{"id":3783,"date":"2025-05-25T22:07:29","date_gmt":"2025-05-25T14:07:29","guid":{"rendered":"https:\/\/fushuling.com\/?p=3783"},"modified":"2025-05-25T22:07:46","modified_gmt":"2025-05-25T14:07:46","slug":"tai-e-lab-%e4%bd%9c%e4%b8%9a-1%ef%bc%9a%e6%b4%bb%e8%b7%83%e5%8f%98%e9%87%8f%e5%88%86%e6%9e%90%e5%92%8c%e8%bf%ad%e4%bb%a3%e6%b1%82%e8%a7%a3%e5%99%a8","status":"publish","type":"post","link":"https:\/\/fushuling.com\/index.php\/2025\/05\/25\/tai-e-lab-%e4%bd%9c%e4%b8%9a-1%ef%bc%9a%e6%b4%bb%e8%b7%83%e5%8f%98%e9%87%8f%e5%88%86%e6%9e%90%e5%92%8c%e8%bf%ad%e4%bb%a3%e6%b1%82%e8%a7%a3%e5%99%a8\/","title":{"rendered":"Tai-e Lab-\u4f5c\u4e1a 1\uff1a\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u548c\u8fed\u4ee3\u6c42\u89e3\u5668"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u73af\u5883\u914d\u7f6e<\/h1>\n\n\n\n<p>\u8fd9\u91cc\u6211\u4f7f\u7528\u7684\u662f\u6559\u5b66\u7248\uff0cTai-e\u7684\u5b9e\u9a8c\u4f5c\u4e1a\u53bbgithub\u4e0b\u4e00\u4efd\u5c31\u884c\u4e86\uff1a<a href=\"https:\/\/github.com\/pascal-lab\/Tai-e-assignments\">https:\/\/github.com\/pascal-lab\/Tai-e-assignments<\/a>\uff0c\u56e0\u4e3aTai-e\u662f\u7528 Gradle \u6784\u5efa\u7684\uff0c\u6240\u4ee5\u6bcf\u4e2a\u4f5c\u4e1a\u4e5f\u7b26\u5408 Gradle \u7684\u57fa\u672c\u7ed3\u6784\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>build.gradle.kts<\/code>\uff0c<code>gradlew<\/code>\uff0c<code>gradlew.bat<\/code>\uff0c<code>gradle\/<\/code>\uff1aGradle \u811a\u672c\u548c Tai-e \u9879\u76ee\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n\n\n\n<li><code>src\/main\/java<\/code>\uff1aTai-e \u6e90\u4ee3\u7801\u6587\u4ef6\u5939\u3002\u4f60\u9700\u8981\u4fee\u6539\u8be5\u6587\u4ef6\u5939\u4e2d\u7684\u6587\u4ef6\u4ee5\u5b8c\u6210\u4f5c\u4e1a\u3002<\/li>\n\n\n\n<li><code>src\/test\/java<\/code>\uff1a\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\u6240\u9700\u7684\u6d4b\u8bd5\u9a71\u52a8\u7a0b\u5e8f\uff08test drivers\uff09\u6240\u5728\u6587\u4ef6\u5939\u3002<\/li>\n\n\n\n<li><code>src\/test\/resources<\/code>\uff1a\u6d4b\u8bd5\u7528\u4f8b\uff08\u5f85\u5206\u6790\u7684\u7a0b\u5e8f\uff09\u6587\u4ef6\u5939\u3002<\/li>\n\n\n\n<li><code>lib\/<\/code>\uff1a\u5305\u542b Tai-e \u7c7b\u7684\u6587\u4ef6\u5939\u3002<\/li>\n\n\n\n<li><code>plan.yml<\/code>\uff1aTai-e \u914d\u7f6e\u6587\u4ef6\uff0c\u8bbe\u5b9a\u4e86\u4f5c\u4e1a\u4e2d\u9700\u8981\u6267\u884c\u7684\u5206\u6790\u3002<\/li>\n\n\n\n<li><code>COPYING<\/code>,&nbsp;<code>COPYING.LESSER<\/code>\uff1aTai-e \u8bb8\u53ef\u6587\u4ef6<\/li>\n<\/ul>\n\n\n\n<p>Tai-e\u9700\u8981 Java17\uff0c\u8fd9\u91cc\u6211\u6309\u7167\u5b98\u65b9\u6559\u7a0b\u6253\u5f00\u4e86A1\/tai-e\/\uff0c\u7136\u540eLanguege level\u8fd9\u91cc\u9009\u62e917\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-213558-24-1.