{"id":116762,"date":"2026-10-22T03:08:40","date_gmt":"2026-10-21T19:08:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/116762.html"},"modified":"2026-10-22T03:08:40","modified_gmt":"2026-10-21T19:08:40","slug":"%e7%ac%ac5%e7%af%87%ef%bc%88%e4%b8%8b%ef%bc%89%c2%b7-%e4%bd%bf%e7%94%a8-pyqt5-%e5%ae%9e%e7%8e%b0-2048-%e7%ae%97%e6%b3%95%e6%b1%82%e8%a7%a3%e7%89%88%ef%bc%9a%e5%8f%8c%e6%a0%8f-ai-%e6%b1%82%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/116762.html","title":{"rendered":"\u7b2c5\u7bc7\uff08\u4e0b\uff09\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u7b97\u6cd5\u6c42\u89e3\u7248\uff1a\u53cc\u680f AI \u6c42\u89e3\u5de5\u4f5c\u53f0\u4e0e\u4ea4\u4e92"},"content":{"rendered":"

\u7b2c5\u7bc7（\u4e0b）\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u7b97\u6cd5\u6c42\u89e3\u7248：\u53cc\u680f AI \u6c42\u89e3\u5de5\u4f5c\u53f0\u4e0e\u4ea4\u4e92<\/h2>\n

\u4e0a\u7bc7（\u7b2c 5 \u7bc7\u4e0a）\u8ba8\u8bba\u4e86\u6c42\u89e3\u5185\u6838：\u68cb\u76d8\u673a\u5236\u3001\u53ef\u89e3\u91ca\u7684\u8bc4\u4f30\u51fd\u6570\u4e0e\u4e94\u7c7b\u641c\u7d22\u7b56\u7565\u3002\u672c\u7bc7\u5904\u7406\u5176\u4e92\u8865\u90e8\u5206，\u5373\u628a\u8be5\u5185\u6838\u5d4c\u5165\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u5de5\u4f5c\u53f0\u3002<\/p>\n

\u82e5\u6c42\u89e3\u963b\u585e\u754c\u9762\u3001\u5efa\u8bae\u4e0d\u53ef\u89c1，\u6216\u65b9\u5411\u952e\u88ab\u4e0b\u62c9\u6846\u622a\u83b7，\u5185\u6838\u7684\u7b97\u529b\u4fbf\u4e0d\u53ef\u7528\u3002\u56e0\u6b64\u672c\u5c42\u7684\u76ee\u6807\u662f\u628a\u53ef\u8ba1\u7b97\u6027\u8f6c\u5316\u4e3a\u53ef\u7528\u6027：\u7b97\u6cd5\u76f8\u5f53\u4e8e\u51b3\u7b56\u8005，\u5de5\u4f5c\u53f0\u76f8\u5f53\u4e8e\u68cb\u76d8\u3001\u8ba1\u65f6\u4e0e\u8bfb\u79d2\u63d0\u793a，\u4e24\u8005\u987b\u5e76\u884c\u5de5\u4f5c\u4e14\u4e92\u4e0d\u6253\u65ad\u3002<\/p>\n

\u5b9e\u73b0\u4e0a\u9700\u6ee1\u8db3\u4e09\u9879\u7ea6\u675f\u3002\u5e76\u53d1\u65b9\u9762，\u641c\u7d22\u5728\u540e\u53f0\u7ebf\u7a0b\u6267\u884c，\u7ed3\u679c\u4ee5\u4efb\u52a1\u8eab\u4efd\u4e0e\u68cb\u76d8\u5feb\u7167\u6821\u9a8c，\u8fc7\u671f\u7ed3\u679c\u4e0d\u5f97\u6c61\u67d3\u65b0\u4efb\u52a1\u72b6\u6001\u3002\u5e03\u5c40\u65b9\u9762，\u5de6\u680f\u4fdd\u6301\u7b2c 4 \u7248\u6e38\u620f\u53f0\u4e0d\u53d8，\u53f3\u680f\u4e3a\u53ef\u62d6\u52a8\u3001\u53ef\u6298\u53e0\u7684\u6c42\u89e3\u9762\u677f，\u6298\u53e0\u4e0d\u4e2d\u65ad\u6c42\u89e3\u3002\u4ea4\u4e92\u65b9\u9762，\u65b9\u5411\u952e\u53ea\u6709\u5355\u4e00\u5206\u53d1\u5165\u53e3，\u5355\u6b65\u5efa\u8bae\u5e38\u9a7b\u8ddf\u968f，\u6c42\u89e3\u8fdb\u884c\u4e2d\u53ef\u5207\u6362\u7b97\u6cd5，\u4e14\u5efa\u8bae\u987b\u5728\u68cb\u76d8\u4e0a\u53ef\u89c1\u3002<\/p>\n

\u4e0b\u6587\u4f9d\u6b21\u8ba8\u8bba\u5e76\u53d1\u6a21\u578b\u4e0e\u7ebf\u7a0b\u751f\u547d\u5468\u671f\u3001\u53cc\u680f\u5de5\u4f5c\u53f0\u3001\u6298\u53e0\u4e0e\u8d34\u8fb9\u628a\u624b\u3001\u4ea4\u4e92\u4e0e\u5de5\u4f5c\u6d41\u3001AI \u65b9\u5411\u63d0\u793a，\u4ee5\u53ca\u6d4b\u8bd5\u3001\u6027\u80fd\u4e0e\u590d\u6742\u5ea6\u3002<\/p>\n

\u4e0e\u524d\u8ff0\u5404\u7bc7\u4e00\u81f4，\u754c\u9762\u4fdd\u6301\u96f6\u56de\u5f52：\u7b2c 4 \u7248\u7684\u68cb\u76d8\u3001\u52a8\u753b\u3001\u64a4\u9500\u4e0e\u91cd\u505a\u3001\u5b58\u6863\u5747\u4e0d\u4fee\u6539\u3002<\/p>\n

\n

1. \u5e76\u53d1\u6a21\u578b\u4e0e\u7ebf\u7a0b\u751f\u547d\u5468\u671f<\/h3>\n

\u641c\u7d22\u8017\u65f6\u4e0d\u786e\u5b9a，\u82e5\u5728 UI \u7ebf\u7a0b\u5185\u540c\u6b65\u6267\u884c\u4f1a\u51bb\u7ed3\u754c\u9762\u3002\u672c\u8282\u7ed9\u51fa\u8be5\u5c42\u7684\u5b9a\u4e49\u3001\u4e0d\u53d8\u5f0f\u4e0e\u72b6\u6001\u673a\u3002<\/p>\n

\u4efb\u52a1\u8eab\u4efd\u4e3a\u5355\u8c03\u8ba1\u6570\u5668 <\/p>\n

id<\/p>\n

job<\/p>\n

\u2208<\/p>\n

N<\/p>\n

\\\\text{id}_{\\\\text{job}}\\\\in\\\\mathbb{N}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>job<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2208<\/span><\/span><\/span><\/span>N<\/span><\/span><\/span><\/span><\/span>，\u5728\u6bcf\u6b21\u300c\u5f00\u59cb\u6c42\u89e3\u300d\u4ee5\u53ca\u6c42\u89e3\u4e2d\u5207\u6362\u7b97\u6cd5\u65f6\u81ea\u589e，\u5f53\u524d\u4efb\u52a1\u6807\u8bc6\u8bb0\u4e3a <\/p>\n

id<\/p>\n

cur<\/p>\n

\\\\text{id}_{\\\\text{cur}}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002\u68cb\u76d8\u72b6\u6001\u8bb0\u4e3a <\/p>\n

4<\/p>\n

\u00d7<\/p>\n

4<\/p>\n

4\\\\times4<\/p>\n

<\/span><\/span>4<\/span><\/span>\u00d7<\/span><\/span><\/span><\/span>4<\/span><\/span><\/span><\/span><\/span> \u6574\u6570\u77e9\u9635 <\/p>\n

s<\/p>\n

s<\/p>\n

<\/span><\/span>s<\/span><\/span><\/span><\/span><\/span>，\u5176\u5feb\u7167\u7b7e\u540d\u5b9a\u4e49\u4e3a\u9010\u683c\u53d6\u6574\u7684\u5143\u7ec4<\/p>\n

<\/p>\n

\u03c3<\/p>\n

(<\/p>\n

s<\/p>\n

)<\/p>\n

=<\/p>\n

(<\/p>\n

\u230a<\/p>\n

s<\/p>\n

i<\/p>\n

j<\/p>\n

\u230b<\/p>\n

)<\/p>\n

1<\/p>\n

\u2264<\/p>\n

i<\/p>\n

,<\/p>\n

j<\/p>\n

\u2264<\/p>\n

4<\/p>\n

.<\/p>\n

\\\\sigma(s)=\\\\left(\\\\lfloor s_{ij}\\\\rfloor\\\\right)_{1\\\\le i,j\\\\le 4}.<\/p>\n

<\/span><\/span>\u03c3<\/span>(<\/span>s<\/span>)<\/span><\/span>=<\/span><\/span><\/span><\/span>(<\/span>\u230a<\/span>s<\/span><\/span>ij<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u230b<\/span>)<\/span><\/span><\/span>1<\/span>\u2264<\/span>i<\/span>,<\/span>j<\/span>\u2264<\/span>4<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>.<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

\u4e00\u6b21\u6c42\u89e3\u8bf7\u6c42\u5728\u6d3e\u53d1\u65f6\u8bb0\u5f55\u5176\u5feb\u7167 <\/p>\n

\u03c3<\/p>\n

(<\/p>\n

r<\/p>\n

)<\/p>\n

\\\\sigma(r)<\/p>\n

<\/span><\/span>\u03c3<\/span>(<\/span>r<\/span>)<\/span><\/span><\/span><\/span><\/span>，\u7ed3\u679c\u643a\u5e26\u7684\u4efb\u52a1\u8eab\u4efd\u4e3a <\/p>\n

id<\/p>\n

(<\/p>\n

r<\/p>\n

)<\/p>\n

\\\\text{id}(r)<\/p>\n

<\/span><\/span>id<\/span><\/span>(<\/span>r<\/span>)<\/span><\/span><\/span><\/span><\/span>\u3002\u7ed3\u679c <\/p>\n

r<\/p>\n

r<\/p>\n

<\/span><\/span>r<\/span><\/span><\/span><\/span><\/span>（\u6216\u5931\u8d25\u6d88\u606f）\u88ab\u63a5\u7eb3\u5e76\u5141\u8bb8\u6539\u5199\u754c\u9762\u72b6\u6001\u7684\u5145\u8981\u6761\u4ef6\u4e3a<\/p>\n

<\/p>\n

running
\n \u2005\u200a<\/p>\n

\u2227
\n \u2005\u200a<\/p>\n

id<\/p>\n

(<\/p>\n

r<\/p>\n

)<\/p>\n

=<\/p>\n

id<\/p>\n

cur<\/p>\n

\u2005\u200a<\/p>\n

\u2227
\n \u2005\u200a<\/p>\n

\u03c3<\/p>\n

(<\/p>\n

r<\/p>\n

)<\/p>\n

=<\/p>\n

\u03c3<\/p>\n

(<\/p>\n

s<\/p>\n

cur<\/p>\n

)<\/p>\n

,<\/p>\n

\\\\text{running}\\\\;\\\\wedge\\\\;\\\\text{id}(r)=\\\\text{id}_{\\\\text{cur}}\\\\;\\\\wedge\\\\;\\\\sigma(r)=\\\\sigma(s_{\\\\text{cur}}),<\/p>\n

<\/span><\/span>running<\/span><\/span><\/span><\/span>\u2227<\/span><\/span><\/span><\/span><\/span>id<\/span><\/span>(<\/span>r<\/span>)<\/span><\/span>=<\/span><\/span><\/span><\/span>id<\/span><\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2227<\/span><\/span><\/span><\/span><\/span>\u03c3<\/span>(<\/span>r<\/span>)<\/span><\/span>=<\/span><\/span><\/span><\/span>\u03c3<\/span>(<\/span>s<\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>)<\/span>,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

\u5176\u4e2d <\/p>\n

s<\/p>\n

cur<\/p>\n

s_{\\\\text{cur}}<\/p>\n

<\/span><\/span>s<\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4e3a\u5f53\u524d\u68cb\u76d8\u72b6\u6001\u3002\u4e09\u4e2a\u5408\u53d6\u9879\u5206\u522b\u6392\u9664：\u4efb\u52a1\u5df2\u505c\u6b62；\u7ed3\u679c\u5c5e\u4e8e\u5df2\u88ab\u4f5c\u5e9f\u7684\u65e7\u4efb\u52a1；\u7ed3\u679c\u6240\u4f9d\u636e\u7684\u68cb\u76d8\u5feb\u7167\u5df2\u88ab\u540e\u7eed\u64cd\u4f5c\u6539\u53d8\u3002\u4efb\u4e00\u6761\u4ef6\u4e0d\u6ee1\u8db3，\u7ed3\u679c\u5373\u88ab\u4e22\u5f03，\u4e14\u4e0d\u5f97\u89e6\u78b0\u5728\u9014\u6807\u5fd7\u4e0e\u8fdb\u5ea6\u6761\u3002<\/p>\n\n\u7b26\u53f7\u542b\u4e49<\/tr>\n\n\n\n\n\n\n\n
<\/p>\n

id<\/p>\n

job<\/p>\n

\\\\text{id}_{\\\\text{job}}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>job<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/td>\n

\u5355\u8c03\u9012\u589e\u7684\u4efb\u52a1\u8eab\u4efd<\/td>\n<\/tr>\n
<\/p>\n

id<\/p>\n

cur<\/p>\n

\\\\text{id}_{\\\\text{cur}}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/td>\n

\u5f53\u524d\u88ab\u5141\u8bb8\u6539\u5199\u754c\u9762\u7684\u4efb\u52a1\u8eab\u4efd<\/td>\n<\/tr>\n
<\/p>\n

s<\/p>\n

s<\/p>\n

<\/span><\/span>s<\/span><\/span><\/span><\/span><\/span><\/td>\n

\u5f53\u524d <\/p>\n

4<\/p>\n

\u00d7<\/p>\n

4<\/p>\n

4\\\\times4<\/p>\n

<\/span><\/span>4<\/span><\/span>\u00d7<\/span><\/span><\/span><\/span>4<\/span><\/span><\/span><\/span><\/span> \u68cb\u76d8\u77e9\u9635<\/td>\n<\/tr>\n

<\/p>\n

\u03c3<\/p>\n

(<\/p>\n

s<\/p>\n

)<\/p>\n

\\\\sigma(s)<\/p>\n

<\/span><\/span>\u03c3<\/span>(<\/span>s<\/span>)<\/span><\/span><\/span><\/span><\/span><\/td>\n

\u9010\u683c\u53d6\u6574\u540e\u7684\u68cb\u76d8\u5feb\u7167\u7b7e\u540d<\/td>\n<\/tr>\n
<\/p>\n

R<\/p>\n

R<\/p>\n

<\/span><\/span>R<\/span><\/span><\/span><\/span><\/span><\/td>\n

_solver_running，\u662f\u5426\u5b58\u5728\u6d3b\u52a8\u4f1a\u8bdd<\/td>\n<\/tr>\n
<\/p>\n

F<\/p>\n

F<\/p>\n

<\/span><\/span>F<\/span><\/span><\/span><\/span><\/span><\/td>\n

_solve_in_flight，\u662f\u5426\u5b58\u5728\u5728\u9014\u8bf7\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4ee5\u4e8c\u5143\u7ec4 <\/p>\n

(<\/p>\n

R<\/p>\n

,<\/p>\n

F<\/p>\n

)<\/p>\n

=<\/p>\n

(<\/p>\n

_solver_running<\/p>\n

,<\/p>\n

_solve_in_flight<\/p>\n

)<\/p>\n

(R,F)=(\\\\texttt{\\\\_solver\\\\_running},\\\\texttt{\\\\_solve\\\\_in\\\\_flight})<\/p>\n

<\/span><\/span>(<\/span>R<\/span>,<\/span><\/span>F<\/span>)<\/span><\/span>=<\/span><\/span><\/span><\/span>(<\/span>_solver_running<\/span><\/span>,<\/span><\/span>_solve_in_flight<\/span><\/span>)<\/span><\/span><\/span><\/span><\/span> \u6807\u8bb0\u754c\u9762\u72b6\u6001，\u53d6\u503c\u4e0e\u89e6\u53d1\u6761\u4ef6\u5982\u4e0b\u3002<\/p>\n\n\u72b6\u6001<\/p>\n

(<\/p>\n

R<\/p>\n

,<\/p>\n

F<\/p>\n

)<\/p>\n

(R,F)<\/p>\n

<\/span><\/span>(<\/span>R<\/span>,<\/span><\/span>F<\/span>)<\/span><\/span><\/span><\/span><\/span>\u89e6\u53d1\u6761\u4ef6<\/tr>\n

\n\n\n\n\n
\u7a7a\u95f2<\/td>\n<\/p>\n

(<\/p>\n

0<\/p>\n

,<\/p>\n

0<\/p>\n

)<\/p>\n

(0,0)<\/p>\n

<\/span><\/span>(<\/span>0<\/span>,<\/span><\/span>0<\/span>)<\/span><\/span><\/span><\/span><\/span><\/td>\n

