{"id":591,"date":"2024-07-04T08:53:42","date_gmt":"2024-07-04T00:53:42","guid":{"rendered":"http:\/\/123.60.176.65\/?p=591"},"modified":"2024-07-04T08:53:42","modified_gmt":"2024-07-04T00:53:42","slug":"ai%e9%a1%be%e6%8a%95%e9%ab%98%e7%ba%a7%e7%ad%96%e7%95%a5%e4%b9%8b%e5%9b%9b%ef%bc%9a%e6%b1%a4%e6%99%ae%e6%a3%ae%e6%8a%bd%e6%a0%b7%e7%9a%84%e8%82%a1%e7%a5%a8%e5%b8%82%e5%9c%ba%e5%86%b3%e7%ad%96%ef%bc%88","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/07\/04\/ai%e9%a1%be%e6%8a%95%e9%ab%98%e7%ba%a7%e7%ad%96%e7%95%a5%e4%b9%8b%e5%9b%9b%ef%bc%9a%e6%b1%a4%e6%99%ae%e6%a3%ae%e6%8a%bd%e6%a0%b7%e7%9a%84%e8%82%a1%e7%a5%a8%e5%b8%82%e5%9c%ba%e5%86%b3%e7%ad%96%ef%bc%88\/","title":{"rendered":"AI\u987e\u6295\u9ad8\u7ea7\u7b56\u7565\u4e4b\u56db\uff1a\u6c64\u666e\u68ee\u62bd\u6837\u7684\u80a1\u7968\u5e02\u573a\u51b3\u7b56\uff08\u5efa\u8bae\u6536\u85cf\uff09"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/7-1655388224-1024x453.png\" alt=\"\" class=\"wp-image-599\"\/><\/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><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u6c64\u666e\u68ee\u62bd\u6837\u662f\u4e00\u79cd\u5728\u4e0d\u786e\u5b9a\u6027\u73af\u5883\u4e0b\u505a\u51b3\u7b56\u7684\u6838\u5fc3\u65b9\u6cd5<\/mark>\uff0c\u4ee5\u5a01\u5ec9\u00b7\u6c64\u666e\u68ee\uff08William R. Thompson\uff09\u547d\u540d\uff0c\u662f\u4e00\u79cd\u542f\u53d1\u5f0f\u7b56\u7565\uff0c\u7528\u4e8e\u89e3\u51b3\u591a\u81c2\u5f3a\u76d7\u95ee\u9898\u4e2d\u7684\u63a2\u7d22\u4e0e\u5f00\u53d1\u7684\u56f0\u5883\u3002\u5728\u5f3a\u76d7\u6e38\u620f\u4e2d\uff0c\u4f60\u53ea\u6709\u4e24\u79cd\u53ef\u80fd\u7684\u7ed3\u679c\uff1a\u8d62\u6216\u8f93\u3002\u6c64\u666e\u68ee\u62bd\u6837\u7684\u4e3b\u8981\u6b65\u9aa4\u5305\u62ec<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u9009\u62e9\u4e0e\u968f\u673a\u4ea7\u751f\u7684\u4fe1\u5ff5\u76f8\u5173\u7684\u9884\u671f\u5956\u52b1\u6700\u5927\u7684\u884c\u52a8<\/mark>\uff0c\u5e76\u5229\u7528\u8fc7\u53bb\u7684\u7ed3\u679c\u6765\u66f4\u65b0\u5bf9\u672a\u6765\u54ea\u4e9b\u884c\u52a8\u6700\u6709\u4ef7\u503c\u7684\u4fe1\u5ff5\u3002\u5bf9\u4e8e\u80a1\u7968\u4ea4\u6613\u8005\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u4ed6\u4eec<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u9700\u8981\u6839\u636e\u5404\u79cd\u80a1\u7968\u7684\u8868\u73b0\u6765\u8c03\u6574\u4ed6\u4eec\u7684\u6295\u8d44\u7b56\u7565<\/mark>\u3002<\/pre>\n<\/blockquote>\n\n\n\n<p>\u5728\u9519\u7efc\u590d\u6742\u7684\u80a1\u5e02\u6295\u8d44\u4e2d\uff0c\u6bcf\u4e00\u6b65\u90fd\u81f3\u5173\u91cd\u8981\u3002Thompson Sampling \u57fa\u4e8e\u8d1d\u53f6\u65af\u6982\u7387\uff0c\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u590d\u6742\u800c\u76f4\u89c2\u7684\u65b9\u6cd5\uff0c\u4f7f\u8fd9\u4e9b\u51b3\u7b56\u53d8\u5f97\u6709\u610f\u4e49\u3002\u8fd9\u4e00\u5207\u90fd\u662f\u4e3a\u4e86\u4ece\u8fc7\u53bb\u7684\u7ecf\u9a8c\u4e2d\u6c72\u53d6\u6559\u8bad\uff0c\u4ee5\u4fbf\u5728\u73b0\u5728\u505a\u51fa\u66f4\u660e\u667a\u7684\u9009\u62e9\uff0c\u7279\u522b\u662f\u5728\u8d2d\u4e70\u3001\u6301\u6709\u6216\u51fa\u552e\u80a1\u7968\u65f6\u3002\u4e86\u89e3\u8d1d\u5854\u5206\u5e03\uff08Beta Distribution\uff09\u5bf9\u4e8e\u7406\u89e3\u6c64\u666e\u68ee\u62bd\u6837\u7684\u539f\u7406\u81f3\u5173\u91cd\u8981\u3002\u8d1d\u5854\u5206\u5e03\u662f\u4e00\u7ec4\u5b9a\u4e49\u5728\u533a\u95f4 [0,1] \u4e0a\u7684\u8fde\u7eed\u6982\u7387\u5206\u5e03\uff0c\u901a\u5e38\u7528\u4e8e\u63cf\u8ff0\u4e8b\u4ef6\u7684\u6982\u7387\u5bc6\u5ea6\u5206\u5e03\u3002\u5b83\u6709\u4e24\u4e2a\u53c2\u6570\uff0c\u5176\u4e2d\u4e00\u4e2a\u53c2\u6570\u8868\u793a\u4e8b\u4ef6\u7684\u6210\u529f\u6b21\u6570\uff0c\u53e6\u4e00\u4e2a\u53c2\u6570\u8868\u793a\u5931\u8d25\u6b21\u6570\u3002\u8d1d\u5854\u5206\u5e03\u7684\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/123.60.176.65\/wp-content\/uploads\/2024\/07\/640-5.webp\" alt=\"\" class=\"wp-image-593\"\/><\/figure>\n<\/div>\n\n\n<p>\u5176\u4e2d\uff0cB(\u03b1, \u03b2) \u662f\u8d1d\u5854\u51fd\u6570\uff0c\u800c \u03b1 \u548c \u03b2 \u5206\u522b\u662f\u8d1d\u5854\u5206\u5e03\u7684\u53c2\u6570\u3002\u8fd9\u4e2a\u5206\u5e03\u5728\u673a\u5668\u5b66\u4e60\u548c\u6570\u7406\u7edf\u8ba1\u5b66\u4e2d\u6709\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u6765\u770b\u770b\u6c64\u666e\u68ee\u62bd\u6837\u7684\u5e94\u7528\u3002\u6c64\u666e\u68ee\u62bd\u6837\u662f\u4e00\u79cd\u7528\u4e8e\u5728\u4e0d\u65ad\u8bd5\u9519\u7684\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u5e76\u5728\u63a2\u7d22\u548c\u5229\u7528\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u7684\u7b56\u7565\u3002\u5b83\u901a\u8fc7\u968f\u673a\u62bd\u6837\u6765\u4f30\u8ba1\u6bcf\u4e2a\u52a8\u4f5c\u7684\u6f5c\u5728\u56de\u62a5\uff0c\u5e76\u9009\u62e9\u5177\u6709\u6700\u9ad8\u62bd\u6837\u503c\u7684\u52a8\u4f5c\u3002\u8d1d\u5854\u5206\u5e03\u5728\u8fd9\u91cc\u8d77\u5230\u4e86\u5173\u952e\u4f5c\u7528\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u63cf\u8ff0\u6bcf\u4e2a\u52a8\u4f5c\u7684\u6982\u7387\u5206\u5e03\u3002\u6240\u4ee5\uff0c\u4e86\u89e3\u8d1d\u5854\u5206\u5e03\u6709\u52a9\u4e8e\u6211\u4eec\u7406\u89e3\u6c64\u666e\u68ee\u62bd\u6837\u7684\u57fa\u672c\u539f\u7406\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5e94\u7528\u4e8e\u5176\u4ed6\u9886\u57df\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/07\/640-3.gif\" alt=\"\" class=\"wp-image-928\"\/><\/figure>\n\n\n\n<p>\