{"id":78761,"date":"2026-02-28T07:04:55","date_gmt":"2026-02-27T23:04:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/78761.html"},"modified":"2026-02-28T07:04:55","modified_gmt":"2026-02-27T23:04:55","slug":"python%e5%ae%9e%e6%88%98%ef%bc%9atalib%e4%bc%98%e5%8c%96kdj%e6%8c%87%e6%a0%87%e5%85%a8%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/78761.html","title":{"rendered":"Python\u5b9e\u6218\uff1aTalib\u4f18\u5316KDJ\u6307\u6807\u5168\u89e3\u6790"},"content":{"rendered":"<h4>Python\u4e0eTalib\u5b9e\u6218&#xff1a;\u7cbe\u51c6\u8ba1\u7b97KDJ\u6307\u6807\u7684\u53c2\u6570\u8c03\u4f18\u4e0e\u6027\u80fd\u5bf9\u6bd4<\/h4>\n<p>KDJ\u6307\u6807\u662f\u4e00\u79cd\u5e38\u7528\u7684\u6280\u672f\u5206\u6790\u5de5\u5177&#xff0c;\u4e3b\u8981\u7528\u4e8e\u80a1\u7968\u3001\u671f\u8d27\u7b49\u91d1\u878d\u5e02\u573a\u7684\u8d8b\u52bf\u5224\u65ad\u3002\u5b83\u57fa\u4e8e\u968f\u673a\u6307\u6807&#xff08;Stochastic Oscillator&#xff09;&#xff0c;\u7531K\u7ebf\u3001D\u7ebf\u548cJ\u7ebf\u7ec4\u6210&#xff0c;\u80fd\u53cd\u6620\u4ef7\u683c\u8d85\u4e70\u8d85\u5356\u72b6\u6001\u3002\u5728\u672c\u56de\u7b54\u4e2d&#xff0c;\u6211\u5c06\u9010\u6b65\u6307\u5bfc\u60a8\u4f7f\u7528Python\u548cTalib\u5e93\u8ba1\u7b97KDJ\u6307\u6807&#xff0c;\u63a2\u8ba8\u53c2\u6570\u8c03\u4f18\u65b9\u6cd5&#xff0c;\u5e76\u8fdb\u884c\u6027\u80fd\u5bf9\u6bd4\u5206\u6790\u3002\u56de\u7b54\u7ed3\u6784\u6e05\u6670&#xff0c;\u786e\u4fdd\u5185\u5bb9\u771f\u5b9e\u53ef\u9760&#xff08;\u57fa\u4e8e\u516c\u5f00\u77e5\u8bc6\u548c\u5e93\u6587\u6863&#xff09;\u3002<\/p>\n<hr \/>\n<h5>1. KDJ\u6307\u6807\u7b80\u4ecb\u4e0e\u8ba1\u7b97\u516c\u5f0f<\/h5>\n<p>KDJ\u6307\u6807\u7684\u8ba1\u7b97\u5206\u4e3a\u4e09\u6b65&#xff1a;<\/p>\n<ul>\n<li>\n<p>RSV&#xff08;\u672a\u6210\u719f\u968f\u673a\u503c&#xff09;&#xff1a;\u8868\u793a\u5f53\u524d\u6536\u76d8\u4ef7\u5728\u8fd1\u671f\u9ad8\u4f4e\u70b9\u4e2d\u7684\u4f4d\u7f6e\u3002 $$ RSV &#061; \\\\frac{C &#8211; L_n}{H_n &#8211; L_n} \\\\times 100 $$ \u5176\u4e2d&#xff1a;<\/p>\n<ul>\n<li>$C$ \u662f\u5f53\u524d\u6536\u76d8\u4ef7&#xff0c;<\/li>\n<li>$L_n$ \u662f\u8fc7\u53bb$n$\u5929\u5185\u7684\u6700\u4f4e\u4ef7&#xff0c;<\/li>\n<li>$H_n$ \u662f\u8fc7\u53bb$n$\u5929\u5185\u7684\u6700\u9ad8\u4ef7\u3002<\/li>\n<li>\u53c2\u6570$n$\u901a\u5e38\u9ed8\u8ba4\u4e3a9\u5929\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>K\u7ebf&#xff1a;\u5bf9RSV\u8fdb\u884c\u5e73\u6ed1\u5904\u7406\u3002 $$ K &#061; \\\\frac{2}{3} \\\\times \\\\text{previous } K &#043; \\\\frac{1}{3} \\\\times RSV $$<\/p>\n<ul>\n<li>\u521d\u59cbK\u503c\u901a\u5e38\u53d6RSV\u503c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>D\u7ebf&#xff1a;\u5bf9K\u7ebf\u8fdb\u4e00\u6b65\u5e73\u6ed1\u3002 $$ D &#061; \\\\frac{2}{3} \\\\times \\\\text{previous } D &#043; \\\\frac{1}{3} \\\\times K $$<\/p>\n<ul>\n<li>\u521d\u59cbD\u503c\u901a\u5e38\u53d6K\u503c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>J\u7ebf&#xff1a;\u53cd\u6620K\u7ebf\u548cD\u7ebf\u7684\u504f\u79bb\u7a0b\u5ea6\u3002 $$ J &#061; 3 \\\\times K &#8211; 2 \\\\times D $$<\/p>\n<\/li>\n<\/ul>\n<p>KDJ\u6307\u6807\u5e38\u7528\u4e8e\u5224\u65ad\u8d85\u4e70&#xff08;J &gt; 80&#xff09;\u6216\u8d85\u5356&#xff08;J &lt; 20&#xff09;\u4fe1\u53f7\u3002\u53c2\u6570$n$&#xff08;\u5468\u671f\u957f\u5ea6&#xff09;\u548c\u521d\u59cb\u503c\u8bbe\u7f6e\u4f1a\u5f71\u54cd\u6307\u6807\u7075\u654f\u5ea6\u3002<\/p>\n<hr \/>\n<h5>2. \u4f7f\u7528Python\u548cTalib\u8ba1\u7b97KDJ\u6307\u6807<\/h5>\n<p>Talib&#xff08;Technical Analysis Library&#xff09;\u662f\u4e00\u4e2a\u9ad8\u6548\u7684Python\u5e93&#xff0c;\u4e13\u4e3a\u6280\u672f\u5206\u6790\u8bbe\u8ba1\u3002\u5b83\u63d0\u4f9b\u4e86STOCH\u51fd\u6570\u8ba1\u7b97\u968f\u673a\u6307\u6807&#xff0c;\u53ef\u76f4\u63a5\u8f93\u51faK\u548cD\u503c&#xff0c;\u7136\u540e\u63a8\u5bfcJ\u503c\u3002\u4ee5\u4e0b\u662f\u5b8c\u6574\u7684Python\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p>import numpy as np<br \/>\nimport talib<\/p>\n<p># \u793a\u4f8b\u6570\u636e&#xff1a;\u5047\u8bbe\u6709\u5386\u53f2\u4ef7\u683c\u6570\u636e&#xff08;\u5f00\u76d8\u4ef7\u3001\u6700\u9ad8\u4ef7\u3001\u6700\u4f4e\u4ef7\u3001\u6536\u76d8\u4ef7&#xff09;<br \/>\n# \u8fd9\u91cc\u7528\u968f\u673a\u6570\u636e\u6a21\u62df&#xff0c;\u5b9e\u9645\u5e94\u66ff\u6362\u4e3a\u771f\u5b9e\u6570\u636e<br \/>\nhigh &#061; np.random.rand(100) * 100  # \u6700\u9ad8\u4ef7\u6570\u7ec4<br \/>\nlow &#061; np.random.rand(100) * 80    # \u6700\u4f4e\u4ef7\u6570\u7ec4<br \/>\nclose &#061; np.random.rand(100) * 90  # \u6536\u76d8\u4ef7\u6570\u7ec4<\/p>\n<p># \u4f7f\u7528Talib\u8ba1\u7b97K\u548cD\u503c&#xff0c;\u9ed8\u8ba4\u53c2\u6570fastk_period&#061;5, slowk_period&#061;3, slowd_period&#061;3<br \/>\n# \u4f46KDJ\u901a\u5e38\u7528n&#061;9\u5468\u671f&#xff0c;\u8fd9\u91cc\u901a\u8fc7\u53c2\u6570\u8c03\u6574<br \/>\nn_period &#061; 9  # KDJ\u5468\u671f\u53c2\u6570&#xff0c;\u53ef\u8c03\u4f18<br \/>\nfastk_period &#061; n_period<br \/>\nslowk_period &#061; 3  # K\u7ebf\u5e73\u6ed1\u5468\u671f<br \/>\nslowd_period &#061; 3  # D\u7ebf\u5e73\u6ed1\u5468\u671f<\/p>\n<p># \u8c03\u7528STOCH\u51fd\u6570\u8ba1\u7b97K\u548cD<br \/>\nk, d &#061; talib.STOCH(high, low, close,<br \/>\n                   fastk_period&#061;fastk_period,<br \/>\n                   slowk_period&#061;slowk_period,<br \/>\n                   slowk_matype&#061;talib.MA_Type.SMA,  # \u4f7f\u7528\u7b80\u5355\u79fb\u52a8\u5e73\u5747<br \/>\n                   slowd_period&#061;slowd_period,<br \/>\n                   slowd_matype&#061;talib.MA_Type.SMA)<\/p>\n<p># \u8ba1\u7b97J\u503c&#xff1a;J &#061; 3K &#8211; 2D<br \/>\nj &#061; 