9\uff0c\u6ca1\u60f3\u5230\u4e94\u7cae\u6db2\u8fd8\u80fd\u6539\u53bb\u5e74\u8d22\u62a5</p>\n<p>AI \u884c\u4e1a\u90a3\u4e48\u6323\u94b1\uff0c\u4e0d\u559d\u5e86\u529f\u9152\u5417\uff0c\u770b\u4e0d\u61c2\uff0c\u6253\u7b97\u628a\u767d\u9152\u4ed3\u4f4d\u964d\u964d</p>\n<p>\u5efa\u4ed3\u4e86\u4e2a\u91cf\u5316\u57fa\uff0c\u4e5f\u6253\u7b97\u7ed9\u4e3b\u52a8\u57fa\u66f4\u591a\u4ed3\u4f4d\uff0c\u80a1\u7968\u8fd8\u662f\u592a\u96be\u73a9\u4e86</p>\n<table>\n<thead>\n<tr>\n<th>\u98ce\u9669\u7b49\u7ea7</th>\n<th>\u7c7b\u522b</th>\n<th>\u6301\u4ed3</th>\n<th>\u5360\u6bd4</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u9ad8\u98ce\u9669\uff08 55%\uff09</td>\n<td>\u4e92\u8054\u7f51</td>\n<td>\u817e\u8baf</td>\n<td>14.38%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u7f8e\u80a1-\u5883\u5916</td>\n<td>\u8c37\u6b4c\u3001\u62fc\u591a\u591a\u3001\u82f1\u4f1f\u8fbe\u3001\u4f2f\u514b\u5e0c\u5c14\u3001\u5fae\u8f6f\u3001\u82f9\u679c\u3001\u7279\u65af\u62c9\u3001\u53f0\u79ef\u7535\u3001\u76c8\u900f\u3001BOXX</td>\n<td>12.69%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u767d\u9152</td>\n<td>\u4e94\u7cae\u6db2\u3001\u767d\u9152 LOF</td>\n<td>8.28%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u7f8e\u6307</td>\n<td>\u6807\u666e 500 \u3001\u7eb3\u6307 100</td>\n<td>6.33%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u533b\u7597</td>\n<td>\u5e7f\u53d1\u5168\u7403\u3001\u5de5\u94f6\u524d\u6cbf</td>\n<td>5.56%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u5927\u5b97\u5546\u54c1</td>\n<td>\u8c46\u7c95\u3001\u9ec4\u91d1\u3001\u6bd4\u7279\u5e01</td>\n<td>5.28%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u4e3b\u52a8\u57fa\u91d1</td>\n<td>\u4e2d\u6cf0\u7389\u8861\u3001\u5927\u6210\u4f18\u52bf\u3001\u56fd\u91d1\u91cf\u5316</td>\n<td>2.43%</td>\n</tr>\n<tr>\n<td>\u4e2d\u98ce\u9669\uff08 25%\uff09</td>\n<td>\u7535\u529b</td>\n<td>\u4e2d\u56fd\u5e7f\u6838\u3001\u957f\u6c5f\u7535\u529b</td>\n<td>6.20%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u94f6\u884c</td>\n<td>\u62db\u5546\u3001\u519c\u884c\u3001\u5de5\u884c</td>\n<td>5.48%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u6295\u987e&amp;FOF</td>\n<td>\u957f\u94b1\u8d26\u6237\u3001\u4e2d\u6cf0\u5929\u62e9</td>\n<td>5.05%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u7ea2\u5229\u80a1</td>\n<td>\u7f8e\u7684\u3001\u4e2d\u6d77\u6cb9</td>\n<td>4.10%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u7ea2\u5229\u57fa</td>\n<td>A500 \u4f4e\u6ce2\u3001\u4e2d\u6b27\u7ea2\u5229\u3001\u73b0\u91d1\u6d41</td>\n<td>3.80%</td>\n</tr>\n<tr>\n<td>\u4f4e\u98ce\u9669\uff08 20%\uff09</td>\n<td>\u503a\u57fa</td>\n<td>\u5357\u65b9 7-10 \u3001\u653f\u91d1\u503a\u3001\u957f\u76db\u589e\u5f3a\u503a</td>\n<td>18.80%</td>\n</tr>\n<tr>\n<td></td>\n<td>\u73b0\u91d1</td>\n<td>\u77ed\u878d\u3001\u73b0\u91d1</td>\n<td>1.62%</td>\n</tr>\n</tbody></table>"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lewi", 
        "name": "lewi", 
        "avatar": "https://cdn.v2ex.com/gravatar/0d2c620e11209206f54a395d45f275ce?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211593", 
      "title": "\u6c42\u95ee\uff1a\u5883\u5185\u5982\u4f55\u5f00\u7f8e\u56fd\u94f6\u884c\u5361\u3001\u7f8e\u56fd\u5238\u5546\u8d26\u6237\u8d2d\u4e70 TQQQ\uff1f", 
      "id": "https://www.v2ex.com/t/1211593", 
      "date_published": "2026-05-10T02:36:19+00:00", 
      "content_html": "<p>\u770b\u597d\u7eb3\u65af\u8fbe\u514b 100 \uff0c\u51c6\u5907\u6301\u6709 20-30 \u5e74\uff0c\u5df2\u7ecf\u5728\u5883\u5185\u5238\u5546\u8d2d\u4e70\u4e86\u4e00\u4e9b\u573a\u5185 ETF \uff0c\u73b0\u5728\u8fd8\u60f3\u4e70\u70b9 TQQQ \uff0c\u8bf7\u95ee\uff1a\n\u4e00\u3001\u5982\u679c QQQ \u8dcc 33%\uff0cTQQQ \u4e09\u500d\u505a\u591a\uff0c\u662f\u4e0d\u662f TQQQ \u5c31\u6e05\u96f6\u4e86\uff1f\n\u4e8c\u3001\u5982\u4f55\u5f00\u901a\u7f8e\u56fd\u94f6\u884c\u5361\u3001\u7f8e\u56fd\u5238\u5546\u8d26\u6237\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/way2explore2", 
        "name": "way2explore2", 
        "avatar": "https://cdn.v2ex.com/avatar/c553/80d6/127712_large.png?m=1776623061"
      }, 
      "url": "https://www.v2ex.com/t/1211573", 
      "title": "\u8fd9\u662f\u600e\u4e48\u4e86\uff0c\u6700\u8fd1\u80a1\u5e02\u53cd\u5f39\uff0c\u5e16\u5b50\u4e00\u4e0b\u591a\u4e86\u8d77\u6765", 
      "id": "https://www.v2ex.com/t/1211573", 
      "date_published": "2026-05-09T23:48:39+00:00", 
      "content_html": "<p>\u8fd9\u662f\u600e\u4e48\u4e86\uff1f</p>\n<p>\u662f\u53d1\u5e16\u5272\u97ed\u83dc\n\u8fd8\u662f\u66f4\u591a\u4eba\u5f00\u59cb\u6295\u8d44\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/bugnotes", 
        "name": "bugnotes", 
        "avatar": "https://cdn.v2ex.com/gravatar/8be9820e338ea90ef12a03888ef216fa?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211484", 
      "title": "\u6211\u7684\u7b56\u7565\u4e3a\u4ec0\u4e48\u7a81\u7136\u5931\u6548\uff1f\u5e02\u573a\u98ce\u683c\u4e0e\u7b56\u7565\u9002\u914d-99%\u4eba\u8e29\u8fc7\u7684\u5751", 
      "id": "https://www.v2ex.com/t/1211484", 
      "date_published": "2026-05-09T07:48:13+00:00", 
      "content_html": "<p>\u7b56\u7565\u8dd1\u4e86\u8fd1\u534a\u5e74\u6a21\u62df\u76d8\uff0c\u6570\u636e OK \uff0c\u7136\u540e\u4e0a shi pan \u3002</p>\n<p>\u524d\u4e24\u4e2a\u6708\u8fd8\u4e0d\u9519\uff0c\u7136\u540e\u67d0\u4e00\u5929\u7a81\u7136\u5c31\u4e0d\u884c\u4e86\u2014\u2014\u8fde\u7eed\u4e8f\u635f\uff0c\u51c0\u503c\u6301\u7eed\u4e0b\u6ed1\uff0c\u4f60\u76ef\u7740\u5c4f\u5e55\u53cd\u590d\u68c0\u67e5\u4ee3\u7801\uff0c\u903b\u8f91\u6ca1\u95ee\u9898\uff0c\u6570\u636e\u6ca1\u95ee\u9898\uff0c\u7a0b\u5e8f\u5728\u6b63\u5e38\u8fd0\u884c\uff0c\u4f46\u5c31\u662f\u5728\u6301\u7eed\u4e8f\u94b1\u3002</p>\n<p>\u8fd9\u662f\u6211\u53bb\u5e74\u7ecf\u5386\u8fc7\u7684\u4e8b\u3002\n<img alt=\"Img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://image.joinquant.com/1eda986025a77881e7d93a2dad325ced\"/>\n\u6a21\u62df\u76d8</p>\n<p><img alt=\"Img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://image.joinquant.com/f664e8e3d7a2598d4d6702a4c95652fa\"/>\nshi pan2025 \u5e74 6 \u6708 24 \u65e5\u5f00\u59cb</p>\n<p><img alt=\"Img\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://image.joinquant.com/46767d16bc40d381a871102f7ac44eae\"/>\n2025 \u5e74 Q2 \u548c Q3 \u5fae\u76d8\u80a1\u8d70\u52bf</p>\n<p>Q2 \uff08 2025 \u5e74 4-6 \u6708\uff09\u7b56\u7565\u6a21\u62df\u76d8\u8dd1\u5f97\u633a\u987a\uff0c\u4ee5\u4e3a\u627e\u5230\u4e86\u8282\u594f\u3002\u8fdb\u5165 8 \u6708\u540e\uff0c\u5c0f\u76d8\u80a1\u5f00\u59cb\u51fa\u73b0\u7cfb\u7edf\u6027\u4e0b\u8dcc\uff0c\u6211\u7684\u7b56\u7565\u4e5f\u8ddf\u7740\u4e00\u8d77\u5d29\u4e86\u3002\u90a3\u6bb5\u65f6\u95f4\u8d26\u6237\u6bcf\u5929\u90fd\u5728\u7f29\u6c34\uff0c\u56de\u64a4\u6700\u6df1\u7684\u65f6\u5019\uff0c\u6211\u4e00\u5ea6\u6000\u7591\u81ea\u5df1\u7684\u7b56\u7565\u903b\u8f91\u6839\u672c\u5c31\u662f\u9519\u7684\u3002</p>\n<p>\u4f46\u7b56\u7565\u903b\u8f91\u6ca1\u9519\u2014\u2014\u9519\u7684\u662f\u6211\u6ca1\u641e\u6e05\u695a\uff1a<strong>\u6bcf\u79cd\u7b56\u7565\u90fd\u6709\u81ea\u5df1\u9002\u914d\u7684\u5e02\u573a\"\u571f\u58e4\"\uff0c\u571f\u58e4\u53d8\u4e86\uff0c\u518d\u597d\u7684\u79cd\u5b50\u4e5f\u957f\u4e0d\u51fa\u5e84\u7a3c\u3002</strong></p>\n<hr/>\n<h2>1. \u4ec0\u4e48\u662f\u5e02\u573a\u98ce\u683c\uff1f\u4e3a\u4ec0\u4e48\u5b83\u4f1a\u5207\u6362\uff1f</h2>\n<p>\"\u5e02\u573a\u98ce\u683c\"\u8fd9\u4e2a\u8bcd\u4f60\u53ef\u80fd\u542c\u8fc7\u5f88\u591a\u6b21\uff0c\u4f46\u5177\u4f53\u6307\u4ec0\u4e48\uff1f</p>\n<p>\u7b80\u5355\u8bf4\uff0c\u5c31\u662f\u5728\u67d0\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0c<strong>\u5e02\u573a\u8d44\u91d1\u5728\u96c6\u4e2d\u9752\u7750\u54ea\u4e00\u7c7b\u80a1\u7968</strong>\u3002\u5e38\u89c1\u7684\u51e0\u4e2a\u7ef4\u5ea6\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u98ce\u683c\u7ef4\u5ea6</th>\n<th>\u4ee3\u8868</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u5e02\u503c\u98ce\u683c</td>\n<td>\u5927\u76d8\u80a1 vs \u5c0f\u76d8/\u5fae\u76d8\u80a1</td>\n</tr>\n<tr>\n<td>\u884c\u4e1a\u98ce\u683c</td>\n<td>\u6210\u957f\uff08\u79d1\u6280/\u65b0\u80fd\u6e90\uff09 vs \u4ef7\u503c\uff08\u94f6\u884c/\u6d88\u8d39\uff09</td>\n</tr>\n<tr>\n<td>\u884c\u60c5\u7ed3\u6784</td>\n<td>\u8d8b\u52bf\u5355\u8fb9\u5e02 vs \u9707\u8361\u6a2a\u76d8\u5e02</td>\n</tr>\n<tr>\n<td>\u60c5\u7eea\u98ce\u683c</td>\n<td>\u9ad8 Beta \uff08\u70ed\u7092\u9898\u6750\uff09 vs \u4f4e Beta \uff08\u9632\u5fa1\u907f\u9669\uff09</td>\n</tr>\n</tbody></table><p>\u8fd9\u4e9b\u98ce\u683c\u4e0d\u662f\u56fa\u5b9a\u4e0d\u53d8\u7684\uff0c\u5b83\u4f1a\u968f\u7740<strong>\u653f\u7b56\u53d6\u5411\u3001\u7ecf\u6d4e\u6570\u636e\u3001\u8d44\u91d1\u504f\u597d\u3001\u5916\u90e8\u51b2\u51fb</strong>\u7b49\u56e0\u7d20\u4e0d\u65ad\u5207\u6362\u3002</p>\n<p>\u6bd4\u5982 2025 \u5e74 Q2 \uff0c\u5e02\u573a\u6d41\u52a8\u6027\u5bbd\u677e\uff0c\u98ce\u9669\u504f\u597d\u504f\u9ad8\uff0c\u5c0f\u76d8\u9898\u6750\u80a1\u6d3b\u8dc3\u3002\u8fdb\u5165 Q3 \uff0c\u653f\u7b56\u9884\u671f\u8f6c\u53d8\u53e0\u52a0\u673a\u6784\u8c03\u4ed3\uff0c\u8d44\u91d1\u4ece\u5c0f\u76d8\u5207\u56de\u5927\u76d8\u84dd\u7b79\uff0c\u5fae\u76d8\u80a1\u51fa\u73b0\u6d41\u52a8\u6027\u5371\u673a\uff0c\u90e8\u5206\u4e2a\u80a1\u8fde\u7eed\u4e0b\u8dcc\u2014\u2014\u8fd9\u5c31\u662f\u4e00\u6b21\u5178\u578b\u7684\u98ce\u683c\u5207\u6362\u3002</p>\n<p><strong>\u98ce\u683c\u5207\u6362\u7684\u53ef\u6015\u4e4b\u5904\u5728\u4e8e\uff1a\u5b83\u51e0\u4e4e\u4e0d\u4f1a\u63d0\u524d\u6253\u62db\u547c\u3002</strong></p>\n<hr/>\n<h2>2. \u4e3a\u4ec0\u4e48\u6a21\u62df\u76d8\"\u9a97\u4e86\"\u4f60\uff1f</h2>\n<p>\u6211\u5728\u4e0a shi pan \u524d\u8dd1\u4e86\u5c06\u8fd1\u534a\u5e74\u7684\u6a21\u62df\u76d8\uff0c\u5404\u9879\u6570\u636e\u90fd\u4e0d\u9519\uff0c\u624d\u51b3\u5b9a shi pan \u3002</p>\n<p>\u4f46\u73b0\u5728\u56de\u5934\u770b\uff0c\u8fd9\u4e2a\"\u9a8c\u8bc1\"\u5176\u5b9e\u5b58\u5728\u4e00\u4e2a\u6839\u672c\u6027\u7684\u6f0f\u6d1e\uff1a</p>\n<blockquote>\n<p><strong>\u6211\u7528\u6765\u9a8c\u8bc1\u7684\u90a3\u534a\u5e74\uff0c\u6070\u597d\u662f\u7b56\u7565\u6700\u559c\u6b22\u7684\u5e02\u573a\u98ce\u683c\u3002</strong></p>\n</blockquote>\n<p>\u8fd9\u53eb\u505a<strong>\u65f6\u95f4\u7a97\u53e3\u8fc7\u62df\u5408</strong>\u2014\u2014\u4e0d\u662f\u53c2\u6570\u8fc7\u62df\u5408\uff0c\u4e0d\u662f\u903b\u8f91\u8fc7\u62df\u5408\uff0c\u800c\u662f\u4f60\u7684\"\u9a8c\u8bc1\u65f6\u95f4\u6bb5\"\u6070\u597d\u9009\u5728\u4e86\u6709\u5229\u7684\u5e02\u573a\u73af\u5883\u91cc\u3002</p>\n<p>\u8fd9\u548c\"\u5e78\u5b58\u8005\u504f\u5dee\"\u6709\u70b9\u50cf\u3002\u4f60\u4ee5\u4e3a\u4f60\u5728\u9a8c\u8bc1\u7b56\u7565\u7684\u6709\u6548\u6027\uff0c\u4f46\u5b9e\u9645\u4e0a\u4f60\u53ea\u662f\u5728\u7528\u4e00\u6bb5\u7279\u5b9a\u7684\u5386\u53f2\u53bb\u786e\u8ba4\u4e00\u4e2a\u5df2\u7ecf\u504f\u5411\u67d0\u79cd\u98ce\u683c\u7684\u7ed3\u8bba\u3002</p>\n<p><strong>\u5982\u4f55\u5224\u65ad\u4f60\u7684\u9a8c\u8bc1\u662f\u5426\u6709\u6548\uff1f\u95ee\u81ea\u5df1\u4e09\u4e2a\u95ee\u9898\uff1a</strong></p>\n<ol>\n<li>\u6211\u56de\u6d4b/\u6a21\u62df\u7684\u65f6\u95f4\u6bb5\u91cc\uff0c\u5305\u542b\u4e86\u51e0\u6b21\u5e02\u573a\u98ce\u683c\u5207\u6362\uff1f</li>\n<li>\u7b56\u7565\u5728\u5c0f\u76d8\u5f3a\u52bf\u7684\u9636\u6bb5\u548c\u5c0f\u76d8\u5f31\u52bf\u7684\u9636\u6bb5\uff0c\u8868\u73b0\u5dee\u5f02\u6709\u591a\u5927\uff1f</li>\n<li>\u6211\u6709\u6ca1\u6709\u523b\u610f\u9009\u4e86\u4e00\u6bb5\"\u770b\u8d77\u6765\u597d\u770b\"\u7684\u65f6\u95f4\u6bb5\u6765\u9a8c\u8bc1\uff1f</li>\n</ol>\n<p>\u5982\u679c\u8986\u76d6\u7684\u65f6\u95f4\u6bb5\u5e02\u573a\u98ce\u683c\u6bd4\u8f83\u5355\u4e00\uff0c\u90a3\u8fd9\u4e2a\u9a8c\u8bc1\u7684\u8bf4\u670d\u529b\u662f\u6253\u6298\u6263\u7684\u3002</p>\n<hr/>\n<h2>3. \u600e\u4e48\u5224\u65ad\u4f60\u7684\u7b56\u7565\u9002\u914d\u54ea\u79cd\u5e02\u573a\u98ce\u683c\uff1f</h2>\n<p>\u8fd9\u4ef6\u4e8b\u5728\u4e0a shi pan \u4e4b\u524d\u5c31\u5e94\u8be5\u641e\u6e05\u695a\uff0c\u800c\u4e0d\u662f\u7b49\u5e02\u573a\u6253\u4f60\u8138\u4e4b\u540e\u518d\u590d\u76d8\u3002</p>\n<h3>\u65b9\u6cd5\u4e00\uff1a\u8ba9 AI \u5e2e\u4f60\u505a\"\u98ce\u683c\u8bca\u65ad\"</h3>\n<p>\u628a\u7b56\u7565\u4ee3\u7801\u548c\u56de\u6d4b\u7ed3\u679c\u4e22\u7ed9 AI \uff0c\u53ef\u4ee5\u8fd9\u6837\u95ee\uff1a</p>\n<blockquote>\n<p><strong>\u63d0\u793a\u8bcd\u793a\u4f8b\uff1a</strong></p>\n<p>\u300c\u8bf7\u5206\u6790\u8fd9\u4e2a\u91cf\u5316\u7b56\u7565\u7684\u5e02\u573a\u98ce\u683c\u9002\u914d\u6027\uff1a</p>\n<ol>\n<li>\u8fd9\u4e2a\u7b56\u7565\u5728\u9009\u80a1\u903b\u8f91\u4e0a\uff0c\u66f4\u504f\u5411\u54ea\u7c7b\u5e02\u503c/\u884c\u4e1a/\u60c5\u7eea\u98ce\u683c\u7684\u6807\u7684\uff1f</li>\n<li>\u5728\u5927\u76d8\u5355\u8fb9\u4e0b\u8dcc\u3001\u5c0f\u76d8\u80a1\u6d41\u52a8\u6027\u5371\u673a\u3001\u9ad8\u6ce2\u52a8\u9707\u8361\u5e02\u8fd9\u51e0\u79cd\u573a\u666f\u4e0b\uff0c\u7b56\u7565\u53ef\u80fd\u6709\u4ec0\u4e48\u8868\u73b0\uff1f</li>\n<li>\u8fd9\u4e2a\u7b56\u7565\u6700\u6015\u54ea\u79cd\u884c\u60c5\uff0c\u4e3a\u4ec0\u4e48\uff1f</li>\n<li>\u7528\u4e00\u53e5\u8bdd\u63cf\u8ff0\u8fd9\u4e2a\u7b56\u7565\u6700\u9002\u5408\u7684\u5e02\u573a\u73af\u5883\u662f\u4ec0\u4e48\uff1f\u300d</li>\n</ol>\n</blockquote>\n<p>AI \u7684\u56de\u7b54\u4e0d\u4e00\u5b9a 100%\u51c6\u786e\uff0c\u4f46\u5b83\u80fd\u5e2e\u4f60\u628a\u7b56\u7565\u7684\"\u98ce\u683c\u503e\u5411\"\u8bf4\u6e05\u695a\uff0c\u8ba9\u4f60\u6709\u4e2a\u5224\u65ad\u57fa\u51c6\u3002</p>\n<h3>\u65b9\u6cd5\u4e8c\uff1a\u5206\u6bb5\u56de\u6d4b\uff0c\u5206\u5f00\u770b\u6307\u6807</h3>\n<p>\u4e0d\u8981\u53ea\u770b\u6574\u4f53\u56de\u6d4b\u66f2\u7ebf\uff0c\u8bd5\u7740\u628a\u56de\u6d4b\u65f6\u95f4\u6bb5\u5207\u5206\u6210\u51e0\u4e2a\u4e0d\u540c\u7684\u5e02\u573a\u9636\u6bb5\uff0c\u5206\u522b\u770b\u80dc\u7387\u3001\u56de\u64a4\u3001\u5e74\u5316\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u65f6\u95f4\u6bb5</th>\n<th>\u5e02\u573a\u7279\u5f81</th>\n<th>\u7b56\u7565\u5e74\u5316</th>\n<th>\u6700\u5927\u56de\u64a4</th>\n<th>\u80dc\u7387</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>2024 Q1</td>\n<td>\u5927\u76d8\u84dd\u7b79\u5f3a\u52bf</td>\n<td>?</td>\n<td>?</td>\n<td>?</td>\n</tr>\n<tr>\n<td>2024 Q2-Q3</td>\n<td>\u5c0f\u76d8\u9898\u6750\u6d3b\u8dc3</td>\n<td>?</td>\n<td>?</td>\n<td>?</td>\n</tr>\n<tr>\n<td>2025 Q3</td>\n<td>\u5c0f\u76d8\u6d41\u52a8\u6027\u5371\u673a</td>\n<td>?</td>\n<td>?</td>\n<td>?</td>\n</tr>\n</tbody></table><p>\u5982\u679c\u4f60\u53d1\u73b0\u7b56\u7565\u5728\u67d0\u7c7b\u5e02\u573a\u73af\u5883\u4e0b\u6307\u6807\u65ad\u5d16\u5f0f\u4e0b\u8dcc\uff0c\u90a3\u5c31\u627e\u5230\u4e86\u5b83\u7684\"\u5929\u654c\"\u3002</p>\n<h3>\u65b9\u6cd5\u4e09\uff1a\u5bf9\u7167\"\u7b56\u7565\u5173\u952e\u8bcd\"\u5feb\u901f\u5224\u65ad</h3>\n<p>\u8fd9\u662f\u6211\u81ea\u5df1\u7528\u7684\u4e00\u4e2a\u7b80\u5355\u65b9\u6cd5\uff0c\u4e0d\u7cbe\u786e\uff0c\u4f46\u5feb\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u7b56\u7565\u5173\u952e\u8bcd</th>\n<th>\u53ef\u80fd\u9002\u914d\u7684\u98ce\u683c</th>\n<th>\u53ef\u80fd\u5931\u6548\u7684\u573a\u666f</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u5c0f\u5e02\u503c\u3001\u5fae\u76d8</td>\n<td>\u5c0f\u76d8\u6d3b\u8dc3\u3001\u60c5\u7eea\u9ad8\u6da8</td>\n<td>\u6d41\u52a8\u6027\u5371\u673a\u3001\u76d1\u7ba1\u6536\u7d27</td>\n</tr>\n<tr>\n<td>\u52a8\u91cf\u3001\u5f31\u8f6c\u5f3a</td>\n<td>\u8d8b\u52bf\u884c\u60c5\u3001\u60c5\u7eea\u4e0a\u884c</td>\n<td>\u6a2a\u76d8\u9707\u8361\u3001\u9891\u7e41\u5047\u7a81\u7834</td>\n</tr>\n<tr>\n<td>\u4f4e\u4f30\u503c\u3001\u9ad8\u80a1\u606f</td>\n<td>\u907f\u9669\u60c5\u7eea\u3001\u5927\u76d8\u4ef7\u503c</td>\n<td>\u6210\u957f\u98ce\u683c\u5360\u4f18</td>\n</tr>\n<tr>\n<td>\u96c6\u5408\u7ade\u4ef7\u3001\u5f00\u76d8\u7b56\u7565</td>\n<td>\u65e5\u5185\u6ce2\u52a8\u5927</td>\n<td>\u4f4e\u6ce2\u52a8\u3001\u6210\u4ea4\u7f29\u91cf</td>\n</tr>\n</tbody></table><hr/>\n<h2>4. \u5e02\u573a\u98ce\u683c\u5207\u6362\u4e86\uff0c\u600e\u4e48\u529e\uff1f\u56db\u79cd\u5e94\u5bf9\u65b9\u6848</h2>\n<p>\u77e5\u9053\u98ce\u683c\u5207\u6362\u4e86\u4e4b\u540e\uff0c\u8be5\u600e\u4e48\u505a\uff1f\u6211\u76ee\u524d\u5728\u7814\u7a76\u7684\u6709\u4e09\u4e2a\u65b9\u5411\uff0c\u52a0\u4e0a\u4e00\u4e2a\u4e0d\u592a\u63a8\u8350\u4f46\u6709\u65f6\u5019\u4e5f\u4e0d\u5f97\u4e0d\u9009\u7684\u65b9\u6848\u3002</p>\n<h3>\u65b9\u6848 A\uff1a\u591a\u7b56\u7565\u7ec4\u5408\uff0c\u4e3b\u52a8\u505a\u98ce\u683c\u5bf9\u51b2</h3>\n<p>\u6838\u5fc3\u903b\u8f91\uff1a<strong>\u4e0d\u628a\u9e21\u86cb\u653e\u5728\u540c\u4e00\u4e2a\u98ce\u683c\u7bee\u5b50\u91cc\u3002</strong></p>\n<p>\u5982\u679c\u4f60\u540c\u65f6\u8dd1\u4e00\u4e2a\u5c0f\u76d8\u7b56\u7565 + \u4e00\u4e2a\u5927\u76d8\u4ef7\u503c\u7b56\u7565\uff0c\u5728\u98ce\u683c\u5207\u6362\u65f6\uff0c\u4e24\u8005\u7684\u6536\u76ca\u4f1a\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5bf9\u51b2\u2014\u2014\u5c0f\u76d8\u7b56\u7565\u56de\u64a4\u65f6\uff0c\u5927\u76d8\u7b56\u7565\u53ef\u80fd\u6b63\u5728\u76c8\u5229\u3002</p>\n<p>\u8fd9\u4e2a\u65b9\u6848\u7684\u5173\u952e\u5728\u4e8e\uff1a\u4f60\u9009\u7684\u51e0\u4e2a\u7b56\u7565\uff0c\u5b83\u4eec\u7684\u98ce\u683c\u8981\u6709\u4e00\u5b9a\u7684\u5dee\u5f02\u5ea6\uff0c\u800c\u4e0d\u662f\u90fd\u8dd1\u540c\u7c7b\u65b9\u5411\u3002\u5982\u679c\u4f60\u8dd1\u7684 5 \u4e2a\u7b56\u7565\u5168\u662f\u5c0f\u5e02\u503c\u7b56\u7565\uff0c\u90a3\u4f60\u7684\u7ec4\u5408\u5b9e\u9645\u4e0a\u6ca1\u6709\u5206\u6563\u98ce\u9669\uff0c\u53ea\u662f\u5728\u5c0f\u5e02\u503c\u8fd9\u4e2a\u5355\u4e00\u98ce\u683c\u4e0a\u52a0\u4ed3\u4e86 5 \u6b21\u3002</p>\n<p><strong>\uff08\u6211\u4e4b\u524d\u5c31\u72af\u4e86\u8fd9\u4e2a\u9519\u2014\u20145 \u4e2a\u7b56\u7565\u5168\u662f\u5c0f\u5e02\u503c\uff09</strong></p>\n<p>\u9644\u5e26\u7684\u7b56\u7565\u5c31\u662f\u5c5e\u4e8e\u65b9\u6848 A \uff0c\u7814\u7a76\u6d4b\u8bd5\u4e2d</p>\n<h3>\u65b9\u6848 B\uff1a\u5efa\u7acb\u5e02\u573a\u72b6\u6001\u5224\u65ad\uff0c\u8c03\u5ea6\u7b56\u7565\u542f\u505c</h3>\n<p>\u6838\u5fc3\u903b\u8f91\uff1a<strong>\u8bc6\u522b\u5f53\u524d\u5e02\u573a\u6240\u5904\u7684\u98ce\u683c\uff0c\u5339\u914d\u5bf9\u5e94\u7684\u7b56\u7565\u3002</strong></p>\n<p>\u8fd9\u9700\u8981\u8bbe\u8ba1\u4e00\u5957\"\u5e02\u573a\u72b6\u6001\u5224\u65ad\u673a\u5236\"\uff0c\u6bd4\u5982\uff1a</p>\n<blockquote>\n<p>\u5982\u679c\u6700\u8fd1 20 \u4e2a\u4ea4\u6613\u65e5\uff0c\u4e2d\u8bc1 2000 \uff08\u5c0f\u76d8\u6307\u6570\uff09\u76f8\u5bf9\u6caa\u6df1 300 \u7684\u8d85\u989d\u6536\u76ca\u4e3a\u8d1f\uff0c\u5219\u8ba4\u4e3a\u5f53\u524d\u662f\u5927\u76d8\u98ce\u683c\u5e02\uff0c\u6682\u505c\u5c0f\u76d8\u7b56\u7565\uff0c\u5207\u6362\u5927\u76d8\u7b56\u7565\u3002</p>\n</blockquote>\n<p>\u6216\u8005\u66f4\u7b80\u5355\u7684\u60c5\u7eea\u6307\u6807\uff1a</p>\n<blockquote>\n<p>\u5982\u679c\u8fde\u7eed 5 \u4e2a\u4ea4\u6613\u65e5\uff0c\u6da8\u505c\u5bb6\u6570 &lt;50 \uff0c\u5219\u5e02\u573a\u60c5\u7eea\u4f4e\u8ff7\uff0c\u6682\u505c\u52a8\u91cf\u7c7b\u7b56\u7565\uff0c\u4ec5\u8fd0\u884c\u9632\u5fa1\u7c7b\u7b56\u7565\u3002</p>\n</blockquote>\n<p>\u8fd9\u4e0d\u662f\u62e9\u65f6\uff08\u9884\u6d4b\u6da8\u8dcc\uff09\uff0c\u800c\u662f<strong>\u7b56\u7565\u8c03\u5ea6</strong>\u2014\u2014\u4e0d\u540c\u7684\u5de5\u5177\u7528\u5728\u4e0d\u540c\u7684\u573a\u666f\u91cc\u3002</p>\n<h3>\u65b9\u6848 C\uff1a\u7ed9\u73b0\u6709\u7b56\u7565\u52a0\"\u98ce\u683c\u8fc7\u6ee4\u5668\"</h3>\n<p>\u6838\u5fc3\u903b\u8f91\uff1a<strong>\u4e0d\u5207\u6362\u7b56\u7565\uff0c\u800c\u662f\u7ed9\u7b56\u7565\u52a0\u4e00\u4e2a\u5916\u6302\u7684\u5e02\u573a\u73af\u5883\u5224\u65ad\u5c42\u3002</strong></p>\n<p>\u6bd4\u5982\u5728\u5c0f\u76d8\u7b56\u7565\u91cc\u52a0\u4e00\u4e2a\u6761\u4ef6\uff1a</p>\n<blockquote>\n<p>\u5982\u679c\u4e2d\u8bc1 2000 \u6700\u8fd1 N \u5929\u8dcc\u5e45\u8d85\u8fc7 X%\uff0c\u5219\u6682\u505c\u4e70\u5165\u65b0\u4ed3\u4f4d\uff08\u4f46\u4e0d\u5f3a\u5236\u5e73\u73b0\u6709\u4ed3\u4f4d\uff09\u3002</p>\n</blockquote>\n<p>\u8fd9\u76f8\u5f53\u4e8e\u7ed9\u7b56\u7565\u52a0\u4e86\u4e00\u4e2a\"\u611f\u77e5\u5916\u90e8\u73af\u5883\"\u7684\u80fd\u529b\uff0c\u8ba9\u5b83\u5728\u4e0d\u9002\u5408\u81ea\u5df1\u7684\u571f\u58e4\u91cc\u4e3b\u52a8\"\u51ac\u7720\"\uff0c\u800c\u4e0d\u662f\u786c\u6491\u7740\u7ee7\u7eed\u4ea4\u6613\u3002</p>\n<p>\u5728\u300a<a href=\"https://www.joinquant.com/view/community/detail/56abad328ee6c4e969d4cb2c1b357abb\" rel=\"nofollow\">\u6211\u662f\u600e\u4e48\u7528 AI \u5206\u6790\u548c\u6539\u8fdb\u91cf\u5316\u7b56\u7565\u7684\uff08\u9644\u771f\u5b9e\u64cd\u4f5c\u6d41\u7a0b\uff09</a>\u300b\u90a3\u7bc7\u6587\u7ae0\u91cc\u63d0\u5230\u7684\"\u5927\u76d8\u60c5\u7eea\u8fc7\u6ee4\"\u5c31\u662f\u8fd9\u4e2a\u601d\u8def\u7684\u4e00\u4e2a\u5b9e\u4f8b\u2014\u2014\u52a0\u4e86\u4e00\u4e2a\u8fde\u7eed 3 \u5929\u5927\u76d8\u5927\u8dcc\u5c31\u6682\u505c\u4e70\u5165\u7684\u6761\u4ef6\uff0c\u67d0\u51e0\u6bb5\u6781\u7aef\u56de\u64a4\u4ece 28%\u6536\u7a84\u5230 19%\u3002</p>\n<h3>\u65b9\u6848 D\uff1a\u63a5\u53d7\u56de\u64a4\uff0c\u7b49\u98ce\u683c\u56de\u5f52\uff08\u614e\u7528\uff09</h3>\n<p>\u6709\u65f6\u5019\u4f60\u4f1a\u9762\u4e34\u4e00\u79cd\u60c5\u51b5\uff1a\u7b56\u7565\u6ca1\u95ee\u9898\uff0c\u98ce\u683c\u53ea\u662f\u4e34\u65f6\u5207\u6362\uff0c\u7b49\u98ce\u683c\u56de\u5f52\u7b56\u7565\u81ea\u7136\u5c31\u597d\u4e86\u3002</p>\n<p>\u8fd9\u4e2a\u65b9\u6848\u4e0d\u662f\u6ca1\u6709\u9053\u7406\uff0c\u4f46\u5b83\u8981\u6c42\u4f60\u5728\u4e0a\u7b56\u7565\u4e4b\u524d\u5c31<strong>\u60f3\u597d\u6781\u7aef\u60c5\u51b5\u4e0b\u7684\u5fc3\u7406\u627f\u53d7\u8fb9\u754c</strong>\uff1a</p>\n<ul>\n<li>\u8fd9\u4e2a\u7b56\u7565\u6700\u5927\u56de\u64a4\u6211\u80fd\u627f\u53d7\u591a\u5c11\uff1f\uff08 30%\uff1f 50%\uff1f\uff09</li>\n<li>\u5982\u679c\u8fde\u7eed\u4e8f\u635f 3 \u4e2a\u6708\uff0c\u6211\u8fd8\u80fd\u575a\u6301\u5417\uff1f</li>\n<li>\u8fd9\u90e8\u5206\u8d44\u91d1\u5982\u679c\u5168\u4e8f\u4e86\uff0c\u4f1a\u4e0d\u4f1a\u5f71\u54cd\u6211\u7684\u751f\u6d3b\uff1f</li>\n</ul>\n<p>\u5982\u679c\u6ca1\u6709\u63d0\u524d\u60f3\u6e05\u695a\uff0c\u5728 shi pan \u56de\u64a4\u53d1\u751f\u65f6\uff0c\u4f60\u6781\u5927\u6982\u7387\u4f1a\u505a\u51fa\u60c5\u7eea\u5316\u7684\u51b3\u7b56\uff1a\u8981\u4e48\u5728\u6700\u4f4e\u70b9\u5272\u8089\uff0c\u8981\u4e48\u4eba\u5de5\u5e72\u9884\u6253\u4e71\u673a\u5668\u8282\u594f\u2014\u2014\u8fd9\u4e5f\u662f\u6211\u5728\u300a<a href=\"https://www.joinquant.com/view/community/detail/5760fbad3caafbdccf613b024597cd71\" rel=\"nofollow\">\u7528 2 \u4e07\u8d77\u6b65\u91cf\u5316\u6295\u8d44 1 \u5e74\uff0c\u4e8f\u4e86\u591a\u5c11\uff0c\u5b66\u5230\u4e86\u4ec0\u4e48\uff1f</a>\u300b\u90a3\u7bc7\u6587\u7ae0\u91cc\u4ea4\u8fc7\u7684\u5b66\u8d39\u3002</p>\n<hr/>\n<h2>5. \u6211\u7684 shi pan \u6559\u8bad\uff1aQ2 \u5230 Q3 \u90a3\u6bb5\u7ecf\u5386</h2>\n<p>2025 \u5e74 Q2 \uff0c\u6211\u7684\u51e0\u4e2a\u5c0f\u5e02\u503c\u7b56\u7565\u8868\u73b0\u90fd\u4e0d\u9519\uff0c\u6a21\u62df\u76d8\u79ef\u7d2f\u4e86\u534a\u5e74\u7684\u4fe1\u5fc3\uff0c\u4e8e\u662f\u4e0a\u4e86 shi pan \u3002</p>\n<p>\u524d\u4e24\u4e2a\u6708\uff08\u5927\u7ea6\u662f Q2 \u672b\u5230 Q3 \u521d\uff09\uff0c\u7b56\u7565\u5ef6\u7eed\u4e86\u6a21\u62df\u76d8\u7684\u72b6\u6001\uff0c\u6301\u7eed\u76c8\u5229\uff0c\u6211\u8fd8\u4ee5\u4e3a\u81ea\u5df1\u627e\u5230\u4e86\"\u7a33\u5b9a\u7684\u5370\u949e\u673a\"\u3002</p>\n<p>\u7136\u540e Q3 \u540e\u671f\u5c0f\u76d8\u80a1\u5f00\u59cb\u8c03\u6574\u3002\u4e2d\u8bc1 2000 \u6301\u7eed\u4e0b\u884c\uff0c\u5fae\u76d8\u80a1\u91cc\u51fa\u73b0\u5927\u9762\u79ef\u4e0b\u8dcc\u3002\u6211\u7684\u7b56\u7565\u56e0\u4e3a\u5168\u90fd\u662f\u5c0f\u5e02\u503c\u65b9\u5411\uff0c\u51e0\u4e4e\u6ca1\u6709\u4efb\u4f55\u5bf9\u51b2\uff0c\u51c0\u503c\u5f00\u59cb\u76f4\u7ebf\u4e0b\u8dcc\u3002</p>\n<p>\u90a3\u6bb5\u65f6\u95f4\u6211\u72af\u4e86\u51e0\u4e2a\u9519\u8bef\uff1a</p>\n<ol>\n<li><strong>\u6ca1\u6709\u98ce\u683c\u8fc7\u6ee4\u5668</strong>\uff1a\u7b56\u7565\u5728\u5c0f\u76d8\u6301\u7eed\u4e0b\u8dcc\u65f6\u4ecd\u7136\u5728\u4e70\u5165\uff0c\u8d8a\u4e70\u8d8a\u5957</li>\n<li><strong>\u6ca1\u6709\u9884\u8b66\u673a\u5236</strong>\uff1a\u53ea\u6709\u5728\u5df2\u7ecf\u5927\u5e45\u56de\u64a4\u4e4b\u540e\u624d\u610f\u8bc6\u5230\u95ee\u9898</li>\n<li><strong>\u4eba\u5de5\u5e72\u9884\u6253\u4e71\u8282\u594f</strong>\uff1a\u5fcd\u4e0d\u4f4f\u624b\u52a8\u5e73\u4ed3\uff0c\u7ed3\u679c\u5e73\u5728\u4f4e\u70b9\uff0c\u540e\u6765\u53cd\u5f39\u4e5f\u6ca1\u63a5\u56de\u6765\u3002\u7b56\u7565\u7a7a\u4ed3\u540e\u7684\u8d44\u91d1\uff0c\u518d\u4eba\u5de5\u4e70\u5165\uff0c\u5bfc\u81f4\u4e8f\u5f97\u66f4\u591a\uff0c\u96ea\u4e0a\u52a0\u971c\u3002</li>\n</ol>\n<p>\u73b0\u5728\u56de\u5934\u770b\uff0c\u5982\u679c Q3 \u4e2d\u540e\u671f\u65f6\u6211\u6709\u4e00\u4e2a\u7b80\u5355\u7684\u5224\u65ad\uff1a\u4e2d\u8bc1 2000 \u5df2\u7ecf\u8fde\u7eed\u8dcc\u4e86 X%\uff0c\u6682\u505c\u4e70\u5165\u65b0\u4ed3\u4f4d\u2014\u2014\u53ef\u80fd\u80fd\u7701\u4e0b\u76f8\u5f53\u4e00\u90e8\u5206\u56de\u64a4\u3002</p>\n<p><strong>\u4e0d\u662f\u7b56\u7565\u574f\u4e86\uff0c\u800c\u662f\u571f\u58e4\u53d8\u4e86\uff0c\u6211\u7684\u7b56\u7565\u6ca1\u6709\u611f\u77e5\u5230\u8fd9\u4ef6\u4e8b\u3002</strong></p>\n<hr/>\n<h2>\u603b\u7ed3\uff1a\u505a\u91cf\u5316\uff0c\u5148\u641e\u6e05\u695a\u4f60\u7684\u7b56\u7565\u9002\u5408\u4ec0\u4e48\u5e02\u573a\u98ce\u683c</h2>\n<p>\u91cf\u5316\u7b56\u7565\u5f88\u50cf\u519c\u4f5c\u7269\u2014\u2014\u6c34\u7a3b\u9700\u8981\u6c34\u7530\uff0c\u5c0f\u9ea6\u9700\u8981\u65f1\u5730\uff0c\u6ca1\u6709\u4e00\u79cd\u4f5c\u7269\u80fd\u9002\u5e94\u6240\u6709\u6c14\u5019\u3002</p>\n<p>\u4e0a