{"id":2577,"date":"2025-05-22T00:00:06","date_gmt":"2025-05-21T16:00:06","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/05\/22\/%e3%80%90%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e3%80%91%e5%9f%ba%e4%ba%8edqn%e7%9a%84%e3%80%8a%e5%8f%aa%e7%8b%bc%ef%bc%9a%e5%bd%b1%e9%80%9d%e4%ba%8c%e5%ba%a6%e3%80%8b%e8%87%aa%e5%ad%a6%e4%b9%a0\/"},"modified":"2025-05-22T00:00:06","modified_gmt":"2025-05-21T16:00:06","slug":"%e3%80%90%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e3%80%91%e5%9f%ba%e4%ba%8edqn%e7%9a%84%e3%80%8a%e5%8f%aa%e7%8b%bc%ef%bc%9a%e5%bd%b1%e9%80%9d%e4%ba%8c%e5%ba%a6%e3%80%8b%e8%87%aa%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/05\/22\/%e3%80%90%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e3%80%91%e5%9f%ba%e4%ba%8edqn%e7%9a%84%e3%80%8a%e5%8f%aa%e7%8b%bc%ef%bc%9a%e5%bd%b1%e9%80%9d%e4%ba%8c%e5%ba%a6%e3%80%8b%e8%87%aa%e5%ad%a6%e4%b9%a0\/","title":{"rendered":"\u3010\u5f3a\u5316\u5b66\u4e60\u3011\u57fa\u4e8eDQN\u7684\u300a\u53ea\u72fc\uff1a\u5f71\u901d\u4e8c\u5ea6\u300b\u81ea\u5b66\u4e60\u7b97\u6cd5\u7814\u7a76"},"content":{"rendered":"<div class=\"article_content clearfix\" id=\"article_content\">\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/kdoc_html_views-1a98987dfd.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/ck_htmledit_views-704d5b9767.css\" rel=\"stylesheet\"\/>\n<div class=\"markdown_views prism-github-gist\" id=\"content_views\">\n  <svg style=\"display: none;\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n   <path d=\"M5,0 0,2.5 5,5z\" id=\"raphael-marker-block\" stroke-linecap=\"round\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\">\n   <\/path>\n  <\/svg><\/p>\n<h3>\n   <a id=\"_0\"><br \/>\n   <\/a><br \/>\n   \u524d\u8a00<br \/>\n  <\/h3>\n<h5>\n   <a id=\"_1\"><br \/>\n   <\/a><br \/>\n   \u5199\u5728\u524d\u9762<br \/>\n  <\/h5>\n<ul>\n<li>\n    \u4f5c\u4e3a\u5f3a\u5316\u5b66\u4e60\u7684\u5165\u95e8\u7ec3\u624b\u9879\u76ee\u4e4b\u4e00\uff0c\u5f97\u76ca\u4e8e\u300a\u53ea\u72fc\u300b\u7684\u7279\u6b8a\u6e38\u620f\u673a\u5236\uff0c\u8fd9\u4e2a\u770b\u4f3c\u590d\u6742\u7684\u8bfe\u9898\u5b9e\u9645\u4e0a\u96be\u5ea6\u4e0d\u9ad8\u4e14\u76f8\u5f53\u6709\u8da3\uff08\u7279\u522b\u9e23\u8c22\u4e24\u4f4db\u7ad9up\u63d0\u4f9b\u7684\u5b9d\u8d35\u601d\u8def\uff09\u3002\n   <\/li>\n<li>\n    \u300a\u53ea\u72fc\u300b\u4f5c\u4e3a\u4e00\u6b3e3D\u52a8\u4f5c\u6e38\u620f\uff0c\u4e00\u662f<br \/>\n    <strong><br \/>\n     \u6218\u6597\u76ee\u6807\u53ef\u9501\u5b9a\u4e14\u89c6\u89d2\u53ef\u56fa\u5b9a<br \/>\n    <\/strong><br \/>\n    \uff0c\u8fd9\u610f\u5473\u7740\u56fe\u50cf\u533a\u57df\u53ef\u4ee5\u88ab\u6709\u6548\u526a\u88c1\uff0c\u5f88\u597d\u5730\u7f29\u5c0f\u4e86\u9700\u8981\u91c7\u96c6\u7684\u6837\u672c\u6570\u636e\u5927\u5c0f\uff1b\u4e8c\u662f<br \/>\n    <strong><br \/>\n     \u89d2\u8272\u79fb\u52a8\u8f93\u5165\u4f9d\u8d56\u4e0d\u9ad8<br \/>\n    <\/strong><br \/>\n    \uff0c\u5728\u91c7\u96c6\u952e\u76d8\u6570\u636e\u65f6\u80fd\u9488\u5bf9\u65b9\u5411\u952e\u5bf9\u6837\u672c\u6570\u636e\u8fdb\u884c\u5927\u5e45\u5ea6\u538b\u7f29\uff1b\u4e09\u662f<br \/>\n    <strong><br \/>\n     \u6218\u6597\u6a21\u5f0f\u76f8\u5bf9\u5355\u4e00<br \/>\n    <\/strong><br \/>\n    \uff0c\u6e38\u620f\u4e2d\u7684\u6218\u6597\u6280\u5de7\u76f8\u5f53\u7eaf\u7cb9\uff0c\u91c7\u96c6\u6570\u636e\u65f6\u4ec5\u9700\u653b\u51fb\u3001\u8df3\u8dc3\u3001\u8bc6\u7834\u3001\u9632\u5fa1\u56db\u4e2a\u52a8\u4f5c\u4f5c\u4e3a\u952e\u4f4d\u8f93\u5165\u5373\u53ef\u3002\n   <\/li>\n<li>\n    \u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u6211\u5728\u6574\u4e2a\u9879\u76ee\u7684\u57fa\u7840\u4e0a\uff0c\u501f\u9274\u524d\u8f88\u4eec\u7684\u601d\u8def\uff0c\u505a\u4e86\u4e00\u4e9b\u6a21\u5757\u5316\u3001\u5de5\u5177\u5316\u7684\u5c1d\u8bd5\uff0c\u4ee5\u56fe\u9762\u5bf9\u4e0d\u540c\u7684\u6e38\u620f\u5b9e\u9a8c\u5e73\u53f0\u65f6\uff0c\u4ec5\u9700\u6309\u90e8\u5c31\u73ed\u5730\u4fee\u6539\u90e8\u5206\u53c2\u6570\u5373\u53ef\u5b8c\u6210\u9002\u914d\u3002\n   <\/li>\n<\/ul>\n<h5>\n   <a id=\"_5\"><br \/>\n   <\/a><br \/>\n   \u7cfb\u7edf\u73af\u5883<br \/>\n  <\/h5>\n<p>\n   \u672c\u6587\u9009\u62e9\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4e3a<br \/>\n   <strong><br \/>\n    TensorFlow<br \/>\n   <\/strong><br \/>\n   \u3002<br \/>\n   <br \/>\n   \u672c\u6587\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6a21\u578b\u6240\u4f7f\u7528\u7684\u673a\u5668\u914d\u7f6e\u5982\u4e0b\uff1a\n  <\/p>\n<ul>\n<li>\n    \u5904\u7406\u5668\uff1aAMD Ryzen 5 3600\n   <\/li>\n<li>\n    GPU\uff1aNVIDIA RTX 2060\n   <\/li>\n<li>\n    \u5185\u5b58\uff1a16GB\n   <\/li>\n<li>\n    \u64cd\u4f5c\u7cfb\u7edf\uff1aWindows 10\u3002\n   <\/li>\n<li>\n    Tensorflow\u7248\u672c\uff1a2.4.1\n   <\/li>\n<li>\n    CUDA\u7248\u672c\uff1a11.3\n   <\/li>\n<li>\n    cuDNN\u7248\u672c\uff1a8.1.1\n   <\/li>\n<\/ul>\n<h5>\n   <a id=\"_15\"><br \/>\n   <\/a><br \/>\n   \u5f3a\u5316\u5b66\u4e60\u7406\u8bba<br \/>\n  <\/h5>\n<p>\n   \u4e00\u822c\u8ba4\u4e3a\uff0c\u5f3a\u5316\u5b66\u4e60\u7684\u56db\u5927\u57fa\u672c\u8981\u7d20\u5206\u522b\u662f\uff1a\u72b6\u6001\uff08state\uff09\u3001\u52a8\u4f5c\uff08action\uff09\u3001\u7b56\u7565\uff08policy\uff09\u3001\u5956\u52b1\uff08reward\uff09\u3002<br \/>\n   \n  <\/p>\n<h5>\n   <a id=\"_23\"><br \/>\n   <\/a><br \/>\n   \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7406\u8bba<br \/>\n  <\/h5>\n<p>\n   \u8fd1\u5e74\uff0c\u795e\u7ecf\u7f51\u7edc\u5728\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\uff0c\u5f97\u76ca\u4e8e\u5176\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u4ece\u539f\u59cb\u590d\u6742\u7684\u9ad8\u7ef4\u6570\u636e\u4e2d\u63d0\u53d6\u7279\u5f81\uff0c\u8fd9\u4e5f\u662f\u672c\u6587\u80fd\u7528\u5b9e\u65f6\u753b\u9762\u6355\u83b7\u7684\u65b9\u5f0f\u5b9e\u73b0\u6e38\u620fAI\u7684\u539f\u56e0\u3002<br \/>\n   <br \/>\n   \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff0cDRL\uff09\u5c06\u6df1\u5ea6\u5b66\u4e60\u8f83\u5f3a\u7684\u611f\u77e5\u80fd\u529b\u548c\u5f3a\u5316\u5b66\u4e60\u8f83\u5f3a\u7684\u51b3\u7b56\u80fd\u529b\u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u76f4\u63a5\u6839\u636e\u8f93\u5165\u7684\u56fe\u50cf\u8fdb\u884c\u63a7\u5236\uff0c\u662f\u4e00\u79cd\u66f4\u63a5\u8fd1\u4eba\u7c7b\u601d\u7ef4\u65b9\u5f0f\u7684\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u3002<br \/>\n   \n  <\/p>\n<h3>\n   <a id=\"_31\"><br \/>\n   <\/a><br \/>\n   \u6a21\u5757\u4ecb\u7ecd<br \/>\n  <\/h3>\n<h5>\n   <a id=\"_32\"><br \/>\n   <\/a><br \/>\n   \u8bfb\u53d6\u6e38\u620f\u753b\u9762<br \/>\n  <\/h5>\n<p>\n   \u4e3a\u4e86\u786e\u4fdd\u6bcf\u6b21\u91c7\u96c6\u6570\u636e\u90fd\u662f\u6709\u6548\u4e14\u53ef\u9760\u7684\uff0c\u672c\u7cfb\u7edf\u9700\u8981\u4e25\u683c\u5bf9\u6e38\u620f\u7a97\u53e3\u8fdb\u884c\u4e00\u4e9b\u7ea6\u675f\uff0c\u5e76\u9700\u8981\u6d88\u9664\u7a97\u53e3\u8fb9\u6846\u5bf9\u91c7\u96c6\u7684\u5f71\u54cd\u3002\u4e3a\u4e86\u65b9\u4fbf\u5750\u6807\u8fd0\u7b97\uff0c\u9700\u8981\u5c06\u7a97\u53e3\u56fa\u5b9a\u5728\u5c4f\u5e55\u5de6\u4e0a\u89d2\u8d77\u70b9\u4f4d\u7f6e\u3002<br \/>\n   <br \/>\n   \u8fd9\u91cc\u6784\u9020\u4e86\u4e00\u7ec4\u7528\u4e8e\u6355\u6349\u5174\u8da3\u533a\u57df\uff08Region of Interest\uff0cROI\uff09\u7684\u51fd\u6570\uff0c\u901a\u8fc7\u9f20\u6807\u5de6\u952e\u70b9\u51fb\u56db\u6b21\u83b7\u53d6\u5c4f\u5e55\u5185\u4efb\u610f\u77e9\u5f62\u7684\u9876\u70b9\u5750\u6807\uff08\u57fa\u4e8e\u5b9e\u65f6\u5206\u8fa8\u7387\uff09\uff0c\u5b9e\u73b0\u5bf9\u5f53\u524d\u6e38\u620f\u7a97\u53e3\u7684\u5750\u6807\u88c1\u5b9a\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token comment\"># \u62a0\u56fe<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">ROI<\/span><span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">,<\/span> x<span class=\"token punctuation\">,<\/span> x_w<span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">,<\/span> y_h<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t    <span class=\"token keyword\">return<\/span> img<span class=\"token punctuation\">[<\/span>y<span class=\"token punctuation\">:<\/span>y_h<span class=\"token punctuation\">,<\/span> x<span class=\"token punctuation\">:<\/span>x_w<span class=\"token punctuation\">]<\/span>\n<\/code><\/pre>\n<p>\n   \u5b8c\u6210\u5750\u6807\u88c1\u5b9a\u4e4b\u540e\uff0c\u518d\u8fdb\u884c\u7b80\u5355\u7684\u76f8\u51cf\u8fd0\u7b97\uff0c\u6d88\u9664\u8fb9\u6846\u5f71\u54cd\uff0c\u53ef\u4ee5\u8f83\u4e3a\u7cbe\u51c6\u5730\u8ba1\u7b97\u51fa\u6e38\u620f\u753b\u9762\u7684\u56db\u4e2a\u9876\u70b9\u5750\u6807\uff0c\u5e76\u4fee\u6539\u8be5\u7c7b\u4e0b\u76f8\u5e94\u7684\u53c2\u6570\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\tGAME_WIDTH   <span class=\"token operator\">=<\/span> <span class=\"token number\">800<\/span>    <span class=\"token comment\"># \u6e38\u620f\u7a97\u53e3\u5bbd\u5ea6<\/span>\n\tGAME_HEIGHT  <span class=\"token operator\">=<\/span> <span class=\"token number\">450<\/span>    <span class=\"token comment\"># \u6e38\u620f\u7a97\u53e3\u9ad8\u5ea6<\/span>\n\tGAME_BORDER <span class=\"token operator\">=<\/span> <span class=\"token number\">31<\/span>    <span class=\"token comment\"># \u6e38\u620f\u8fb9\u6846<\/span>\n\tFULL_WIDTH <span class=\"token operator\">=<\/span> <span class=\"token number\">1920<\/span>    <span class=\"token comment\"># \u5168\u5c4f\u5bbd\u5ea6<\/span>\n\tFULL_HEIGHT <span class=\"token operator\">=<\/span> <span class=\"token number\">1080<\/span>    <span class=\"token comment\"># \u5168\u5c4f\u9ad8\u5ea6<\/span>\n<\/code><\/pre>\n<p>\n   \u7531\u6b64\uff0c\u4eca\u540e\u5728\u9762\u5bf9\u4efb\u4f55\u4e00\u6b3ePC\u7535\u5b50\u6e38\u620f\u65f6\uff0c\u53ea\u9700\u8981\u5c06\u5176\u7a97\u53e3\u5316\u3001\u5e76\u6309\u90e8\u5c31\u73ed\u5730\u83b7\u53d6\u4ee5\u4e0a\u53c2\u6570\u5373\u53ef\u3002\u8fd9\u4e5f\u662f\u672c\u7b97\u6cd5\u9762\u5411\u5de5\u5177\u5316\u7684\u6838\u5fc3\u5185\u5bb9\u3002\n  <\/p>\n<h5>\n   <a id=\"_51\"><br \/>\n   <\/a><br \/>\n   \u6355\u83b7\u952e\u76d8\u6570\u636e<br \/>\n  <\/h5>\n<p>\n   \u672c\u7b97\u6cd5\u6784\u9020\u4e86\u57fa\u4e8ewin32api\u7684\u952e\u76d8\u8f93\u5165\u8f93\u51fa\u547d\u4ee4\u96c6\u3002\u9274\u4e8e\u300a\u53ea\u72fc\u300b\u4e0d\u5b58\u5728\u201c\u8fde\u62db\u201d\u3001\u201c\u84c4\u529b\u201d\u4e00\u7c7b\u7684\u6e38\u620f\u673a\u5236\uff0c\u6545\u5bf9\u6309\u952e\u65f6\u5e8f\u3001\u65f6\u957f\u4e0d\u4f5c\u4e25\u683c\u8981\u6c42\u3002<br \/>\n   <br \/>\n   \u9996\u5148\u662f\u6a21\u62df\u952e\u76d8\u8f93\u5165\u90e8\u5206\uff0cPressKey\u65b9\u6cd5\u6a21\u62df\u6309\u952e\u6309\u538b\uff0cReleaseKey\u65b9\u6cd5\u5219\u6a21\u62df\u4e86\u6309\u952e\u91ca\u653e\u3002\u5b8c\u6210\u4e00\u6b21\u5b8c\u6574\u7684\u6309\u952e\u70b9\u51fb\uff0c\u9700\u8981\u5148\u6267\u884cPressKey\uff0c\u7136\u540e\u518d\u6267\u884cReleaseKey\uff0c\u76f8\u5f53\u4e8e\u6309\u4e0b\u53bb\u518d\u677e\u5f00\u3002\u7531\u4e8e\u667a\u80fd\u4f53\u7684\u5b66\u4e60\u9014\u5f84\u662f\u81ea\u884c\u63a2\u7d22\uff0c\u672c\u7cfb\u7edf\u9700\u8981\u5728\u4e2d\u9014\u9002\u5f53\u6dfb\u52a0sleep\u65b9\u6cd5\u5236\u9020\u5ef6\u8fdf\uff0c\u4ee5\u6a21\u62df\u771f\u5b9e\u6e38\u620f\u4e2d\u7684\u6548\u679c\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">PressKey<\/span><span class=\"token punctuation\">(<\/span>hexKeyCode<span class=\"token punctuation\">)<\/span>      <span class=\"token comment\"># \u538b\u952e<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">ReleaseKey<\/span><span class=\"token punctuation\">(<\/span>hexKeyCode<span class=\"token punctuation\">)<\/span>    <span class=\"token comment\"># \u677e\u952e<\/span>\n<\/code><\/pre>\n<p>\n   \u7136\u540e\u662f\u76f8\u5bf9\u590d\u6742\u7684\u68c0\u6d4b\u952e\u76d8\u8f93\u51fa\u90e8\u5206\uff0c\u672c\u7cfb\u7edf\u9700\u8981\u6839\u636e\u6e38\u620f\u91cc\u8bbe\u7f6e\u7684\u6309\u952e\u6765\u5b9a\u4e49\u6267\u884c\u76f8\u5e94\u52a8\u4f5c\u7684\u51fd\u6570\u3002\u4f8b\u5982\u672c\u7b97\u6cd5\u9488\u5bf9\u300a\u53ea\u72fc\u300b\u7684\u952e\u4f4d\u8bbe\u7f6e\u4e3a\uff1a\u653b\u51fb\u952eJ\uff0c\u9632\u5fa1\u952eK\uff0c\u8bc6\u7834\uff08\u95ea\u907f\u3001\u57ab\u6b65\uff09\u952eL\uff0c\u8df3\u8dc3\u952eM\u3002\u5982\u524d\u6587\u6240\u8ff0\uff0c\u5f97\u76ca\u4e8e\u8be5\u6e38\u620f\u7684\u7279\u6b8a\u673a\u5236\uff0c\u4e0a\u4e0b\u5de6\u53f3\u7684\u4f4d\u79fb\u6570\u636e\u6781\u6613\u9020\u6210\u6570\u636e\u5197\u6742\u4e14\u5bf9\u6e38\u620f\u83b7\u80dc\u5e2e\u52a9\u4e0d\u5927\uff0c\u6545\u5728\u6b64\u53bb\u6389\u4e86\u79fb\u52a8\u952e\u4f4d\u8f93\u51fa\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token comment\"># \u653b\u51fb<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">attack<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t    PressKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'J'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span>delay<span class=\"token punctuation\">)<\/span>\n\t    ReleaseKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'J'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t\n\t<span class=\"token comment\"># \u9632\u5fa1<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">deflect<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t    PressKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'K'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span>delay<span class=\"token punctuation\">)<\/span>\n\t    ReleaseKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'K'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t\n\t<span class=\"token comment\"># \u95ea\u907f\u3001\u8bc6\u7834\u3001\u57ab\u6b65<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">dodge<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t    PressKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'L'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span>delay<span class=\"token punctuation\">)<\/span>\n\t    ReleaseKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'L'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t\n\t<span class=\"token comment\"># \u8df3\u8dc3<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">jump<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t    PressKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'M'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n\t    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span>delay<span class=\"token punctuation\">)<\/span>\n\t    ReleaseKey<span class=\"token punctuation\">(<\/span>dk<span class=\"token punctuation\">[<\/span><span class=\"token string\">'M'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<p>\n   \u7ecf\u6570\u5341\u6b21\u6d4b\u8bd5\uff0c\u6309\u952e\u5ef6\u8fdf\u4e3a0.1\u79d2\u65f6\u4eba\u7269\u884c\u52a8\u6b63\u5e38\uff0c\u4e0d\u4f1a\u51fa\u73b0\u56e0\u5ef6\u8fdf\u8fc7\u4f4e\u6216\u8fc7\u9ad8\u51fa\u73b0\u7684\u201c\u89d2\u8272\u62bd\u6410\u201d\u73b0\u8c61\u3002\n  <\/p>\n<h5>\n   <a id=\"_89\"><br \/>\n   <\/a><br \/>\n   \u91cf\u5316\u89d2\u8272\u72b6\u6001<br \/>\n  <\/h5>\n<p>\n   \u5728\u300a\u53ea\u72fc\u300b\u4e2d\uff0c\u89c2\u5bdf\u73af\u5883\u72b6\u6001\u3001\u8ba1\u7b97\u5956\u52b1\u7684\u6838\u5fc3\u70b9\u662f\u4eba\u7269\u72b6\u6001\u7684\u53d8\u5316\uff0c\u4f8b\u5982\u76ee\u6807\u751f\u547d\u503c\u51cf\u5c11\u3001\u81ea\u8eab\u67b6\u52bf\u503c\u589e\u52a0\u7b49\u3002\u7531\u4e8e\u7f3a\u5c11\u5e95\u5c42API\uff0c\u4ece\u5b9e\u65f6\u753b\u9762\u4e2d\u5206\u6790\u8fd9\u4e9b\u4fe1\u606f\u662f\u5fc5\u8981\u7684\u3002<br \/>\n   <br \/>\n   \u672c\u7b97\u6cd5\u9700\u8981\u91cf\u5316\u83b7\u53d6\u7684\u56db\u4e2a\u72b6\u6001\u5206\u522b\u4e3a\uff1a\u81ea\u8eab\u751f\u547d\u503c\u3001\u81ea\u8eab\u67b6\u52bf\u503c\u3001\u654c\u65b9\u751f\u547d\u503c\u3001\u654c\u65b9\u67b6\u52bf\u503c\uff0c\u5206\u522b\u5982\u56fe\u4e2d\u7eff\u6846\u6240\u793a\u3002<br \/>\n   \n  <\/p>\n<p>\n   \u672c\u7b97\u6cd5\u91c7\u7528\u4e86\u8fb9\u7f18\u68c0\u6d4b\u7684\u65b9\u6cd5\u91cf\u5316\u4eba\u7269\u72b6\u6001\u3002\u6b63\u5982\u524d\u6587\u6240\u8ff0\uff0c\u672c\u65b9\u6cd5\u89e3\u51b3\u4e86\u5e38\u89c4\u7684\u201c\u4e8c\u503c\u5316\u53d6\u50cf\u7d20\u503c\u201d\u65b9\u6cd5\u4e2d\u65e0\u6cd5\u83b7\u53d6\u67b6\u52bf\u7684\u95ee\u9898\uff0c\u8fd9\u662f\u56e0\u4e3a\u67b6\u52bf\u6761\u4f1a\u968f\u7740\u5176\u5927\u5c0f\u51fa\u73b0\u6e10\u53d8\u8272\uff0c\u5f71\u54cd\u50cf\u7d20\u503c\u7684\u5224\u65ad\u3002\u67b6\u52bf\u6761\u672a\u663e\u793a\u65f6\uff0c\u5219\u9ed8\u8ba4\u5f55\u5165\u503c\u4e3a0\u3002<br \/>\n   <br \/>\n   \u5982\u56fe\u6240\u793a\uff0c\u8fd9\u91cc\u9700\u8981\u518d\u6b21\u4f7f\u7528\u6355\u83b7\u5174\u8da3\u533a\u57df\u7684\u51fd\u6570\u7ec4\uff0c\u7531\u4e8e\u5404\u4e2a\u4eba\u7269\u72b6\u6001\u4fe1\u606f\u680f\u4f4d\u7f6e\u548c\u5f62\u5f0f\u56fa\u5b9a\uff0c\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u91c7\u96c6\u5230\u5750\u6807\u4fe1\u606f\u5e76\u4f7f\u7528\u56fe\u50cf\u5904\u7406\u65b9\u6cd5\u5c06\u201c\u8840\u6761\u201d\u3001\u201c\u67b6\u52bf\u6761\u201d\u91cf\u5316\u3002<br \/>\n   \n  <\/p>\n<p>\n   \u4ee5\u83b7\u53d6\u81ea\u8eab\u751f\u547d\u503c\u4e3a\u4f8b\uff0c\u88c1\u5b9a\u5174\u8da3\u533a\u57df\u4e4b\u540e\u5bf9\u8be5\u533a\u57df\u8fdb\u884c\u5e38\u89c4\u7684Canny\u7b97\u5b50\u8fb9\u7f18\u68c0\u6d4b\u5e76\u8f6c\u5316\u6210\u5341\u8fdb\u5236\u6570\u5b57\u4f5c\u4e3a\u8fd4\u56de\u503c\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token comment\"># \u8bc6\u522b\u81ea\u8eab\u8840\u91cf<\/span>\n\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_self_HP<\/span><span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t   img <span class=\"token operator\">=<\/span> ROI<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">,<\/span> x<span class=\"token operator\">=<\/span><span class=\"token number\">48<\/span><span class=\"token punctuation\">,<\/span> x_w<span class=\"token operator\">=<\/span><span class=\"token number\">307<\/span><span class=\"token punctuation\">,<\/span> y<span class=\"token operator\">=<\/span><span class=\"token number\">406<\/span><span class=\"token punctuation\">,<\/span> y_h<span class=\"token operator\">=<\/span><span class=\"token number\">410<\/span><span class=\"token punctuation\">)<\/span>\n\t   canny <span class=\"token operator\">=<\/span> cv2<span class=\"token punctuation\">.<\/span>Canny<span class=\"token punctuation\">(<\/span>cv2<span class=\"token punctuation\">.<\/span>GaussianBlur<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">,<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span>\n\t   value <span class=\"token operator\">=<\/span> canny<span class=\"token punctuation\">.<\/span>argmax<span class=\"token punctuation\">(<\/span>axis<span class=\"token operator\">=<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\n\t   <span class=\"token keyword\">return<\/span> np<span class=\"token punctuation\">.<\/span>median<span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<p>\n   \u6700\u540e\u5c06\u56db\u7c7b\u72b6\u6001\u4fe1\u606f\u8fdb\u884c\u5c01\u88c5\uff0c\u4ee5\u4fbf\u7edf\u4e00\u8c03\u7528\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_game_status<\/span><span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\t    <span class=\"token keyword\">return<\/span> get_self_HP<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> get_self_posture<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> get_boss_HP<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> get_boss_posture<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<h5>\n   <a id=\"_115\"><br \/>\n   <\/a><br \/>\n   \u6784\u9020\u7f51\u7edc\u6a21\u578b<br \/>\n  <\/h5>\n<p>\n   \u672c\u7b97\u6cd5\u6a21\u578b\u4e3b\u8981\u4f7f\u7528\u7684\u662f DQN \u7b97\u6cd5\uff0c\u5373\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u66f4\u65b0Q\u8868\u683c\u3002\u6839\u636e\u8096\u667a\u6e05\u5728\u300a\u5f3a\u5316\u5b66\u4e60\u539f\u7406\u4e0ePython\u5b9e\u73b0\u300b\u4e2d\u63d0\u4f9b\u7684DQN\u7f51\u7edc\u6a21\u578b\u6e90\u7801\uff0c\u672c\u7cfb\u7edf\u5c06\u5176\u5c01\u88c5\uff0c\u5728\u5e94\u7528\u5230\u8bad\u7ec3\u4e0d\u540c\u6e38\u620f\u524d\u6839\u636e\u9700\u8981\u4fee\u6539\u7f51\u7edc\u7ed3\u6784\uff0c\u589e\u52a0\u5377\u79ef\u5c42\u548c\u6c60\u5316\u5c42\uff0c\u4ee5\u8fbe\u5230\u5de5\u5177\u9002\u914d\u7684\u6548\u679c\u3002\u800c\u5982\u4f55\u6070\u5f53\u5730\u5bf9\u7ed3\u6784\u8fdb\u884c\u8c03\u6574\uff0c\u4e5f\u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u6700\u5927\u96be\u70b9\u3002<br \/>\n   \n  <\/p>\n<p>\n   \u5728\u6784\u9020\u7f51\u7edc\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\uff0c\u672c\u7b97\u6cd5\u4f7f\u7528\u7ecf\u9a8c\u56de\u653e\u6c60\u7684\u65b9\u6cd5\u6765\u89e3\u51b3\u6837\u672c\u6570\u636e\u7684\u5f3a\u76f8\u5173\u6027\u95ee\u9898\u3002\u7ecf\u9a8c\u56de\u653e\u6c60\u4e2d\u653e\u5165\u4e86\u5f88\u591a\u6b21\u6218\u6597\u4e2d\u91c7\u96c6\u5230\u7684\u4ea4\u4e92\u6570\u636e\uff0c\u800c\u4f7f\u7528\u7ecf\u9a8c\u56de\u653e\u6c60\u540e\u8bad\u7ec3\u7684\u6279\u6570\u636e\u5c31\u80fd\u968f\u673a\u4ece\u6c60\u4e2d\u62bd\u53d6\uff0c\u8fd9\u6837\u4fdd\u8bc1\u4e86\u6570\u636e\u5747\u6765\u81ea\u4e0d\u540c\u7684\u6218\u6597\uff0c\u5927\u5e45\u5ea6\u964d\u4f4e\u4e86\u6570\u636e\u95f4\u7684\u76f8\u5173\u6027\u3002\n  <\/p>\n<p>\n   \u8fd9\u6837\u7684DQN \u7b97\u6cd5\u5c5e\u4e8eOff-Policy\u7b97\u6cd5\uff0c \u5b83\u80fd\u5b66\u4e60\u5f53\u524d\u7ecf\u5386\u7740\u7684, \u4e5f\u80fd\u5b66\u4e60\u8fc7\u53bb\u7ecf\u5386\u8fc7\u7684, \u751a\u81f3\u662f\u5b66\u4e60\u522b\u4eba\u7684\u7ecf\u5386\uff0c\u6240\u4ee5\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u968f\u673a\u7684\u52a0\u5165\u4e4b\u524d\u7684\u7ecf\u9a8c\u4f1a\u8ba9\u795e\u7ecf\u7f51\u7edc\u66f4\u6709\u6548\u7387\u3002\u7ecf\u9a8c\u6c60\u89e3\u51b3\u4e86\u76f8\u5173\u6027\u53ca\u975e\u9759\u6001\u5206\u5e03\u95ee\u9898\u3002\u4ed6\u901a\u8fc7\u5728\u6bcf\u4e2atimestep\u4e0bagent\u4e0e\u73af\u5883\u4ea4\u4e92\u5f97\u5230\u7684\u8f6c\u79fb\u6837\u672c\u50a8\u5b58\u5230\u56de\u653e\u8bb0\u5fc6\u7f51\u7edc\uff0c\u8981\u8bad\u7ec3\u65f6\u5c31\u968f\u673a\u62ff\u51fa\u4e00\u4e9b\uff08minibatch\uff09\u6765\u8bad\u7ec3\u56e0\u6b64\u6253\u4e71\u5176\u4e2d\u7684\u76f8\u5173\u6027\u3002<br \/>\n   <br \/>\n   \u5982\u82e5\u7814\u7a76\u8005\u5e0c\u671b\u770b\u89c1\u667a\u80fd\u4f53\u63a2\u7d22\u51fa\u98ce\u683c\u591a\u6837\u7684\u6218\u6597\u98ce\u683c\uff0c\u7531\u6b64\u91c7\u6837\u7684\u5229\u7528\u7387\u4ea6\u4f1a\u5927\u5e45\u63d0\u9ad8\uff0c\u8fd9\u5bf9\u57fa\u4e8e\u503c\u51fd\u6570\u8fd1\u4f3c\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u800c\u8a00\u662f\u975e\u5e38\u6709\u76ca\u7684\u3002\n  <\/p>\n<h5>\n   <a id=\"_123\"><br \/>\n   <\/a><br \/>\n   \u8bbe\u7f6e\u5956\u52b1\u7cfb\u7edf<br \/>\n  <\/h5>\n<p>\n   \u9488\u5bf93.4\u4e2d\u6700\u540e\u5c01\u88c5\u6574\u5408\u7684\u72b6\u6001\u83b7\u53d6\uff0c\u5176\u8fd4\u56de\u7684\u662f\u4e00\u4e2a\u5305\u542b\u56db\u79cd\u91cf\u5316\u72b6\u6001\u7684\u5143\u7ec4\uff0c\u56e0\u6b64\u53ef\u4ee5\u5206\u522b\u7528\u4e0b\u4e00\u72b6\u6001\u7684\u4eba\u7269\u4fe1\u606f\u51cf\u53bb\u5f53\u524d\u72b6\u6001\u7684\u4eba\u7269\u4fe1\u606f\uff0c\u5c31\u80fd\u5f97\u5230\u5bf9\u5e94\u72b6\u6001\u503c\u7684\u53d8\u5316\u91cf\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token triple-quoted-string string\">\"\"\"\n\tnext_status - cur_status\n\t\u7b49\u4e8e (\u81ea\u8eab\u751f\u547d\u53d8\u5316\u503c\uff0c\u81ea\u8eab\u67b6\u52bf\u53d8\u5316\u503c\uff0c\u76ee\u6807\u751f\u547d\u53d8\u5316\u503c\uff0c\u76ee\u6807\u67b6\u52bf\u53d8\u5316\u503c)\n\t\"\"\"<\/span>\n\ts1 <span class=\"token operator\">=<\/span> next_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">-<\/span> cur_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span>    <span class=\"token comment\"># \u81ea\u8eab\u751f\u547d\u53d8\u5316\u503c<\/span>\n\ts2 <span class=\"token operator\">=<\/span> next_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">-<\/span> cur_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span>    <span class=\"token comment\"># \u81ea\u8eab\u67b6\u52bf\u53d8\u5316\u503c<\/span>\n\ts3 <span class=\"token operator\">=<\/span> next_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">-<\/span> cur_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span>    <span class=\"token comment\"># \u76ee\u6807\u751f\u547d\u53d8\u5316\u503c<\/span>\n\ts4 <span class=\"token operator\">=<\/span> next_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">-<\/span> cur_status<span class=\"token punctuation\">[<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span>    <span class=\"token comment\"># \u76ee\u6807\u67b6\u52bf\u53d8\u5316\u503c<\/span>\n<\/code><\/pre>\n<p>\n   \u800c\u6839\u636e\u6e38\u620f\u5185\u5bb9\uff0c\u7814\u7a76\u8005\u53ef\u4ee5\u5224\u65ad\u51fa\u8fd9\u56db\u4e2a\u53d8\u5316\u91cf\u5bf9\u4e8e\u6e38\u620f\u8fc7\u7a0b\u7684\u5f71\u54cd\uff0c\u4f8b\u5982\u81ea\u8eab\u751f\u547d\u503c\u4e0b\u964d\u5e26\u6765\u7684\u662f\u8d1f\u9762\u5f71\u54cd\uff0c\u56e0\u6b64\u5448\u8d1f\u76f8\u5173\uff1b\u800c\u76ee\u6807\u751f\u547d\u503c\u4e0b\u964d\u5e26\u6765\u7684\u662f\u6b63\u9762\u53cd\u9988\uff0c\u56e0\u6b64\u5448\u6b63\u76f8\u5173\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\ts1 <span class=\"token operator\">*=<\/span>  <span class=\"token number\">1<\/span>    <span class=\"token comment\"># \u6b63\u76f8\u5173<\/span>\n\ts2 <span class=\"token operator\">*=<\/span> <span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span>    <span class=\"token comment\"># \u8d1f\u76f8\u5173<\/span>\n\ts3 <span class=\"token operator\">*=<\/span> <span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span>    <span class=\"token comment\"># \u8d1f\u76f8\u5173<\/span>\n\ts4 <span class=\"token operator\">*=<\/span>  <span class=\"token number\">1<\/span>    <span class=\"token comment\"># \u6b63\u76f8\u5173<\/span>\n<\/code><\/pre>\n<p>\n   \u8fd9\u91cc\u7684\u5956\u52b1\u89c4\u5219\u5b8c\u5168\u53ef\u4ee5\u81ea\u884c\u8bbe\u5b9a\uff0c\u800c\u4e14\u7ecf\u6d4b\u8bd5\u53d1\u73b0\uff0c\u4e0d\u540c\u7a0b\u5ea6\u7684\u6b63\u8d1f\u53c2\u6570\u8bbe\u5b9a\uff0c\u4f1a\u663e\u8457\u5f71\u54cd\u6574\u4e2a\u667a\u80fd\u4f53\u7684\u5956\u52b1\u66f2\u7ebf\u3002\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u901a\u8fc7\u8bbe\u5b9a\u66f4\u590d\u6742\u7684\u5956\u52b1\u53c2\u6570\u6765\u201c\u5f15\u5bfc\u201d\u6216\u8005\u8bf4\u201c\u8981\u6c42\u201d\u667a\u80fd\u4f53\u53d1\u73b0\u5404\u79cd\u98ce\u683c\u8fe5\u5f02\u7684\u6218\u6597\u65b9\u5f0f\u3002<br \/>\n   <br \/>\n   \u4f8b\u5982\uff0c\u901a\u8fc7\u62d4\u9ad8\u751f\u547d\u503c\u65b9\u9762\u7684\u5956\u52b1\u5e45\u5ea6\uff0c\u6765\u8ba9\u667a\u80fd\u4f53\u63a2\u7d22\u6218\u6597\u65f6\u66f4\u4e3a\u6fc0\u8fdb\u3002\u751a\u81f3\u53ef\u4ee5\u6839\u636e\u300a\u53ea\u72fc\u300b\u6e38\u620f\u672c\u8eab\u7684\u7279\u6b8a\u673a\u5236\u2014\u2014\u5b8c\u7f8e\u9632\u5fa1\uff0c\u5373\u81ea\u8eab\u751f\u547d\u503c\u4e0d\u51cf\u7684\u540c\u65f6\uff0c\u654c\u65b9\u67b6\u52bf\u503c\u4e0a\u5347\uff0c\u8fd9\u79cd\u60c5\u51b5\u8bbe\u5b9a\u7ed9\u4e88\u53cc\u500d\u5956\u52b1\uff0c\u65e8\u5728\u8bad\u7ec3\u667a\u80fd\u4f53\u66f4\u503e\u5411\u4e8e\u201c\u65e0\u4f24\u201d\u6218\u6597\uff0c\u8fd9\u4e5f\u662f\u9876\u5c16\u4eba\u7c7b\u73a9\u5bb6\u7684\u4e00\u822c\u73a9\u6cd5\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token keyword\">if<\/span><span class=\"token punctuation\">(<\/span>s1 <span class=\"token operator\">==<\/span> <span class=\"token number\">0<\/span> <span class=\"token operator\">and<\/span> s3 <span class=\"token operator\">==<\/span> <span class=\"token number\">0<\/span> <span class=\"token operator\">and<\/span> s4 <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n\ts5 <span class=\"token operator\">=<\/span> s4<span class=\"token operator\">*<\/span><span class=\"token number\">2<\/span>\n<\/code><\/pre>\n<p>\n   \u5f53\u7136\uff0c\u8d8a\u590d\u6742\u7684\u5956\u52b1\u7cfb\u7edf\u8bbe\u8ba1\uff0c\u6536\u655b\u6548\u7387\u8d8a\u96be\u5f97\u4ee5\u4fdd\u8bc1\uff0c\u5bf9\u7f51\u7edc\u6a21\u578b\u7ed3\u6784\u8981\u6c42\u4e5f\u8d8a\u9ad8\uff0c\u9700\u8981\u66f4\u591a\u65b0\u7684\u6280\u672f\u6765\u5b8c\u5584\u8bad\u7ec3\u8fc7\u7a0b\u3002\n  <\/p>\n<h5>\n   <a id=\"_156\"><br \/>\n   <\/a><br \/>\n   \u53c2\u6570\u8bbe\u7f6e<br \/>\n  <\/h5>\n<p>\n   \u6700\u540e\uff0c\u5728\u6b63\u5f0f\u8fdb\u5165\u8bad\u7ec3\u4e4b\u524d\uff0c\u8fd8\u9700\u8981\u660e\u786e\u4e00\u4e9b\u6a21\u5757\u5316\u7684\u53c2\u6570\u8bbe\u7f6e\u3002<br \/>\n   <br \/>\n   \u8fd9\u91cc\u5b9a\u4e49\u4e86\u4e00\u4e2aAgent\u7c7b\uff0c\u7528\u4e8e\u4fdd\u5b58\u5fc5\u8981\u7684\u53c2\u6570\u4ee5\u53ca\u540e\u7eed\u591a\u6a21\u578b\u8bad\u7ec3\u6d4b\u8bd5\u7684\u7ba1\u7406\uff0c\u8fd9\u4e5f\u662f\u524d\u6587\u63d0\u5230\u7684\u672c\u7cfb\u7edf\u5de5\u5177\u5316\u7684\u4e00\u90e8\u5206\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Agent<\/span><span class=\"token punctuation\">:<\/span>\n\t    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>\n\t        self<span class=\"token punctuation\">,<\/span>\n\t        save_memory_path<span class=\"token operator\">=<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span>\n\t        load_memory_path<span class=\"token operator\">=<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span>\n\t        save_weights_path<span class=\"token operator\">=<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span>\n\t        load_weights_path<span class=\"token operator\">=<\/span><span class=\"token boolean\">None<\/span>\n\t    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n<\/code><\/pre>\n<p>\n   \u5728\u753b\u9762\u622a\u53d6\u65b9\u9762\uff0c\u5df2\u7ecf\u6355\u83b7\u4e86800*450\u7684\u6e38\u620f\u753b\u9762\uff0c\u4f46\u662f\u5c06\u6574\u4e2a\u753b\u9762\u7684\u50cf\u7d20\u503c\u5168\u90e8\u4f5c\u4e3a\u6570\u636e\u8f93\u5165\u7684\u8bdd\u4ecd\u5b58\u5728\u8f83\u591a\u7684\u5e72\u6270\uff0c\u8fd9\u91cc\u9700\u8981\u5bf9\u6838\u5fc3\u6218\u6597\u533a\u57df\u518d\u505a\u4e00\u6b21\u5174\u8da3\u533a\u57df\u88c1\u526a\u3002\u5982\u56fe\u6240\u793a\uff0c\u5728\u300a\u53ea\u72fc\u300b\u4e2d\u9501\u5b9a\u654c\u4eba\u4e4b\u540e\uff0c\u5b9e\u9645\u4e0a\u9700\u8981\u6355\u83b7\u7684\u4ec5\u4e3a\u753b\u9762\u4e2d\u592e\u7684\u5c0f\u90e8\u5206\u533a\u57df\u3002<br \/>\n   \n  <\/p>\n<p>\n   \u56e0\u6b64\uff0c\u4ee5\u300a\u53ea\u72fc\u300b\u4e3a\u4f8b\uff0c\u5728800<br \/>\n   <em><br \/>\n    450\u5206\u8fa8\u7387\u60c5\u51b5\u4e0b\u53d6200<br \/>\n   <\/em><br \/>\n   200\u7684\u6838\u5fc3\u533a\u57df\u3002\u533a\u57df\u5750\u6807\u5206\u522b\u4e3ax\uff0cx_w\uff0cy\uff0cy_h\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\t<span class=\"token comment\"># 800 x 450 window mode<\/span>\n\tx   <span class=\"token operator\">=<\/span> <span class=\"token number\">800<\/span> <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">-<\/span> <span class=\"token number\">200<\/span>    <span class=\"token comment\"># \u5de6 \u4e0d\u5c0f\u4e8e0\uff0c\u5c0f\u4e8e x_w<\/span>\n\tx_w <span class=\"token operator\">=<\/span> <span class=\"token number\">800<\/span> <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">200<\/span>    <span class=\"token comment\"># \u53f3 \u4e0d\u5927\u4e8e\u56fe\u50cf\u5bbd\u5ea6\uff0c\u5927\u4e8e x<\/span>\n\ty   <span class=\"token operator\">=<\/span> <span class=\"token number\">450<\/span> <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">-<\/span> <span class=\"token number\">200<\/span>    <span class=\"token comment\"># \u4e0a \u4e0d\u5c0f\u4e8e0\uff0c\u5c0f\u4e8e y_h<\/span>\n\ty_h <span class=\"token operator\">=<\/span> <span class=\"token number\">450<\/span> <span class=\"token operator\">\/\/<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">200<\/span>    <span class=\"token comment\"># \u4e0b \u4e0d\u5927\u4e8e\u56fe\u50cf\u9ad8\u5ea6\uff0c\u5927\u4e8e y<\/span>\n<\/code><\/pre>\n<p>\n   \u5728\u7f51\u7edc\u6a21\u578b\u65b9\u9762\uff0cin_depth\u53c2\u6570\u4ee3\u8868\u5377\u79ef\u6838\uff0c\u82e5\u4e3a\u4e8c\u7ef4\u5377\u79ef\u5219\u7f6e1\uff1bin_height\u548cin_width\u5206\u522b\u4ee3\u8868\u8f93\u5165\u6a21\u578b\u65f6\u5bf9\u56fe\u50cf\u7684\u7f29\u653e\u6bd4\uff1bin_channels\u4ee3\u8868\u989c\u8272\u901a\u9053\u6570\u91cf\uff1boutputs\u4ee3\u8868\u8f93\u5165\u52a8\u4f5c\u6570\u91cf\uff0c\u5373\u667a\u80fd\u4f53\u80fd\u591f\u6267\u884c\u51e0\u79cd\u52a8\u4f5c\uff1blr\u5219\u4ee3\u8868\u5b66\u4e60\u7387\uff0c\u9ed8\u8ba4\u4e3a0.001\uff0c\u5982\u679c\u8981\u4fee\u6539\u7684\u8bdd\uff0c\u524d\u671f\u53ef\u4ee5\u8bbe\u7f6e\u5927\u70b9\uff0c\u5feb\u901f\u6536\u655b\uff0c\u540e\u671f\u8bbe\u7f6e\u5c0f\u4e00\u70b9\uff0c\u63d0\u5347\u5b66\u4e60\u6548\u679c\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\tin_depth    <span class=\"token operator\">=<\/span> <span class=\"token number\">1<\/span>\n\tin_height   <span class=\"token operator\">=<\/span> <span class=\"token number\">5<\/span>\n\tin_width    <span class=\"token operator\">=<\/span> <span class=\"token number\">5<\/span>\n\tin_channels <span class=\"token operator\">=<\/span> <span class=\"token number\">1<\/span>\n\toutputs <span class=\"token operator\">=<\/span> <span class=\"token number\">4<\/span>\n\tlr <span class=\"token operator\">=<\/span> <span class=\"token number\">0.001<\/span>\n<\/code><\/pre>\n<p>\n   \u5728\u5f3a\u5316\u5b66\u4e60\u65b9\u9762\uff0cgamma\u53c2\u6570\u4ee3\u8868\u5956\u52b1\u8870\u51cf\uff0c\u5373\u672a\u6765\u5bf9\u73b0\u5728\u7684\u91cd\u8981\u7a0b\u5ea6\uff0c\u8bbe\u7f6e1\u4ee3\u8868\u540c\u7b49\u91cd\u8981\uff0c\u6a21\u578b\u66f4\u6709\u8fdc\u77bb\u6027\uff0cgamma\u503c\u8bbe\u7f6e\u5f97\u8d8a\u5c0f\u8bf4\u660e\u8d8a\u91cd\u89c6\u5f53\u524d\u7684\u51b3\u7b56\uff1breplay_memory_size\u548creplay_start_size\u4ee3\u8868\u8bb0\u5fc6\u5bb9\u91cf\u548c\u5f00\u59cb\u7ecf\u9a8c\u56de\u653e\u65f6\u7684\u50a8\u5b58\u8bb0\u5fc6\u91cf\uff0c\u5373\u524d\u6587\u63d0\u5230\u7684\u56de\u653e\u7ecf\u9a8c\u6c60\uff0c\u5230\u8fbe\u6700\u7ec8\u63a2\u7d22\u7387\u540e\u624d\u5f00\u59cb\uff1bbatch_size\u4ee3\u8868\u6837\u672c\u62bd\u53d6\u6570\u91cf\uff1bupdate_freq\u4ee3\u8868\u8bad\u7ec3\u8bc4\u4f30\u7f51\u7edc\u7684\u9891\u7387\uff1btarget_netword_update_freq\u5219\u4ee3\u8868\u66f4\u65b0\u76ee\u6807\u7f51\u7edc\u7684\u9891\u7387\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\tin_depth    <span class=\"token operator\">=<\/span> <span class=\"token number\">1<\/span>\n\tin_height   <span class=\"token operator\">=<\/span> <span class=\"token number\">5<\/span>\n\tin_width    <span class=\"token operator\">=<\/span> <span class=\"token number\">5<\/span>\n\tin_channels <span class=\"token operator\">=<\/span> <span class=\"token number\">1<\/span>\n\toutputs <span class=\"token operator\">=<\/span> <span class=\"token number\">4<\/span>\n\tlr <span class=\"token operator\">=<\/span> <span class=\"token number\">0.001<\/span>\n<\/code><\/pre>\n<h5>\n   <a id=\"_205\"><br \/>\n   <\/a><br \/>\n   \u6a21\u578b\u8bad\u7ec3<br \/>\n  <\/h5>\n<p>\n   \u4e3a\u4e86\u7ba1\u7406\u65b9\u4fbf\uff0c\u672c\u7cfb\u7edf\u9009\u51fa\u4e86\u300a\u53ea\u72fc\u300b\u4e2d\u9887\u5177\u4ee3\u8868\u6027\u7684\u56db\u4f4d\u5e38\u89c4\u4eba\u5f62BOSS\uff0c\u5e76\u4e3a\u4ed6\u4eec\u521b\u5efa\u4e86\u4fdd\u5b58\u5bf9\u5e94\u6a21\u578b\u7684\u76f8\u5e94\u76ee\u5f55\uff1a\u82c7\u540d\u5f26\u4e00\u90ce\u3001\u5df4\u6d41\u5f26\u4e00\u90ce\u3001\u5251\u5723\u4e00\u5fc3\u4ee5\u53ca\u5bab\u5185\u7834\u6212\u50e7\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\ttarget <span class=\"token operator\">=<\/span> <span class=\"token string\">'Genichiro_Ashina'<\/span> <span class=\"token comment\"># \u82c7\u540d\u5f26\u4e00\u90ce<\/span>\n\t<span class=\"token comment\"># target = 'Genichiro_Way_of_Tomoe' # \u5df4\u6d41 \u82c7\u540d\u5f26\u4e00\u90ce<\/span>\n\t<span class=\"token comment\"># target = 'True_Monk' # \u5bab\u5185\u7834\u6212\u50e7<\/span>\n\t<span class=\"token comment\"># target = 'Isshin_the_Sword_Saint' # \u5251\u5723\u4e00\u5fc3<\/span>\n\t\n\t<span class=\"token comment\"># \u4fdd\u5b58\u8def\u5f84<\/span>\n\tSAVE_PATH <span class=\"token operator\">=<\/span> <span class=\"token string\">'Boss\/'<\/span> <span class=\"token operator\">+<\/span> target <span class=\"token operator\">+<\/span> <span class=\"token string\">'\/'<\/span> <span class=\"token operator\">+<\/span> target\n<\/code><\/pre>\n<p>\n   \u8c03\u7528Agent\u7c7b\uff0c\u8bbe\u5b9a\u597d\u8bad\u7ec3\u76ee\u6807\u548c\u8bb0\u5fc6\u6c60\u76f8\u5173\u53c2\u6570\uff0c\u7b49\u5f85CUDA\u52a0\u8f7d\u5b8c\u6bd5\uff0c\u52a0\u8f7d\u5b8c\u6bd5\u540e\u8bad\u7ec3\u7a0b\u5e8f\u81ea\u52a8\u5904\u4e8e\u6682\u505c\u72b6\u6001\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\ttrain <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\n\t    save_memory_path <span