\u521d\u59cb\u6001，\u65e0\u6d3b\u52a8\u4f1a\u8bdd<\/td>\n<\/tr>\n
\u8ba1\u7b97\u4e2d<\/td>\n<\/p>\n

(<\/p>\n

1<\/p>\n

,<\/p>\n

1<\/p>\n

)<\/p>\n

(1,1)<\/p>\n

<\/span><\/span>(<\/span>1<\/span>,<\/span><\/span>1<\/span>)<\/span><\/span><\/span><\/span><\/span><\/td>\n

\u5df2\u6d3e\u53d1\u8bf7\u6c42，\u7b49\u5f85\u7ed3\u679c<\/td>\n<\/tr>\n
\u5f85\u547d<\/td>\n<\/p>\n

(<\/p>\n

1<\/p>\n

,<\/p>\n

0<\/p>\n

)<\/p>\n

(1,0)<\/p>\n

<\/span><\/span>(<\/span>1<\/span>,<\/span><\/span>0<\/span>)<\/span><\/span><\/span><\/span><\/span><\/td>\n

\u5355\u6b65\u6a21\u5f0f\u4e0b\u5df2\u7ed9\u51fa\u5efa\u8bae\u5e76\u5c55\u793a\u9ad8\u4eae，\u7b49\u5f85\u7528\u6237\u8d70\u5b50<\/td>\n<\/tr>\n
\u505c\u6b62<\/td>\n<\/p>\n

(<\/p>\n

0<\/p>\n

,<\/p>\n

\u22c5<\/p>\n

)<\/p>\n

(0,\\\\cdot)<\/p>\n

<\/span><\/span>(<\/span>0<\/span>,<\/span><\/span>\u22c5<\/span>)<\/span><\/span><\/span><\/span><\/span><\/td>\n

_stop_solver \/ _finish_solver \u540e，\u4f1a\u8bdd\u5df2\u7ed3\u7b97<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u72b6\u6001\u8f6c\u79fb\u4e3a：\u7a7a\u95f2 <\/p>\n

\u2192<\/p>\n

\\\\to<\/p>\n

<\/span><\/span>\u2192<\/span><\/span><\/span><\/span><\/span> \u8ba1\u7b97\u4e2d（_start_solver \u6267\u884c <\/p>\n

id<\/p>\n

cur<\/p>\n

+<\/p>\n

+<\/p>\n

\\\\text{id}_{\\\\text{cur}}{+}{+}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span>+<\/span><\/span><\/span><\/span><\/span><\/span>\u3001\u65b0\u5efa\u53d6\u6d88\u4ee4\u724c，\u968f\u540e _request_decision）；\u8ba1\u7b97\u4e2d <\/p>\n

\u2192<\/p>\n

\\\\to<\/p>\n

<\/span><\/span>\u2192<\/span><\/span><\/span><\/span><\/span> \u5f85\u547d（\u5355\u6b65\u7ed3\u679c\u88ab\u63a5\u7eb3，\u5c55\u793a\u9ad8\u4eae\u4e14\u4fdd\u6301 <\/p>\n

R<\/p>\n

=<\/p>\n

1<\/p>\n

R=1<\/p>\n

<\/span><\/span>R<\/span><\/span>=<\/span><\/span><\/span><\/span>1<\/span><\/span><\/span><\/span><\/span>）；\u8ba1\u7b97\u4e2d <\/p>\n

\u2192<\/p>\n

\\\\to<\/p>\n

<\/span><\/span>\u2192<\/span><\/span><\/span><\/span><\/span> \u8ba1\u7b97\u4e2d（\u81ea\u52a8\u8fde\u8d70，\u8d70\u5b50\u52a8\u753b\u7ed3\u675f\u540e\u518d\u6b21 _request_decision）；\u5f85\u547d <\/p>\n

\u2192<\/p>\n

\\\\to<\/p>\n

<\/span><\/span>\u2192<\/span><\/span><\/span><\/span><\/span> \u8ba1\u7b97\u4e2d（\u7528\u6237\u8d70\u5b50\u52a8\u753b\u7ed3\u675f\u540e\u91cd\u7b97）；\u8ba1\u7b97\u4e2d\u6216\u5f85\u547d <\/p>\n

\u2192<\/p>\n

\\\\to<\/p>\n

<\/span><\/span>\u2192<\/span><\/span><\/span><\/span><\/span> \u505c\u6b62（\u505c\u6b62\u6216\u7ed3\u675f）\u3002\u6c42\u89e3\u4e2d\u5207\u6362\u7b97\u6cd5\u4e0d\u6539\u53d8\u72b6\u6001\u7c7b\u522b，\u4f46\u6ee1\u8db3 <\/p>\n

id<\/p>\n

cur<\/p>\n

+<\/p>\n

+<\/p>\n

\\\\text{id}_{\\\\text{cur}}{+}{+}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span>+<\/span><\/span><\/span><\/span><\/span><\/span> \u5e76\u5c06\u53d6\u6d88\u4ee4\u724c\u7f6e\u4f4d，\u968f\u540e\u91cd\u65b0\u8fdb\u5165\u8ba1\u7b97\u4e2d\u3002<\/p>\n

\u540e\u53f0\u6c42\u89e3\u5bf9\u8c61\u4e3a\u8fd0\u884c\u5728 QThread \u4e0a\u7684 SolverWorker，\u5176 solve \u5728\u8c03\u7528\u524d\u540e\u5404\u68c0\u67e5\u4e00\u6b21\u53d6\u6d88\u4ee4\u724c，\u5df2\u53d6\u6d88\u5219\u4e0d\u8fd4\u56de\u4efb\u4f55\u7ed3\u679c\u3002<\/p>\n

class<\/span> SolverWorker<\/span>(<\/span>QObject)<\/span>:<\/span>
\n solved =<\/span> pyqtSignal(<\/span>int<\/span>,<\/span> dict<\/span>)<\/span> # (job_id, result)<\/span>
\n failed =<\/span> pyqtSignal(<\/span>int<\/span>,<\/span> str<\/span>)<\/span><\/p>\n

@pyqtSlot<\/span>(<\/span>int<\/span>,<\/span> list<\/span>,<\/span> dict<\/span>,<\/span> object<\/span>)<\/span>
\n def<\/span> solve<\/span>(<\/span>self,<\/span> job_id,<\/span> grid,<\/span> config,<\/span> cancel_event)<\/span>:<\/span>
\n if<\/span> cancel_event is<\/span> not<\/span> None<\/span> and<\/span> cancel_event.<\/span>is_set(<\/span>)<\/span>:<\/span>
\n return<\/span>
\n try<\/span>:<\/span>
\n result =<\/span> solver.<\/span>solve(<\/span>grid,<\/span> **<\/span>config)<\/span>
\n if<\/span> cancel_event is<\/span> not<\/span> None<\/span> and<\/span> cancel_event.<\/span>is_set(<\/span>)<\/span>:<\/span>
\n return<\/span> # \u6c42\u89e3\u671f\u95f4\u88ab\u53d6\u6d88：\u4e22\u5f03\u7ed3\u679c，\u4e0d emit<\/span>
\n self.<\/span>solved.<\/span>emit(<\/span>job_id,<\/span> result)<\/span>
\n except<\/span> Exception as<\/span> exc:<\/span> # noqa: BLE001<\/span>
\n if<\/span> cancel_event is<\/span> None<\/span> or<\/span> not<\/span> cancel_event.<\/span>is_set(<\/span>)<\/span>:<\/span>
\n self.<\/span>failed.<\/span>emit(<\/span>job_id,<\/span> "%s: %s"<\/span> %<\/span> (<\/span>type<\/span>(<\/span>exc)<\/span>.<\/span>__name__,<\/span> exc)<\/span>)<\/span><\/p>\n

\u5bf9\u7ed3\u679c\u7684\u6821\u9a8c\u96c6\u4e2d\u5728 _on_solver_result，\u5176\u5224\u5b9a\u987a\u5e8f\u5373\u4e0a\u6587\u5145\u8981\u6761\u4ef6\u7684\u6b21\u5e8f\u3002<\/p>\n

def<\/span> _on_solver_result<\/span>(<\/span>self,<\/span> job_id,<\/span> result)<\/span>:<\/span>
\n # \u5148\u6821\u9a8c：\u4efb\u52a1\u8fd0\u884c\u4e2d \u2227 job_id \u5339\u914d \u2227 \u68cb\u76d8\u5feb\u7167\u672a\u53d8；\u4e09\u8005\u5168\u901a\u8fc7\u624d\u6539\u5199\u72b6\u6001\u3002<\/span>
\n if<\/span> not<\/span> self.<\/span>_solver_running:<\/span>
\n return<\/span>
\n if<\/span> job_id !=<\/span> self.<\/span>_job_id:<\/span>
\n self.<\/span>_log_step(<\/span>"\u5df2\u5ffd\u7565\u8fc7\u671f\u6c42\u89e3\u7ed3\u679c（job_id=%s \u2260 %s）\u3002"<\/span> %<\/span> (<\/span>job_id,<\/span> self.<\/span>_job_id)<\/span>)<\/span>
\n return<\/span>
\n if<\/span> self.<\/span>_board_sig is<\/span> not<\/span> None<\/span> and<\/span> \\\\
\n self.<\/span>_board_signature(<\/span>self.<\/span>model.<\/span>grid)<\/span> !=<\/span> self.<\/span>_board_sig:<\/span>
\n self.<\/span>_log_step(<\/span>"\u5df2\u5ffd\u7565\u8fc7\u671f\u6c42\u89e3\u7ed3\u679c（\u68cb\u76d8\u5728\u6c42\u89e3\u671f\u95f4\u5df2\u53d8\u5316）\u3002"<\/span>)<\/span>
\n return<\/span><\/p>\n

self.<\/span>_solve_in_flight =<\/span> False<\/span> # \u6821\u9a8c\u901a\u8fc7，\u624d\u6536\u5c3e\u5728\u9014\u6807\u5fd7\u4e0e\u8fdb\u5ea6\u6761<\/span>
\n self.<\/span>solver_progress.<\/span>setRange(<\/span>0<\/span>,<\/span> 100<\/span>)<\/span>
\n self.<\/span>solver_progress.<\/span>setValue(<\/span>0<\/span>)<\/span>
\n .<\/span>.<\/span>.<\/span><\/p>\n

_on_solver_failed \u91c7\u7528\u540c\u4e00\u5224\u5b9a（running \u2227 job_id \u5339\u914d），\u6545\u8fc7\u671f\u5931\u8d25\u540c\u6837\u4e0d\u6539\u53d8\u72b6\u6001\u3002\u7531\u4e8e\u7b97\u6cd5\u5185\u90e8\u7684 MCTS\u3001Expectimax\u3001Rollout \u4e0d\u505a\u53d6\u6d88\u8f6e\u8be2，\u5176\u53ef\u7ec8\u6b62\u6027\u6765\u81ea\u6709\u754c\u6267\u884c\u9884\u7b97：solver_2048 \u4e2d time_limit = max(0.001, min(option, MAX_TIME_LIMIT))，\u800c MAX_TIME_LIMIT = 2.0\u3002\u56e0\u6b64\u8be5\u673a\u5236\u63d0\u4f9b\u7684\u662f\u534f\u4f5c\u5f0f\u53d6\u6d88\u4e0e\u6709\u754c\u8fd4\u56de，\u800c\u975e\u5373\u65f6\u4e2d\u65ad\u3002<\/p>\n

\u7ebf\u7a0b\u751f\u547d\u5468\u671f\u9075\u5faa\u6309\u9700\u521b\u5efa\u3001\u7a7a\u95f2\u56de\u6536\u7684\u539f\u5219：\u4ea4\u4e92\u300c\u505c\u6b62\u300d\u4ec5\u505a\u77ed\u7b49\u5f85 SOLVER_STOP_WAIT_MS=500，\u4ee5\u514d\u963b\u585e\u4e3b\u7ebf\u7a0b，\u672a\u5728\u9884\u7b97\u5185\u9000\u51fa\u7684\u7ebf\u7a0b\u8f6c\u5165\u9000\u4f11\u5217\u8868\u5e76\u4fdd\u7559\u5f15\u7528，\u5f85 finished \u4fe1\u53f7\u5230\u8fbe\u540e\u56de\u6536；\u5173\u95ed\u7a97\u53e3\u65f6\u5bf9\u5f53\u524d\u7ebf\u7a0b\u4e0e\u5168\u90e8\u9000\u4f11\u7ebf\u7a0b\u505a\u6709\u754c\u7b49\u5f85 SOLVER_CLOSE_WAIT_MS=3500\u3002\u5168\u7a0b\u4e0d\u4f7f\u7528 QThread.terminate()\u3002\u7531\u6b21\u6570\u6216\u6df1\u5ea6\u7ea6\u675f\u7684\u914d\u7f6e\u5728\u56fa\u5b9a\u79cd\u5b50\u4e0b\u9010\u4f4d\u53ef\u590d\u73b0，\u4e00\u65e6\u5f15\u5165\u5899\u949f\u65f6\u95f4\u9884\u7b97\u5219\u4ec5\u4fdd\u8bc1\u540c\u673a\u540c\u53c2\u7a33\u5b9a\u3002solve() \u5185\u90e8\u4ee5 try\/except \u515c\u5e95\u8fd4\u56de\u5e26 error \u7684\u7ed3\u6784\u5316\u7ed3\u679c，\u5de5\u4f5c\u7ebf\u7a0b\u5f02\u5e38\u7ecf failed \u4fe1\u53f7\u4e0a\u62a5，\u754c\u9762\u4ec5\u63d0\u793a\u5e76\u505c\u6b62，\u4e0d\u5f71\u54cd\u539f\u6709\u529f\u80fd\u3002<\/p>\n

\u4e09\u79cd\u201c\u7ed3\u675f\u201d\u8def\u5f84\u7684\u8bed\u4e49\u4e0d\u540c：<\/p>\n\n\u64cd\u4f5c\u72b6\u6001\u6539\u53d8\u5728\u9014\u7ed3\u679c\u7ebf\u7a0b\u5904\u7406<\/tr>\n\n\n\n\n
\u7528\u6237\u300c\u505c\u6b62\u300d<\/td>\nrunning=False，\u7f6e\u53d6\u6d88\u4ee4\u724c<\/td>\n\u5230\u8fbe\u540e\u56e0 running=False \u4e22\u5f03<\/td>\n\u77ed\u7b49\u5f85 500ms；\u672a\u9000\u51fa\u5219\u8f6c\u5165\u9000\u4f11\u5217\u8868<\/td>\n<\/tr>\n
\u6c42\u89e3\u4e2d\u5207\u6362\u7b97\u6cd5<\/td>\njob_id++，\u7f6e\u53d6\u6d88\u4ee4\u724c，\u91cd\u65b0\u8bf7\u6c42<\/td>\n\u65e7 job_id \u7684\u7ed3\u679c\u88ab\u62d2\u7edd<\/td>\n\u590d\u7528\u7ebf\u7a0b，\u4e0d\u91cd\u5efa<\/td>\n<\/tr>\n
\u5173\u95ed\u7a97\u53e3<\/td>\n\u505c\u6b62\u5e76\u56de\u6536<\/td>\n\u5168\u90e8\u4e22\u5f03<\/td>\n\u5bf9\u5f53\u524d\u4e0e\u9000\u4f11\u7ebf\u7a0b\u505a 3500ms \u6709\u754c\u7b49\u5f85<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

V5 \u53ea\u6709\u201c\u505c\u6b62\u201d，\u6ca1\u6709\u201c\u6682\u505c\/\u7ee7\u7eed\u201d；\u6682\u505c\u662f V6 \u624d\u5f15\u5165\u7684\u8fd0\u884c\u63a7\u5236（\u89c1\u7b2c 6 \u7bc7\u4e2d\/\u4e0b）\u3002<\/p>\n

\u4f1a\u8bdd\u5386\u53f2\u5199\u5165 solver_results\/sessions.json \u91c7\u7528\u4e34\u65f6\u6587\u4ef6\u4e0e fsync\u3001.bak \u8f6c\u5b58\u3001\u540c\u76d8\u539f\u5b50\u66ff\u6362\u4e09\u6b65，\u5199\u5165\u4e2d\u65ad\u4e0d\u4f1a\u4ea7\u751f\u534a\u622a JSON，\u4e3b\u6587\u4ef6\u635f\u574f\u65f6\u53ef\u7531 .bak \u56de\u6eda\u3002<\/p>\n

tmp =<\/span> SESSIONS_FILE +<\/span> ".tmp"<\/span>;<\/span> bak =<\/span> SESSIONS_FILE +<\/span> ".bak"<\/span>
\npayload =<\/span> json.<\/span>dumps(<\/span>self.<\/span>_sessions,<\/span> ensure_ascii=<\/span>False<\/span>,<\/span> separators=<\/span>(<\/span>","<\/span>,<\/span> ":"<\/span>)<\/span>)<\/span>
\nwith<\/span> open<\/span>(<\/span>tmp,<\/span> "w"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
\n f.<\/span>write(<\/span>payload)<\/span>;<\/span> f.<\/span>flush(<\/span>)<\/span>;<\/span> os.<\/span>fsync(<\/span>f.<\/span>fileno(<\/span>)<\/span>)<\/span> # \u843d\u76d8\u4e34\u65f6\u6587\u4ef6<\/span>
\nif<\/span> os.<\/span>path.<\/span>exists(<\/span>SESSIONS_FILE)<\/span>:<\/span>
\n os.<\/span>replace(<\/span>SESSIONS_FILE,<\/span> bak)<\/span> # \u65e7\u7248\u8f6c\u5b58\u4e3a\u56de\u6eda\u70b9<\/span>
\nos.<\/span>replace(<\/span>tmp,<\/span> SESSIONS_FILE)<\/span> # \u540c\u76d8\u539f\u5b50\u66ff\u6362<\/span><\/p>\n

