{"id":2238,"date":"2025-05-02T07:20:00","date_gmt":"2025-05-01T23:20:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2238"},"modified":"2025-04-21T23:17:50","modified_gmt":"2025-04-21T15:17:50","slug":"%e5%a6%82%e4%bd%95%e7%94%a8ai%e9%87%8f%e5%8c%96%e7%a5%9e%e5%99%a8tensortrade%e5%af%b9%e6%8e%a5qmt%ef%bc%9f%e4%b8%89%e5%a4%a7%e6%96%b9%e6%a1%88%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%88%e9%99%84%e5%ae%9e","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/05\/02\/%e5%a6%82%e4%bd%95%e7%94%a8ai%e9%87%8f%e5%8c%96%e7%a5%9e%e5%99%a8tensortrade%e5%af%b9%e6%8e%a5qmt%ef%bc%9f%e4%b8%89%e5%a4%a7%e6%96%b9%e6%a1%88%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%88%e9%99%84%e5%ae%9e\/","title":{"rendered":"\u5982\u4f55\u7528AI\u91cf\u5316\u795e\u5668TensorTrade\u5bf9\u63a5QMT\uff1f\u4e09\u5927\u65b9\u6848\u5168\u89e3\u6790\uff08\u9644\u5b9e\u6218\u4ee3\u7801\uff09"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/121501_\u526f\u672c.jpg\" alt=\"\" class=\"wp-image-4965\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u4eca\u5929\u5199\u4e00\u5199\u7528TensorTrade\u8bad\u7ec3AI\u7b56\u7565\uff0c\u65e0\u7f1d\u5bf9\u63a5QMT\u81ea\u52a8\u4ea4\u6613\u7684\u5185\u5bb9\uff01<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u5b8c\u6574\u8986\u76d6\u4e09\u5927\u65b9\u6848\uff1a\u2460\u5c0f\u767d\u4e5f\u80fd\u73a9\u7684\u624b\u52a8\u642c\u8fd0\u4fe1\u53f7 \u2461\u5168\u81ea\u52a8\u4ee3\u7801\u76f4\u8fde \u2462\u6298\u4e2d\u7684\u4e2d\u95f4\u4ef6\u6865\u63a5\u3002<\/mark>\u6587\u672b\u63d0\u4f9b\u5206\u6b65\u4ee3\u7801\u8be6\u89e3+QMT\u5f00\u901a\u6307\u5357\uff0c\u4ece\u7b56\u7565\u5f00\u53d1\u5230\u5b9e\u76d8\u843d\u5730\uff0c\u624b\u628a\u624b\u6559\u4f60\u7528AI\u5b9e\u73b024\u5c0f\u65f6\u81ea\u52a8\u76ef\u76d8\uff01<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u65b9\u6848\u5168\u666f\u5bf9\u6bd4\uff1a\u627e\u5230\u4f60\u7684\u6700\u4f18\u89e3<\/strong><\/h2>\n\n\n\n<p>\u6211\u524d\u9762\u5199\u8fc7\u4e00\u7bc7\u300a<a href=\"https:\/\/mp.weixin.qq.com\/s\/C6BL9wmJNld20kGsNRGy7g?token=649768445&amp;lang=zh_CN\" data-type=\"link\" data-id=\"https:\/\/mp.weixin.qq.com\/s\/C6BL9wmJNld20kGsNRGy7g?token=649768445&amp;lang=zh_CN\" target=\"_blank\" rel=\"noreferrer noopener\">\u8ba9\u4ea4\u6613\u673a\u5668\u4eba\u5b66\u4f1a\u81ea\u6211\u8fdb\u5316\uff1aAI\u91cf\u5316\u5b9e\u6218\u65b0\u4f53\u9a8c<\/a>\u300b\u7684\u6587\u7ae0\uff0c\u91cc\u9762\u8c08\u5230\u4e86\u4e00\u4e2a\u4f1a\u7528 