shi pan \u524d\uff0c\u4f60\u9700\u8981\u56de\u7b54\u4e09\u4e2a\u95ee\u9898\uff1a</p>\n<ol>\n<li><strong>\u8fd9\u4e2a\u7b56\u7565\u9002\u5408\u4ec0\u4e48\u5e02\u573a\u98ce\u683c\uff1f</strong> \u641e\u6e05\u695a\u5b83\u7684\"\u751f\u5b58\u571f\u58e4\"</li>\n<li><strong>\u6211\u7684\u9a8c\u8bc1\u6709\u6ca1\u6709\u8986\u76d6\u591a\u4e2a\u98ce\u683c\u5468\u671f\uff1f</strong> \u907f\u514d\u65f6\u95f4\u7a97\u53e3\u8fc7\u62df\u5408</li>\n<li><strong>\u5e02\u573a\u98ce\u683c\u5207\u6362\u65f6\uff0c\u7b56\u7565\u6709\u6ca1\u6709\u5e94\u5bf9\u673a\u5236\uff1f</strong> \u8fc7\u6ee4\u5668\u3001\u8c03\u5ea6\u3001\u6216\u8005\u9884\u5148\u8bbe\u5b9a\u597d\u7684\u6b62\u635f\u7ebf</li>\n</ol>\n<p>\u6ca1\u6709\u6c38\u8fdc\u6709\u6548\u7684\u7b56\u7565\uff0c\u53ea\u6709\u5339\u914d\u5f53\u524d\u571f\u58e4\u7684\u7b56\u7565\u3002</p>\n<p>\u5e02\u573a\u98ce\u683c\u6c38\u8fdc\u5728\u8f6e\u6362\uff0c\u6211\u4eec\u80fd\u505a\u7684\uff0c\u662f\u5728\u98ce\u683c\u6765\u4e34\u4e4b\u524d\u8ba9\u7b56\u7565\u51c6\u5907\u597d\uff0c\u5728\u98ce\u683c\u5207\u6362\u65f6\u8ba9\u7b56\u7565\u4e3b\u52a8\u5e94\u5bf9\uff0c\u800c\u4e0d\u662f\u7b49\u4e8f\u591f\u4e86\u94b1\u518d\u590d\u76d8\u3002</p>\n<p>\u6211\u76ee\u524d\u8fd8\u5728\u63a2\u7d22 ABC \u4e09\u79cd\u65b9\u6848\u7684\u7ec4\u5408\u5b9e\u8df5\uff0c\u7b49\u6709\u4e86\u66f4\u591a shi pan \u6570\u636e\uff0c\u518d\u6765\u5199\u4e00\u7bc7\u66f4\u5177\u4f53\u7684\"\u591a\u7b56\u7565\u7ec4\u5408\"\u548c\"\u5e02\u573a\u72b6\u6001\u5224\u65ad\"\u7684\u5b9e\u64cd\u6587\u7ae0\u3002</p>\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u9762\u5bf9\"\u7b56\u7565\u7a81\u7136\u4e0d\u884c\u4e86\"\u7684\u56f0\u60d1\uff0c\u6b22\u8fce\u4ea4\u6d41\u3002</p>\n<hr/>\n<p><em>\u4f5c\u8005\uff1a\u7396\u83dc\u91cf\u5316 | \u4e00\u4e2a\u4e92\u8054\u7f51\u8001\u5175\u7684\u91cf\u5316\u5b66\u4e60\u8def</em></p>\n<hr/>\n<p><em>\u514d\u8d23\u58f0\u660e\uff1a\u672c\u6587\u5185\u5bb9\u4ec5\u4f9b\u5b66\u4e60\u53c2\u8003\uff0c\u6240\u6d89\u7b56\u7565\u5747\u4e3a\u5386\u53f2\u56de\u6d4b\u7814\u7a76\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002\u6295\u8d44\u98ce\u9669\u81ea\u62c5\uff0c\u4e0e\u4f5c\u8005\u65e0\u5173\u3002</em></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/shilianmlxg", 
        "name": "shilianmlxg", 
        "avatar": "https://cdn.v2ex.com/avatar/05ba/0783/363963_large.png?m=1715864297"
      }, 
      "url": "https://www.v2ex.com/t/1211422", 
      "title": "\u8001\u54e5\u4eec\u540c\u610f\u8fd9\u6bb5\u8bdd\u5417?\u5728\u4e00\u4e2a\u5bb6\u65cf\u4e2d\u7b2c\u4e00\u4e2a\u63a5\u89e6\u91d1\u878d\u3001\u80a1\u7968\u3001\u57fa\u91d1\u3001\u503a\u5238\u3001\u671f\u8d27\u7684\u4eba\uff0c\u770b\u4f3c\u662f\u4e0d\u52a1\u6b63\u4e1a\uff0c\u5b9e\u5219\u662f\u4e3a\u6574\u4e2a\u5bb6\u65cf\u5b8c\u6210\u4e86\u4e00\u573a\u8ba4\u77e5\u7684\u63d0\u5347", 
      "id": "https://www.v2ex.com/t/1211422", 
      "date_published": "2026-05-09T04:25:03+00:00", 
      "content_html": "<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/EUVllDX.jpeg\"/> </p>\n<p>\u539f\u6587\uff1a\n\u5728\u4e00\u4e2a\u5bb6\u65cf\u4e2d\u7b2c\u4e00\u4e2a\u63a5\u89e6\u91d1\u878d\u3001\u80a1\u7968\u3001\u57fa\u91d1\u3001\u503a\u5238\u3001\u671f\u8d27\u7684\u4eba\uff0c\u770b\u4f3c\u662f\u4e0d\u52a1\u6b63\u4e1a\uff0c\u5b9e\u5219\u662f\u4e3a\u6574\u4e2a\u5bb6\u65cf\u5b8c\u6210\u4e86\u4e00\u573a\u8ba4\u77e5\u7684\u63d0\u5347\uff0c\n\u8fd9\u4e2a\u4e0d\u662f\u8d4c\u535a\uff0c\u66f4\u4e0d\u662f\u6295\u673a\uff0c\u800c\u662f\u9009\u62e9\u6210\u4e3a\u8d44\u672c\u6d41\u52a8\u7684\u53c2\u4e0e\u8005\uff0c\u800c\u975e\u65c1\u89c2\u8005\u3002\n\u52b3\u52a8\u80fd\u8ba9\u4f60\u5b58\u6d3b\uff0c\u53ea\u6709\u8d44\u672c\u624d\u80fd\u8ba9\u4f60\u81ea\u7531\u3002\n\u53ef\u60b2\u7684\u662f\uff0c\u5f88\u591a\u4eba\u7ecf\u5e38\u6050\u60e7\u8d44\u672c\u7684\u98ce\u9669\uff0c\u5374\u5766\u7136\u63a5\u53d7\u4e86\u901a\u8d27\u81a8\u80c0\u548c\u8d27\u5e01\u8d2c\u503c\u4ee5\u53ca\u610f\u5916\u4e8b\u6545\u548c\u5927\u75c5\u8fd4\u8d2b\u7684\u66f4\u5927\u98ce\u9669\uff0c\u591a\u5c11\u4eba\u5b81\u613f\u627f\u53d7\u786e\u5b9a\u6027\u7684\u8d2b\u7a77\uff0c\u4e5f\u4e0d\u6562\u9762\u5bf9\u4e0d\u786e\u5b9a\u6027\u7684\u53ef\u80fd\u7684\u8d22\u5bcc\u3002\n\u5982\u679c\u4f60\u662f\u5bb6\u65cf\u4e2d\u7b2c\u4e00\u4e2a\u6562\u5403\u8783\u87f9\u7684\u4eba\uff0c\u90a3\u4e48\u4f60\u7684\u5b64\u72ec\u548c\u8bd5\u63a2\u5b9e\u5219\u662f\u6574\u4e2a\u5bb6\u65cf\u8d22\u52a1\u53f2\u4e0a\u7684\u8f6c\u6298\u70b9\uff0c\u662f\u6253\u7834\u4f20\u7edf\u81f4\u5bcc\u6a21\u5f0f\u7684\u5c1d\u8bd5\u3002\n\u4f60\u5efa\u7acb\u7684\u4e0d\u53ea\u662f\u4e00\u7b14\u6295\u8d44\uff0c\u800c\u662f\u4e00\u79cd\u5fc3\u7406\u9057\u4f20\uff0c\u662f\u5bf9\u590d\u5229\u7684\u7406\u89e3\uff0c\u662f\u5bf9\u98ce\u9669\u7684\u5ea6\u91cf\u3002\n\u8fd9\u6761\u8def\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u4f60\u7b2c\u4e00\u4e2a\u8d26\u6237\u7684\u6570\u5b57\u662f\u591a\u5c11\uff0c\u800c\u5728\u4e8e\u4ece\u6b64\u4ee5\u540e\u5bb6\u65cf\u540e\u4ee3\u9762\u5bf9\u8d22\u5bcc\u65f6\u773c\u91cc\u591a\u4e86\u4e00\u79cd\u9009\u62e9\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ulyssess", 
        "name": "ulyssess", 
        "avatar": "https://cdn.v2ex.com/gravatar/b5f8a1aa553f26a18229d6046f17e5f1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211419", 
      "date_modified": "2026-05-09T05:29:25+00:00", 