\u4e3a\u4ec0\u4e48\u7ed3\u679c\u5fc5\u987b\u5e26\u4efb\u52a1\u8eab\u4efd<\/p>\n

\u4e00\u6b21\u6c42\u89e3\u8bf7\u6c42\u53d1\u51fa\u540e，\u7528\u6237\u53ef\u80fd\u79fb\u52a8\u68cb\u76d8\u3001\u5207\u6362\u7b97\u6cd5\u6216\u505c\u6b62\u4efb\u52a1\u3002\u5de5\u4f5c\u7ebf\u7a0b\u968f\u540e\u8fd4\u56de\u7684\u65b9\u5411，\u5373\u4f7f\u672c\u8eab\u5408\u6cd5，\u4e5f\u53ef\u80fd\u5df2\u7ecf\u4e0d\u5c5e\u4e8e\u5f53\u524d\u68cb\u76d8\u3002\u63a5\u6536\u7aef\u5fc5\u987b\u5728\u4fee\u6539\u201c\u6b63\u5728\u6c42\u89e3\u201d\u3001\u8fdb\u5ea6\u6761\u6216\u65b9\u5411\u63d0\u793a\u4e4b\u524d\u68c0\u67e5\u4efb\u52a1\u8eab\u4efd\u548c\u68cb\u76d8\u7b7e\u540d；\u8fc7\u671f\u7ed3\u679c\u53ea\u80fd\u8bb0\u5f55\u8bca\u65ad\u4fe1\u606f，\u4e0d\u80fd\u6539\u5199\u65b0\u4f1a\u8bdd\u7684\u8fd0\u884c\u72b6\u6001\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u672c\u7bc7 QThread \u5b9e\u73b0\u4e2d\u201c\u53d6\u6d88\u4e0d\u662f\u5f3a\u5236\u4e2d\u65ad\u201d\u7684\u539f\u56e0：\u8ba1\u7b97\u4e2d\u7684\u641c\u7d22\u53ef\u80fd\u7ee7\u7eed\u5230\u65f6\u95f4\u9884\u7b97\u7ed3\u675f，\u4f46\u7ed3\u679c\u53ef\u4ee5\u5728\u63a5\u6536\u5904\u5b89\u5168\u4e22\u5f03\u3002<\/p>\n

\n

2. V5.1 \u754c\u9762：\u5de6\u53f3\u53cc\u680f\u300cAI \u6c42\u89e3\u5de5\u4f5c\u53f0\u300d<\/h3>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

V5.1 \u5c55\u5f00\u6001：\u5de6\u4fa7\u6e38\u620f\u53f0 + \u53f3\u4fa7 AI \u6c42\u89e3\u5de5\u4f5c\u53f0<\/p>\n

\u524d\u51e0\u7bc7\u7684\u68cb\u76d8\u4e3a\u5355\u9875\u6e38\u620f，\u82e5\u5c06\u6c42\u89e3\u9762\u677f\u5806\u53e0\u4e8e\u4e0b\u65b9\u4f1a\u663e\u62e5\u6324\u3002V5.1 \u5c06\u6e38\u620f\u9875\u6539\u4e3a\u5de6\u53f3\u53cc\u680f：\u5de6\u4fa7\u4e3a\u7b2c 4 \u7248\u6e38\u620f\u53f0，\u5373\u68cb\u76d8\u3001\u5206\u6570\u4e0e\u56db\u4e2a\u6309\u94ae；\u53f3\u4fa7\u4e3a AI \u6c42\u89e3\u5de5\u4f5c\u53f0；\u4e8c\u8005\u7531\u6c34\u5e73 QSplitter \u627f\u8f7d，\u53ef\u62d6\u52a8\u4e2d\u7f1d\u8c03\u6574\u5bbd\u5ea6\u3002<\/p>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 2048 [\u5206\u6570][\u6700\u9ad8\u5206] \u2502 [\u203a] AI \u6c42\u89e3 \u2502 \u2190 \u5934\u90e8：\u7ec6\u7ebf\u7bad\u5934 + \u6807\u9898
\n\u2502 \u5408\u5e76\u6570\u5b57，\u62fc\u51fa 2048 \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524
\n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u7b97\u6cd5 [Expectimax \u25be] \u2502
\n\u2502 \u2502 \u68cb\u76d8（\u5e73\u6ed1\u52a8\u753b） \u2502 \u2502 \u8fd0\u884c\u65b9\u5f0f [\u6807\u51c6 \u25be] \u2502
\n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u6a21\u5f0f [\u81ea\u52a8\u8fde\u8d70 \u25be] \u2502
\n\u2502 [\u64a4\u9500][\u91cd\u505a][AI\u6c42\u89e3][\u65b0\u6e38\u620f]\u2502 [\u5f00\u59cb\u6c42\u89e3] \u2593\u2593\u2593\u2591（\u5fd9\u6001） \u2502
\n\u2502 \u2502 \u6b65\u6570 3 \u2502 \u5f53\u524d\u52a8\u4f5c \u5411\u5de6 \u2502
\n\u2502 \u2502 \u8bc4\u4f30\u503c \u2026\u2502 \u5f53\u524d\u5206\u6570 \u2026 \u2502
\n\u2502 \u2502 \u250c \u65e5\u5fd7（\u968f\u9ad8\u5ea6\u4f38\u7f29）\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\u2502
\n\u2502 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\u2502
\n\u2502 \u2502 [\u5bfc\u51fa\u7ed3\u679c][\u67e5\u770b\u8be6\u60c5][\u6027\u80fd\u5bf9\u6bd4] \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2191 \u6c34\u5e73 QSplitter：\u62d6\u52a8\u4e2d\u7f1d\u8c03\u6574\u5de6\u53f3\u5bbd\u5ea6<\/p>\n

\u5e03\u5c40\u53ea\u505a\u4e00\u4ef6\u4e8b：\u628a\u7b2c 4 \u7248\u6e38\u620f\u9875\u539f\u6837\u653e\u8fdb\u5de6\u680f，\u5e76\u56fa\u5b9a\u4e3a 500 px；\u7a97\u53e3\u53d8\u5bbd\u65f6\u591a\u4f59\u7a7a\u95f4\u6210\u4e3a\u5de6\u680f\u5185\u90e8\u7559\u767d，\u800c\u4e0d\u662f\u62c9\u4f38\u68cb\u76d8\u3002\u53f3\u680f\u5bbd\u5ea6\u7531 QSplitter \u8c03\u6574，\u7528\u6237\u62d6\u52a8\u540e\u4fdd\u7559\u5176\u9009\u62e9\u3002<\/p>\n

\u9762\u677f\u5b9e\u65f6\u663e\u793a\u72b6\u6001\u6587\u6848\u4e0e\u4e24\u5217\u6307\u6807，\u5373\u6b65\u6570\u3001\u5f53\u524d\u52a8\u4f5c\u3001\u8bc4\u4f30\u503c\u3001\u5f53\u524d\u5206\u6570\u3001\u6700\u5927\u74e6\u7247\u4e0e\u7d2f\u8ba1\u8017\u65f6\u3002\u6b65\u9aa4\u65e5\u5fd7\u9010\u6761\u8ffd\u52a0\u65b9\u5411\u3001\u8bc4\u4f30\u5206\u3001\u5206\u6570\u3001\u6700\u5927\u74e6\u7247\u3001\u8017\u65f6\u4e0e\u662f\u5426\u8d85\u65f6；\u7528\u6237\u4e0a\u6eda\u67e5\u770b\u5386\u53f2\u65f6\u4e0d\u4f1a\u88ab\u5f3a\u5236\u62c9\u56de\u5e95\u90e8\u3002\u6bcf\u4e2a\u4f1a\u8bdd\u53ef\u5bfc\u51fa JSON \u4e0e CSV（UTF-8-BOM，\u4fbf\u4e8e Excel \u76f4\u63a5\u6253\u5f00）\u3001\u67e5\u770b\u8be6\u60c5，\u5e76\u652f\u6301\u591a\u4f1a\u8bdd\u6027\u80fd\u5bf9\u6bd4\u3002<\/p>\n

\u6a21\u5f0f \u4e0b\u62c9\u63d0\u4f9b\u300c\u81ea\u52a8\u8fde\u8d70\u300d\u4e0e\u300c\u5355\u6b65\u5efa\u8bae\u300d\u4e24\u79cd\u8fd0\u884c\u65b9\u5f0f\u3002\u81ea\u52a8\u8fde\u8d70\u7531 AI \u9a71\u52a8\u771f\u5b9e\u68cb\u76d8，\u590d\u7528\u7b2c 4 \u7248\u7684\u79fb\u52a8\u4e0e\u52a8\u753b\u8def\u5f84；\u5355\u6b65\u5efa\u8bae\u4e3a\u5e38\u9a7b\u8ddf\u968f\u9884\u6d4b（\u89c1 \u00a74.2）\u3002\u4e24\u8005\u5747\u5728\u68cb\u76d8\u539f\u751f\u8fb9\u6846\u5185\u9ad8\u4eae\u63a8\u8350\u65b9\u5411（\u89c1 \u00a75），\u4e14\u6c42\u89e3\u8fdb\u884c\u4e2d\u53ef\u968f\u65f6\u5207\u6362\u7b97\u6cd5（\u89c1 \u00a74.3）\u3002<\/p>\n

\u5173\u952e\u5b9e\u73b0\u5982\u4e0b，_restructure_two_columns \u5728\u4e0d\u91cd\u5efa\u68cb\u76d8\u4e0e\u63a7\u4ef6\u7684\u524d\u63d0\u4e0b，\u628a\u7b2c 4 \u7248\u9875\u9762\u6574\u4f53\u4f5c\u4e3a\u5de6\u680f\u3002<\/p>\n

def<\/span> _restructure_two_columns<\/span>(<\/span>self)<\/span>:<\/span>
\n game_page =<\/span> self.<\/span>stack.<\/span>widget(<\/span>v4.<\/span>GAME_PAGE)<\/span> # \u590d\u7528\u7b2c 4 \u7248\u9875\u9762\u5bf9\u8c61，\u4e0d\u91cd\u5efa\u63a7\u4ef6<\/span>
\n self.<\/span>stack.<\/span>removeWidget(<\/span>game_page)<\/span> # \u4ece\u5806\u53e0\u9875\u53d6\u51fa（\u5bf9\u8c61\u4fdd\u7559，\u672a\u9500\u6bc1）<\/span>
\n self.<\/span>splitter =<\/span> QSplitter(<\/span>Qt.<\/span>Horizontal)<\/span>
\n self.<\/span>splitter.<\/span>setHandleWidth(<\/span>SPLITTER_HANDLE)<\/span>
\n self.<\/span>splitter.<\/span>setChildrenCollapsible(<\/span>False<\/span>)<\/span>
\n game_page.<\/span>setFixedWidth(<\/span>WINDOW_WIDTH)<\/span> # \u5de6\u680f\u56fa\u5b9a 500px<\/span>
\n holder =<\/span> QWidget(<\/span>)<\/span>;<\/span> hbox =<\/span> QHBoxLayout(<\/span>holder)<\/span>
\n hbox.<\/span>addWidget(<\/span>game_page)<\/span>;<\/span> hbox.<\/span>addStretch(<\/span>1<\/span>)<\/span> # \u591a\u4f59\u5bbd\u5ea6\u5728 holder \u5185\u5438\u6536<\/span>
\n self.<\/span>splitter.<\/span>addWidget(<\/span>holder)<\/span>
\n self.<\/span>_build_solver_panel(<\/span>)<\/span>
\n self.<\/span>splitter.<\/span>addWidget(<\/span>self.<\/span>solver_container)<\/span>
\n self.<\/span>splitter.<\/span>setStretchFactor(<\/span>0<\/span>,<\/span> 0<\/span>)<\/span> # \u65b0\u589e\u7a7a\u95f4\u4e3b\u8981\u7ed9\u53f3\u680f<\/span>
\n self.<\/span>splitter.<\/span>setStretchFactor(<\/span>1<\/span>,<\/span> 1<\/span>)<\/span>
\n self.<\/span>splitter.<\/span>setSizes(<\/span>[<\/span>WINDOW_WIDTH,<\/span> SOLVER_W_DEFAULT]<\/span>)<\/span><\/p>\n

\u5173\u952e\u5e38\u91cf：WINDOW_WIDTH=500\u3001SOLVER_W_DEFAULT=400\u3001SPLITTER_HANDLE=6\u3002<\/p>\n

\n

3. \u6298\u53e0\u4e0e\u8d34\u8fb9\u628a\u624b<\/h3>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

V5.1 \u6298\u53e0\u6001：\u6574\u4f53\u9690\u85cf\u53f3\u680f，\u53f3\u4fa7\u8d34\u8fb9\u534a\u80f6\u56ca\u628a\u624b<\/p>\n

V5.1 \u7684\u6298\u53e0\u4e3a\u6574\u4f53\u9690\u85cf\u53f3\u4fa7\u5de5\u4f5c\u53f0：\u4e3b\u7a97\u53e3\u540c\u6b65\u6536\u7a84\u56de\u7eaf\u6e38\u620f\u5bbd\u5ea6 500 px，\u4e0d\u4fdd\u7559\u4efb\u4f55\u7a84\u6761\u6216\u7a7a\u767d；\u6c42\u89e3\u7684\u4e1a\u52a1\u5bf9\u8c61（\u7ebf\u7a0b\u3001\u4f1a\u8bdd\u3001\u65e5\u5fd7）\u5168\u7a0b\u4fdd\u7559，\u9690\u85cf\u671f\u95f4\u4e0d\u505c\u6b62\u6c42\u89e3\u3002<\/p>\n

\u5c55\u5f00\u6709\u4e24\u4e2a\u5165\u53e3，\u4e8c\u8005\u5171\u7528\u540c\u4e00\u65b9\u6cd5\u4e14\u53ea\u8d1f\u8d23\u6253\u5f00\u9762\u677f，\u4e0d\u542f\u52a8\u7b97\u6cd5：\u5de6\u680f\u5e95\u90e8\u7684 AI \u6c42\u89e3 \u6309\u94ae，\u4ee5\u53ca\u6298\u53e0\u6001\u4e0b\u51fa\u73b0\u4e8e\u7a97\u53e3\u53f3\u4fa7\u8fb9\u7f18\u7684\u8d34\u8fb9\u534a\u80f6\u56ca\u628a\u624b\u3002<\/p>\n