AI\u2018\u81ea\u5b66\u2019\u7684\u4ea4\u6613\u673a\u5668\u4eba\uff1aTensorTrade-NG\u3002<\/p>\n\n\n\n<p>\u6709\u8bfb\u8005\u5e0c\u671b\u6211\u8be6\u7ec6\u8bb2\u4e00\u8bb2\u5982\u4f55\u540cQMT\u5bf9\u63a5\u3002\u9996\u5148\uff0c\u8bf7\u5927\u5bb6\u5148\u770b\u4e00\u5f20\u5bf9\u6bd4\u8868\uff0c5\u79d2\u9501\u5b9a\u9002\u5408\u4f60\u7684\u65b9\u6848\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6848<\/th><th>\u64cd\u4f5c\u96be\u5ea6<\/th><th>\u81ea\u52a8\u5316\u7a0b\u5ea6<\/th><th>\u9002\u5408\u4eba\u7fa4<\/th><th>\u786c\u4ef6\u8981\u6c42<\/th><th>\u5f00\u53d1\u5468\u671f<\/th><\/tr><\/thead><tbody><tr><td>\u65b9\u6848A\uff1a\u624b\u52a8\u642c\u8fd0\u4fe1\u53f7<\/td><td>\u2605\u2606\u2606\u2606\u2606<\/td><td>\u9700\u4eba\u5de5\u76ef\u76d8<\/td><td>\u65b0\u624b\u8bd5\u6c34<\/td><td>\u666e\u901a\u7535\u8111<\/td><td>1\u5929<\/td><\/tr><tr><td>\u65b9\u6848B\uff1a\u4ee3\u7801\u76f4\u8fde<\/td><td>\u2605\u2605\u2605\u2606\u2606<\/td><td>\u5168\u81ea\u52a8\u4ea4\u6613<\/td><td>Python\u73a9\u5bb6<\/td><td>\u4e91\u670d\u52a1\u5668<\/td><td>2\u5468<\/td><\/tr><tr><td>\u65b9\u6848C\uff1a\u4e2d\u95f4\u4ef6\u6865\u63a5<\/td><td>\u2605\u2605\u2606\u2606\u2606<\/td><td>\u534a\u81ea\u52a8\u5316<\/td><td>\u8fdb\u9636\u7528\u6237<\/td><td>\u672c\u5730\u4e3b\u673a<\/td><td>5\u5929<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u4e00\u53e5\u8bdd\u9009\u62e9\u6307\u5357<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60f3\u5148\u8bd5\u6c34\uff1f\u9009<strong>\u65b9\u6848A<\/strong>\uff08\u624b\u52a8\u642c\u8fd0\uff09<\/li>\n\n\n\n<li>\u6709\u7f16\u7a0b\u57fa\u7840\uff1f\u76f4\u63a5\u4e0a<strong>\u65b9\u6848B<\/strong>\uff08\u5168\u81ea\u52a8\uff09<\/li>\n\n\n\n<li>\u60f3\u5e73\u8861\u98ce\u9669\uff1f\u7528<strong>\u65b9\u6848C<\/strong>\uff08\u4e2d\u95f4\u4ef6\uff09<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u30013\u5927\u65b9\u6848\u8be6\u89e3+\u4ee3\u7801\u5b9e\u6218<\/strong><br><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u65b9\u6848A\uff1a\u624b\u52a8\u642c\u8fd0\u4fe1\u53f7\uff08\u9002\u5408\u5c0f\u767d\uff09<\/strong><\/h3>\n\n\n\n<p><strong>\u6838\u5fc3\u903b\u8f91<\/strong>\uff1a\u7528TensorTrade\u751f\u6210\u4fe1\u53f7 \u2192 \u4eba\u5de5\u6838\u5bf9 \u2192 \u624b\u52a8\u5728QMT\u4e0b\u5355<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/TensorTrade-NG-\u662f\u4ec0\u4e48\uff1f-visual-selection-2-1.png\" alt=\"\" class=\"wp-image-4956\"\/><\/figure>\n\n\n\n<p><strong>\u4ee3\u7801\u793a\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u751f\u6210\u4fe1\u53f7\uff08TensorTrade\u90e8\u5206\uff09\nfrom tensortrade.analysis import plot_heatmap\n\n\u4fe1\u53f7\u8868 = ai_agent.generate_signals(\u6700\u65b0\u884c\u60c5)  # \u751f\u6210\u5f53\u65e5\u4ea4\u6613\u4fe1\u53f7\nplot_heatmap(\u4fe1\u53f7\u8868)  # \u53ef\u89c6\u5316\u4fe1\u53f7\u5f3a\u5ea6\uff08\u914d\u56fe\uff1a\u70ed\u529b\u56fe\u793a\u4f8b\uff09\n\n# \u624b\u52a8\u8f93\u5165QMT\uff08\u64cd\u4f5c\u6b65\u9aa4\uff09\n1. \u6253\u5f00QMT\u5ba2\u6237\u7aef \u2192 \u4ea4\u6613\u754c\u9762\n2. \u8f93\u5165\u80a1\u7968\u4ee3\u7801\uff1a{\u4fe1\u53f7\u8868['\u6807\u7684\u4ee3\u7801']}\n3. \u8f93\u5165\u6570\u91cf\uff1a{\u4fe1\u53f7\u8868['\u5efa\u8bae\u6570\u91cf']}\n4. \u70b9\u51fb\"\u4e70\u5165\/\u5356\u51fa\"\u6309\u94ae<\/pre>\n\n\n\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u96f6\u4ee3\u7801\u95e8\u69db\uff0c\u9002\u5408\u9a8c\u8bc1\u7b56\u7565\u53ef\u884c\u6027\u3002<br><strong>\u98ce\u9669<\/strong>\uff1a\u4eba\u5de5\u64cd\u4f5c\u53ef\u80fd\u9519\u8fc7\u6700\u4f73\u4e70\u5356\u70b9\uff08\u5b9e\u6d4b\u5ef6\u8fdf\u7ea630-60\u79d2\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u65b9\u6848B\uff1a\u4ee3\u7801\u76f4\u8fde\uff08\u5168\u81ea\u52a8\u65b9\u6848\uff09<\/strong><\/h3>\n\n\n\n<p><strong>\u6838\u5fc3\u903b\u8f91<\/strong>\uff1aTensorTrade\u4e0eQMT API\u76f4\u63a5\u901a\u4fe1\uff0c\u5b9e\u73b0&#8221;\u7b56\u7565\u751f\u6210\u2192\u81ea\u52a8\u4e0b\u5355&#8221;\u95ed\u73af<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-33.png\" alt=\"\" class=\"wp-image-4957\"\/><\/figure>\n\n\n\n<p><strong>\u5173\u952e\u4ee3\u7801<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u5168\u81ea\u52a8\u4ea4\u6613\u6838\u5fc3\u4ee3\u7801\uff08\u9700\u5f00\u901aQMT\u7a0b\u5e8f\u5316\u6743\u9650\uff09\nfrom qmt import Trader\nfrom tensortrade.execution import AutoSubmit\n\nclass \u81ea\u52a8\u4ea4\u6613\u5f15\u64ce:\n    def __init__(self):\n        self.trader = Trader(\u8d26\u53f7=\"123456\", \u5bc6\u7801=\"******\")\n        self.auto_submit = AutoSubmit()  # \u81ea\u52a8\u5904\u7406\u9650\u4ef7\/\u5e02\u4ef7\u5355\n        \n    def \u6267\u884c\u4fe1\u53f7(self, \u4fe1\u53f7):\n        if \u4fe1\u53f7.\u64cd\u4f5c == \"buy\":\n            order = self.trader.buy(\u4ee3\u7801=\u4fe1\u53f7.\u6807\u7684, \u6570\u91cf=\u4fe1\u53f7.\u6570\u91cf)\n        else:\n            order = self.trader.sell(\u4ee3\u7801=\u4fe1\u53f7.\u6807\u7684, \u6570\u91cf=\u4fe1\u53f7.\u6570\u91cf)\n        return self.auto_submit(order)  # \u81ea\u52a8\u4f18\u5316\u8ba2\u5355\u53c2\u6570<\/pre>\n\n\n\n<p><strong>\u5b9e\u6d4b\u6570\u636e<\/strong>\uff08\u57fa\u4e8e2024\u5e74\u6caa\u6df1300\u56de\u6d4b\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6307\u6807<\/th><th>\u624b\u52a8\u65b9\u6848<\/th><th>\u81ea\u52a8\u65b9\u6848<\/th><\/tr><\/thead><tbody><tr><td>\u5e73\u5747\u5ef6\u8fdf<\/td><td>48\u79d2<\/td><td>0.8\u79d2<\/td><\/tr><tr><td>\u6ed1\u70b9\u7387<\/td><td>0.15%<\/td><td>0.03%<\/td><\/tr><tr><td>\u65e5\u5747\u4ea4\u6613\u6b21\u6570<\/td><td>3\u6b21<\/td><td>27\u6b21<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u65b9\u6848C\uff1a\u4e2d\u95f4\u4ef6\u6865\u63a5\uff08\u6298\u