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-213558-24-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<p>\u5728 Tai-e \u6559\u5b66\u7248\u91cc\u6709\u4e00\u4e2a\u7279\u6b8a\u7684\u7c7b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pascal.taie.Assignment<\/code><\/pre>\n\n\n\n<p>\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u4f7f\u7528\u65b9\u5f0f\u6765\u5206\u6790Java\u7a0b\u5e8f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>-cp &lt;CLASS_PATH&gt; -m &lt;CLASS_NAME&gt;<\/code><\/pre>\n\n\n\n<p>\u987e\u540d\u601d\u4e49\uff0c<code>&lt;CLASS_PATH&gt;<\/code>&nbsp;\u662f .class \u6587\u4ef6\u6240\u5728\u6587\u4ef6\u5939\u7684\u8def\u5f84\uff0c<code>&lt;CLASS_NAME&gt;<\/code>&nbsp;\u662f\u5f85\u5206\u6790\u7c7b\u7684\u7c7b\u540d\u3002\u6bd4\u5982\u5982\u679c\u6211\u4eec\u60f3\u8981\u5206\u6790 <code>src\/test\/resources\/dataflow\/livevar<\/code>&nbsp;\u4e2d\u7684&nbsp;<code>Assign.java<\/code>\uff0c\u9996\u5148\u5728 IntelliJ IDEA \u4e2d\u6253\u5f00&nbsp;<code>Assignment<\/code>&nbsp;\u7684 \u201cRun Configuration\u201d\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-214940-24-2.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-214940-24-2.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:805px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u6309\u56fe\u91cc\u8fd9\u6837\u914d\u7f6e Program arguments\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>-cp src\/test\/resources\/dataflow\/livevar -m Assign<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-215205-24-3.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-215205-24-3.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:606px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u5728 <code>src\/test\/resources\/<\/code>&nbsp;\u6587\u4ef6\u5939\u6709\u4e00\u4e9b Java \u7c7b\u548c\u6d4b\u8bd5\u8f93\u5165\uff0c\u6bcf\u4e2a\u7c7b\u90fd\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u540d\u4e3a&nbsp;<code>*-expected.txt<\/code>&nbsp;\u7684\u671f\u671b\u6d4b\u8bd5\u7ed3\u679c\u6587\u4ef6\uff0c\u6d4b\u8bd5\u9a71\u52a8\u7a0b\u5e8f\u4f1a\u5bf9&nbsp;<code>src\/test\/resources\/<\/code>&nbsp;\u4e0b\u6240\u6709\u6d4b\u8bd5\u7528\u4f8b\u6267\u884c\u5206\u6790\uff0c\u5e76\u5c06\u5176\u8f93\u51fa\u4e0e\u671f\u671b\u7ed3\u679c\u8fdb\u884c\u6bd4\u8f83\u3002\u5982\u679c\u5b9e\u73b0\u6b63\u786e\u4f1a\u901a\u8fc7\u6d4b\u8bd5\uff0c\u5426\u5219\u6d4b\u8bd5\u9a71\u52a8\u7a0b\u5e8f\u4f1a\u5931\u8d25\u5e76\u8f93\u51fa\u671f\u671b\u7ed3\u679c\u548c\u6267\u884c\u7ed3\u679c\u7684\u4e0d\u540c\u4e4b\u5904\uff0c\u53ea\u4e0d\u8fc7\u8fd9\u91cc\u53ea\u6709\u90e8\u5206\u7684\u6d4b\u8bd5\u6837\u4f8b\uff0c\u7c7b\u4f3cOJ\u91cc\u9898\u76ee\u4e2d\u663e\u793a\u7684\uff0c\u8fd8\u6709\u4e00\u4e9b\u8fb9\u754c\u6837\u4f8b\u53ea\u6709\u5e73\u53f0\u4e0a\u624d\u6709\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u4f5c\u4e1a 