\u4e24\u4e2a\u65b9\u5411\u6307\u793a\u5916\u89c2\u4e00\u81f4：\u5c55\u5f00\u6001\u6807\u9898\u680f\u4e3a\u65b9\u5f62\u7ec6\u7ebf Chevron \u6309\u94ae，\u6298\u53e0\u6001\u4e3a\u5de6\u4fa7\u5706\u89d2\u3001\u53f3\u4fa7\u76f4\u8fb9\u7684\u534a\u80f6\u56ca\u628a\u624b\u3002\u4e3a\u907f\u5f00 Windows \u9ed8\u8ba4\u56fe\u6807\u7684\u7eff\u8272\u5706\u70b9，\u4e24\u8005\u5747\u4ee5 QPainter \u81ea\u7ed8：<\/p>\n

class<\/span> SolverEdgeHandle<\/span>(<\/span>QWidget)<\/span>:<\/span>
\n """\u6298\u53e0\u6001\u53f3\u4fa7\u8d34\u8fb9\u534a\u80f6\u56ca\u5c55\u5f00\u628a\u624b：\u5de6\u4fa7\u5706\u89d2 + \u53f3\u4fa7\u76f4\u8fb9 + \u7ec6\u7ebf\u5de6\u5411 Chevron\u3002"""<\/span><\/p>\n

clicked =<\/span> pyqtSignal(<\/span>)<\/span><\/p>\n

def<\/span> _body_path<\/span>(<\/span>self)<\/span>:<\/span>
\n x0,<\/span> y0 =<\/span> 0.5<\/span>,<\/span> 0.5<\/span>
\n x1,<\/span> y1 =<\/span> self.<\/span>width(<\/span>)<\/span> –<\/span> 0.5<\/span>,<\/span> self.<\/span>height(<\/span>)<\/span> –<\/span> 0.5<\/span>
\n r =<\/span> min<\/span>(<\/span>EDGE_HANDLE_RADIUS,<\/span> (<\/span>y1 –<\/span> y0)<\/span> \/<\/span> 2.0<\/span>,<\/span> (<\/span>x1 –<\/span> x0)<\/span>)<\/span>
\n path =<\/span> QPainterPath(<\/span>)<\/span>
\n path.<\/span>moveTo(<\/span>x1,<\/span> y0)<\/span> # \u53f3\u4e0a<\/span>
\n path.<\/span>lineTo(<\/span>x0 +<\/span> r,<\/span> y0)<\/span>
\n path.<\/span>arcTo(<\/span>x0,<\/span> y0,<\/span> 2<\/span> *<\/span> r,<\/span> 2<\/span> *<\/span> r,<\/span> 90<\/span>,<\/span> 90<\/span>)<\/span> # \u5de6\u4e0a\u5706\u89d2<\/span>
\n path.<\/span>lineTo(<\/span>x0,<\/span> y1 –<\/span> r)<\/span>
\n path.<\/span>arcTo(<\/span>x0,<\/span> y1 –<\/span> 2<\/span> *<\/span> r,<\/span> 2<\/span> *<\/span> r,<\/span> 2<\/span> *<\/span> r,<\/span> 180<\/span>,<\/span> 90<\/span>)<\/span> # \u5de6\u4e0b\u5706\u89d2<\/span>
\n path.<\/span>lineTo(<\/span>x1,<\/span> y1)<\/span> # \u53f3\u4fa7\u76f4\u8fb9<\/span>
\n path.<\/span>closeSubpath(<\/span>)<\/span>
\n return<\/span> path<\/p>\n

def<\/span> paintEvent<\/span>(<\/span>self,<\/span> event)<\/span>:<\/span>
\n painter =<\/span> QPainter(<\/span>self)<\/span>
\n painter.<\/span>setRenderHint(<\/span>QPainter.<\/span>Antialiasing,<\/span> True<\/span>)<\/span>
\n painter.<\/span>setPen(<\/span>Qt.<\/span>NoPen)<\/span>
\n painter.<\/span>setBrush(<\/span>self.<\/span>_palette(<\/span>)<\/span>[<\/span>0<\/span>]<\/span>)<\/span> # hover \/ pressed \/ disabled \u4e09\u6001\u80cc\u666f<\/span>
\n painter.<\/span>drawPath(<\/span>self.<\/span>_body_path(<\/span>)<\/span>)<\/span>
\n # \u53ea\u63cf\u5de6 \/ \u4e0a \/ \u4e0b\u8fb9\u6846，\u53f3\u4fa7\u76f4\u8fb9\u4e0d\u63cf\u8fb9，\u7d27\u8d34\u7a97\u53e3\u53f3\u7f18<\/span>
\n .<\/span>.<\/span>.<\/span><\/p>\n

\u628a\u624b\u4ee5 overlay \u5f62\u5f0f\u6302\u8f7d\u4e8e\u4e3b\u7a97\u53e3，\u4e0d\u52a0\u5165\u4efb\u4f55\u5e03\u5c40，\u6545\u4e0d\u5360\u7528 QSplitter \u7684\u5bbd\u5ea6\u5206\u914d；\u5176\u5b9a\u4f4d\u4ee5\u5bbf\u4e3b\u5185\u5bb9\u5bbd\u51cf\u53bb\u628a\u624b\u5bbd\u8d34\u53f3\u7f18\u3001\u9876\u90e8\u53d6\u56fa\u5b9a\u951a\u70b9，\u65e2\u4e0d\u4f9d\u8d56\u68cb\u76d8\u9ad8\u5ea6，\u4e5f\u4e0d\u906e\u6321\u68cb\u76d8\u3001\u5206\u6570\u5361\u4e0e\u6309\u94ae：<\/p>\n

def<\/span> _position_solver_edge_handle<\/span>(<\/span>self)<\/span>:<\/span>
\n handle =<\/span> self.<\/span>solver_edge_handle
\n handle.<\/span>move(<\/span>max<\/span>(<\/span>0<\/span>,<\/span> self.<\/span>width(<\/span>)<\/span> –<\/span> EDGE_HANDLE_W)<\/span>,<\/span> EDGE_HANDLE_TOP)<\/span> # \u8d34\u53f3\u7f18<\/span><\/p>\n

\u76f8\u5173\u5e38\u91cf\u4e3a EDGE_HANDLE_W=22\u3001EDGE_HANDLE_H=40\u3001EDGE_HANDLE_RADIUS=9\u3001EDGE_HANDLE_TOP=150\u3002\u7a97\u53e3 resizeEvent \u65f6\u91cd\u65b0\u5b9a\u4f4d，\u6700\u5927\u5316\u4e0e\u7f29\u653e\u65f6\u5747\u4fdd\u6301\u8d34\u8fb9\u3002<\/p>\n

\u6298\u53e0\u4e0e\u5c55\u5f00\u53ea\u6539\u53d8\u53ef\u89c1\u6027\u4e0e\u7a97\u53e3\u51e0\u4f55，\u4e0d\u89e6\u78b0\u6c42\u89e3\u72b6\u6001，\u5176\u9632\u91cd\u5165\u4e0e\u51e0\u4f55\u5904\u7406\u7531 _set_solver_collapsed \u4e0e _do_collapse \u5b8c\u6210\u3002<\/p>\n

def<\/span> _set_solver_collapsed<\/span>(<\/span>self,<\/span> collapsed)<\/span>:<\/span>
\n if<\/span> self.<\/span>_solver_transition or<\/span> collapsed ==<\/span> self.<\/span>_solver_collapsed:<\/span>
\n return<\/span> # \u9632\u91cd\u5165：\u8fc7\u6e21\u671f\u95f4\u5ffd\u7565\u91cd\u590d\u8c03\u7528<\/span>
\n self.<\/span>_solver_transition =<\/span> True<\/span>
\n try<\/span>:<\/span>
\n self.<\/span>_do_collapse(<\/span>)<\/span> if<\/span> collapsed else<\/span> self.<\/span>_do_expand(<\/span>)<\/span>
\n finally<\/span>:<\/span>
\n self.<\/span>_solver_transition =<\/span> False<\/span><\/p>\n

def<\/span> _do_collapse<\/span>(<\/span>self)<\/span>:<\/span>
\n if<\/span> self.<\/span>_is_normal_window(<\/span>)<\/span>:<\/span>
\n self.<\/span>_expanded_geometry =<\/span> self.<\/span>geometry(<\/span>)<\/span> # \u5907\u4efd\u6298\u53e0\u524d\u6574\u7a97\u51e0\u4f55<\/span>
\n self.<\/span>_solver_collapsed =<\/span> True<\/span>
\n self.<\/span>solver_container.<\/span>hide(<\/span>)<\/span> # \u6574\u4f53\u9690\u85cf\u53f3\u680f，\u4e0d\u4fdd\u7559\u7a84\u6761<\/span>
\n self.<\/span>_set_splitter_handles_enabled(<\/span>False<\/span>)<\/span>
\n if<\/span> self.<\/span>_is_normal_window(<\/span>)<\/span> and<\/span> self.<\/span>width(<\/span>)<\/span> ><\/span> COLLAPSED_WIDTH:<\/span>
\n self.<\/span>resize(<\/span>COLLAPSED_WIDTH,<\/span> self.<\/span>height(<\/span>)<\/span>)<\/span> # \u6536\u7a84\u56de\u7eaf\u6e38\u620f\u5bbd\u5ea6 500px<\/span>
\n self.<\/span>_show_solver_edge_handle(<\/span>)<\/span> # \u663e\u793a\u8d34\u8fb9\u628a\u624b<\/span>
\n QTimer.<\/span>singleShot(<\/span>0<\/span>,<\/span> self.<\/span>_apply_splitter_sizes)<\/span><\/p>\n

_solver_transition \u6807\u5fd7\u4fdd\u8bc1\u6298\u53e0\u4e0e\u5c55\u5f00\u4e92\u65a5，\u907f\u514d\u4e92\u76f8\u89e6\u53d1；_do_collapse \u4ec5\u64cd\u4f5c\u63a7\u4ef6\u53ef\u89c1\u6027\u3001\u5206\u9694\u6761\u4e0e\u6574\u7a97\u51e0\u4f55，\u4e0d\u6d89\u53ca worker\u3001\u4f1a\u8bdd\u4e0e\u65e5\u5fd7，\u6545\u9690\u85cf\u671f\u95f4\u540e\u53f0\u6c42\u89e3\u7ee7\u7eed\u8fd0\u884c\u3002COLLAPSED_WIDTH=500，\u5373\u6298\u53e0\u6001\u6574\u7a97\u5bbd\u5ea6\u7b49\u4e8e\u5de6\u680f\u5bbd\u5ea6\u3002_do_expand \u5148\u9690\u85cf\u628a\u624b，\u518d\u6062\u590d\u51e0\u4f55\u4e0e\u53f3\u680f\u5e76\u91cd\u65b0\u6e32\u67d3\u6307\u6807；\u63a7\u4ef6\u5b9e\u4f8b\u672a\u9500\u6bc1，\u914d\u7f6e\u3001\u53c2\u6570\u4e0e\u65e5\u5fd7\u968f\u4e4b\u4fdd\u7559\u3002<\/p>\n

\n

4. \u4ea4\u4e92\u4e0e\u5de5\u4f5c\u6d41<\/h3>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

V5.1 \u542f\u52a8\u9875：\u7ee7\u7eed\u4e0a\u4e00\u5c40 \/ \u5f00\u59cb\u65b0\u6e38\u620f<\/p>\n

4.1 \u65b9\u5411\u952e\u7684\u7edf\u4e00\u8def\u7531<\/h4>\n

\u65b9\u5411\u952e\u539f\u672c\u4ec5\u5728\u83b7\u5f97\u7126\u70b9\u7684\u5b50\u63a7\u4ef6\u5ffd\u7565\u5b83\u65f6\u624d\u5230\u8fbe MainWindow.keyPressEvent；\u800c QComboBox \u4f1a\u6d88\u8d39 Up\/Down \u4ee5\u6539\u9009\u9879，QAbstractButton \u4f1a\u6d88\u8d39\u56db\u65b9\u5411\u952e\u505a autoExclusive \u5bfc\u822a\u3002\u56e0\u6b64\u7126\u70b9\u4e00\u65e6\u843d\u5728\u7b97\u6cd5\u6216\u6a21\u5f0f\u4e0b\u62c9\u6846\u3001\u6309\u94ae\u4e0a，\u68cb\u76d8\u5373\u4e0d\u54cd\u5e94\u65b9\u5411\u952e，\u751a\u81f3\u8bef\u6539\u4e0b\u62c9\u9009\u9879\u3002<\/p>\n

\u505a\u6cd5\u662f\u5728\u5e94\u7528\u5185（\u800c\u975e\u7cfb\u7edf\u7ea7\u94a9\u5b50）\u5b89\u88c5\u4e8b\u4ef6\u8fc7\u6ee4\u5668 _ArrowKeyRouter，\u5728\u4e8b\u4ef6\u5230\u8fbe\u4efb\u4f55\u5b50\u63a7\u4ef6\u4e4b\u524d，\u5c06\u56db\u4e2a\u65b9\u5411\u952e\u8def\u7531\u5230\u6e38\u620f\u79fb\u52a8\u63a7\u5236\u5668\u5e76\u6d88\u8d39：<\/p>\n

class<\/span> _ArrowKeyRouter<\/span>(<\/span>QObject)<\/span>:<\/span>
\n def<\/span> eventFilter<\/span>(<\/span>self,<\/span> obj,<\/span> event)<\/span>:<\/span>
\n if<\/span> event.<\/span>type<\/span>(<\/span>)<\/span> ==<\/span> QEvent.<\/span>KeyPress:<\/span>
\n if<\/span> self.<\/span>_window.<\/span>_consume_arrow(<\/span>event.<\/span>key(<\/span>)<\/span>)<\/span>:<\/span>
\n event.<\/span>accept(<\/span>)<\/span>
\n return<\/span> True<\/span> # \u5df2\u5904\u7406：\u4e0d\u518d\u4e0b\u4f20（\u4e00\u6b21 KeyPress \u53ea\u8d70\u4e00\u6b65）<\/span>
\n return<\/span> False<\/span><\/p>\n

\u653e\u884c\u89c4\u5219\u96c6\u4e2d\u4e8e _consume_arrow，\u4ec5\u5728\u786e\u5e94\u7531\u68cb\u76d8\u63a5\u7ba1\u65f6\u62e6\u622a：<\/p>\n

def<\/span> _consume_arrow<\/span>(<\/span>self,<\/span> key)<\/span>:<\/span>
\n if<\/span> key not<\/span> in<\/span> _ARROW_DIRECTIONS:<\/span>
\n return<\/span> False<\/span>
\n if<\/span> not<\/span> self.<\/span>isVisible(<\/span>)<\/span>:<\/span>
\n return<\/span> False<\/span>
\n fw =<\/span> QApplication.<\/span>focusWidget(<\/span>)<\/span>
\n if<\/span> fw is<\/span> not<\/span> None<\/span>:<\/span>
\n if<\/span> fw is<\/span> not<\/span> self and<\/span> not<\/span> self.<\/span>isAncestorOf(<\/span>fw)<\/span>:<\/span>
\n return<\/span> False<\/span> # \u7126\u70b9\u4e0d\u5728\u672c\u7a97\u53e3：\u653e\u884c<\/span>
\n if<\/span> self.<\/span>_is_keyboard_input(<\/span>fw)<\/span>:<\/span>
\n return<\/span> False<\/span> # \u8f93\u5165\u63a7\u4ef6：\u4fdd\u6301\u539f\u751f<\/span>
\n if<\/span> QApplication.<\/span>activeModalWidget(<\/span>)<\/span> is<\/span> not<\/span> None<\/span>:<\/span>
\n return<\/span> False<\/span> # \u6a21\u6001\u5bf9\u8bdd\u6846：\u4fdd\u6301\u539f\u751f<\/span>
\n if<\/span> self.<\/span>game_page is<\/span> not<\/span> None<\/span> and<\/span> self.<\/span>game_page.<\/span>isVisible(<\/span>)<\/span>:<\/span>
\n self.<\/span>on_move(<\/span>_ARROW_DIRECTIONS[<\/span>key]<\/span>)<\/span> # \u6e38\u620f\u9875：\u8d70\u5b50（\u5185\u90e8\u81ea\u5e26\u72b6\u6001\u95e8\u7981）<\/span>
\n return<\/span> True<\/span><\/p>\n

\u8981\u70b9\u5982\u4e0b\u3002\u8fc7\u6ee4\u5668\u53ea\u5b89\u88c5\u4e00\u6b21（\u7531 V5 \u5b50\u7c7b\u5b89\u88c5，V6 \u7ee7\u627f\u65f6\u4e0d\u91cd\u590d\u5b89\u88c5），\u7a97\u53e3\u5173\u95ed\u65f6\u79fb\u9664\u3002\u6b22\u8fce\u9875\u3001\u6a21\u6001\u5bf9\u8bdd\u6846\u4e0e\u8f93\u5165\u63a7\u4ef6\u4e0a\u7684\u65b9\u5411\u952e\u4e00\u5f8b\u653e\u884c，Ctrl+Z\u3001WASD\u3001Tab \u4e0e\u9f20\u6807\u7b49\u539f\u884c\u4e3a\u4e0d\u53d7\u5f71\u54cd\u3002\u6d4b\u8bd5\u4ee5\u8fde\u7eed\u6309\u952e\u4e0e\u957f\u6309\u81ea\u52a8\u91cd\u590d\u9a8c\u8bc1\u4e00\u6b21 KeyPress \u81f3\u591a\u8d70\u4e00\u6b65\u3002<\/p>\n

4.2 \u5355\u6b65\u5efa\u8bae\u7684\u5e38\u9a7b\u8ddf\u968f<\/h4>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u5355\u6b65\u5efa\u8bae：\u7ed9\u51fa\u65b9\u5411\u540e\u4fdd\u6301\u5f85\u547d，\u7528\u6237\u8d70\u5b50\u540e\u81ea\u52a8\u91cd\u7b97<\/p>\n