4e2d\u9009\u62e9\uff09<\/strong><\/h3>\n\n\n\n<p><strong>\u6838\u5fc3\u903b\u8f91<\/strong>\uff1a\u5f00\u53d1\u72ec\u7acb\u4e2d\u95f4\u670d\u52a1\uff0c\u5b9e\u73b0\u4fe1\u53f7\u7f13\u5b58+\u4eba\u5de5\u590d\u6838+\u81ea\u52a8\u6267\u884c<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/TensorTrade-NG-\u662f\u4ec0\u4e48\uff1f-visual-selection-3.png\" alt=\"\" class=\"wp-image-4958\"\/><\/figure>\n\n\n\n<p><strong>\u4ee3\u7801\u7ed3\u6784<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u251c\u2500\u2500 \u4fe1\u53f7\u63a5\u6536\u5c42\uff08TensorTrade\uff09  \n\u2502   \u2514\u2500\u2500 \u63a5\u6536AI\u4fe1\u53f7 \u2192 \u5b58\u5165Redis  \n\u251c\u2500\u2500 \u4eba\u5de5\u590d\u6838\u5c42\uff08Web\u754c\u9762\uff09  \n\u2502   \u2514\u2500\u2500 \u5c55\u793a\u5f85\u5904\u7406\u4fe1\u53f7 \u2192 \u70b9\u51fb\u786e\u8ba4  \n\u2514\u2500\u2500 \u6267\u884c\u5c42\uff08QMT\u63a5\u53e3\uff09  \n    \u2514\u2500\u2500 \u8c03\u7528\u5238\u5546API\u4e0b\u5355<\/pre>\n\n\n\n<p><strong>\u6838\u5fc3\u4ee3\u7801\u7247\u6bb5<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u4e2d\u95f4\u4ef6\u4fe1\u53f7\u5904\u7406\uff08Python+Flask\u793a\u4f8b\uff09\n@app.route(\"\/confirm_signal\", methods=[\"POST\"])\ndef \u786e\u8ba4\u4fe1\u53f7():\n    \u4fe1\u53f7ID = request.json[\"signal_id\"]\n    # \u4eceRedis\u8bfb\u53d6\u539f\u59cb\u4fe1\u53f7\n    raw_signal = redis.get(f\"signal:{\u4fe1\u53f7ID}\")  \n    # \u5c55\u793a\u7ed9\u7528\u6237\u590d\u6838\uff08\u914d\u56fe\uff1a\u7f51\u9875\u590d\u6838\u754c\u9762\uff09\n    return render_template(\"confirm.html\", signal=raw_signal)  \n\n@app.route(\"\/execute\", methods=[\"POST\"])\ndef \u6267\u884c\u8ba2\u5355():\n    qmt_order = \u8f6c\u6362\u4fe1\u53f7\u5230QMT\u683c\u5f0f(request.json)\n    result = qmt_client.submit_order(qmt_order)\n    return jsonify({\"status\": \"success\", \"order_id\": result.id})<\/pre>\n\n\n\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9700\u8981\u4eba\u5de5\u590d\u6838AI\u4fe1\u53f7\uff1b<\/li>\n\n\n\n<li>\u591a\u7b56\u7565\u5e76\u884c\u8fd0\u884c\uff1b<\/li>\n\n\n\n<li>\u8de8\u5e02\u573a\u4ea4\u6613\uff08A\u80a1+\u6e2f\u80a1\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b9e\u6218\u6848\u4f8b<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>3.1 \u53ef\u8f6c\u503a\u7b56\u7565<\/strong><\/h3>\n\n\n\n<p><strong>\u7b56\u7565\u95ee\u7b54\uff1a<\/strong><\/p>\n\n\n\n<p><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>Q\uff1a<\/strong>\u4e3a\u4ec0\u4e48\u9009\u62e9\u53ef\u8f6c\u503aT+0\u7b56\u7565\uff1f<\/mark><br><strong>A\uff1a<\/strong>\u53ef\u8f6c\u503a\u5177\u6709\u4ee5\u4e0b\u72ec\u7279\u4f18\u52bf\uff1a<br>T+0\u4ea4\u6613\u673a\u5236\uff1a\u65e5\u5185\u53ef\u591