1\uff1a\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u548c\u8fed\u4ee3\u6c42\u89e3\u5668<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f5c\u4e1a\u5bfc\u89c8<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a Java \u5b9e\u73b0\u4e00\u4e2a\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\uff08Live Variable Analysis\uff09\u3002<\/li>\n\n\n\n<li>\u5b9e\u73b0\u4e00\u4e2a\u901a\u7528\u7684\u8fed\u4ee3\u6c42\u89e3\u5668\uff08Iterative Solver\uff09\uff0c\u7528\u4e8e\u6c42\u89e3\u6570\u636e\u6d41\u5206\u6790\u95ee\u9898\uff0c\u4e5f\u5c31\u662f\u672c\u6b21\u4f5c\u4e1a\u4e2d\u7684\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790<\/h2>\n\n\n\n<p>\u5bf9\u4e8e\u53d8\u91cfx\u548c\u7a0b\u5e8f\u70b9p\uff0c\u5982\u679c\u5728\u7a0b\u5e8f\u6d41\u56fe\u4e2d\u6cbf\u7740\u4ecep\u5f00\u59cb\u7684<strong>\u67d0\u6761\u8def\u5f84<\/strong>\u4f1a\u5f15\u7528\u53d8\u91cfx\u5728p\u70b9\u7684\u503c\uff0c\u5219\u79f0\u53d8\u91cfx\u5728\u70b9p\u662f\u6d3b\u8dc3\uff08live\uff09\u7684\uff0c\u5426\u5219\u79f0\u53d8\u91cfx\u5728\u70b9p\u662f\u4e0d\u6d3b\u8dc3\uff08dead\uff09\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u7684\u503c\u53ef\u80fd\u5728\u4e4b\u540e\u88ab\u4f7f\u7528\uff0c\u800c\u5728\u6b64\u4e4b\u524d\u6ca1\u6709\u88ab\u91cd\u65b0\u8d4b\u503c<\/p>\n\n\n\n<p>\u4e3b\u8981\u4f5c\u7528\u6709\u4e24\u4e2a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5220\u9664\u65e0\u7528\u8d4b\u503c\uff1a\u6bd4\u5982\u5728\u67d0\u4e2a\u70b9\u8d4b\u503c\u4e4b\u540e\u53d1\u73b0\u540e\u9762\u5176\u5b9e\u7528\u4e0d\u5230\uff0c\u90a3\u4e48\u5176\u5b9e\u5c31\u53ef\u4ee5\u5220\u9664\u8fd9\u4e2a\u8d4b\u503c<\/li>\n\n\n\n<li>\u5bc4\u5b58\u5668\u5206\u914d\uff1a\u5982\u679c\u9700\u8981\u5206\u914d\u5bc4\u5b58\u5668\uff0c\u53ef\u4ee5\u4f18\u5148\u5206\u914d\u8fd9\u4e9b\u4e0d\u6d3b\u8dc3\u53d8\u91cf\u5360\u636e\u7684\u5bc4\u5b58\u5668\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u8fd9\u91cc\u6709\u51e0\u4e2a\u7b26\u53f7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>def[B]<\/strong>: \u57fa\u672c\u5757B\u4e2d\u5b9a\u4e49\u7684\u53d8\u91cf\u96c6\u5408\u3002\u5373\u5728B\u4e2d\u88ab\u8d4b\u503c(\u5b9a\u4e49)\u7684\u53d8\u91cf\u3002<\/li>\n\n\n\n<li><strong>use[B]<\/strong>: \u57fa\u672c\u5757B\u4e2d\u4f7f\u7528\u7684\u53d8\u91cf\u96c6\u5408\u3002\u5373\u5728B\u4e2d\u88ab\u4f7f\u7528\u4f46\u672a\u5148\u88ab\u5b9a\u4e49\u7684\u53d8\u91cf\u3002\n<ul class=\"wp-block-list\">\n<li>\u793a\u4f8b\uff1a<code>y = x + 3<\/code> (\u4e14x\u672a\u5728B\u4e2d\u5148\u5b9a\u4e49) \u4f1a\u5bfc\u81f4x \u2208 use[B]<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>IN[B]<\/strong>\uff1a\u5728\u8fdb\u5165 <code>B<\/code> \u65f6\u54ea\u4e9b\u53d8\u91cf\u662f\u6d3b\u8dc3\u7684\uff08\u53ef\u80fd\u5728\u672a\u6765\u88ab\u4f7f\u7528\uff09\u3002<\/li>\n\n\n\n<li><strong>OUT[B]<\/strong>\uff1a\u5728\u79bb\u5f00 <code>B<\/code> \u65f6\u54ea\u4e9b\u53d8\u91cf\u662f\u6d3b\u8dc3\u7684\uff08\u7531\u540e\u7ee7\u5757\u7684 <code>IN<\/code> \u51b3\u5b9a\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u662f\u9006\u5411\u6570\u636e\u6d41\u5206\u6790\uff0c\u5176\u65b9\u7a0b\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>OUT&#91;B] = \u222a IN&#91;S] (\u5bf9\u4e8e\u6240\u6709B\u7684\u540e\u7ee7S)\nIN&#91;B] = use&#91;B] \u222a (OUT&#91;B] - def&#91;B])<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u4e2a\u53d8\u91cf\u5728\u57fa\u672c\u5757\u7684\u51fa\u53e3\u6d3b\u8dc3\uff0c\u5982\u679c\u5b83\u5728\u67d0\u4e2a\u540e\u7ee7\u57fa\u672c\u5757\u7684\u5165\u53e3\u6d3b\u8dc3<\/li>\n\n\n\n<li>\u4e00\u4e2a\u53d8\u91cf\u5728\u57fa\u672c\u5757 <code>B<\/code> \u7684\u5165\u53e3\u662f\u6d3b\u8dc3\u7684\uff0c\u5982\u679c\u5b83\u5728 <code>B<\/code> \u4e2d\u88ab\u4f7f\u7528\uff08\u5373 <code>use[B]<\/code>\uff09\uff0c\u6216\u8005\u5b83\u5728 <code>B<\/code> \u7684\u540e\u7ee7\u5757\u4e2d\u6d3b\u8dc3\u800c\u5728 <code>B<\/code> \u4e2d\u6ca1\u6709\u88ab\u5b9a\u4e49\uff08\u8986\u76d6\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong><code>use[B]<\/code><\/strong>\uff1a\u5728 <code>B<\/code> \u4e2d\u88ab\u4f7f\u7528\uff08\u8bfb\u53d6\uff09\u4f46\u672a\u5148\u5b9a\u4e49\u7684\u53d8\u91cf\uff08\u5373\u5b83\u4eec\u7684\u503c\u6765\u81ea <code>B<\/code> \u4e4b\u524d\u7684\u8ba1\u7b97\uff09\u3002<\/li>\n\n\n\n<li><strong><code>OUT[B] - def[B]<\/code><\/strong>\uff1a\u5982\u679c\u4e00\u4e2a\u53d8\u91cf\u5728 <code>B<\/code> \u7684\u51fa\u53e3\u5904\u662f\u6d3b\u8dc3\u7684\uff08\u5373\u5728 <code>B<\/code> \u7684\u540e\u7ee7\u5757\u4e2d\u88ab\u4f7f\u7528\uff09\uff0c\u4f46\u5728 <code>B<\/code> \u5185\u90e8\u6ca1\u6709\u88ab\u91cd\u65b0\u5b9a\u4e49\uff0c\u90a3\u4e48\u5b83\u7684\u503c <strong>\u5fc5\u987b\u6765\u81ea <code>B<\/code> \u7684\u5165\u53e3<\/strong>\uff08\u5373\u5b83\u5728 <code>B<\/code> \u7684\u5165\u53e3\u5904\u4e5f\u662f\u6d3b\u8dc3\u7684\uff09\uff0c\u5982\u679c\u6765\u81ea\u4e8e B \u5185\u90e8\u7684\u8d4b\u503c\uff0c\u5176\u5b9e\u6211\u4eec\u5c31\u4e0d\u80fd\u786e\u5b9a\u5b83\u4e00\u5b9a\u5728\u5165\u53e3\u5904\u6d3b\u8dc3\u4e86<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u4e0b\u9762\u8fd9\u4e2a\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>B1:\n1: x = 10\n2: y = 20\n3: if x &gt; y goto B3\n\nB2:\n4: z = x + y\n5: w = z * 2\n6: goto B4\n\nB3:\n7: z = x - y\n8: w = z \/ 2\n\nB4:\n9: print(w)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-001916-24-9.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-001916-24-9.