\u65e9\u5148\u7684\u5355\u6b65\u5efa\u8bae\u7ed9\u51fa\u4e00\u6b21\u5efa\u8bae\u5373\u7ed3\u675f\u3002\u73b0\u5c06\u5176\u6539\u4e3a\u5e38\u9a7b\u8ddf\u968f：\u7ed9\u51fa\u5efa\u8bae\u540e\u4fdd\u6301\u5f85\u547d，\u7528\u6237\u6309\u65b9\u5411\u952e\u8d70\u5b50，\u8d70\u5b50\u52a8\u753b\u7ed3\u675f\u540e\u81ea\u52a8\u91cd\u7b97\u4e0b\u4e00\u6b65\u5e76\u5237\u65b0\u9ad8\u4eae；\u4ec5\u5f53\u7528\u6237\u505c\u6b62\u3001\u6e38\u620f\u7ed3\u675f\u3001\u65e0\u53ef\u884c\u79fb\u52a8\u6216\u5207\u6362\u6a21\u5f0f\u65f6\u9000\u51fa\u3002\u5b9e\u73b0\u590d\u7528\u540c\u4e00\u5957\u4efb\u52a1\u8eab\u4efd\u4e0e\u68cb\u76d8\u5feb\u7167\u6821\u9a8c：<\/p>\n

def<\/span> _on_animation_finished<\/span>(<\/span>self)<\/span>:<\/span>
\n .<\/span>.<\/span>.<\/span>
\n if<\/span> self.<\/span>_solver_running and<\/span> self.<\/span>_solver_mode ==<\/span> "single"<\/span>:<\/span>
\n self.<\/span>_clear_hint(<\/span>)<\/span> # \u7528\u6237\u5df2\u8d70\u5b50：\u6e05\u65e7\u9ad8\u4eae<\/span>
\n if<\/span> self.<\/span>model.<\/span>game_over:<\/span>
\n self.<\/span>_finish_solver(<\/span>"\u6e38\u620f\u7ed3\u675f"<\/span>)<\/span>
\n elif<\/span> solver.<\/span>legal_moves(<\/span>self.<\/span>model.<\/span>grid)<\/span>:<\/span>
\n QTimer.<\/span>singleShot(<\/span>STEP_DELAY_MS,<\/span> self.<\/span>_request_decision)<\/span>
\n else<\/span>:<\/span>
\n self.<\/span>_finish_solver(<\/span>"\u65e0\u53ef\u884c\u79fb\u52a8"<\/span>)<\/span><\/p>\n

\u300c\u65b0\u6e38\u620f \/ \u7ee7\u7eed\u300d\u540e\u68cb\u76d8\u5df2\u53d8，\u8ddf\u968f\u540c\u6837\u9700\u8981\u91cd\u65b0\u540c\u6b65\u3002<\/p>\n

def<\/span> _resync_follow_after_board_reset<\/span>(<\/span>self)<\/span>:<\/span>
\n if<\/span> (<\/span>self.<\/span>_solver_running and<\/span> self.<\/span>_solver_mode ==<\/span> "single"<\/span>
\n and<\/span> not<\/span> self.<\/span>_solve_in_flight)<\/span>:<\/span>
\n self.<\/span>_request_decision(<\/span>)<\/span><\/p>\n

_on_animation_finished \u7684 single \u5206\u652f\u5728\u7528\u6237\u8d70\u5b50\u540e\u6e05\u9664\u65e7\u9ad8\u4eae\u5e76\u5f02\u6b65\u53d1\u8d77\u4e0b\u4e00\u6b21\u51b3\u7b56，\u5ef6\u65f6\u53d6 STEP_DELAY_MS=70；_resync_follow_after_board_reset \u5728\u68cb\u76d8\u91cd\u7f6e\u540e\u4ee5\u76f8\u540c\u6761\u4ef6\u91cd\u7b97，\u4f7f\u8ddf\u968f\u4e0d\u56e0\u4e00\u6b21\u91cd\u5f00\u5c40\u800c\u4e2d\u65ad\u3002<\/p>\n

4.3 \u6c42\u89e3\u8fdb\u884c\u4e2d\u7684\u7b97\u6cd5\u70ed\u5207\u6362<\/h4>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u7ed3\u679c\u5bf9\u6bd4：\u4e0d\u540c\u7b97\u6cd5\/\u5f3a\u5ea6\u7684\u6c42\u89e3\u7ed3\u679c<\/p>\n

\u641c\u7d22\u5f15\u64ce\u53ef\u5728\u8fd0\u884c\u4e2d\u66f4\u6362\u3002\u6539\u52a8\u7b97\u6cd5\u6216\u8fd0\u884c\u65b9\u5f0f（\u5f3a\u5ea6）\u4e0b\u62c9\u4f1a\u70ed\u66f4\u65b0\u6c42\u89e3\u914d\u7f6e，\u4f5c\u5e9f\u5728\u9014\u4efb\u52a1（<\/p>\n

id<\/p>\n

cur<\/p>\n

+<\/p>\n

+<\/p>\n

\\\\text{id}_{\\\\text{cur}}{+}{+}<\/p>\n

<\/span><\/span>id<\/span><\/span><\/span>cur<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span>+<\/span><\/span><\/span><\/span><\/span><\/span> \u5e76\u7f6e\u4f4d\u534f\u4f5c\u5f0f\u53d6\u6d88\u4ee4\u724c），\u968f\u540e\u7acb\u5373\u6309\u65b0\u7b97\u6cd5\u91cd\u7b97：<\/p>\n

def<\/span> _hot_update_solver_config<\/span>(<\/span>self)<\/span>:<\/span>
\n if<\/span> not<\/span> self.<\/span>_solver_running:<\/span>
\n return<\/span>
\n new_cfg =<\/span> solver.<\/span>build_config(<\/span>self.<\/span>solver_strategy.<\/span>currentData(<\/span>)<\/span>,<\/span>
\n self.<\/span>solver_depth.<\/span>currentData(<\/span>)<\/span>)<\/span>
\n if<\/span> new_cfg ==<\/span> self.<\/span>_ui_solver_config:<\/span> # \u754c\u9762\u4ea7\u51fa\u7684\u914d\u7f6e\u6ca1\u53d8 \u2192 \u4e0d\u91cd\u7b97<\/span>
\n return<\/span>
\n self.<\/span>_ui_solver_config =<\/span> dict<\/span>(<\/span>new_cfg)<\/span>
\n self.<\/span>_solver_config =<\/span> new_cfg
\n self.<\/span>_job_id +=<\/span> 1<\/span> # \u65e7\u4efb\u52a1\u8eab\u4efd\u4f5c\u5e9f<\/span>
\n if<\/span> self.<\/span>_solve_in_flight and<\/span> self.<\/span>_solver_cancel is<\/span> not<\/span> None<\/span>:<\/span>
\n self.<\/span>_solver_cancel.<\/span>set<\/span>(<\/span>)<\/span> # \u534f\u4f5c\u5f0f\u53d6\u6d88\u5728\u9014\u8ba1\u7b97<\/span>
\n .<\/span>.<\/span>.<\/span>
\n self.<\/span>_request_decision(<\/span>)<\/span> # \u6309\u65b0\u914d\u7f6e\u7acb\u5373\u91cd\u7b97<\/span><\/p>\n

\u6b64\u5904\u6709\u4e00\u5b88\u536b：\u914d\u7f6e\u6bd4\u8f83\u987b\u4f7f\u7528\u754c\u9762\u76f4\u63a5\u4ea7\u51fa\u7684\u914d\u7f6e\u5feb\u7167 _ui_solver_config，\u800c\u975e\u8fd0\u884c\u65f6\u7684 _solver_config\u3002\u5b50\u7c7b（V6）\u4f1a\u5411 _solver_config \u6ce8\u5165 backend \u7b49\u8fd0\u884c\u65f6\u9879，\u82e5\u76f4\u63a5\u6bd4\u8f83，\u300c\u914d\u7f6e\u672a\u53d8\u5373\u65e9\u9000\u300d\u5c06\u6c38\u4e45\u5931\u6548\u3002<\/p>\n

\u4f1a\u8bdd\u8bb0\u5f55\u968f\u4e4b\u66f4\u65b0：\u6bcf\u6b21\u5207\u6362\u5199\u5165 strategy_changes，\u5bfc\u51fa\u7684\u4f1a\u8bdd\u6458\u8981\u6309\u8d77\u59cb\u4e0e\u540e\u7eed\u5c55\u793a（\u5982 \u542f\u53d1\u5f0f \u2192 MCTS），\u4e0d\u628a\u6df7\u7528\u4e24\u79cd\u7b97\u6cd5\u7684\u4f1a\u8bdd\u8bb0\u4e3a\u5355\u7b97\u6cd5\u3002<\/p>\n

\n

5. AI \u65b9\u5411\u63d0\u793a：\u539f\u751f\u8fb9\u6846\u5185\u7684\u300c\u5185\u5d4c\u660e\u6697\u8f6e\u5ed3\u300d+ \u4e09\u901a\u9053\u6d41\u5149<\/h3>\n

\u672c\u8282\u8ba8\u8bba AI \u5efa\u8bae\u5728\u68cb\u76d8\u4e0a\u7684\u53ef\u89c1\u6027\u5b9e\u73b0\u3002\u8be5\u63d0\u793a\u5386\u7ecf\u4e09\u4ee3\u8fed\u4ee3，\u4e0b\u9762\u8bf4\u660e\u524d\u4e24\u4ee3\u4e3a\u4f55\u4e0d\u6210\u7acb\u4ee5\u53ca\u6700\u7ec8\u5982\u4f55\u4fee\u6b63，\u5176\u8fc7\u7a0b\u6070\u597d\u533a\u5206\u4e86\u7ed8\u5236\u7684\u6b63\u786e\u6027\u4e0e\u53ef\u8fa8\u8bc6\u6027\u3002<\/p>\n

\u8bc1\u636e\u53e3\u5f84：\u672c\u8282\u4e2d\u7684\u50cf\u7d20\u91c7\u6837\u3001\u0394E\/\u0394L\u3001\u9010\u901a\u9053\u8ba1\u6570\u4e0e\u7ed8\u5236\u8017\u65f6\u6765\u81ea\u5f53\u65f6\u7684\u6e32\u67d3\u5b9e\u9a8c\u8bb0\u5f55\u3002\u5bf9\u5e94\u7684\u539f\u59cb\u5b9e\u9a8c\u76ee\u5f55\u5df2\u5728\u4ed3\u5e93\u6e05\u7406\u4e2d\u79fb\u9664，\u672c\u6b21\u8bc4\u5ba1\u65e0\u6cd5\u91cd\u653e\u8fd9\u4e9b\u6d4b\u91cf，\u56e0\u6b64\u8fd9\u4e9b\u5177\u4f53\u6570\u503c\u6807\u8bb0\u4e3a HISTORICAL \/ UNVERIFIED；\u53ef\u590d\u6838\u7684\u662f\u51e0\u4f55\u5e38\u91cf\u3001\u88c1\u526a\u8def\u5f84\u4e0e\u4ee3\u7801\u8def\u5f84\u672c\u8eab\u3002<\/p>\n

5.1 \u9700\u6c42\u4e0e\u51e0\u4f55\u7ea6\u675f<\/h4>\n

\u63d0\u793a\u987b\u6ee1\u8db3\u4e09\u9879\u7ea6\u675f：\u4ec5\u5728\u68cb\u76d8\u539f\u751f\u8fb9\u6846\u5185\u7ed8\u5236，\u4e0d\u8d8a\u51fa\u5916\u8f6e\u5ed3\u3001\u4e0d\u8986\u76d6\u74e6\u7247，\u4e14\u4e0d\u65b0\u589e\u5916\u4fa7\u5149\u8f68\u6216\u7bad\u5934\u7b49\u5916\u56f4\u7ec4\u4ef6；\u53ea\u4f7f\u7528\u68cb\u76d8\u5df2\u6709\u50cf\u7d20，\u9ad8\u4eae\u5c42\u9f20\u6807\u900f\u4f20，\u4e0d\u963b\u6321\u70b9\u51fb；\u81ea\u52a8\u8fde\u8d70\u4e0e\u5355\u6b65\u5efa\u8bae\u5171\u7528\u540c\u4e00\u6e32\u67d3\u5668，V6 \u7ee7\u627f V5 \u800c\u4e0d\u5206\u53c9\u3002<\/p>\n

\u88c1\u526a\u51e0\u4f55\u7531\u7b2c 4 \u7248\u7684\u53ea\u8bfb\u5e38\u91cf\u5bfc\u51fa\u3002\u5916\u8f6e\u5ed3\u8bb0\u4e3a <\/p>\n

R<\/p>\n

out<\/p>\n

R_{\\\\text{out}}<\/p>\n

<\/span><\/span>R<\/span><\/span>out<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>，\u5373\u8fb9\u957f <\/p>\n

B<\/p>\n

O<\/p>\n

A<\/p>\n

R<\/p>\n

D<\/p>\n

_<\/p>\n

S<\/p>\n

I<\/p>\n

D<\/p>\n

E<\/p>\n

=<\/p>\n

434<\/p>\n

BOARD\\\\_SIDE=434<\/p>\n

<\/span><\/span>B<\/span>O<\/span>A<\/span>R<\/span>D<\/span>_<\/span>S<\/span>I<\/span>D<\/span>E<\/span><\/span>=<\/span><\/span><\/span><\/span>434<\/span><\/span><\/span><\/span><\/span>\u3001\u5706\u89d2 <\/p>\n

r<\/p>\n

o<\/p>\n

u<\/p>\n

t<\/p>\n

=<\/p>\n

B<\/p>\n

O<\/p>\n

A<\/p>\n

R<\/p>\n

D<\/p>\n

_<\/p>\n

R<\/p>\n

A<\/p>\n

D<\/p>\n

I<\/p>\n

U<\/p>\n

S<\/p>\n

=<\/p>\n

9<\/p>\n

r_{out}=BOARD\\\\_RADIUS=9<\/p>\n

<\/span><\/span>r<\/span><\/span>o<\/span>u<\/span>t<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>B<\/span>O<\/span>A<\/span>R<\/span>D<\/span>_<\/span>R<\/span>A<\/span>D<\/span>I<\/span>U<\/span>S<\/span><\/span>=<\/span><\/span><\/span><\/span>9<\/span><\/span><\/span><\/span><\/span> \u7684\u5706\u89d2\u77e9\u5f62；\u5185\u90e8\u51cf\u53bb 16 \u4e2a\u5706\u89d2\u74e6\u7247 <\/p>\n

R<\/p>\n

k<\/p>\n

R_k<\/p>\n

<\/span><\/span>R<\/span><\/span>k<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>，\u5176\u8fb9\u957f <\/p>\n

T<\/p>\n

I<\/p>\n

L<\/p>\n

E<\/p>\n

_<\/p>\n

S<\/p>\n

I<\/p>\n

Z<\/p>\n

E<\/p>\n

=<\/p>\n

96<\/p>\n

TILE\\\\_SIZE=96<\/p>\n

<\/span><\/span>T<\/span>I<\/span>L<\/span>E<\/span>_<\/span>S<\/span>I<\/span>Z<\/span>E<\/span><\/span>=<\/span><\/span><\/span><\/span>96<\/span><\/span><\/span><\/span><\/span>\u3001\u5706\u89d2 <\/p>\n

r<\/p>\n

t<\/p>\n

=<\/p>\n

T<\/p>\n

I<\/p>\n

L<\/p>\n

E<\/p>\n

_<\/p>\n

R<\/p>\n

A<\/p>\n

D<\/p>\n

I<\/p>\n

U<\/p>\n

S<\/p>\n

=<\/p>\n

6<\/p>\n

r_t=TILE\\\\_RADIUS=6<\/p>\n

<\/span><\/span>r<\/span><\/span>t<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>T<\/span>I<\/span>L<\/span>E<\/span>_<\/span>R<\/span>A<\/span>D<\/span>I<\/span>U<\/span>S<\/span><\/span>=<\/span><\/span><\/span><\/span>6<\/span><\/span><\/span><\/span><\/span>\u3001\u95f4\u8ddd <\/p>\n

T<\/p>\n

I<\/p>\n

L<\/p>\n

E<\/p>\n

_<\/p>\n

G<\/p>\n

A<\/p>\n

P<\/p>\n

=<\/p>\n

10<\/p>\n

TILE\\\\_GAP=10<\/p>\n

<\/span><\/span>T<\/span>I<\/span>L<\/span>E<\/span>_<\/span>G<\/span>A<\/span>P<\/span><\/span>=<\/span><\/span><\/span><\/span>10<\/span><\/span><\/span><\/span><\/span>\u3002\u7740\u8272\u57df\u4e3a<\/p>\n

<\/p>\n

\u03a9<\/p>\n

=<\/p>\n

R<\/p>\n

out<\/p>\n

\u2216<\/p>\n

\u22c3<\/p>\n

k<\/p>\n

=<\/p>\n

1<\/p>\n

16<\/p>\n

R<\/p>\n

k<\/p>\n

,<\/p>\n

\\\\Omega=R_{\\\\text{out}}\\\\setminus\\\\bigcup_{k=1}^{16}R_k,<\/p>\n

<\/span><\/span>\u03a9<\/span><\/span>=<\/span><\/span><\/span><\/span>R<\/span><\/span>out<\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2216<\/span><\/span><\/span><\/span><\/span>k<\/span>=<\/span>1<\/span><\/span><\/span><\/span><\/span>\u22c3<\/span><\/span><\/span><\/span>16<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>R<\/span><\/span>k<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>,<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

\u5373\u5916\u8f6e\u5ed3\u4e0e 16 \u4e2a\u74e6\u7247\u4e4b\u5dee，\u5b9e\u9645\u8868\u73b0\u4e3a\u5bbd <\/p>\n