3 * k &#8211; 2 * d<\/p>\n<p># \u6253\u5370\u7ed3\u679c\u793a\u4f8b<br \/>\nprint(&#034;\u524d5\u4e2a\u6570\u636e\u70b9\u7684KDJ\u503c:&#034;)<br \/>\nfor i in range(5):<br \/>\n    print(f&#034;Day {i&#043;1}: K&#061;{k[i]:.2f}, D&#061;{d[i]:.2f}, J&#061;{j[i]:.2f}&#034;)<\/p>\n<p>\u4ee3\u7801\u8bf4\u660e&#xff1a;<\/p>\n<ul>\n<li>talib.STOCH\u51fd\u6570\u8ba1\u7b97\u968f\u673a\u6307\u6807&#xff0c;\u8f93\u51faK\u548cD\u503c\u3002<\/li>\n<li>\u53c2\u6570fastk_period\u5bf9\u5e94RSV\u7684\u8ba1\u7b97\u5468\u671f$n$&#xff0c;\u9ed8\u8ba4\u53ef\u8c03\u3002<\/li>\n<li>slowk_period\u548cslowd_period\u63a7\u5236\u5e73\u6ed1\u5468\u671f&#xff0c;\u901a\u5e38\u8bbe\u4e3a3\u3002<\/li>\n<li>J\u503c\u7531\u516c\u5f0f$J &#061; 3K &#8211; 2D$\u8ba1\u7b97\u3002<\/li>\n<li>\u5b9e\u9645\u5e94\u7528\u4e2d&#xff0c;\u9700\u786e\u4fdd\u8f93\u5165\u6570\u636e\u957f\u5ea6\u8db3\u591f&#xff08;\u81f3\u5c11$n$\u4e2a\u70b9&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h5>3. \u53c2\u6570\u8c03\u4f18\u65b9\u6cd5<\/h5>\n<p>\u53c2\u6570\u8c03\u4f18\u662f\u63d0\u5347KDJ\u6307\u6807\u51c6\u786e\u6027\u7684\u5173\u952e\u3002\u4e3b\u8981\u53c2\u6570\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u5468\u671f\u53c2\u6570$n$&#xff1a;\u63a7\u5236RSV\u8ba1\u7b97\u7684\u65f6\u95f4\u7a97\u53e3\u3002\u9ed8\u8ba4$n&#061;9$&#xff0c;\u4f46\u53ef\u6839\u636e\u5e02\u573a\u8c03\u6574&#xff1a;\n<ul>\n<li>\u8f83\u77ed\u5468\u671f&#xff08;\u5982$n&#061;5$&#xff09;&#xff1a;\u66f4\u654f\u611f&#xff0c;\u9002\u5408\u77ed\u7ebf\u4ea4\u6613&#xff0c;\u4f46\u6613\u4ea7\u751f\u566a\u97f3\u3002<\/li>\n<li>\u8f83\u957f\u5468\u671f&#xff08;\u5982$n&#061;14$&#xff09;&#xff1a;\u66f4\u5e73\u6ed1&#xff0c;\u9002\u5408\u8d8b\u52bf\u8ddf\u8e2a&#xff0c;\u4f46\u4fe1\u53f7\u6ede\u540e\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5e73\u6ed1\u53c2\u6570&#xff08;slowk_period\u548cslowd_period&#xff09;&#xff1a;\u5f71\u54cdK\u548cD\u7ebf\u7684\u5e73\u6ed1\u5ea6\u3002\u901a\u5e38\u8bbe\u4e3a3&#xff0c;\u4f46\u53ef\u5b9e\u9a8c\u4e0d\u540c\u503c\u3002<\/li>\n<li>\u521d\u59cb\u503c\u5904\u7406&#xff1a;Talib\u81ea\u52a8\u5904\u7406\u521d\u59cb\u503c&#xff0c;\u4f46\u81ea\u5b9a\u4e49\u5b9e\u73b0\u65f6\u9700\u6ce8\u610f\u3002<\/li>\n<\/ul>\n<p>\u8c03\u4f18\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u6570\u636e\u51c6\u5907&#xff1a;\u4f7f\u7528\u5386\u53f2\u6570\u636e&#xff08;\u5982\u80a1\u7968\u65e5\u7ebf\u6570\u636e&#xff09;\u3002<\/li>\n<li>\u53c2\u6570\u626b\u63cf&#xff1a;\u5bf9\u4e0d\u540c$n$\u503c&#xff08;\u59825,9,14&#xff09;\u8fd0\u884c\u8ba1\u7b97&#xff0c;\u6bd4\u8f83\u8f93\u51fa\u3002<\/li>\n<li>\u6027\u80fd\u8bc4\u4f30&#xff1a;\u7ed3\u5408\u56de\u6d4b\u7cfb\u7edf&#xff0c;\u8bc4\u4f30\u6307\u6807\u5728\u4e70\u5356\u4fe1\u53f7\u4e2d\u7684\u51c6\u786e\u6027&#xff08;\u5982\u51c6\u786e\u7387\u3001\u590f\u666e\u6bd4\u7387&#xff09;\u3002<\/li>\n<li>\u53ef\u89c6\u5316\u5206\u6790&#xff1a;\u7528Matplotlib\u7ed8\u5236\u4e0d\u540c\u53c2\u6570\u7684KDJ\u7ebf&#xff0c;\u89c2\u5bdf\u5dee\u5f02\u3002<\/li>\n<p>\u793a\u4f8b\u8c03\u4f18\u4ee3\u7801\u7247\u6bb5&#xff1a;<\/p>\n<p># \u6d4b\u8bd5\u4e0d\u540cn\u503c\u5bf9KDJ\u7684\u5f71\u54cd<br \/>\nn_values &#061; [5, 9, 14]<br \/>\nresults &#061; {}<br \/>\nfor n in n_values:<br \/>\n    k, d &#061; talib.STOCH(high, low, close, fastk_period&#061;n, slowk_period&#061;3, slowd_period&#061;3)<br \/>\n    j &#061; 3 * k &#8211; 2 * d<br \/>\n    results[n] &#061; {&#039;K&#039;: k, &#039;D&#039;: d, &#039;J&#039;: j}<br \/>\n    # \u53ef\u6dfb\u52a0\u56de\u6d4b\u903b\u8f91&#xff0c;\u5982\u4fe1\u53f7\u89e6\u53d1\u6b21\u6570<\/p>\n<hr \/>\n<h5>4. \u6027\u80fd\u5bf9\u6bd4\u5206\u6790<\/h5>\n<p>\u6027\u80fd\u5bf9\u6bd4\u5305\u62ec\u8ba1\u7b97\u6548\u7387\u548c\u6307\u6807\u6709\u6548\u6027\u4e24\u65b9\u9762&#xff1a;<\/p>\n<ul>\n<li>\u8ba1\u7b97\u6548\u7387&#xff1a;Talib\u57fa\u4e8eC&#043;&#043;\u4f18\u5316&#xff0c;\u6bd4\u7eafPython\u5b9e\u73b0\u5feb\u5f97\u591a\u3002<\/li>\n<li>\u6307\u6807\u6709\u6548\u6027&#xff1a;\u901a\u8fc7\u4e0d\u540c\u53c2\u6570\u6d4b\u8bd5KDJ\u5728\u5b9e\u6218\u4e2d\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u6bd4\u65b9\u6cd5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6548\u7387\u6d4b\u8bd5&#xff1a;\u4f7f\u7528timeit\u6a21\u5757\u6bd4\u8f83Talib\u4e0e\u81ea\u5b9a\u4e49Python\u5b9e\u73b0\u7684\u901f\u5ea6\u3002<\/p>\n<p>import timeit<\/p>\n<p># Talib\u5b9e\u73b0<br \/>\ndef talib_kdj():<br \/>\n    k, d &#061; talib.STOCH(high, low, close, fastk_period&#061;9, slowk_period&#061;3, slowd_period&#061;3)<br \/>\n    return 3*k &#8211; 2*d<\/p>\n<p># \u7eafPython\u5b9e\u73b0&#xff08;\u7b80\u5316\u7248&#xff09;<br \/>\ndef custom_kdj():<br \/>\n    n &#061; 9<br \/>\n    rsv &#061; [(close[i] &#8211; min(low[i-n&#043;1:i&#043;1])) \/ (max(high[i-n&#043;1:i&#043;1]) &#8211; min(low[i-n&#043;1:i&#043;1])) * 100 for i in range(n-1, len(close))]<br \/>\n    k &#061; [rsv[0]]<br \/>\n    for i in range(1, len(rsv)):<br \/>\n        k.append(2\/3 * k[-1] &#043; 1\/3 * rsv[i])<br \/>\n    d &#061; [k[0]]<br \/>\n    for i in range(1, len(k)):<br \/>\n        d.append(2\/3 * d[-1] &#043; 1\/3 * k[i])<br \/>\n    j &#061; [3*k[i] &#8211; 2*d[i] for i in range(len(k))]<br \/>\n    return j<\/p>\n<p># \u8ba1\u65f6<br \/>\ntalib_time &#061; timeit.timeit(talib_kdj, number&#061;1000)<br \/>\ncustom_time &#061; timeit.timeit(custom_kdj, number&#061;1000)<br \/>\nprint(f&#034;Talib\u8ba1\u7b97\u65f6\u95f4: {talib_time:.4f}\u79d2&#034;)<br \/>\nprint(f&#034;\u7eafPython\u8ba1\u7b97\u65f6\u95f4: 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