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:258px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u5176\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u57fa\u672c\u5757<\/th><th><code>def[B]<\/code><\/th><th><code>use[B]<\/code><\/th><\/tr><\/thead><tbody><tr><td><code>B1<\/code><\/td><td><code>{x, y}<\/code><\/td><td><code>{}<\/code><\/td><\/tr><tr><td><code>B2<\/code><\/td><td><code>{z, w}<\/code><\/td><td><code>{x, y}<\/code><\/td><\/tr><tr><td><code>B3<\/code><\/td><td><code>{z, w}<\/code><\/td><td><code>{x, y}<\/code><\/td><\/tr><tr><td><code>B4<\/code><\/td><td><code>{}<\/code><\/td><td><code>{w}<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u521d\u59cb\u5316\u65f6\uff0c\u6240\u6709 <code>IN[B] = {}<\/code>\uff0c<code>OUT[B] = {}<\/code>\uff0c\u7531\u4e8e\u662f\u9006\u5411\u5206\u6790\uff0c\u6211\u4eec\u4ece <code>B4<\/code> \u5f00\u59cb\uff0c\u7136\u540e <code>B3<\/code> \u548c <code>B2<\/code>\uff0c\u6700\u540e <code>B1<\/code>\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong><code>B4<\/code> \u7684\u5206\u6790<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>use[B4] = {w}<\/code>, <code>def[B4] = {}<\/code><\/li>\n\n\n\n<li><code>OUT[B4] = {}<\/code>\uff08\u6ca1\u6709\u540e\u7ee7\uff09<\/li>\n\n\n\n<li><code>IN[B4] = use[B4] \u222a (OUT[B4] \\ def[B4]) = {w} \u222a ({} \\ {}) = {w}<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><code>B3<\/code> \u7684\u5206\u6790<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>use[B3] = {x, y}<\/code>, <code>def[B3] = {z, w}<\/code><\/li>\n\n\n\n<li><code>OUT[B3] = IN[B4] = {w}<\/code>\uff08<code>B3<\/code> \u7684\u540e\u7ee7\u662f <code>B4<\/code>\uff09<\/li>\n\n\n\n<li><code>IN[B3] = {x, y} \u222a ({w} \\ {z, w}) = {x, y} \u222a {} = {x, y}<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><code>B2<\/code> \u7684\u5206\u6790<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>use[B2] = {x, y}<\/code>, <code>def[B2] = {z, w}<\/code><\/li>\n\n\n\n<li><code>OUT[B2] = IN[B4] = {w}<\/code>  \uff08B2 \u7684\u540e\u7ee7\u53ea\u6709 B4 \uff0c\u76f4\u63a5\u8df3\u8f6c\u8fc7\u53bb\u4e86\uff09<\/li>\n\n\n\n<li><code>IN[B2] = {x, y} \u222a ({w} \\ {z, w}) = {x, y} \u222a {} = {x, y}<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><code>B1<\/code> \u7684\u5206\u6790<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>use[B1] = {}<\/code>, <code>def[B1] = {x, y}<\/code><\/li>\n\n\n\n<li><code>OUT[B1] = IN[B2] \u222a IN[B3] = {x, y} \u222a {x, y} = {x, y}<\/code> \uff08B1 \u7684\u540e\u7ee7\u662f B2\u548cB3\uff0c\u4e00\u4e2a\u6765\u81ea\u6761\u4ef6\u8df3\u8f6c\uff0c\u4e00\u4e2a\u6765\u81ea\u76f4\u63a5\u76f8\u8fde\u7684\u8fb9\uff09<\/li>\n\n\n\n<li><code>IN[B1] = {} \u222a ({x, y} \\ {x, y}) = {} \u222a {} = {}<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u73b0\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6709\u5173\u7684\u7c7b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.dataflow.analysis.DataflowAnalysis<\/h4>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u62bd\u8c61\u7684\u6570\u636e\u6d41\u5206\u6790\u7c7b\uff0c\u662f\u5177\u4f53\u7684\u6570\u636e\u6d41\u5206\u6790\u4e0e\u6c42\u89e3\u5668\u4e4b\u95f4\u7684\u63a5\u53e3\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4e00\u4e2a\u5177\u4f53\u7684\u6570\u636e\u6d41\u5206\u6790\uff08\u5982\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\uff09\u9700\u8981\u5b9e\u73b0\u5b83\u7684\u63a5\u53e3\uff0c\u800c\u6c42\u89e3\u5668\uff08\u5982\u8fed\u4ee3\u6c42\u89e3\u5668\uff09\u9700\u8981\u901a\u8fc7\u5b83\u7684\u63a5\u53e3\u6765\u6c42\u89e3\u6570\u636e\u6d41\u3002<\/p>\n\n\n\n<p>\u5b83\u5171\u6709\u4e03\u4e2a API\uff0c\u800c\u5728\u672c\u6b21\u4f5c\u4e1a\u4e2d\uff0c\u6211\u4eec\u53ea\u5173\u6ce8\u4e0e\u6570\u636e\u6d41\u5206\u6790\u76f8\u5173\u7684\u4e94\u4e2a\u5173\u952e API\uff1a\u5206\u6790\u65b9\u5411\u3001\u8fb9\u754c\u6761\u4ef6\u3001\u521d\u59cb\u6761\u4ef6\u3001meet \u64cd\u4f5c\u3001transfer \u51fd\u6570\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-220258-24-4.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250524-220258-24-4.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:704px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>DataflowAnalysis\u53ea\u662f\u4e00\u4e2a\u63a5\u53e3\uff0c\u8fd9\u91cc\u7b80\u5355\u5206\u6790\u4e00\u4e0b\u8fd9\u4e2a\u63a5\u53e3\u91cc\u7684\u51e0\u4e2a\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>boolean isForward()\uff1a\u8fd4\u56de\u8be5\u5206\u6790\u662f\u5426\u662f\u524d\u5411\u5206\u6790\uff08forward analysis\uff09\n<ul class=\"wp-block-list\">\n<li>\u82e5\u8fd4\u56de <code>true<\/code>\uff1a\u4ece CFG \u7684\u5165\u53e3\u8282\u70b9\u51fa\u53d1\u5411\u540e\u4f20\u64ad\uff08\u5982\uff1a\u53ef\u8fbe\u6027\u5206\u6790\uff09\u3002<\/li>\n\n\n\n<li>\u82e5\u8fd4\u56de <code>false<\/code>\uff1a\u4ece CFG \u7684\u51fa\u53e3\u8282\u70b9\u53cd\u5411\u4f20\u64ad\uff08\u5982\uff1a\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Fact newBoundaryFact(CFG cfg)\uff1a\u8fd4\u56de\u8fb9\u754c\u6761\u4ef6\u4e0b\u7684\u521d\u59cb\u6570\u636e\u6d41\u4e8b\u5b9e\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u662f\u524d\u5411\u5206\u6790\uff0c\u8be5 fact \u4f5c\u4e3a\u5165\u53e3\u8282\u70b9\u7684 <code>in<\/code>\uff1b<\/li>\n\n\n\n<li>\u5982\u679c\u662f\u540e\u5411\u5206\u6790\uff0c\u8be5 fact \u4f5c\u4e3a\u51fa\u53e3\u8282\u70b9\u7684 <code>out<\/code>\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Fact newInitialFact()\uff1a\u975e\u8fb9\u754c\u8282\u70b9\u7684\u65b0\u521d\u59cb\u4e8b\u5b9e<\/li>\n\n\n\n<li>void