      "content_html": "<p>20 \u5e74\u7684\u65f6\u5019\u53d7\u5230\u540c\u4e8b\u7684\u5f71\u54cd\uff0c\u5f00\u59cb\u4e70\u57fa\u91d1\uff0c\u7eaf\u5c0f\u767d\u6ca1\u6709\u4efb\u4f55\u7406\u8d22\u77e5\u8bc6\uff0c\u8fde PE \u662f\u4ec0\u4e48\u8fd9\u4e9b\u57fa\u7840\u90fd\u4e0d\u61c2\uff0c\u5598\u7740 10 \u4e07\u672c\u91d1\u5165\u5e02\uff0c\u8ddf\u98ce\u4e70\u7684\u90fd\u662f\u5f53\u65f6\u70ed\u95e8\u7684\uff08\u767d\u9152\uff0c\u533b\u7597\uff0c\u65b0\u80fd\u6e90\uff0c\u4e2d\u6982\u4e92\u8054\uff09\uff0c\u556a\u7684\u4e00\u4e0b\u5f88\u5feb\u8d5a\u4e86 2 \u4e07\uff0c\u6cbe\u6cbe\u81ea\u559c\uff0c\u5f00\u59cb\u6d6e\u76c8\u52a0\u4ed3\uff08\u533b\u7597\uff0c\u65b0\u80fd\u6e90\uff09\uff0c\u534a\u5c71\u8170\u6284\u5e95\uff08\u4e2d\u6982\u4e92\u8054\uff09\uff0c\u597d\u666f\u4e0d\u957f\uff0c21 \u5e74\u5f00\u59cb\u8f6c\u718a\uff0c\u4f46\u662f\u81ea\u5df1\u5b8c\u5168\u6ca1\u6709\u725b\u718a\u8f6c\u6362\u7684\u610f\u8bc6\uff0c\u8fd8\u4ee5\u4e3a\u662f\u77ed\u671f\u56de\u8c03\u3001\u5012\u8f66\u63a5\u4eba\uff0c\u800c\u4e14\u542c\u7f51\u4e0a\u8bf4\u57fa\u91d1\u662f\u957f\u671f\u6295\u8d44\uff0c\u8dcc\u4e86\u8981\u52a0\u4ed3\uff0c\u4e8e\u662f\u8d8a\u8dcc\u8d8a\u52a0\uff0c\u53c8\u6ca1\u6709\u505a\u4ed3\u4f4d\u7ba1\u7406\uff0c\u5bfc\u81f4\u5927\u90e8\u5206\u4ed3\u4f4d\u52a0\u5230\u4e86\u534a\u5c71\u8170\uff0c\u53cd\u800c\u7b49\u5230\u4e86\u771f\u7684\u5e95\u90e8\u7684\u65f6\u5019\u770b\u5230\u8d26\u6237\u7684\u6536\u76ca\u7387\u7edd\u671b\u4e86\uff0c\u4e0d\u6562\u52a0\u4e86\uff0c\u6700\u7ec8\u672c\u91d1\u52a0\u5230 20w \uff0c24 \u5e74\u7684\u65f6\u5019\u4e8f\u635f\u6700\u9ad8 8w.\n22-24 \u5e74\u4e2d\u95f4\u6bcf\u5929\u90fd\u662f\u6301\u7eed\u9634\u8dcc\uff0c\u4e00\u6253\u5f00\u8d26\u6237\u5c31\u662f\u7eff\u7684\uff0c\u6bcf\u5929\u90fd\u6709\u4e00\u79cd\u60f3\u5272\u8089\u518d\u4e5f\u4e0d\u73a9\u7684\u5f3a\u70c8\u51b2\u52a8\uff0c\u4f46\u662f\u5fcd\u4f4f\u4e86\u3002</p>\n<p>\u56de\u672c\u5386\u7a0b\uff1a\n24 \u5e74\u770b\u89c1\u5176\u4ed6\u57fa\u91d1\u4e5f\u8dcc\u4e86\u5f88\u591a\uff0c\u5f00\u59cb\u628a\u533b\u7597\uff0c\u65b0\u80fd\u6e90\uff0c\u4e2d\u6982\u4e92\u8054\u5168\u90e8\u5272\u8089\u8f6c\u6362\u5230\u4e86\u79d1\u521b\uff0c\u521b\u4e1a\u677f\u8fd9\u79cd\u5bbd\u57fa\uff0c\u9760 25 \u5e74\u8fd9\u6ce2 AI \u725b\u5e02\u56de\u4e86\u4e00\u534a\u7684\u672c\uff0c\u73b0\u5728\u5df2\u7ecf\u6b62\u76c8\u5927\u90e8\u5206\u4e86\u3002\n\u7531\u4e8e\u88ab\u5927 A \u5272\u6015\u4e86\uff0c\u5f00\u59cb\u628a\u76ee\u5149\u8f6c\u5411\u5176\u4ed6\u5e02\u573a\uff0c24 \u5e74\u5e74\u5e95\u5f00\u59cb\u5b9a\u6295\u7eb3\u65af\u8fbe\u514b\uff0c\u5b9a\u6295\u63a5\u8fd1\u4e24\u5e74\u6295\u4e86 20w \u8fdb\u53bb\u4e86\uff0c\u5f97\u76ca\u4e8e\u6700\u8fd1\u4e00\u4e2a\u6708\u7684\u5927\u6da8\uff0c\u76ee\u524d\u6d6e\u76c8 20%\uff0c\u53e6\u5916\u4e00\u534a\u4e5f\u56de\u672c\u4e86. </p>\n<p>\u81f3\u6b64\u4e8f\u5f97 8w \u6574\u4f53\u7ec8\u4e8e\u56de\u672c\u4e86\uff0c\u867d\u7136\u7b97\u4e0a\u8d44\u91d1\u7684\u65f6\u95f4\u6210\u672c\uff08 20 \u5e74\u7684\u65f6\u5019 3 \u5e74\u5b9a\u671f\u8fd8\u80fd\u5230 4 \u4e2a\u70b9\u4ee5\u4e0a\uff09\uff0c\u603b\u4f53\u8fd8\u662f\u4e8f\u4e86\u3002</p>\n<p>\u73b0\u5728\u7684\u4ed3\u4f4d\u914d\u7f6e\uff1a\u7eb3\u6307\u6807\u666e 50% + \u7ea2\u5229 20% + \u6052\u79d1 10% + A \u80a1 10% + \u9ec4\u91d1 10%\uff0c\u6253\u7b97\u957f\u671f\u62ff\uff0c\u76ee\u6807\u662f\u628a\u603b\u4ed3\u4f4d\u5e72\u5230 100w \u3002</p>\n<p>20-26 \u5e74\u4e5f\u7b97\u8d70\u8fc7\u4e86\u4e00\u4e2a\u725b\u718a\u5468\u671f\u4e86\uff0c\u867d\u7136\u94b1\u662f\u6ca1\u6323\u5230\uff0c\u800c\u4e14\u8fd8\u6709\u53ef\u80fd\u968f\u65f6\u4e8f\u56de\u53bb\uff0c\u4f46\u662f\u5fc3\u6001\u4e0a\u6de1\u5b9a\u4e86\u5f88\u591a\uff0c\u4e5f\u662f\u4ece\u5c0f\u97ed\u83dc\u53d8\u6210\u8001\u97ed\u83dc\u4e86\uff0c\u8bf4\u4e0b\u81ea\u5df1\u73a9\u4e86\u8fd9\u4e48\u4e45\u89c9\u5f97\u6295\u8d44\u4e2d\u6bd4\u8f83\u91cd\u8981\u7684\u51e0\u4e2a\u70b9\u5427\uff1a</p>\n<ol>\n<li>\u6807\u7684\u9009\u62e9\uff1a\u65b9\u5411\u9519\u4e86\u518d\u600e\u4e48\u52aa\u529b\u90fd\u662f\u767d\u8d39\u3002\u666e\u901a\u4eba\u4fe1\u606f\u592a\u6709\u9650\uff0c\u4e2a\u80a1\u548c\u884c\u4e1a\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u592a\u5927\uff0c\u51e0\u5e74\u524d\u7684\u767d\u9152\u533b\u7597\uff0c\u65b0\u80fd\u6e90\u8981\u662f\u62ff\u5230\u73b0\u5728\u4e5f\u56de\u4e0d\u4e86\u672c\uff0c\u73b0\u5728\u7684\u8fd9\u8f6e\u725b\u5e02\u7684 CPO \uff0c\u534a\u5bfc\u4f53\u51e0\u5e74\u540e\u600e\u4e48\u6837\u4e5f\u4e0d\u597d\u8bf4\uff0c\u5bf9\u666e\u901a\u4eba\u6765\u8bf4\uff0c\u6307\u6570\u662f\u6bd4\u8f83\u597d\u7684\u9009\u62e9\uff0c\u5c31\u7b97\u4e70\u5728\u5c71\u9876\uff0c\u53ea\u8981\u62ff\u7684\u591f\u4e45\u90fd\u6709\u56de\u672c\u7684\u5e0c\u671b\u3002</li>\n<li>\u4ed3\u4f4d\u7ba1\u7406\uff1a\u4e70\u5165\u4e00\u4e2a\u4efb\u4f55\u4e00\u4e2a\u7968\u7684\u65f6\u5019\u90fd\u8981\u95ee\u95ee\u81ea\u5df1\uff0c\u73b0\u5728\u7684\u4f4d\u7f6e\uff08 PE \uff09\u662f\u9ad8\u662f\u4f4e\uff0c\u5e94\u8be5\u7ed9\u591a\u5c11\u4ed3\u4f4d\uff0c\u81ea\u5df1\u7684\u6253\u7b97\u6295\u5165\u7684\u603b\u4ed3\u4f4d\u662f\u591a\u5c11\uff0c\u4ec0\u4e48\u65f6\u5019\u6b62\u76c8\uff0c\u80fd\u591f\u627f\u53d7\u591a\u5927\u7684\u6d6e\u4e8f\uff0c\u5982\u679c\u4ece\u73b0\u5728\u7684\u4f4d\u7f6e\u8dcc\u4e86 30%\u5e94\u8be5\u600e\u4e48\u529e\uff1f\u8dcc\u4e86\u662f\u5e94\u8be5\u52a0\u4ed3\uff08\u52a0\u4ed3\u5e94\u8be5\u600e\u4e48\u52a0\uff0c\u6bcf\u8dcc\u591a\u5c11\u52a0\u591a\u5c11\uff09\uff0c\u8fd8\u662f\u53ca\u65f6\u6b62\u635f\uff08\u4e8f\u591a\u5c11\u6b62\u635f\uff09\uff0c\u8fd9\u4e9b\u4e70\u4e4b\u524d\u5c31\u5e94\u8be5\u60f3\u597d\u751a\u81f3\u5199\u4e0b\u6765\u3002</li>\n<li>\u5fc3\u6001\u7ba1\u7406\uff1a\u4efb\u4f55\u4e00\u4e2a\u4e1c\u897f\u53ea\u8981\u5f00\u59cb\u4e0b\u8dcc\u5c31\u662f\u4e00\u5806\u9b3c\u6545\u4e8b\u6765\u5413\u4f60\uff0c\u5982\u4f55\u514b\u670d\u8d2a\u5a6a\u548c\u6050\u60e7\uff0c\u4e25\u683c\u6267\u884c\u4ea4\u6613\u7eaa\u5f8b\uff0c\u8fd9\u662f\u6700\u96be\u7684\u3002</li>\n</ol>\n<p>v \u53cb\u4eec\u53ef\u4ee5\u8bf4\u4e0b\u4f60\u4eec\u7406\u8d22\u6295\u8d44\u4e2d\u8e29\u8fc7\u7684\u5751~</p>\n", 
      "date_published": "2026-05-09T04:13:58+00:00", 
      "title": "\u4e70\u57fa\u91d1 6 \u5e74\u7ec8\u4e8e\u56de\u672c\u4e86\uff0c\u8bf4\u4e0b\u7406\u8d22\u6295\u8d44\u4e2d\u8e29\u8fc7\u7684\u5751", 
      "id": "https://www.v2ex.com/t/1211419"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sddi", 
        "name": "sddi", 
        "avatar": "https://cdn.v2ex.com/gravatar/99fa0ef155b8e3d9a8e44a3e1d277af7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211355", 
      "title": "\u8fd9\u51e0\u5929\u7684\u7f8e\u80a1\uff0c\u662f\u4e0d\u662f\u8ba9\u5927\u5bb6\u840c\u53d1\u4e86\u4e0d\u4e0a\u73ed\u7684\u5ff5\u5934", 
      "id": "https://www.v2ex.com/t/1211355", 
      "date_published": "2026-05-09T01:53:50+00:00", 