u5728\u4ece\u4e00\u7ec4\u53ef\u80fd\u7684\u884c\u52a8\u4e2d\u9009\u62e9\u884c\u52a8\u65f6\uff0c\u6c64\u666e\u68ee\u62bd\u6837\u91c7\u7528\u4e86\u8d1d\u53f6\u65af\u65b9\u6cd5\u3002\u5728\u8d1d\u53f6\u65af\u672f\u8bed\u4e2d\uff0c\u6211\u4eec\u7684\u521d\u59cb\u4f30\u8ba1\u88ab\u79f0\u4e3a\u5148\u9a8c\u6982\u7387\uff0c\u5f53\u6211\u4eec\u770b\u5230\u4e00\u4e9b\u6570\u636e\u5e76\u6539\u8fdb\u8fd9\u4e2a\u4f30\u8ba1\u540e\uff0c\u6211\u4eec\u5f62\u6210\u4e86\u540e\u9a8c\u6982\u7387\u3002\u5f53\u5148\u9a8c\u548c\u540e\u9a8c\u90fd\u5177\u6709\u76f8\u540c\u7c7b\u578b\u7684\u6982\u7387\u5206\u5e03\u65f6\uff0c\u5b83\u4eec\u88ab\u79f0\u4e3a\u5171\u8f6d\u5206\u5e03\u3002\u6b64\u5916\uff0c\u5f53\u8fd9\u79cd\u60c5\u51b5\u53d1\u751f\u65f6\uff0c\u5148\u9a8c\u88ab\u79f0\u4e3a\u4f3c\u7136\u5206\u5e03\u7684\u5171\u8f6d\u5148\u9a8c\uff08\u53ef\u4ee5\u8ba4\u4e3a\u662f\u6570\u636e\u7684\u5b9e\u9645\u5206\u5e03\uff09\u3002\u5f53\u4f3c\u7136\u6982\u7387\u5206\u5e03\u5177\u6709\u66f4\u5e38\u89c1\u7684\u5206\u5e03\u4e4b\u4e00\u65f6\uff0c\u5176\u5171\u8f6d\u5148\u9a8c\u7684\u7c7b\u578b\u53ef\u4ee5\u5728\u7ef4\u57fa\u767e\u79d1\u4e0a\u7684\u5171\u8f6d\u5148\u9a8c\u8868\u4e2d\u627e\u5230\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b\u7684\u5171\u8f6d\u5148\u9a8c\uff0c\u6b64\u8868\u6307\u5b9a\u4e86\u4e00\u7ec4\u8d85\u53c2\u6570\uff0c\u8fd9\u4e9b\u8d85\u53c2\u6570\u53ef\u4ee5\u5728\u770b\u5230\u4e00\u4e9b\u6570\u636e\u540e\u8fdb\u884c\u66f4\u65b0\uff0c\u4ee5\u4ece\u5148\u9a8c\u79fb\u52a8\u5230\u540e\u9a8c\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6982\u7387\u6a21\u578b\u53d8\u5f97\u66f4\u52a0\u51c6\u786e\uff0c\u8ba9\u6211\u4eec\u5bf9\u91c7\u53d6\u7684\u6700\u4f73\u884c\u52a8\u505a\u51fa\u66f4\u660e\u667a\u7684\u9009\u62e9\u3002\u6c64\u666e\u68ee\u62bd\u6837\u6709\u51e0\u4e2a\u4f18\u70b9\uff0c\u6709\u52a9\u4e8e\u5176\u53d7\u6b22\u8fce\u7a0b\u5ea6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a2\u7d22\u548c\u5f00\u53d1\u7684\u5e73\u8861<\/strong>\uff1a\u5b83\u81ea\u7136\u800c\u7136\u5730\u5e73\u8861\u4e86\u5bf9\u9c9c\u4e3a\u4eba\u77e5\u7684\u673a\u5668\u7684\u63a2\u7d22\u548c\u5bf9\u5df2\u77e5\u5177\u6709\u66f4\u9ad8\u56de\u62a5\u7684\u673a\u5668\u7684\u5f00\u53d1\u3002<\/li>\n\n\n\n<li><strong>\u8d1d\u53f6\u65af\u65b9\u6cd5<\/strong>\uff1a\u5b83\u7ed3\u5408\u4e86\u5148\u9a8c\u77e5\u8bc6\uff0c\u5e76\u4ee5\u6709\u539f\u5219\u7684\u65b9\u5f0f\u66f4\u65b0\u4fe1\u5ff5\uff0c\u4f7f\u5176\u5bf9\u5956\u52b1\u5206\u914d\u7684\u4e0d\u786e\u5b9a\u6027\u5177\u6709\u9c81\u68d2\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6027\u80fd<\/strong>\uff1a\u4e0e\u5176\u4ed6\u7b56\u7565\u76f8\u6bd4\uff0c\u5b83\u5df2\u88ab\u8bc1\u660e\u8868\