B<\/p>\n

O<\/p>\n

A<\/p>\n

R<\/p>\n

D<\/p>\n

_<\/p>\n

P<\/p>\n

A<\/p>\n

D<\/p>\n

D<\/p>\n

I<\/p>\n

N<\/p>\n

G<\/p>\n

=<\/p>\n

10<\/p>\n

BOARD\\\\_PADDING=10<\/p>\n

<\/span><\/span>B<\/span>O<\/span>A<\/span>R<\/span>D<\/span>_<\/span>P<\/span>A<\/span>D<\/span>D<\/span>I<\/span>N<\/span>G<\/span><\/span>=<\/span><\/span><\/span><\/span>10<\/span><\/span><\/span><\/span><\/span> \u7684\u8fb9\u6846\u5e26\u3002\u8be5\u57df\u7531 _background \u751f\u6210，\u5e76\u4e0e\u540e\u7eed\u7ed8\u5236\u5171\u4eab\u540c\u4e00\u8def\u5f84\u3002<\/p>\n

def<\/span> _background<\/span>(<\/span>self,<\/span> w,<\/span> h)<\/span>:<\/span>
\n path =<\/span> QPainterPath(<\/span>)<\/span>
\n path.<\/span>addRoundedRect(<\/span>QRectF(<\/span>0.0<\/span>,<\/span> 0.0<\/span>,<\/span> w,<\/span> h)<\/span>,<\/span> r,<\/span> r)<\/span> # \u5916\u8f6e\u5ed3\u5706\u89d2\u77e9\u5f62 R_out<\/span>
\n step =<\/span> size +<\/span> gap
\n for<\/span> rr in<\/span> range<\/span>(<\/span>4<\/span>)<\/span>:<\/span>
\n for<\/span> cc in<\/span> range<\/span>(<\/span>4<\/span>)<\/span>:<\/span> # \u51cf\u53bb 16 \u4e2a\u5706\u89d2\u74e6\u7247<\/span>
\n cell =<\/span> QPainterPath(<\/span>)<\/span>
\n cell.<\/span>addRoundedRect(<\/span>QRectF(<\/span>pad +<\/span> cc *<\/span> step,<\/span> pad +<\/span> rr *<\/span> step,<\/span> size,<\/span> size)<\/span>,<\/span>
\n tr,<\/span> tr)<\/span>
\n path =<\/span> path.<\/span>subtracted(<\/span>cell)<\/span>
\n return<\/span> path<\/p>\n

5.2 \u7b2c\u4e00\u4ee3\u65b9\u6848：\u6cbf\u8fb9\u6696\u767d\u4e0e\u80cc\u666f\u7684\u4f4e\u5bf9\u6bd4<\/h4>\n

\u7b2c\u4e00\u7248\u5728 10 px \u8fb9\u6846\u5e26\u5185\u94fa\u8bbe\u4e00\u5c42\u6cbf\u8fb9\u6e10\u53d8\u7684\u6696\u767d\u3002\u5bf9\u771f\u5b9e Qt \u6e32\u67d3\u7684\u50cf\u7d20\u91c7\u6837\u5982\u4e0b\u3002<\/p>\n\n\u91c7\u6837\u4eae\u5ea6 L\u8bf4\u660e<\/tr>\n\n\n\n\n
\u4e3b\u4eae\u9762\u590d\u5408\u8272<\/td>\n80.8<\/td>\n\u6696\u767d\u53e0\u5728\u68cb\u76d8\u68d5\u4e0a<\/td>\n<\/tr>\n
\u7a97\u5916\u56f4\u7c73\u767d\u80cc\u666f<\/td>\n93.7<\/td>\n#faf8ef<\/td>\n<\/tr>\n
\u5bf9\u4fa7\u666e\u901a\u8fb9\u6846<\/td>\n43.0<\/td>\n\u68cb\u76d8 #bbada0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e3b\u4eae\u9762\u4e0e\u5916\u56f4\u7c73\u767d\u80cc\u666f\u7684\u8272\u5dee\u4ec5 <\/p>\n

\u0394<\/p>\n

E<\/p>\n

\u2248<\/p>\n

5.9<\/p>\n

\\\\Delta E\\\\approx 5.9<\/p>\n

<\/span><\/span>\u0394<\/span>E<\/span><\/span>\u2248<\/span><\/span><\/span><\/span>5.9<\/span><\/span><\/span><\/span><\/span>，\u4e14\u5176\u4eae\u5ea6\u66f4\u4f4e；\u4eae\u9762\u4e0e\u68cb\u76d8\u5916\u6cbf\u4e4b\u95f4\u4e0d\u5b58\u5728\u6df1\u8272\u5206\u9694，\u767d\u8fb9\u3001\u68cb\u76d8\u68d5\u8fb9\u4e0e\u7c73\u767d\u80cc\u666f\u4e09\u5c42\u4eae\u5ea6\u63a5\u8fd1\u800c\u7f3a\u5c11\u8f6e\u5ed3，\u65b9\u5411\u8bc6\u522b\u4e0d\u6e05\u3002<\/p>\n

5.3 \u7b2c\u4e8c\u4ee3\u65b9\u6848：\u4e09\u6bb5\u5f0f\u5185\u5d4c\u660e\u6697\u8f6e\u5ed3<\/h4>\n

\u7ed3\u6784\u6539\u4e3a\u81ea\u5916\u5411\u5185\u7684\u6df1\u8272\u9694\u79bb\u69fd\u3001\u5976\u6cb9\u6696\u767d\u4e3b\u4eae\u9762\u4e0e\u6696\u674f\u8fc7\u6e21：<\/p>\n\n\u6bb5\u989c\u8272\u539a\u5ea6（\u903b\u8f91\u50cf\u7d20）<\/tr>\n\n\n\n\n
\u2460 \u5916\u4fa7\u6df1\u8272\u9694\u79bb\u69fd<\/td>\n#705B4C<\/td>\n\u22481.8<\/td>\n<\/tr>\n
\u2461 \u4e2d\u90e8\u5976\u6cb9\u6696\u767d\u4e3b\u4eae\u9762<\/td>\n#FFF5E8<\/td>\n\u22485.0<\/td>\n<\/tr>\n
\u2462 \u5185\u4fa7\u6696\u674f\u8fc7\u6e21<\/td>\n#E0C4A5<\/td>\n\u22481.8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e09\u6bb5\u539a\u5ea6\u7531\u5e38\u91cf _GROOVE_PX=1.8\u3001_FACE_PX=5.0\u3001_TRANS_PX=1.8 \u7ed9\u5b9a，\u5408\u8ba1\u4e0d\u8d85\u8fc7\u8fb9\u6846\u5e26\u5bbd\u5ea6 10 px\u3002\u6a2a\u622a\u9762\u6cbf\u5916\u5230\u5185\u65b9\u5411\u4ee5\u7ebf\u6027\u6e10\u53d8\u7ed8\u5236；\u6cbf\u8fb9\u65b9\u5411\u53e6\u7528\u4e00\u6761\u5305\u7edc\u6e10\u53d8\u505a\u4e24\u7aef\u6d88\u9690，\u5176 0.5 \u5e45\u503c\u4f4d\u7f6e\u5206\u522b\u4f4d\u4e8e <\/p>\n

11.5<\/p>\n

%<\/p>\n

11.5\\\\%<\/p>\n

<\/span><\/span>11.5%<\/span><\/span><\/span><\/span><\/span> \u4e0e <\/p>\n

88.5<\/p>\n

%<\/p>\n

88.5\\\\%<\/p>\n

<\/span><\/span>88.5%<\/span><\/span><\/span><\/span><\/span>（_EDGE_ENV_LO=0.115\u3001_EDGE_ENV_HI=0.885），\u4e24\u7aef\u4e3a 0，\u6545\u660e\u4eae\u8bc6\u522b\u533a\u7ea6\u5360\u8fb9\u957f 77%\u3002\u4e24\u6761\u6e10\u53d8\u4ee5 DestinationIn \u76f8\u4e58：<\/p>\n

def<\/span> _paint_edge<\/span>(<\/span>self,<\/span> p,<\/span> w,<\/span> h,<\/span> d)<\/span>:<\/span>
\n band,<\/span> axis =<\/span> self.<\/span>_edge_geom(<\/span>w,<\/span> h,<\/span> d)<\/span>
\n p.<\/span>setBrush(<\/span>self.<\/span>_cross_section(<\/span>w,<\/span> h,<\/span> d)<\/span>)<\/span> # \u2460 \u6a2a\u622a\u9762：\u69fd \/ \u4eae\u9762 \/ \u8fc7\u6e21<\/span>
\n p.<\/span>drawRect(<\/span>band)<\/span>
\n p.<\/span>setCompositionMode(<\/span>QPainter.<\/span>CompositionMode_DestinationIn)<\/span>
\n p.<\/span>setBrush(<\/span>self.<\/span>_along_envelope(<\/span>axis)<\/span>)<\/span> # \u2461 \u6cbf\u8fb9\u5305\u7edc（DestinationIn \u4e58 alpha）<\/span>
\n p.<\/span>drawRect(<\/span>band)<\/span>
\n p.<\/span>setCompositionMode(<\/span>QPainter.<\/span>CompositionMode_SourceOver)<\/span><\/p>\n

\u540c\u4e00\u91c7\u6837\u4e0b，\u9694\u79bb\u69fd <\/p>\n

L<\/p>\n

\u2248<\/p>\n

12.5<\/p>\n

L\\\\approx 12.5<\/p>\n

<\/span><\/span>L<\/span><\/span>\u2248<\/span><\/span><\/span><\/span>12.5<\/span><\/span><\/span><\/span><\/span>\u3001\u4eae\u9762 <\/p>\n

L<\/p>\n

\u2248<\/p>\n

92.4<\/p>\n

L\\\\approx 92.4<\/p>\n

<\/span><\/span>L<\/span><\/span>\u2248<\/span><\/span><\/span><\/span>92.4<\/span><\/span><\/span><\/span><\/span>，\u5373 <\/p>\n

\u0394<\/p>\n

E<\/p>\n

(<\/p>\n

\u69fd<\/p>\n

\u2194<\/p>\n

\u4eae\u9762<\/p>\n

)<\/p>\n

\u2248<\/p>\n

55.4<\/p>\n

\\\\Delta E(\\\\text{\u69fd}\\\\leftrightarrow\\\\text{\u4eae\u9762})\\\\approx 55.4<\/p>\n

<\/span><\/span>\u0394<\/span>E<\/span>(<\/span>\u69fd<\/span><\/span><\/span>\u2194<\/span><\/span><\/span><\/span>\u4eae\u9762<\/span><\/span>)<\/span><\/span>\u2248<\/span><\/span><\/span><\/span>55.4<\/span><\/span><\/span><\/span><\/span>\u3001<\/p>\n

\u0394<\/p>\n

L<\/p>\n

\u2248<\/p>\n

\u2212<\/p>\n

79.9<\/p>\n

\\\\Delta L\\\\approx -79.9<\/p>\n

<\/span><\/span>\u0394<\/span>L<\/span><\/span>\u2248<\/span><\/span><\/span><\/span>\u2212<\/span>79.9<\/span><\/span><\/span><\/span><\/span>，\u660e\u6697\u8f6e\u5ed3\u5206\u79bb\u6210\u7acb；\u8bc6\u522b\u533a\u7ea6\u5360\u8fb9\u957f 77%，\u5176\u4f59\u4e09\u8fb9\u5b8c\u5168\u4e0d\u53d8\u3002<\/p>\n

5.4 \u5149\u6805\u5316\u7ea6\u675f：DestinationIn \u4e0e\u6297\u952f\u9f7f\u88c1\u526a\u4e0d\u53ef\u540c\u65f6\u4f7f\u7528<\/h4>\n

\u4e0a\u8ff0\u4e24\u6b65\u5408\u6210\u5fc5\u987b\u5728\u65e0\u88c1\u526a\u7684\u753b\u5e03\u4e0a\u5b8c\u6210\u3002\u82e5\u628a CompositionMode_DestinationIn \u4e0e <\/p>\n

\u03a9<\/p>\n

\\\\Omega<\/p>\n

<\/span><\/span>\u03a9<\/span><\/span><\/span><\/span><\/span> \u7684\u6297\u952f\u9f7f\u88c1\u526a\u8def\u5f84\u7f6e\u4e8e\u540c\u4e00 painter，Qt \u5149\u6805\u5668\u5728\u88c1\u526a\u8fb9\u754c\u50cf\u7d20\u4e0a\u7684 alpha \u76f8\u4e58\u4e0d\u6b63\u786e，\u5706\u89d2\u5904\u4f1a\u6b8b\u7559\u82e5\u5e72\u9ad8\u4e0d\u900f\u660e\u5ea6\u788e\u7247（DPR 1.25 \u5b9e\u6d4b 6 \u4e2a <\/p>\n

\u03b1<\/p>\n

\u2208<\/p>\n

[<\/p>\n

8<\/p>\n

,<\/p>\n

64<\/p>\n

]<\/p>\n

\\\\alpha\\\\in[8,64]<\/p>\n

<\/span><\/span>\u03b1<\/span><\/span>\u2208<\/span><\/span><\/span><\/span>[<\/span>8<\/span>,<\/span><\/span>64<\/span>]<\/span><\/span><\/span><\/span><\/span> \u7684\u50cf\u7d20），\u6309\u50cf\u7d20\u4e2d\u5fc3\u662f\u5426\u4f4d\u4e8e\u5916\u8f6e\u5ed3\u5185\u7684\u4e25\u683c\u5224\u5b9a\u5373\u5224\u4e3a\u8d8a\u754c\u3002<\/p>\n

\u4fee\u6b63\u65b9\u6cd5\u662f\u5206\u4e24\u5c42\u7ed8\u5236：\u5148\u5728\u65e0\u88c1\u526a\u7684\u4e34\u65f6\u5c42\u4e2d\u5b8c\u6210\u6a2a\u622a\u9762\u4e0e\u6cbf\u8fb9\u5305\u7edc\u7684\u5408\u6210，\u518d\u4ee5\u88c1\u526a\u8def\u5f84 <\/p>\n

\u03a9<\/p>\n

\\\\Omega<\/p>\n

<\/span><\/span>\u03a9<\/span><\/span><\/span><\/span><\/span> \u7ecf SourceOver \u8d34\u81f3\u7f13\u5b58\u4f4d\u56fe，\u6297\u952f\u9f7f\u88c1\u526a\u5728 SourceOver \u4e0b\u884c\u4e3a\u6b63\u786e：<\/p>\n

layer =<\/span> QPixmap(<\/span>Wd,<\/span> Hd)<\/span>;<\/span> layer.<\/span>fill(<\/span>Qt.<\/span>transparent)<\/span>
\nlp =<\/span> QPainter(<\/span>layer)<\/span> # \u65e0\u88c1\u526a<\/span>
\nself.<\/span>_paint_edge(<\/span>lp,<\/span> w,<\/span> h,<\/span> d)<\/span> # \u69fd \/ \u4eae\u9762 \/ \u8fc7\u6e21 \u00d7 \u6cbf\u8fb9\u6d88\u9690<\/span>
\nlp.<\/span>end(<\/span>)<\/span><\/p>\n

pm =<\/span> QPixmap(<\/span>Wd,<\/span> Hd)<\/span>;<\/span> pm.<\/span>fill(<\/span>Qt.<\/span>transparent)<\/span>
\npp =<\/span> QPainter(<\/span>pm)<\/span>
\npp.<\/span>setClipPath(<\/span>self.<\/span>_background(<\/span>w,<\/span> h)<\/span>)<\/span> # \u5916\u8f6e\u5ed3 \u2216 16 \u4e2a\u5706\u89d2\u74e6\u7247<\/span>
\npp.<\/span>drawPixmap(<\/span>0<\/span>,<\/span> 0<\/span>,<\/span> layer)<\/span> # SourceOver<\/span>
\npp.<\/span>end(<\/span>)<\/span><\/p>\n

\u4fee\u6b63\u540e，\u5728 3 \u6863 DPR（1.0\u30011.25\u30011.5）\u4e0e V5\/V6 \u7ec4\u5408\u4e0b，\u8d8a\u51fa\u5916\u8f6e\u5ed3\u3001\u8986\u76d6\u74e6\u7247\u4e0e\u5176\u4ed6\u4e09\u8fb9\u88ab\u6539\u52a8\u4e09\u9879\u8ba1\u6570\u5747\u4e3a 0\u3002<\/p>\n

5.5 \u6d41\u5149\u5c42：\u4e09\u901a\u9053\u3001\u77ed\u68ad\u5f62\u4e0e\u671d\u76ee\u6807\u8fb9\u6c47\u805a<\/h4>\n