      "content_html": "\u8fd9\u9635\u5b50\uff0c\u7f8e\u80a1\u4e00\u987f\u6da8\uff0c\u591a\u5c11 v \u53cb\u6709\u4e0d\u4e0a\u73ed\u7684\u5ff5\u5934\u4e86\uff0c\u786e\u5b9e\u8ddf\u4e4b\u524d v \u53cb\u8bf4\u7684\u4f3c\u7684\uff0c\u6bcf\u6b21\u7f8e\u80a1\u4e0b\u8dcc\u5c31\u662f\u7ed9\u4f60\u52a0\u4ed3\u3001\u5b9a\u6295\u7684\u673a\u4f1a\u5440\u3002v \u53cb\u8bda\u4e0d\u6b3a\u6211\uff0c\u611f\u8c22\u611f\u8c22\u3002"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/fighteryu", 
        "name": "fighteryu", 
        "avatar": "https://cdn.v2ex.com/gravatar/07d73699b276b15e576a9cde848e7931?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211345", 
      "date_modified": "2026-05-09T02:36:48+00:00", 
      "content_html": "<p>\u5728 2026 \u5e74\u7684 A \u80a1\u5e02\u573a\uff0c\u6211\u4eec\u4e0d\u4ec5\u5728\u4e0e\u4eba\u535a\u5f08\uff0c\u66f4\u662f\u5728\u4e0e\u2018\u65f6\u95f4\u5e8f\u5217\u2019\u80cc\u540e\u7684\u5e7d\u7075\u5171\u821e\u3002\u7ad9\u5728 2026 \u5e74\u8fd9\u4e2a\u8282\u70b9\uff0c\u8001\u6d3e\u7684\u6280\u672f\u5206\u6790\u6b63\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u751f\u5b58\u5371\u673a\u3002\u968f\u7740\u5168\u9762\u6ce8\u518c\u5236\u7684\u6df1\u5316\u548c\u8d85\u9ad8\u9891\u91cf\u5316\u7b97\u6cd5\u7684\u666e\u53ca\uff0c\u4f20\u7edf\u7684 MACD \u3001KDJ \u751a\u81f3\u66fe\u7ecf\u88ab\u5949\u4e3a\u795e\u8c15\u7684\u201c\u4ed9\u4eba\u6307\u8def\u201d\u5f62\u6001\uff0c\u4f3c\u4e4e\u90fd\u5728\u88ab\u67d0\u79cd\u65e0\u5f62\u7684\u529b\u91cf\u7cbe\u51c6\u6536\u5272\u3002\u5f53\u5e02\u573a\u9677\u5165\u201c\u91cf\u4ef7\u8ff7\u96fe\u201d\uff0c\u6563\u6237\u4e0e\u5927\u6237\u7684\u535a\u5f08\u5df2\u4e0d\u518d\u4ec5\u4ec5\u4f53\u73b0\u5728\u76d8\u53e3\u7684\u6302\u5355\u4e0a\uff0c\u800c\u53d8\u6210\u4e86\u7b97\u529b\u4e0e\u903b\u8f91\u7684\u7ec8\u6781\u8d5b\u8dd1\u3002\u6700\u8fd1\u770b\u5230 Kronos \u91d1\u878d\u6a21\u578b\uff0c\u6211\u51b3\u5b9a\u5c1d\u8bd5\u5c06 Kronos \u63a5\u5165\u6211\u7684 A \u80a1\u91cf\u5316\u5de5\u4f5c\u6d41\u3002\n\u9996\u5148\u4ecb\u7ecd\u4e00\u4e0b Kronos \u3002Kronos \u662f\u4e00\u4e2a\u4e13\u4e3a\u91d1\u878d\u5e02\u573a\"\u8bed\u8a00\"\u2014\u2014K \u7ebf\u5e8f\u5217\u9884\u8bad\u7ec3\u7684 decoder-only \u57fa\u7840\u6a21\u578b\u7cfb\u5217\u3002\u4e0e\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff08 TSFM \uff09\u4e0d\u540c\uff0cKronos \u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u91d1\u878d\u6570\u636e\u72ec\u7279\u7684\u9ad8\u566a\u58f0\u7279\u6027\u3002\u5b83\u91c7\u7528\u521b\u65b0\u7684\u4e24\u9636\u6bb5\u6846\u67b6\uff1a\u4e13\u7528\u5206\u8bcd\u5668\u9996\u5148\u5c06\u8fde\u7eed\u7684\u591a\u7ef4 K \u7ebf\u6570\u636e\uff08 OHLCV \uff09\u91cf\u5316\u4e3a\u5206\u5c42\u79bb\u6563\u4ee4\u724c\u3002\u968f\u540e\u57fa\u4e8e\u8fd9\u4e9b\u4ee4\u724c\u9884\u8bad\u7ec3\u5927\u578b\u81ea\u56de\u5f52 Transformer \uff0c\u4f7f\u5176\u6210\u4e3a\u9002\u7528\u4e8e\u591a\u79cd\u91cf\u5316\u4efb\u52a1\u7684\u7edf\u4e00\u6a21\u578b\u3002\n<img alt=\"kronos\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/Kronos.png\"/>\n\u6211\u82b1\u4e86\u534a\u5929\u7684\u65f6\u95f4\u5728\u672c\u5730\u4f7f\u7528 Kronos \u6a21\u578b\u548c qlib \u6570\u636e\uff0c\u5728 CPU \u4e0a\u9884\u6d4b\u672a\u6765\u4ea4\u6613\u65e5\u7684 K \u7ebf\u8d70\u52bf\uff0c\u5e76\u8f93\u51fa\uff1aK \u7ebf\u56fe\uff08\u5355\u56fe\uff0c\u4e0a\u9884\u6d4b\u4e0b\u771f\u5b9e\uff09\u3002\n\u811a\u672c\u652f\u6301\u4e24\u7c7b\u6a21\u578b\u8f93\u5165\uff1aKronos \u5b98\u65b9\u6a21\u578b\u76ee\u5f55\u548c\u666e\u901a PyTorch \u6a21\u578b\u6587\u4ef6</p>\n<p>\u9879\u76ee\u76ee\u5f55\u683c\u5f0f\uff1a</p>\n<pre><code class=\"language-kronos_demo/\">\u251c\u2500\u2500 kronos_qlib_predict.py\n\u251c\u2500\u2500 README.md\n\u251c\u2500\u2500 qlib_data/\n\u251c\u2500\u2500 model/\n\u251c\u2500\u2500 tokenizer/\n\u2514\u2500\u2500 Kronos/\n</code></pre>\n<p>\u76ee\u5f55\u8bf4\u660e\uff1a</p>\n<pre><code class=\"language-qlib_data/\uff1a\u672c\u5730\">model/\uff1a\u672c\u5730 Kronos \u6a21\u578b\u76ee\u5f55\ntokenizer/\uff1a\u672c\u5730 Kronos tokenizer \u76ee\u5f55\nKronos/\uff1a\u5b98\u65b9\u6e90\u7801\u4ed3\u5e93\uff0c\u7528\u4e8e\u63d0\u4f9b model.py\n</code></pre>\n<p>\u672c\u5730\u73af\u5883\u8981\u6c42\uff1a</p>\n<pre><code class=\"language-Python\">CPU \u73af\u5883\u5373\u53ef\n\u5df2\u5b89\u88c5\u672c\u5730 qlib \u6570\u636e\n\u4e0b\u8f7d\u6a21\u578b\u548c tokenizer\n</code></pre>\n<p>\u4e0b\u8f7d Kronos \u6a21\u578b\uff0c\u63a8\u8350\u4f7f\u7528 Hugging Face Hub \u7684\u6574\u4ed3\u4e0b\u8f7d\uff0c\u800c\u4e0d\u662f\u624b\u52a8\u62f7\u8d1d\u5355\u4e2a\u6587\u4ef6\uff1a</p>\n<pre><code class=\"language-python\">python -c \"from huggingface_hub import snapshot_download; snapshot_download(repo_id='NeoQuasar/Kronos-base', local_dir='/Users/fighteryu/Downloads/kronos_demo/model', local_dir_use_symlinks=False)\"\n</code></pre>\n<p>\u4e0b\u8f7d tokenizer</p>\n<pre><code class=\"language-python\"></code></pre>\n<p>\u6a21\u578b\u76ee\u5f55\u4e2d\u81f3\u5c11\u5e94\u5305\u542b\uff1a</p>\n<pre><code class=\"language-config.json\">model.safetensors \u6216\u5176\u4ed6*.safetensors\ntokenizer \u76ee\u5f55\u4e2d\u5e94\u5305\u542b tokenizer \u6240\u9700\u914d\u7f6e\u548c\u8bcd\u8868\u6587\u4ef6\u3002\n</code></pre>\n<p>\u4e0b\u8f7d\u5b98\u65b9 Kronos \u6e90\u7801</p>\n<p>\u5f53\u524d\u811a\u672c\u5728\u52a0\u8f7d Kronos \u5b98\u65b9\u6a21\u578b\u65f6\uff0c\u4f1a\u4f7f\u7528\uff1a</p>\n<p><code>from model import Kronos, KronosTokenizer, KronosPredictor</code></p>\n<p>\u56e0\u6b64\u9700\u8981\u672c\u5730\u5b58\u5728\u5b98\u65b9\u4ee3\u7801\u4ed3\u5e93\uff1a</p>\n<pre><code class=\"language-cd\">git clone https://github.com/shiyu-coder/Kronos.git\n</code></pre>\n<p>\u8fd0\u884c\u811a\u672c\u65f6\uff0c\u9700\u8981\u628a Kronos \u4ed3\u5e93\u52a0\u5165 PYTHONPATH\uff1a</p>\n<pre><code class=\"language-PYTHONPATH=~/Downloads/kronos_demKronos\"></code></pre>\n<p>\u6807\u51c6\u8fd0\u884c\u65b9\u6cd5</p>\n<pre><code class=\"language-PYTHONPATH=~/Downloads/kronos_demo/Kronos\"> --provider-uri ~/Downloads/kronos_demo/qlib_data \\\n --instrument sh600519 \\\n --start 2023-01-01 \\\n --end 2024-12-31 \\\n --model-path ~/Downloads/kronos_demo/model \\\n --tokenizer-path ~/Downloads/kronos_demo/tokenizer \\\n --window 64 \\\n --horizon 5 \\\n --seed 40 \\\n --out ~/Downloads/kronos_demo/kronos_pred.csv \\\n --chart-out ~/Downloads/kronos_demo/kronos_pred.png\n</code></pre>\n<p>\u6267\u884c\u9884\u6d4b K \u7ebf\u7ed3\u679c\u8f93\u51fa K \u7ebf\u56fe\n<img alt=\"\u9884\u6d4b K \u7ebf\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/6402.png\"/>\n\u80a1\u7968\u4ef7\u683c\u53c2\u6570\u4f1a\u8f93\u51fa\u5230\u8868\u683c\u4e2d\uff0c\u7ec8\u7aef\u8f93\u51fa\u5982\u4e0b\u56fe\n<img alt=\"\u4ef7\u683c\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/6404.png\"/>\n\u5982\u679c\u662f\u9884\u6d4b\u7684\u5386\u53f2\u7684\u4ea4\u6613\u6570\u636e\uff0c\u751f\u6210\u7684\u56fe\u7247\u4f1a\u5c55\u793a\u9884\u6d4b K \u7ebf\u548c\u5b9e\u9645 K \u7ebf\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u56fe\u4e0a\u76f4\u89c2\u7684\u770b\u5230\u9884\u6d4b\u548c\u5b9e\u9645 K \u7ebf\u7684\u5dee\u522b\n<img alt=\"\u5bf9\u6bd4\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/6405.png\"/>\n\u53c2\u6570\u641c\u7d22\uff08\u81ea\u52a8\u56de\u6d4b\uff09</p>\n<p>\u5982\u679c\u4f60\u8981\u81ea\u52a8\u627e\u66f4\u4f18\u53c2\u6570\uff08 window / T / top_p / sample_count \uff09\uff0c\u53ef\u4ee5\u4f7f\u7528--tune\uff1a</p>\n<pre><code class=\"language-PYTHONPATH=~/Downloads/kronos_demo/Kronos\"> --provider-uri ~/Downloads/kronos_demo/qlib_data \\\n --instrument sh600519 \\\n --start 2021-01-01 \\\n --end 2024-12-31 \\\n --model-path ~/Downloads/kronos_demo/model \\\n --tokenizer-path ~/Downloads/kronos_demo/tokenizer \\\n --horizon 5 \\\n --seed 40 \\\n --tune \\\n --grid-window 64,128,256,384 \\\n --grid-temp 1.0,0.9,0.7 \\\n --grid-top-p 0.95,0.9,0.8 \\\n --grid-sample-count 1,5,10 \\\n --tune-stride 5 \\\n --tune-max-windows 120 \\\n --tune-out ~/Downloads/kronos_demo/kronos_tune_scores.csv\n</code></pre>\n<p>\u8bf4\u660e\uff1a</p>\n<p>\u4f1a\u5728\u5386\u53f2\u533a\u95f4\u505a\u6eda\u52a8\u56de\u6d4b</p>\n<p>\u8bc4\u5206\u6307\u6807\u4e3a close \u7684 MAE / RMSE / MAPE</p>\n<p>\u7ed3\u679c\u4f1a\u4fdd\u5b58\u5230--tune-out</p>\n<p>\u7a0b\u5e8f\u4f1a\u6253\u5370 RMSE(close)\u6700\u4f18\u53c2\u6570\u7ec4\u5408</p>\n<p><img alt=\"RMSE\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/6403.png\"/></p>\n<p>\u5982\u4f55\u63d0\u9ad8\u9884\u6d4b\u7684\u6570\u636e\u51c6\u786e\u7387\uff1f\u63d0\u5347\u51c6\u786e\u7387\u6700\u6709\u6548\u7684\u662f\u8fd9\u51e0\u4ef6\u4e8b\uff08\u6309\u4f18\u5148\u7ea7\uff09\uff1a</p>\n<p>\u5148\u505a\u53ef\u590d\u73b0\u8bc4\u4f30\u518d\u8c03\u53c2\uff1a\u56fa\u5b9a--seed \uff0c\u56fa\u5b9a\u56de\u6d4b\u533a\u95f4\uff0c\u6309\u6eda\u52a8\u7a97\u53e3\u8bc4\u4f30 MAE/RMSE/MAPE \uff0c\u5148\u5efa\u7acb baseline \u3002</p>\n<p>\u8c03 window \uff08\u6700\u5173\u952e\uff09\uff1a\u522b\u53ea\u7528 64 \uff0c\u5efa\u8bae\u7f51\u683c 64/128/256/384/512 \uff1b Kronos-base \u4e0a\u4e0b\u6587\u4e0a\u9650\u901a\u5e38 512 \u3002</p>\n<p>\u8c03\u91c7\u6837\u53c2\u6570\uff0c\u968f\u673a\u6027\u8f83\u5f3a\u3002\u8981\u66f4\u7a33\u53ef\u8bd5\uff1a</p>\n<p>\u6309\u6807\u7684\u505a\u72ec\u7acb\u6700\u4f18\u53c2\u6570\uff1a\u4e0d\u540c\u80a1\u7968\u6ce2\u52a8\u7ed3\u6784\u5dee\u5f02\u5927\uff0c\u53c2\u6570\u4e0d\u5e94\u4e00\u5957\u901a\u5403\u3002</p>\n<p>\u6570\u636e\u8d28\u91cf\u4f18\u5148\uff1a\u786e\u8ba4 qlib \u6570\u636e\u65e0\u7f3a\u5931/\u5f02\u5e38\u70b9\uff0cfactor \u5904\u7406\u4e00\u81f4\uff0c\u907f\u514d\u672a\u6765\u6570\u636e\u6cc4\u6f0f\u3002</p>\n<p>\u5206\u5e02\u573a/\u5206\u5468\u671f\u5efa\u6a21\uff1aA \u80a1\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\u6df7\u5728\u4e00\u8d77\u76f4\u63a5\u63a8\u7406\u5e38\u4f1a\u964d\u7cbe\u5ea6\uff1b\u4e0d\u540c\u9891\u7387\uff08\u65e5\u7ebf/5min \uff09\u4e5f\u8981\u5206\u5f00\u8c03\u3002</p>\n<p>\u5f15\u5165\u771f\u5b9e\u4ea4\u6613\u65e5\u5386\uff1a\u4f60\u73b0\u5728\u672a\u6765\u65e5\u671f\u7528 B \uff0c\u4e0e\u771f\u5b9e\u4ea4\u6613\u65e5\u53ef\u80fd\u4e0d\u5b8c\u5168\u4e00\u81f4\uff0c\u5efa\u8bae\u7528\u4ea4\u6613\u6240\u65e5\u5386\u751f\u6210\u9884\u6d4b\u65e5\u671f\uff0c\u51cf\u5c11\u65f6\u95f4\u9519\u4f4d\u8bef\u5dee\u3002</p>\n<p>\u5982\u679c\u5141\u8bb8\u8bad\u7ec3\uff1a\u505a\u5fae\u8c03\uff08\u63d0\u5347\u6700\u5927\uff09\uff1a\u7528\u4f60\u7684\u76ee\u6807\u6807\u7684/\u884c\u4e1a\u6570\u636e\u505a\u8f7b\u91cf finetune \uff0c\u901a\u5e38\u6bd4\u7eaf zero-shot \u63d0\u5347\u660e\u663e\u3002</p>\n<p>\u7ed9\u4f60\u4e00\u4e2a\u6700\u5b9e\u7528\u7684\u6267\u884c\u987a\u5e8f\uff08 1 \u5929\u5185\u53ef\u505a\uff09\uff1a</p>\n<p>\u56fa\u5b9a seed + \u56fa\u5b9a\u8bc4\u4f30\u96c6</p>\n<p>\u8dd1 window \u7f51\u683c</p>\n<p>\u5728\u6700\u4f73 window \u4e0a\u8c03 T/top_p/sample_count</p>\n<p>\u8f93\u51fa\u6bcf\u7ec4\u53c2\u6570\u7684 MAE/RMSE \u8868\uff0c\u9009\u6700\u4f18</p>\n<p>\u518d\u8003\u8651\u662f\u5426 finetune</p>\n<p>\u5982\u679c\u5927\u5bb6\u5bf9\u6211\u7684\u8bdd\u9898\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\ud83d\udc4d\u2795\u5173\u6ce8\u54e6\uff01</p>\n<p><img alt=\"code\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://www.fighteryu.xyz/blog/img/gzh.jpeg\"/></p>\n<h3>\u539f\u6587\u8f6c\u8f7d\u81ea\uff1a<a href=\"https://www.fighteryu.xyz/blog/06.html\" rel=\"nofollow\">Kronos \u5165\u573a\uff1a\u5f53 AI \u8fdb\u5316\u5230\u53ef\u4ee5\u201c\u753b\u51fa\u201d\u660e\u5929\u7684 K \u7ebf</a></h3>\n", 
      "date_published": "2026-05-09T01:40:07+00:00", 
      "title": "Kronos \u5165\u573a\uff1a\u5f53 AI \u8fdb\u5316\u5230\u53ef\u4ee5\u201c\u753b\u51fa\u201d\u660e\u5929\u7684 K \u7ebf", 
      "id": "https://www.v2ex.com/t/1211345"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/ljian6530", 
        "name": "ljian6530", 
        "avatar": "https://cdn.v2ex.com/gravatar/4a88e39906fd3b1f30d2f684af5ee9bf?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211295", 
      "date_modified": "2026-05-08T20:20:27+00:00", 
      "content_html": "\u6709\u8ba4\u8bc6\u5238\u5546\u8d77\u5f00\u6237\u7ecf\u7406\uff0c\u60f3\u5f00\u4e2a\u4e07\u4e00\u514d\u4e94\u7684\u7528\u6765\u5b9a\u6295\u9ebb\u70e6\u7559\u4e2a\u7ecf\u7406\u8054\u7cfb\u65b9\u5f0f\uff0c\u4e07\u5206\u611f\u8c22\ud83d\ude4f", 
      "date_published": "2026-05-08T14:10:48+00:00", 
      "title": "\u6709\u8ba4\u8bc6\u5238\u5546\u5f00\u6237\u7ecf\u7406\uff0c\u60f3\u5f00\u4e2a\u4e07\u4e00\u514d\u4e94\u7684\u7528\u6765\u5b9a\u6295", 
      "id": "https://www.v2ex.com/t/1211295"
    }
  ]
}