class=\"token operator\">=<\/span> SAVE_PATH <span class=\"token operator\">+<\/span> <span class=\"token string\">'_memory.json'<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u4fdd\u5b58\u8bb0\u5fc6<\/span>\n\t    load_memory_path <span class=\"token operator\">=<\/span> SAVE_PATH <span class=\"token operator\">+<\/span> <span class=\"token string\">'_memory.json'<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u52a0\u8f7d\u8bb0\u5fc6<\/span>\n\t    save_weights_path <span class=\"token operator\">=<\/span> SAVE_PATH <span class=\"token operator\">+<\/span> <span class=\"token string\">'_w.h5'<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\"># \u4fdd\u5b58\u6a21\u578b\u6743\u91cd<\/span>\n\t    load_weights_path <span class=\"token operator\">=<\/span> SAVE_PATH <span class=\"token operator\">+<\/span> <span class=\"token string\">'_w.h5'<\/span>     <span class=\"token comment\"># \u52a0\u8f7d\u6a21\u578b\u6743\u91cd<\/span>\n\t<span class=\"token punctuation\">)<\/span>\n\ttrain<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<p>\n   \u5982\u56fe\uff0c\u8fdb\u5165\u6e38\u620f\u7a97\u53e3\uff0c\u6309\u4e0b\u6309\u952eT\uff0c\u5373\u53ef\u5f00\u59cb\u8bad\u7ec3\u3002\u6309T\u53ef\u518d\u6b21\u6682\u505c\uff0c\u6309P\u5219\u4e2d\u6b62\u8bad\u7ec3\u3002<br \/>\n   \n  <\/p>\n<p>\n   \u82e5\u89c2\u6d4b\u5230\u63a7\u5236\u53f0\u6bcf\u5e27\u8f93\u51fa\u65e0\u8bef\uff0c\u5219\u8bad\u7ec3\u8fdb\u7a0b\u6b63\u5e38\u3002<br \/>\n   <br \/>\n   \u8bad\u7ec3\u7ed3\u675f\u540e\uff0c\u6253\u5370\u51fa\u5355\u6b21\u8bad\u7ec3\u7684reward\u5956\u52b1\u66f2\u7ebf\u56fe\u3002<br \/>\n   \n  <\/p>\n<h5>\n   <a id=\"_237\"><br \/>\n   <\/a><br \/>\n   \u6a21\u578b\u6d4b\u8bd5<br \/>\n  <\/h5>\n<p>\n   \u6839\u636e\u5b8c\u6210\u8bad\u7ec3\u7684\u6a21\u578b\u5bf9\u5e94\u8def\u5f84\u4fee\u6539target\u503c\uff0c\u8c03\u7528Agent\u7c7b\uff0c\u8fdb\u884c\u6d4b\u8bd5\u3002\n  <\/p>\n<pre><code class=\"prism language-python\">\ttest <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\n\t    load_weights_path <span class=\"token operator\">=<\/span> target <span class=\"token operator\">+<\/span> <span class=\"token string\">'_w.h5'<\/span>\n\t<span class=\"token punctuation\">)<\/span>\n\ttest<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<p>\n   \u6b65\u9aa4\u540c\u8bad\u7ec3\uff0c\u82e5\u89c2\u6d4b\u5230\u63a7\u5236\u53f0\u6bcf\u5e27\u8f93\u51fa\u65e0\u8bef\uff0c\u5219\u6d4b\u8bd5\u8fdb\u7a0b\u6b63\u5e38\u3002\n  <\/p>\n<h3>\n   <a id=\"_248\"><br \/>\n   <\/a><br \/>\n   \u53c2\u8003\u6559\u7a0b<br \/>\n  <\/h3>\n<ul>\n<li>\n    Sentdex\u5927\u795e\u7684GTA5\u81ea\u52a8\u9a7e\u9a76\u6559\u7a0b \u3010<br \/>\n    <a href=\"https:\/\/www.bilibili.com\/video\/BV1yC4y1s7gg?share_source=copy_web\" rel=\"nofollow\"><br \/>\n     B\u7ad9\u642c\u8fd0<br \/>\n    <\/a><br \/>\n    \u3011\u3010<br \/>\n    <a href=\"https:\/\/github.com\/Sentdex\/pygta5\"><br \/>\n     Github<br \/>\n    <\/a><br \/>\n    \u3011\n   <\/li>\n<li>\n    B\u7ad9up\u84dd\u9b54digital\u7684\u5f3a\u5316\u5b66\u4e60&amp;\u673a\u5668\u5b66\u4e60\u6253\u53ea\u72fc\u6559\u7a0b \u3010<br \/>\n    <a href=\"https:\/\/www.bilibili.com\/video\/BV1bz4y1R7kB\" rel=\"nofollow\"><br \/>\n     B\u7ad9<br \/>\n    <\/a><br \/>\n    \u3011\u3010<br \/>\n    <a href=\"https:\/\/github.com\/analoganddigital\/sekiro_tensorflow\"><br \/>\n     Github<br \/>\n    <\/a><br \/>\n    \u3011\n   <\/li>\n<li>\n    B\u7ad9up\u9047\u4e0a\u96e8\u4e5f\u7b11\u7b11\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ea\u72fcAI\u6559\u7a0b \u3010<br \/>\n    <a href=\"https:\/\/www.bilibili.com\/video\/BV1NK411w7Rp\" rel=\"nofollow\"><br \/>\n     B\u7ad9<br \/>\n    <\/a><br \/>\n    \u3011\u3010<br \/>\n    <a href=\"https:\/\/github.com\/ricagj\/pysekiro_with_RL\"><br \/>\n     Github<br \/>\n    <\/a><br \/>\n    \u3011\n   <\/li>\n<li>\n    \u8096\u667a\u6e05\u300a\u5f3a\u5316\u5b66\u4e60\u539f\u7406\u4e0ePython\u5b9e\u73b0\u300b \u3010<br \/>\n    <a href=\"https:\/\/github.com\/ZhiqingXiao\/rl-book\"><br \/>\n     Github<br \/>\n    <\/a><br \/>\n    \u3011\n   <\/li>\n<li>\n    \u83ab\u70e6\u300a\u5f3a\u5316\u5b66\u4e60\u5165\u95e8\u6559\u7a0b\u300b\u3010<br \/>\n    <a href=\"https:\/\/github.com\/MorvanZhou\/Reinforcement-learning-with-tensorflow\"><br \/>\n     Github<br \/>\n    <\/a><br \/>\n    \u3011\n   <\/li>\n<\/ul><\/div>\n<link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/markdown_views-a5d25dd831.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/style-e504d6a974.css\" rel=\"stylesheet\"\/>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5199\u5728\u524d\u9762 \u4f5c\u4e3a\u5f3a\u5316\u5b66\u4e60\u7684\u5165\u95e8\u7ec3\u624b\u9879\u76ee\u4e4b\u4e00\uff0c\u5f97\u76ca\u4e8e\u300a\u53ea\u72fc\u300b\u7684\u7279\u6b8a\u6e38\u620f\u673a\u5236\uff0c\u8fd9\u4e2a\u770b\u4f3c\u590d\u6742\u7684\u8bfe\u9898\u5b9e\u9645\u4e0a\u96be\u5ea6\u4e0d\u9ad8 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":215,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25],"tags":[],"class_list":["post-2577","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-25"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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