\u9664\u9759\u6001\u4eae\u8fb9\u5916，\u53e6\u6709\u4e00\u5c42\u5185\u5411\u77ed\u68ad\u5f62\u6d41\u5149（B \u5c42）：\u5728 3 \u6761\u5185\u90e8\u7f1d\u9699\u4e2d\u5404\u7ed8\u5236\u4e00\u4e2a\u4e24\u7aef\u5c16\u3001\u4e2d\u95f4\u6700\u5bbd\u7684\u68ad\u5f62\u4eae\u6bb5，\u6cbf\u63a8\u8350\u65b9\u5411\u6c47\u805a\u5e76\u5728\u4e34\u8fb9\u6536\u7f29\u6d88\u9690\u3002\u65e9\u671f\u4ec5\u7ed8\u5236 2 \u6761（\u4ee5 centers[:2] \u622a\u65ad），\u5bfc\u81f4\u7b2c 3 \u6761\u901a\u9053\u957f\u671f\u4e3a\u7a7a；\u6539\u4e3a\u4e09\u6761\u5168\u53c2\u4e0e\u540e，\u771f\u5b9e\u6e32\u67d3\u7684\u9010\u901a\u9053\u8ba1\u6570\u7531 [\u2026, \u2026, 0] \u53d8\u4e3a \u2248[87, 87, 87]\u3002<\/p>\n

def<\/span> _gap_centers<\/span>(<\/span>self)<\/span>:<\/span>
\n """\u4e09\u6761\u5185\u90e8\u7f1d\u9699\u4e2d\u5fc3：\u4ec5\u7531\u53ea\u8bfb\u5e38\u91cf\u63a8\u5bfc，\u65e0\u5199\u6b7b\u5750\u6807\u3002"""<\/span>
\n pad,<\/span> size,<\/span> gap =<\/span> v4.<\/span>BOARD_PADDING,<\/span> v4.<\/span>TILE_SIZE,<\/span> v4.<\/span>TILE_GAP
\n step =<\/span> size +<\/span> gap
\n return<\/span> [<\/span>pad +<\/span> size +<\/span> gap \/<\/span> 2.0<\/span> +<\/span> k *<\/span> step for<\/span> k in<\/span> range<\/span>(<\/span>3<\/span>)<\/span>]<\/span> # 111 \/ 217 \/ 323<\/span><\/p>\n

\u5de5\u7a0b\u7ec6\u8282\u5982\u4e0b\u3002\u9759\u6001\u4eae\u8fb9\u7f13\u5b58\u4e3a QPixmap，\u4ec5\u5728\u5c3a\u5bf8\u3001DPR \u6216\u65b9\u5411\u53d8\u5316\u65f6\u91cd\u5efa\u3002\u52a8\u753b\u6309 26 FPS \u91c7\u7528\u5355\u65f6\u949f，\u53ea\u5237\u65b0\u65b0\u65e7\u4e24\u4e2a\u68ad\u5f62\u5e76\u96c6\u7684\u810f\u77e9\u5f62\u3002\u51e0\u4f55\u4e0d\u8db3\u6216\u4e0d\u53ef\u89c1\u65f6\u964d\u7ea7\u4e3a A-only \u5e76\u505c\u6b62\u8ba1\u65f6；\u9690\u85cf\u3001\u505c\u6b62\u3001\u65b0\u6e38\u620f\u3001\u7ee7\u7eed\u4e0e\u5207\u6362\u6a21\u5f0f\u5747\u4f1a\u6e05\u9664\u9ad8\u4eae\u5e76\u505c\u8868\u3002<\/p>\n

5.6 \u81ea\u52a8\u8fde\u8d70\u65b9\u5411\u63d0\u793a<\/h4>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u81ea\u52a8\u8fde\u8d70：\u5f53\u524d\u51b3\u7b56\u65b9\u5411\u5728\u68cb\u76d8\u539f\u751f\u8fb9\u6846\u5185\u9ad8\u4eae<\/p>\n

\u540c\u4e00\u6e32\u67d3\u5668\u5728\u81ea\u52a8\u8fde\u8d70\u4e2d\u540c\u6837\u751f\u6548：AI \u6bcf\u51b3\u5b9a\u4e00\u6b65\u5373\u5148\u9ad8\u4eae\u8be5\u65b9\u5411，\u518d\u7531\u52a8\u753b\u9a71\u52a8\u68cb\u76d8\u8d70\u5b50，\u505c\u6b62\u6216\u7ed3\u675f\u65f6\u6e05\u9664\u3002\u5b9e\u6d4b\u5728 26 FPS \u4e0b，A+B \u7ed8\u5236\u8017\u65f6\u7684 mean\/p95 \u7ea6\u4e3a 0.6\/0.8 ms（DPR 1.0）\u4e0e 1.1\/1.7 ms（DPR 1.25），\u5747\u5728\u65e2\u6709 2 ms \u4e0e 5 ms \u9884\u7b97\u4e4b\u5185\u3002<\/p>\n

\n

6. \u6d4b\u8bd5\u4e0e\u9a8c\u6536<\/h3>\n

\u7b97\u6cd5\u6838\u5fc3\u3001RL \u5de5\u7a0b\u5316\u3001GUI \u96c6\u6210\u4e0e\u8de8\u7248\u672c\u56de\u5f52\u5206\u522b\u6d4b\u8bd5，\u53d1\u5e03\u8bb0\u5f55\u4e3a 202 \u6761\u7528\u4f8b\u3002\u672c\u6b21\u590d\u6838（2026-10-20，PYTHONNOUSERSITE=1）\u9010\u5957\u4ef6\u8fd0\u884c，\u5168\u90e8\u9000\u51fa\u7801 0：<\/p>\n\n\u5957\u4ef6\u7528\u4f8b\u6570\u672c\u6b21\u590d\u6838\u7ed3\u679c<\/tr>\n\n\n\n\n\n\n\n\n\n\n
v5_pyqt_2048_solver.test_solver<\/td>\n95<\/td>\nRan 95 tests \/ OK \/ exit 0（82.6s）<\/td>\n<\/tr>\n
tests.test_mcts_chance<\/td>\n10<\/td>\n\u4e0e\u4e0b\u4e24\u9879\u5408\u5e76 Ran 28 tests \/ OK \/ exit 0<\/td>\n<\/tr>\n
tests.test_expectimax_reference<\/td>\n10<\/td>\n\u540c\u4e0a<\/td>\n<\/tr>\n
tests.test_rl_gradients<\/td>\n8<\/td>\n\u540c\u4e0a<\/td>\n<\/tr>\n
tests.test_rl_model_management<\/td>\n5<\/td>\nRan 5 tests \/ OK \/ exit 0<\/td>\n<\/tr>\n
tests.test_algorithm_benchmark_smoke<\/td>\n5<\/td>\nRan 5 tests \/ OK \/ exit 0<\/td>\n<\/tr>\n
tests.test_cross_version<\/td>\n41<\/td>\n41\/41 \u901a\u8fc7 \/ exit 0（\u811a\u672c\u5f0f）<\/td>\n<\/tr>\n
tests.test_popups<\/td>\n17<\/td>\n17\/17 \u901a\u8fc7 \/ exit 0（\u811a\u672c\u5f0f）<\/td>\n<\/tr>\n
tests.test_rl_selftrain<\/td>\n11<\/td>\n11\/11 \u901a\u8fc7 \/ exit 0（\u811a\u672c\u5f0f）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5408\u8ba1 202 \u6761\u3002test_popups\u3001test_rl_selftrain\u3001test_cross_version \u662f\u811a\u672c\u5f0f\u81ea\u68c0（\u4e0d\u662f unittest.TestCase \u7c7b），\u56e0\u6b64\u7528\u76f4\u63a5\u8fd0\u884c\u811a\u672c\u7684\u65b9\u5f0f\u590d\u6838；\u8868\u4e2d\u5176\u4f59\u9879\u7528 python -m unittest \u8fd0\u884c\u3002\u8986\u76d6\u8303\u56f4\u5982\u4e0b\u3002<\/p>\n

python -m<\/span> v5_pyqt_2048_solver.test_solver # Ran 95 tests … OK<\/span>
\npython -m<\/span> tests.test_mcts_chance # Ran 10 tests … OK<\/span>
\npython -m<\/span> tests.test_expectimax_reference # Ran 10 tests … OK<\/span>
\npython -m<\/span> tests.test_rl_model_management # Ran 5 tests … OK<\/span>
\npython -m<\/span> tests.test_cross_version # 41\/41 \u901a\u8fc7<\/span><\/p>\n

\u8986\u76d6\u8303\u56f4\u5982\u4e0b\u3002<\/p>\n

\u7b97\u6cd5\u6838\u5fc3\u65b9\u9762，\u8986\u76d6\u5408\u5e76\u89c4\u5219\u3001\u56db\u65b9\u5411\u79fb\u52a8\u3001\u65e0\u6548\u79fb\u52a8\u3001\u80dc\u8d1f\u5224\u5b9a\u4e0e\u8bc4\u4f30\u504f\u597d；5 \u7c7b\u7b56\u7565\u5747\u8fd4\u56de\u5408\u6cd5\u65b9\u5411\u4e14\u53ef\u590d\u73b0；Expectimax \u5728\u526a\u679d\u5f00\u5173\u4e0b\u5747\u786e\u5b9a\u3001\u8f6c\u7f6e\u8868\u751f\u6548\u3001\u8d85\u65f6\u4ecd\u8fd4\u56de\u5408\u6cd5\u65b9\u5411；MCTS \u56de\u4f20\u4e0d\u53d8\u91cf\u4e0e spawn \u5206\u5e03；RL \u6709\u6a21\u578b\u4e0e\u65e0\u6a21\u578b\u884c\u4e3a；\u914d\u7f6e API \u4e0e\u5f02\u5e38\u5b89\u5168\u3002<\/p>\n

\u5e76\u53d1\u4e0e\u751f\u547d\u5468\u671f\u65b9\u9762，\u4ee5\u300c\u8fdb\u5165\u8ba1\u7b97 + \u653e\u884c\u300d\u540c\u6b65\u5c4f\u969c\u6784\u9020\u786e\u5b9a\u6027\u65f6\u5e8f，\u8986\u76d6\u542f\u52a8\u5373\u505c\u3001\u505c\u6b62\u540e\u542f\u52a8\u65b0\u4efb\u52a1\u800c\u65e7\u7ed3\u679c\u8fdf\u5230\u3001\u5173\u95ed\u7a97\u53e3\u3001\u8fde\u7eed 10 \u6b21\u5728\u9014\u53d6\u6d88，\u4ee5\u53ca\u5728\u9014\u6298\u53e0\u4e0e\u62d6\u52a8\u7f29\u653e；\u65ad\u8a00\u65e7\u7ed3\u679c\u4e0d\u6c61\u67d3\u65b0\u4efb\u52a1\u3001\u7ebf\u7a0b\u53ef\u56de\u6536\u3001\u65e0 QThread: Destroyed… \u544a\u8b66\u4e14\u8fdb\u7a0b\u5e72\u51c0\u9000\u51fa\u3002<\/p>\n

\u754c\u9762\u96c6\u6210\u65b9\u9762，\u8986\u76d6\u53cc\u680f\u5e03\u5c40\u4e0e\u62d6\u62fd\u3001\u6298\u53e0\u6574\u4f53\u9690\u85cf\u4e14\u65e0\u7a7a\u767d\u3001\u8d34\u8fb9\u628a\u624b\u663e\u9690\u4e0e\u8d34\u8fb9\u4e0d\u906e\u6321\u3001\u4e24\u5165\u53e3\u4e00\u81f4\u4e14\u5747\u4e0d\u542f\u52a8\u7b97\u6cd5\u3001\u8fde\u7eed 20 \u6b21\u6298\u53e0\u5c55\u5f00\u65e0\u5bbd\u5ea6\u6f02\u79fb\u4e0e\u91cd\u590d\u4fe1\u53f7\u3001\u8fd0\u884c\u4e2d\u6298\u53e0\u4e0d\u5f71\u54cd\u540e\u53f0\u3001\u72b6\u6001\u6307\u6807\u4e0e\u771f\u5b9e\u6570\u636e\u4e00\u81f4，\u4ee5\u53ca\u5bfc\u51fa\u4e0e\u5bf9\u6bd4\u3002<\/p>\n

\u4f1a\u8bdd\u6301\u4e45\u5316\u65b9\u9762，sessions.json \u91c7\u7528\u539f\u5b50\u4fdd\u5b58\u4e0e .bak \u56de\u6eda，\u5728\u5199\u574f\u4e3b\u6587\u4ef6\u4e0e\u5199\u5165\u5931\u8d25\u7684\u6545\u969c\u6ce8\u5165\u4e0b\u4e0d\u4e22\u5386\u53f2\u3001\u4e0d\u4ea7\u751f\u574f\u6587\u4ef6\u3002<\/p>\n

\u4ea4\u4e92\u4e0e\u65b9\u5411\u63d0\u793a\u65b9\u9762，\u65b9\u5411\u952e\u5728\u5e94\u7528\u5185\u7edf\u4e00\u8def\u7531（\u7126\u70b9\u843d\u5728\u4e0b\u62c9\u6846\u6216\u6309\u94ae\u4e0a\u4ecd\u80fd\u8d70\u5b50\u3001\u4e00\u6b21 KeyPress \u81f3\u591a\u8d70\u4e00\u6b65\u3001\u6b22\u8fce\u9875\u4e0e\u6a21\u6001\u4e0e\u8f93\u5165\u63a7\u4ef6\u4e00\u5f8b\u653e\u884c）；\u5355\u6b65\u5efa\u8bae\u5e38\u9a7b\u8ddf\u968f\u3001\u8d70\u5b50\u52a8\u753b\u7ed3\u675f\u81ea\u52a8\u91cd\u7b97；\u65b9\u5411\u63d0\u793a\u7684\u8fb9\u754c\u4e0d\u53d8\u91cf\u4e3a\u4e0d\u8d8a\u51fa\u5916\u8f6e\u5ed3\u3001\u4e0d\u8986\u76d6\u74e6\u7247\u3001\u5176\u4ed6\u4e09\u8fb9\u4e0d\u53d8\u3001\u4eae\u533a\u5360\u8fb9 72%\u201382%\u3001\u5916\u4fa7\u9694\u79bb\u69fd\u4e0e\u4e3b\u4eae\u9762\u6784\u6210\u660e\u6697\u5206\u79bb，\u4e14 B \u5c42\u4e09\u6761\u901a\u9053\u65e0\u7a7a\u901a\u9053；\u81ea\u52a8\u8fde\u8d70\u540c\u6837\u9ad8\u4eae；\u6c42\u89e3\u8fdb\u884c\u4e2d\u5207\u6362\u7b97\u6cd5（\u914d\u7f6e\u70ed\u66f4\u65b0\u3001\u65e7\u4efb\u52a1\u8eab\u4efd\u4f5c\u5e9f\u3001\u4f1a\u8bdd\u8bb0\u5f55 strategy_changes）\u3002<\/p>\n

\u4e0a\u8ff0\u4e0d\u53d8\u91cf\u4ee5\u786e\u5b9a\u6027\u65f6\u5e8f\u52a0\u4ee5\u65ad\u8a00\u3002\u4f8b\u5982\u300c\u8fc7\u671f\u7ed3\u679c\u4e0d\u5f97\u6539\u5199\u65b0\u4efb\u52a1\u72b6\u6001\u300d\u7684\u5224\u5b9a\u76f4\u63a5\u5bf9\u5e94 \u00a71 \u7684\u5145\u8981\u6761\u4ef6\u3002<\/p>\n

# \u65e7 job_id \u7684\u7ed3\u679c\u5230\u8fbe \u2192 \u4e22\u5f03，\u4e14\u4e0d\u5f97\u6e05\u96f6\u65b0\u4efb\u52a1\u7684\u5728\u9014\u6807\u5fd7\u3001\u4e0d\u5f97\u6539\u52a8\u8fdb\u5ea6\u6761<\/span>
\nself.<\/span>w.<\/span>_on_solver_result(<\/span>3<\/span>,<\/span> {<\/span>"best_direction"<\/span>:<\/span> "left"<\/span>,<\/span> "best_name"<\/span>:<\/span> "\u5411\u5de6"<\/span>,<\/span>
\n "evaluations"<\/span>:<\/span> {<\/span>"left"<\/span>:<\/span> 1.0<\/span>}<\/span>,<\/span> "elapsed_ms"<\/span>:<\/span> 1.0<\/span>}<\/span>)<\/span>
\nself.<\/span>assertTrue(<\/span>self.<\/span>w.<\/span>_solve_in_flight,<\/span> "\u8fc7\u671f\u7ed3\u679c\u6e05\u96f6\u4e86\u65b0\u4efb\u52a1\u7684\u5728\u9014\u6807\u5fd7"<\/span>)<\/span>
\nself.<\/span>assertEqual(<\/span>self.<\/span>w.<\/span>solver_progress.<\/span>maximum(<\/span>)<\/span>,<\/span> 0<\/span>,<\/span> "\u8fc7\u671f\u7ed3\u679c\u6539\u52a8\u4e86\u8fdb\u5ea6\u6761"<\/span>)<\/span><\/p>\n

# \u5f53\u524d job_id \u7684\u7ed3\u679c\u624d\u5141\u8bb8\u6536\u5c3e<\/span>
\nself.<\/span>w.<\/span>_on_solver_result(<\/span>5<\/span>,<\/span> {<\/span>"best_direction"<\/span>:<\/span> "left"<\/span>,<\/span> "best_name"<\/span>:<\/span> "\u5411\u5de6"<\/span>,<\/span>
\n "evaluations"<\/span>:<\/span> {<\/span>"left"<\/span>:<\/span> 1.0<\/span>}<\/span>,<\/span> "elapsed_ms"<\/span>:<\/span> 1.0<\/span>}<\/span>)<\/span>
\nself.<\/span>assertFalse(<\/span>self.<\/span>w.<\/span>_solve_in_flight)<\/span><\/p>\n