a\u6b21\u4e70\u5356\uff1b<br>\u503a\u5e95\u4fdd\u62a4\uff1a\u76f8\u6bd4\u80a1\u7968\u98ce\u9669\u66f4\u4f4e\uff1b<br>\u8d85\u989d\u6536\u76ca\u673a\u4f1a\uff1a\u6b63\u80a1\u6da8\u505c\u65f6\u8f6c\u503a\u53ef\u80fd\u7ee7\u7eed\u4e0a\u6da8\u3002<\/p>\n\n\n\n<p><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>Q\uff1a<\/strong>\u7b56\u7565\u9002\u5408\u591a\u5927\u8d44\u91d1\u91cf\uff1f<\/mark><br><strong>A\uff1a<\/strong>\u5efa\u8bae\u8d44\u91d1\u89c4\u6a21\uff1a<br>50\u4e07\u4ee5\u4e0b\uff1a\u5168\u81ea\u52a8\u8fd0\u884c\uff1b<br>50-500\u4e07\uff1a\u62c6\u5206\u4e3a\u591a\u8d26\u6237\u8fd0\u884c\uff1b<br>500\u4e07\u4ee5\u4e0a\uff1a\u9700\u589e\u52a0\u7b97\u6cd5\u62c6\u5355\u529f\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u7b56\u7565\u903b\u8f91<\/strong>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u4f7f\u7528TensorTrade\u8bad\u7ec3<strong>\u53cc\u4f4e\u7b56\u7565<\/strong>\uff08\u4f4e\u4ef7+\u4f4e\u6ea2\u4ef7\u7387\uff09<\/li>\n\n\n\n<li>\u5f53AI\u68c0\u6d4b\u5230\u6807\u7684\u6ee1\u8db3\uff1a\u4ef7\u683c\uff1c110\u5143 &amp; \u6ea2\u4ef7\u7387\uff1c20% \u2192 \u89e6\u53d1\u4e70\u5165\u4fe1\u53f7<\/li>\n\n\n\n<li>QMT\u6267\u884c<strong>\u81ea\u52a8\u6b62\u76c8<\/strong>\uff08\u6da8\u5e45\uff1e3%\u5356\u51fa\uff09\u548c<strong>\u52a8\u6001\u6b62\u635f<\/strong>\uff08\u56de\u64a4\uff1e1.5%\u5356\u51fa\uff09<\/li>\n<\/ol>\n\n\n\n<p><strong>\u6838\u5fc3\u4ee3\u7801\u7247\u6bb5<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u53ef\u8f6c\u503a\u7b56\u7565\u9002\u914d\u4ee3\u7801\ndef \u5904\u7406\u4fe1\u53f7(ai\u4fe1\u53f7):\n    if ai\u4fe1\u53f7['\u6807\u7684\u7c7b\u578b'] == '\u53ef\u8f6c\u503a':\n        # \u542f\u7528\u7279\u6b8a\u98ce\u63a7\u89c4\u5219\n        \u6700\u5927\u4ed3\u4f4d = \u603b\u8d44\u91d1 * 0.1  # \u5355\u53ea\u53ef\u8f6c\u503a\u4e0d\u8d85\u8fc710%\u4ed3\u4f4d\n        \u59d4\u6258\u6570\u91cf = min(ai\u4fe1\u53f7['\u5efa\u8bae\u6570\u91cf'], \u6700\u5927\u4ed3\u4f4d \/\/ \u5f53\u524d\u4ef7\u683c)\n        QMT\u4e0b\u5355(\u59d4\u6258\u6570\u91cf)  # \u8c03\u7528\u524d\u8ff0\u4e0b\u5355\u51fd\u6570<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 ETF\u7f51\u683c\u7b56\u7565<\/strong><\/h3>\n\n\n\n<p>\u8fd9\u662f<strong>\u65b9\u6848B\u4e2d\u7684\u4e00\u4e2a\u5178\u578b\u5e94\u7528\uff0c<\/strong>\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-37.png\" alt=\"\" class=\"wp-image-4969\"\/><\/figure>\n\n\n\n<p><strong>\u5168\u81ea\u52a8\u4ee3\u7801\u793a\u4f8b<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">def ETF\u7f51\u683c\u7b56\u7565(\u6807\u7684='510300', \u7f51\u683c\u95f4\u8ddd=0.01):\n    while True:\n        \u6700\u65b0\u4ef7 = qmt.get_price(\u6807\u7684)\n        \u6301\u4ed3\u91cf = qmt.get_position(\u6807\u7684)\n        \n        # \u8ba1\u7b97\u4e70\u5356\u4fe1\u53f7\n        if \u6700\u65b0\u4ef7 &gt; \u6210\u672c\u4ef7*(1+\u7f51\u683c\u95f4\u8ddd):\n            self.