u73b0\u826f\u597d\uff0c\u5c24\u5176\u662f\u5728\u8bd5\u9a8c\u6570\u91cf\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u3002<\/li>\n\n\n\n<li><strong>\u9002\u5e94\u6027<\/strong>\uff1a\u5b83\u53ef\u4ee5\u8f7b\u677e\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u73af\u5883\uff0c\u673a\u5668\u7684\u5956\u52b1\u6982\u7387\u968f\u65f6\u95f4\u53d8\u5316\u3002<\/li>\n\n\n\n<li><strong>\u7b80\u5355\u6027<\/strong>\uff1a\u5c3d\u7ba1\u5177\u6709\u575a\u5b9e\u7684\u7406\u8bba\u57fa\u7840\uff0c\u4f46\u8be5\u7b97\u6cd5\u6613\u4e8e\u5b9e\u73b0\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6c64\u666e\u68ee\u62bd\u6837\u7684\u8fc7\u7a0b\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u521d\u59cb\u5047\u8bbe<\/strong>\uff1a\u4ece\u4e00\u7ec4\u5173\u4e8e\u5404\u79cd\u80a1\u7968\u6f5c\u5728\u56de\u62a5\u7684\u4fe1\u5ff5\u5f00\u59cb\u3002<\/li>\n\n\n\n<li><strong>\u51b3\u7b56<\/strong>\uff1a\u6839\u636e\u8fd9\u4e9b\u4fe1\u5ff5\u9009\u62e9\u8981\u6295\u8d44\u7684\u80a1\u7968\uff0c\u5bf9\u88ab\u8ba4\u4e3a\u5177\u6709\u66f4\u9ad8\u56de\u62a5\u7684\u80a1\u7968\u7ed9\u4e88\u66f4\u591a\u6743\u91cd\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u7ed3\u679c\u4e2d\u5b66\u4e60<\/strong>\uff1a\u6839\u636e\u4ece\u6240\u9009\u80a1\u7968\u4e2d\u89c2\u5bdf\u5230\u7684\u5b9e\u9645\u56de\u62a5\u66f4\u65b0\u4fe1\u5ff5\u3002<\/li>\n\n\n\n<li><strong>\u8fed\u4ee3\u8fc7\u7a0b<\/strong>\uff1a\u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5b8c\u5584\u5176\u7b56\u7565\uff0c\u4ee5\u6700\u5927\u5316\u6295\u8d44\u7ec4\u5408\u56de\u62a5\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8003\u8651\u4e00\u4e2a\u573a\u666f\uff0c\u4e00\u4e2a\u6295\u8d44\u8005\u6b63\u5728\u8bc4\u4f30\u4e09\u53ea\u80a1\u7968\u3002\u6839\u636e\u521d\u59cb\u6570\u636e\u548c\u6c64\u666e\u68ee\u62bd\u6837\uff0c\u6295\u8d44\u8005\u51b3\u5b9a\u5c06\u66f4\u591a\u8d44\u91d1\u5206\u914d\u7ed9\u4f30\u8ba1\u56de\u62a5\u7387\u6700\u9ad8\u7684\u80a1\u7968\u3002\u968f\u7740\u5e02\u573a\u6761\u4ef6\u7684\u53d8\u5316\u548c\u65b0\u6570\u636e\u7684\u51fa\u73b0\uff0c\u6c64\u666e\u68ee\u62bd\u6837\u91cd\u65b0\u8ba1\u7b97\u6982\u7387\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u8c03\u6574\u4ed6\u4eec\u7684\u6295\u8d44\u7ec4\u5408\uff0c\u4e13\u6ce8\u4e8e\u6700\u6709\u524d\u9014\u7684\u80a1\u7968\u3002\u4e0b\u9762\u662f\u4e00\u4e2a Python \u4ee3\u7801\uff0c\u5b83\u6f14\u793a\u4e86\u7528\u4e8e\u9009\u80a1\u7684\u6c64\u666e\u68ee\u62bd\u6837\uff0c\u4e3a\u7b80\u5355\u8d77\u89c1\uff0c\u5047\u8bbe\u4e8c\u5143\u7ed3\u679c\uff08\u5229\u6da6\/\u635f\u5931\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>import numpy as np<\/code><code><br><\/code><code>stock_returns = {'Stock A': &#91;0.05, 0.02, 0.05], 'Stock B': &#91;0.1, -0.04, 0.08], 'Stock C': &#91;0.03, 0.04, 0.02]}<\/code><code>stocks = list(stock_returns.keys())<\/code><code>def thompson_sampling(stock_returns, n_iterations=100):<\/code><code>    np.random.seed(42)<\/code><code>    for _ in range(n_iterations):<\/code><code>        sampled_returns = {}<\/code><code>        for stock, returns in stock_returns.items():<\/code><code>            alpha = 1 + sum(np.array(returns) &gt; 0)<\/code><code>            beta = 1 + sum(np.array(returns) &lt; 0)<\/code><code>            sampled_returns&#91;stock] = np.random.beta(alpha, beta)<\/code><code>        chosen_stock = max(sampled_returns, key=sampled_returns.get)<\/code><code>        print(f\"Chosen stock for this iteration: {chosen_stock}\")<\/code><code>thompson_sampling(stock_returns)<\/code><\/code><\/pre>\n\n\n\n<p>\u6b64\u4ee3\u7801\u6709\u52a9\u4e8e\u6839\u636e\u5386\u53f2\u8868\u73b0\u6570\u636e\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8981\u5173\u6ce8\u7684\u80a1\u7968\u3002Thompson Sampling \u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u7684\u80a1\u7968\u4ea4\u6613\u65b9\u6cd5\uff0c\u5141\u8bb8\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u66f4\u597d\u7684\u98ce\u9669\u7ba1\u7406\uff1a\u901a\u8fc7\u4e0d\u65ad\u5b66\u4e60\uff0c\u5b83\u6709\u52a9\u4e8e\u8bc6\u522b\u548c\u51cf\u8f7b\u6f5c\u5728\u7684\u635f\u5931\u3002<\/li>\n\n\n\n<li>\u52a8\u6001\u6295\u8d44\u7ec4\u5408\u8c03\u6574\uff1a\u5b83\u652f\u6301\u57fa\u4e8e\u6027\u80fd\u7684\u5b9e\u65f6\u4f18\u5316\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5386\u53f2\u5e73\u5747\u503c\u3002<\/li>\n\n\n\n<li>\u63a2\u7d22\u4e0e\u5f00\u53d1\uff1a\u5b83\u5de7\u5999\u5730\u5728\u575a\u6301\u5df2\u77e5\u7684\u8d62\u5bb6\u548c\u63a2\u7d22\u65b0\u673a\u4f1a\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6c64\u666e\u68ee\u62bd\u6837\u63d0\u4f9b\u4e86\u4e00\u79cd\u539f\u5219\u6027\u7684\u65b9\u6cd5\uff0c\u4ee5\u5e94\u5bf9\u80a1\u5e02\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u901a\u8fc7\u5229\u7528\u8fc7\u53bb\u7684\u4e1a\u7ee9\u6570\u636e\uff0c\u6295\u8d44\u8005\u53ef\u4ee5\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\uff0c\u4ece\u800c\u6709\u53ef\u80fd\u5e26\u6765\u66f4\u597d\u7684\u6295\u8d44\u7ed3\u679c\u3002\u968f\u7740\u91d1\u878d\u683c\u5c40\u7684\u53d1\u5c55\uff0c\u50cf\u6c64\u666e\u68ee\u62bd\u6837\u8fd9\u6837\u7684\u5de5\u5177\u5728\u5236\u5b9a\u65e2\u52a8\u6001\u53c8\u57fa\u4e8e\u5408\u7406\u6982\u7387\u63a8\u7406\u7684\u7b56\u7565\u65b9\u9762\u53d8\u5f97\u975e\u5e38\u5b9d\u8d35\u3002<\/p>\n\n\n\n<hr 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