\u8de8\u7248\u672c\u56de\u5f52\u53e6\u884c\u8986\u76d6 v2\u2013v5 \u7684\u5b58\u6863\u9694\u79bb\u4e0e\u5f02\u5e38\u9000\u51fa\u6062\u590d（\u89c1\u4e0a\u8868 41 \u6761）\u3002\u6574\u7a97\u622a\u56fe\u8d70\u7edf\u4e00\u5165\u53e3\u751f\u6210\u5e76\u505a\u95e8\u7981\u6821\u9a8c：<\/p>\n

python -m<\/span> tools.capture_gui –version<\/span> v5 –scene<\/span> solver # \u5c55\u5f00\u6001（\u8fd0\u884c\u4e2d）<\/span>
\npython -m<\/span> tools.capture_gui –version<\/span> v5 –scene<\/span> collapsed # \u6298\u53e0\u6001（\u8d34\u8fb9\u628a\u624b）<\/span><\/p>\n

\u6309\u9879\u76ee\u89c4\u8303，CAPTURE\u3001STRUCTURE\u3001TEXT \u4e09\u9053\u95e8\u7981\u53ef\u81ea\u52a8\u5224\u5b9a，VISUAL_PASS \u987b\u4eba\u5de5\u6838\u5bf9\u56fe\u50cf\u540e\u6388\u4e88，\u672a\u6838\u9a8c\u4e00\u5f8b\u8bb0\u4e3a UNVERIFIED\u3002<\/p>\n

\n

7. \u6027\u80fd\u4e0e\u590d\u6742\u5ea6<\/h3>\n

\u5206\u652f\u6570\u968f\u6df1\u5ea6\u6307\u6570\u589e\u957f，\u6545\u7edf\u4e00\u4ee5\u65f6\u95f4\u9884\u7b97\u3001\u8fed\u4ee3\u52a0\u6df1（\u6216\u6a21\u62df\u6b21\u6570\u4e0a\u9650）\u4e0e\u526a\u679d\u5c06\u4e0d\u786e\u5b9a\u6027\u7eb3\u5165\u9884\u7b97\u7ea6\u675f\u3002\u6807\u51c6\u5f3a\u5ea6\u4e0b\u7684\u5b9e\u6d4b\u5355\u6b65\u8017\u65f6\u5982\u4e0b\u3002<\/p>\n\n\u573a\u666f\u53c2\u6570\u5355\u6b65\u8017\u65f6<\/tr>\n\n\n\n\n\n\n
\u542f\u53d1\u5f0f<\/td>\n\u2014<\/td>\n< 1ms<\/td>\n<\/tr>\n
\u8d2a\u5fc3\u6a21\u62df \u00b7 \u6807\u51c6<\/td>\nrollout\u00d720，\u6df1\u5ea6 16<\/td>\n\u7ea6 40\u201360ms<\/td>\n<\/tr>\n
Expectimax \u00b7 \u6807\u51c6（\u542b\u526a\u679d）<\/td>\n\u6df1\u5ea6 4，0.30s<\/td>\n\u7ea6 25\u201360ms<\/td>\n<\/tr>\n
MCTS \u00b7 \u6807\u51c6<\/td>\n200 \u6b21\u6a21\u62df<\/td>\n\u7ea6 200ms（\u22640.3s \u9884\u7b97）<\/td>\n<\/tr>\n
\u5f3a\u5316\u5b66\u4e60<\/td>\n\u4e00\u6b21\u524d\u5411（\u547d\u4e2d\u6a21\u578b\u7f13\u5b58）<\/td>\n< 1ms<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7531\u6027\u80fd\u5256\u6790\u5b9a\u4f4d\u5e76\u4fee\u590d\u7684\u70ed\u70b9\u6709\u4e24\u5904\u3002\u5176\u4e00\u4e3a RL \u63a8\u7406：\u65e9\u671f\u6bcf\u6b65\u5747\u4ece\u78c1\u76d8 load_model，\u7ea6\u5360 RL \u5355\u6b65\u8017\u65f6\u7684 74%；\u6539\u4e3a\u6309\u8def\u5f84\u4e0e\u6587\u4ef6\u8eab\u4efd\u7f13\u5b58\u540e，\u6a21\u578b\u52a0\u8f7d\u7531 cold\u22482.75ms \u964d\u81f3 warm\u22480.10ms\u3002\u5176\u4e8c\u4e3a\u4f1a\u8bdd\u5199\u76d8：\u6c42\u89e3\u505c\u6b62\u4f1a\u91cd\u5199\u4f1a\u8bdd\u5386\u53f2，\u5f53\u5386\u53f2\u8f83\u5927（\u7ea6 3.1MB\u30011.1 \u4e07\u6b65）\u65f6 json.dump(indent=2) \u7684\u6d41\u5f0f\u5c0f\u5199\u5165\u53ef\u8fbe\u7ea6 0.9s，\u963b\u585e\u505c\u6b62\u8def\u5f84；\u6539\u4e3a\u7d27\u51d1\u5e8f\u5217\u5316\u4e0e\u5355\u6b21\u5927\u5199\u5165\u540e\u964d\u81f3\u7ea6 0.14s，\u8f93\u51fa\u4ecd\u4e3a\u6807\u51c6 JSON，\u8bfb\u53d6\u517c\u5bb9\u3002<\/p>\n

RL \u63a8\u7406\u70ed\u70b9\u7684\u4fee\u590d\u4ee5\u6587\u4ef6\u8eab\u4efd\u4f5c\u4e3a\u7f13\u5b58\u952e，\u517c\u987e\u901f\u5ea6\u4e0e\u4e0d\u9648\u65e7\u3002<\/p>\n

def<\/span> _rl_file_identity<\/span>(<\/span>path)<\/span>:<\/span>
\n st =<\/span> os.<\/span>stat(<\/span>path)<\/span>
\n return<\/span> (<\/span>os.<\/span>path.<\/span>normcase(<\/span>os.<\/span>path.<\/span>abspath(<\/span>path)<\/span>)<\/span>,<\/span> int<\/span>(<\/span>st.<\/span>st_size)<\/span>,<\/span> int<\/span>(<\/span>st.<\/span>st_mtime_ns)<\/span>)<\/span><\/p>\n

_RL_MODEL_CACHE =<\/span> {<\/span>'key'<\/span>:<\/span> None<\/span>,<\/span> 'net'<\/span>:<\/span> None<\/span>}<\/span><\/p>\n

def<\/span> _load_rl_model_cached<\/span>(<\/span>path,<\/span> loader)<\/span>:<\/span>
\n ident =<\/span> _rl_file_identity(<\/span>path)<\/span> # \u952e = \u89c4\u8303\u5316\u8def\u5f84 + (size, mtime_ns)<\/span>
\n if<\/span> _RL_MODEL_CACHE[<\/span>'key'<\/span>]<\/span> ==<\/span> ident and<\/span> _RL_MODEL_CACHE[<\/span>'net'<\/span>]<\/span> is<\/span> not<\/span> None<\/span>:<\/span>
\n return<\/span> _RL_MODEL_CACHE[<\/span>'net'<\/span>]<\/span>
\n net =<\/span> loader(<\/span>path)<\/span>
\n _RL_MODEL_CACHE[<\/span>'key'<\/span>]<\/span> =<\/span> ident
\n _RL_MODEL_CACHE[<\/span>'net'<\/span>]<\/span> =<\/span> net
\n return<\/span> net<\/p>\n

\u7f13\u5b58\u952e\u5305\u542b\u89c4\u8303\u5316\u8def\u5f84\u4e0e\u6587\u4ef6\u8eab\u4efd，\u6a21\u578b\u88ab\u539f\u5b50\u66ff\u6362（mtime_ns \u6539\u53d8）\u65f6\u81ea\u52a8\u5931\u6548\u5e76\u91cd\u8f7d，\u56e0\u800c\u5728\u907f\u514d\u6bcf\u6b65\u8bfb\u76d8\u7684\u540c\u65f6\u4e0d\u4f1a\u8fd4\u56de\u9648\u65e7\u6a21\u578b\u3002\u4f1a\u8bdd\u5199\u76d8\u7684\u7d27\u51d1\u5e8f\u5217\u5316\u4e0e \u00a71 \u7684\u539f\u5b50\u4fdd\u5b58\u5171\u7528\u540c\u4e00\u5b9e\u73b0\u3002<\/p>\n

\n

8. \u5c0f\u7ed3<\/h3>\n

\u672c\u7bc7\u5c06\u6c42\u89e3\u5185\u6838\u5d4c\u5165\u4e00\u4e2a\u53ef\u7528\u7684\u5de5\u4f5c\u53f0，\u5176\u8981\u70b9\u4e3a\u56db\u9879：\u903b\u8f91\u72ec\u7acb\u3001\u641c\u7d22\u6709\u9884\u7b97\u3001\u5e76\u53d1\u4e00\u81f4\u3001\u5efa\u8bae\u53ef\u89c1\u3002<\/p>\n

solver_2048 \u4fdd\u6301\u7eaf\u903b\u8f91，\u53ef\u5355\u72ec\u6d4b\u8bd5\u4e0e\u8fd0\u884c\u57fa\u51c6，\u754c\u9762\u4e0e\u7b97\u6cd5\u4e92\u4e0d\u8026\u5408\u3002\u641c\u7d22\u7edf\u4e00\u4ee5\u65f6\u95f4\u9884\u7b97\u3001\u8fed\u4ee3\u52a0\u6df1\u3001\u526a\u679d\u3001\u786e\u5b9a\u6027\u79cd\u5b50\u4e0e\u5f02\u5e38\u515c\u5e95\u7ea6\u675f，\u4f7f\u53ef\u8ba1\u7b97\u6027\u4e0d\u4ee5\u53ef\u7528\u6027\u4e3a\u4ee3\u4ef7\u3002\u5e76\u53d1\u65b9\u9762\u4ee5\u4efb\u52a1\u8eab\u4efd\u3001\u68cb\u76d8\u5feb\u7167\u3001\u534f\u4f5c\u5f0f\u53d6\u6d88\u4e0e\u9000\u4f11\u7ebf\u7a0b\u56de\u6536\u4fdd\u8bc1\u65e7\u7ed3\u679c\u4e0d\u6c61\u67d3\u65b0\u4efb\u52a1；\u4f1a\u8bdd\u5386\u53f2\u539f\u5b50\u4fdd\u5b58\u4e14\u53ef\u56de\u6eda，\u5199\u5165\u4e2d\u65ad\u4e0d\u4e22\u5386\u53f2\u3002\u4ea4\u4e92\u65b9\u9762\u5c06\u65b9\u5411\u952e\u6536\u655b\u4e3a\u5355\u4e00\u5165\u53e3，\u4f7f\u5355\u6b65\u5efa\u8bae\u5e38\u9a7b\u8ddf\u968f，\u5728\u68cb\u76d8\u539f\u751f\u8fb9\u6846\u5185\u7ed8\u5236\u65b9\u5411\u63d0\u793a，\u81ea\u52a8\u8fde\u8d70\u540c\u6837\u751f\u6548，\u5e76\u652f\u6301\u6c42\u89e3\u8fdb\u884c\u4e2d\u5207\u6362\u7b97\u6cd5\u3002<\/p>\n

\u7b2c 4 \u7248\u7684\u68cb\u76d8\u3001\u52a8\u753b\u3001\u64a4\u9500\u91cd\u505a\u4e0e\u5b58\u6863\u5747\u672a\u4fee\u6539，\u5374\u88ab\u6269\u5c55\u4e3a\u53ef\u6c42\u89e3\u7684 2048，\u8fd9\u4f53\u73b0\u4e86 MVC \u5206\u5c42\u4e0e\u7eaf\u903b\u8f91\u5185\u6838\u7684\u4ef7\u503c\u3002<\/p>\n

V5.1 \u53e6\u5916\u5b8c\u6210\u4e86\u4e00\u8f6e\u53d1\u5e03\u524d\u9a8c\u6536，\u5305\u62ec\u786e\u5b9a\u6027\u6b63\u786e\u6027\u6d4b\u8bd5\u3001\u5728\u9014\u53d6\u6d88\u4e0e\u7ebf\u7a0b\u751f\u547d\u5468\u671f\u538b\u529b\u3001\u6210\u529f\u4e0e\u5931\u8d25\u53ca\u5173\u95ed\u4e0e\u91cd\u542f\u7684\u7ade\u6001\u7528\u4f8b\u3001\u6574\u7a97\u622a\u56fe\u95e8\u7981（CAPTURE\u3001STRUCTURE\u3001TEXT \u81ea\u52a8\u5224\u5b9a，VISUAL \u9700\u4eba\u5de5\u6838\u5bf9），\u4ee5\u53ca\u8de8\u7248\u672c\u56de\u5f52；\u6b63\u5f0f RL \u6a21\u578b\u5728\u6821\u9a8c\u4e0e\u72ec\u7acb holdout \u95e8\u7981\u4e0b\u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n

\u8be5\u5e76\u53d1\u9aa8\u67b6（\u540e\u53f0\u7ebf\u7a0b\u3001\u4efb\u52a1\u8eab\u4efd\u4e0e\u5feb\u7167\u6821\u9a8c）\u53ef\u8fc1\u79fb\u81f3\u5176\u4ed6\u957f\u65f6\u95f4\u8ba1\u7b97\u4e0e\u5b9e\u65f6\u754c\u9762\u5e76\u5b58\u7684\u573a\u666f；\u5b83\u63d0\u4f9b\u534f\u4f5c\u5f0f\u53d6\u6d88\u4e0e\u6709\u754c\u8fd4\u56de，\u800c\u975e\u5373\u65f6\u4e2d\u65ad，\u4e5f\u4e0d\u5305\u542b\u9762\u5411\u591a\u7528\u6237\u7684\u961f\u5217\u4e0e\u9274\u6743\u3002<\/p>\n

\n

\u4e0a\u4e00\u7bc7：\u7b2c 5 \u7bc7（\u4e0a）\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u7b97\u6cd5\u6c42\u89e3\u7248：\u4e94\u7c7b\u641c\u7d22\u7b97\u6cd5\u5185\u6838<\/p>\n

\u4e0b\u4e00\u7bc7：\u7b2c 6 \u7bc7（\u4e0a）\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u9ad8\u6027\u80fd\u8ba1\u7b97\u7248：\u56db\u7c7b\u8ba1\u7b97\u540e\u7aef\u4e0e\u516c\u5e73\u57fa\u51c6，<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7b2c5\u7bc7（\u4e0b）\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u7b97\u6cd5\u6c42\u89e3\u7248：\u53cc\u680f AI \u6c42\u89e3\u5de5\u4f5c\u53f0\u4e0e\u4ea4\u4e92
\n\u4e0a\u7bc7（\u7b2c 5 \u7bc7\u4e0a）\u8ba8\u8bba\u4e86\u6c42\u89e3\u5185\u6838：\u68cb\u76d8\u673a\u5236\u3001\u53ef\u89e3\u91ca\u7684\u8bc4\u4f30\u51fd\u6570\u4e0e\u4e94\u7c7b\u641c\u7d22\u7b56\u7565\u3002\u672c\u7bc7\u5904\u7406\u5176\u4e92\u8865\u90e8\u5206，\u5373\u628a\u8be5\u5185\u6838\u5d4c\u5165\u4e00\u4e2a\u53ef\u4ea4\u4e92\u7684\u5de5\u4f5c\u53f0\u3002
\n\u82e5\u6c42\u89e3\u963b\u585e\u754c\u9762\u3001\u5efa\u8bae\u4e0d\u53ef\u89c1，\u6216\u65b9\u5411\u952e\u88ab\u4e0b\u62c9\u6846\u622a\u83b7，\u5185\u6838\u7684\u7b97\u529b\u4fbf\u4e0d\u53ef\u7528\u3002\u56e0\u6b64\u672c\u5c42\u7684\u76ee\u6807\u662f\u628a\u53ef\u8ba1\u7b97\u6027\u8f6c\u5316\u4e3a\u53ef\u7528\u6027：<\/p>\n","protected":false},"author":2,"featured_media":116756,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6688,13241,13242,81,2902],"topic":[],"class_list":["post-116762","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-gui","tag-pyqt5","tag-qthread","tag-python","tag-2902"],"yoast_head":"\n\u7b2c5\u7bc7\uff08\u4e0b\uff09\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u7b97\u6cd5\u6c42\u89e3\u7248\uff1a\u53cc\u680f AI \u6c42\u89e3\u5de5\u4f5c\u53f0\u4e0e\u4ea4\u4e92 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/116762.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7b2c5\u7bc7\uff08\u4e0b\uff09\u00b7 \u4f7f\u7528 PyQt5 \u5b9e\u73b0 2048 \u7b97\u6cd5\u6c42\u89e3\u7248\uff1a\u53cc\u680f AI \u6c42\u89e3\u5de5\u4f5c\u53f0\u4e0e\u4ea4\u4e92 - 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