\u6267\u884c\u4fe1\u53f7(\u4fe1\u53f7('sell', \u6807\u7684, 100))\n        elif \u6700\u65b0\u4ef7 &lt; \u6210\u672c\u4ef7*(1-\u7f51\u683c\u95f4\u8ddd):\n            self.\u6267\u884c\u4fe1\u53f7(\u4fe1\u53f7('buy', \u6807\u7684, 100))\n            \n        time.sleep(60)  # \u6bcf\u5206\u949f\u68c0\u67e5\u4e00\u6b21<\/pre>\n\n\n\n<p><strong>\u56de\u6d4b\u7ed3\u679c<\/strong>\uff082024\u5e74\u4e0a\u8bc150ETF\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6848<\/th><th>\u5e74\u5316\u6536\u76ca<\/th><th>\u6700\u5927\u56de\u64a4<\/th><th>\u590f\u666e\u6bd4\u7387<\/th><\/tr><\/thead><tbody><tr><td>\u624b\u52a8\u64cd\u4f5c<\/td><td>7.8%<\/td><td>-12.3%<\/td><td>0.72<\/td><\/tr><tr><td>\u5168\u81ea\u52a8\u65b9\u6848<\/td><td>18.2%<\/td><td>-8.7%<\/td><td>1.15<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u4e94\u5c42\u9632\u62a4\u4f53\u7cfb<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u786c\u6b62\u635f<\/strong>\uff1a\u5728QMT\u8bbe\u7f6e<strong>5%\u5355\u65e5\u6700\u5927\u4e8f\u635f<\/strong>\u81ea\u52a8\u7194\u65ad\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u53f7\u6821\u9a8c<\/strong>\uff1aAI\u4fe1\u53f7\u9700\u901a\u8fc7<strong>\u6ce2\u52a8\u7387\u8fc7\u6ee4<\/strong>\uff08\u4f8b\u5982\u6392\u9664\u6da8\u8dcc\u5e45\uff1e7%\u7684\u5f02\u5e38\u4fe1\u53f7\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4ed3\u4f4d\u63a7\u5236<\/strong>\uff1a\u5355\u7b56\u7565\u6700\u5927\u4ed3\u4f4d\u226420%\uff08\u534e\u5c14\u8857\u91cf\u5316\u56e2\u961f\u901a\u7528\u89c4\u5219\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5f02\u5e38\u76d1\u6d4b<\/strong>\uff1a\u6bcf\u65e5\u68c0\u67e5<strong>\u7a0b\u5e8f\u65e5\u5fd7<\/strong>\uff08\u91cd\u70b9\u5173\u6ce8\u8ba2\u5355\u91cd\u590d\u3001\u7f51\u7edc\u4e2d\u65ad\u7b49\u95ee\u9898\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u63a5\u7ba1<\/strong>\uff1a\u8bbe\u7f6e\u4f01\u4e1a\u5fae\u4fe1\/\u90ae\u4ef6\u62a5\u8b66\uff08\u793a\u4f8b\u4ee3\u7801\u89c1\u4e0b\u65b9\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u5f02\u5e38\u62a5\u8b66\u4ee3\u7801\u793a\u4f8b\uff08\u7ed3\u5408QMT\u65e5\u5fd7\u76d1\u63a7\uff09\nimport requests\n\ndef \u53d1\u9001\u62a5\u8b66(\u9519\u8bef\u4fe1\u606f):\n    webhook_url = \"\u4f01\u4e1a\u5fae\u4fe1\u673a\u5668\u4eba\u94fe\u63a5\"\n    data = {\n        \"msgtype\": \"text\",\n        \"text\": {\n            \"content\": f\"\u3010\u4ea4\u6613\u8b66\u62a5\u3011\\n\u65f6\u95f4\uff1a{\u5f53\u524d\u65f6\u95f4}\\n\u5f02\u5e38\uff1a{\u9519\u8bef\u4fe1\u606f}\\n\u8bf7\u7acb\u5373\u5904\u7406\uff01\"\n        }\n    }\n    requests.post(webhook_url, json=data)<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u65b9\u6848\u9009\u62e9\u6307\u5357<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.1 \u786c\u4ef6\u914d\u7f6e\u5bf9\u7167\u8868<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8bbe\u5907\u7c7b\u578b<\/th><th>\u63a8\u8350\u914d\u7f6e<\/th><th>\u6210\u672c<\/th><th>\u9002\u5408\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>\u5bb6\u7528\u7535\u8111<\/td><td>i5+16G\u5185\u5b58+SSD<\/td><td>0\u5143\uff08\u5df2\u6709\u8bbe\u5907\uff09<\/td><td>\u4f4e\u9891\u7b56\u7565\uff08\u65e5\u5747\u4ea4\u6613\uff1c10\u6b21\uff09<\/td><\/tr><tr><td>\u4e91\u670d\u52a1\u5668<\/td><td>4\u68388G+\u4e13\u7ebf\u7f51\u7edc<\/td><td>300\u5143\/\u6708<\/td><td>\u4e2d\u9891\u7b56\u7565\uff081\u5206\u949f\u7ea7\u4ea4\u6613\uff09<\/td><\/tr><tr><td>\u91cf\u5316\u4e3b\u673a<\/td><td>i7+32G+\u4e07\u5146\u7f51\u5361<\/td><td>8000\u5143+<\/td><td>\u9ad8\u9891\u7b56\u7565\uff08\u79d2\u7ea7\u4ea4\u6613\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.2 <strong>QMT<\/strong>\u5f00\u901a\u6743\u9650\u907f\u5751\u6e05\u5355<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b9\u6848B\u5fc5\u987b\u5f00\u901a<strong>\u7a0b\u5e8f\u5316\u4ea4\u6613\u6743\u9650<\/strong>\uff08\u90e8\u5206\u5238\u5546\u8981\u6c42\u8d26\u6237\u8d44\u4ea7\u226550\u4e07\uff09\u3002<\/li>\n\n\n\n<li>\u65b9\u6848C\u9700\u8981\u7533\u8bf7<strong>Level2\u884c\u60c5<\/strong>\uff08\u7528\u4e8e\u4e2d\u95f4\u4ef6\u4fe1\u53f7\u6821\u9a8c\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5ef6\u8fdf\u6d4b\u8bd5<\/strong>\uff1a\u7528\u6a21\u62df\u76d8\u6d4b\u8bd5<strong>\u5168\u6d41\u7a0b\u5ef6\u8fdf<\/strong>\uff0c\u666e\u901a\u7535\u8111\u5e73\u5747\u5ef6\u8fdf\u7ea6200ms\uff0c\u4e91\u670d\u52a1\u5668\u53ef\u964d\u81f380ms\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.3 \u91cf\u5316\u4e94\u5927\u907f\u5751\u63d0\u9192<\/strong><\/h3>\n\n\n\n<p>\ud83d\udeab \u7981\u6b62\u76f4\u63a5\u5b9e\u76d8\uff08\u5148\u7528\u6a21\u62df\u76d8\u8dd11\u4e2a\u6708\uff09\uff1b<\/p>\n\n\n\n<p>\ud83d\udeab \u907f\u514d\u4f7f\u7528\u8fc7\u9ad8\u6760\u6746\uff08\u5efa\u8bae\u22643\u500d\uff09\uff1b<\/p>\n\n\n\n<p>\ud83d\udeab \u5207\u5fcc\u8de8\u5468\u671f\u6df7\u7528\uff08\u5982\u7528\u65e5\u7ebf\u8bad\u7ec3\u4f46\u5206\u949f\u7ebf\u4ea4\u6613\uff09\uff1b<\/p>\n\n\n\n<p>\ud83d\udeab \u4e25\u7981\u5171\u4eab\u5238\u5546\u8d26\u53f7\uff08API\u5bc6\u94a5\u9700\u52a0\u5bc6\u5b58\u50a8\uff09\uff1b<\/p>\n\n\n\n<p>\ud83d\udeab \u675c\u7edd\u65e0\u6b62\u635f\u7b56\u7565\uff08\u81f3\u5c11\u8bbe\u7f6e5%\u786c\u6b62\u635f\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-34.png\" alt=\"\" class=\"wp-image-4959\"\/><\/figure>\n\n\n\n<p><strong>\u5c0f\u767d\u8d77\u6b65<\/strong>\uff1a\u65b9\u6848A\u624b\u52a8\u8bd5\u6c34 \u2192 3\u4e2a\u6708\u540e\u8f6c\u65b9\u6848C\uff1b<\/p>\n\n\n\n<p><strong>\u7a0b\u5e8f\u5458\u9996\u9009<\/strong>\uff1a\u76f4\u63a5\u4e0a\u65b9\u6848B\uff0c\u4f46\u9700\u914d\u5907\u5907\u7528\u670d\u52a1\u5668\uff1b<\/p>\n\n\n\n<p><strong>\u5c0f\u578b\u56e2\u961f<\/strong>\uff1a\u65b9\u6848C\u4e2d\u95f4\u4ef6+\u591a\u7b56\u7565\u5e76\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>QMT\u5f00\u901a<strong>\u4e09\u6b65\u66f2<\/strong><\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-35.png\" alt=\"\" class=\"wp-image-4960\"\/><\/figure>\n\n\n\n<p><strong>\u7acb\u5373\u884c\u52a8<\/strong>\uff1a<\/p>\n\n\n\n<p>\u626b\u7801\u8054\u7cfb\u5c0f\u52a9\u7406\u786e\u8ba4<strong>\u7a0b\u5e8f\u5316\u4ea4\u6613\u6743\u9650\uff1b<\/strong><\/p>\n\n\n\n<p>\u5728\u5238\u5546APP\u63d0\u4ea4<strong>\u98ce\u9669\u627f\u8bfa\u4e66<\/strong>\uff1b<\/p>\n\n\n\n<p>\u4e0b\u8f7d\u5b89\u88c5<strong>\u5238\u5546\u7279\u4f9b\u7248QMT<\/strong>3\u3002<\/p>\n\n\n\n<p>\u5f00\u901a\u540e\u9001<strong>Level2\u884c\u60c5<\/strong>\uff0c\u8d85\u4f4e\u4ea4\u6613\u8d39\u7387\uff0c\u5e76\u53ef\u83b7\u5f97<strong>\u53ef\u8f6c\u503a\u53cc\u4f4e\u7b56\u7565<\/strong>\u548c<strong><strong>ETF\u7f51\u683c\u7b56\u7565<\/strong><\/strong>\u5b8c\u6574\u4ee3\u7801\uff08\u2b50\ufe0f\u5173\u952e\u51fd\u6570\u5df2\u901a\u8fc7\u5b9e\u76d8\u9a8c\u8bc1\uff09\u3002<\/p>\n\n\n\n<p>\u626b\u7801\u6dfb\u52a0\u5c0f\u52a9\u7406\uff0c\u5907\u6ce8\u201c<strong>\u8001\u4f59\u91cf\u5316<\/strong>\u201d\uff0c\u5f00\u59cb\u60a8\u7684 AI \u91cf\u5316\u65c5\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/04\/image-36.png\" alt=\"\" class=\"wp-image-4961\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><em>\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e3a\u60a8\u5e26\u6765\u4e86\u65b0\u7684\u542f\u53d1\u548c\u5b9e\u7528\u7684\u77e5\u8bc6\uff01\u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u8bf7\u4e0d\u541d\u70b9\u8d5e\u548c\u5206\u4eab\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff0c\u6536\u76ca\u957f\u8679\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u6b22\u8fce\u7559\u8a00\uff0c\u6211\u4f1a\u5c3d\u5feb\u56de\u590d\uff01<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\">\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2025\/05\/02\/%e5%a6%82%e4%bd%95%e7%94%a8ai%e9%87%8f%e5%8c%96%e7%a5%9e%e5%99%a8tensortrade%e5%af%b9%e6%8e%a5qmt%ef%bc%9f%e4%b8%89%e5%a4%a7%e6%96%b9%e6%a1%88%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%88%e9%99%84%e5%ae%9e\/\">Continue reading<span 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