meetInto(Fact fact, Fact target)\uff1a\u5c06 <code>fact<\/code> \u4e0e <code>target<\/code> \u5408\u5e76\uff0c\u7ed3\u679c\u5199\u5165 <code>target<\/code> \u4e2d<\/li>\n\n\n\n<li>boolean transferNode(Node node, Fact in, Fact out)\uff1a\u8282\u70b9\u7684 transfer \u51fd\u6570\uff0c\u5904\u7406\u6570\u636e\u6d41\u7684\u8f6c\u79fb\uff0c\u5982\u679c <code>out<\/code>\uff08\u6216 <code>in<\/code>\uff09\u88ab\u4fee\u6539\u4e86\uff0c\u8fd4\u56de <code>true<\/code>\uff08\u8bf4\u660e\u6570\u636e\u6d41\u7ee7\u7eed\u4f20\u64ad\uff09\uff0c\u5426\u5219 <code>false<\/code><\/li>\n\n\n\n<li>boolean needTransferEdge(Edge edge)\uff1a\u5224\u65ad\u67d0\u6761\u8fb9\u662f\u5426\u9700\u8981\u8fdb\u884c\u6570\u636e\u6d41\u4f20\u64ad\u3002<\/li>\n\n\n\n<li>Fact transferEdge(Edge edge, Fact nodeFact)\uff1a\u6b64\u5206\u6790\u7684\u8fb9\u7f18\u4f20\u9012\u51fd\u6570<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.ir.exp.Exp<\/h4>\n\n\n\n<p>\u8fd9\u662f Tai-e \u7684 IR \u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u63a5\u53e3\uff0c\u7528\u4e8e\u8868\u793a\u7a0b\u5e8f\u4e2d\u7684\u6240\u6709\u8868\u8fbe\u5f0f\u3002\u5b83\u542b\u6709\u5f88\u591a\u5b50\u7c7b\uff0c\u5bf9\u5e94\u5404\u7c7b\u5177\u4f53\u7684\u8868\u8fbe\u5f0f\u3002\u4e0b\u9762\u662f\u4e00\u4e2a Exp \u7c7b\u7ee7\u627f\u7ed3\u6784\u7684\u7b80\u5355\u56fe\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2Fexp-subclasses-24-5.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2Fexp-subclasses-24-5.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<p>\u5728 Tai-e \u7684 IR \u4e2d\uff0c\u6211\u4eec\u628a\u8868\u8fbe\u5f0f\u5206\u4e3a\u4e24\u7c7b\uff1aLValue \u548c RValue\u3002\u524d\u8005\u8868\u793a\u8d4b\u503c\u8bed\u53e5\u5de6\u4fa7\u7684\u8868\u8fbe\u5f0f\uff0c\u5982\u53d8\u91cf\uff08<code>x = \u2026&nbsp;<\/code>\uff09\u3001\u5b57\u6bb5\u8bbf\u95ee\uff08<code>x.f = \u2026<\/code>\uff09\u6216\u6570\u7ec4\u8bbf\u95ee\uff08<code>x[i] = \u2026<\/code>\uff09\uff1b\u540e\u8005\u5bf9\u5e94\u5730\u8868\u793a\u8d4b\u503c\u8bed\u53e5\u53f3\u4fa7\u7684\u8868\u8fbe\u5f0f\uff0c\u5982\u6570\u503c\u5b57\u9762\u91cf\uff08<code>\u2026 = 1;<\/code>\uff09\u6216\u4e8c\u5143\u8868\u8fbe\u5f0f\uff08<code>\u2026 = a + b;<\/code>\uff09\u3002\u800c\u6709\u4e9b\u8868\u8fbe\u5f0f\u65e2\u53ef\u7528\u4e8e\u5de6\u503c\uff0c\u4e5f\u53ef\u7528\u4e8e\u53f3\u503c\uff0c\u5c31\u6bd4\u5982\u53d8\u91cf\uff08\u7528Var\u7c7b\u8868\u793a)\uff0c\u8fd9\u91cc\u7531\u4e8e\u6211\u4eec\u53ea\u9700\u8981\u5173\u6ce8\u6d3b\u8dc3\u53d8\u91cf\uff0c\u6240\u4ee5\u53ea\u8003\u8651Var\u5373\u53ef\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.ir.stmt.Stmt<\/h4>\n\n\n\n<p>\u8fd9\u662f Tai-e \u7684 IR \u4e2d\u7684\u53e6\u4e00\u4e2a\u5173\u952e\u63a5\u53e3\uff0c\u5b83\u7528\u4e8e\u8868\u793a\u7a0b\u5e8f\u4e2d\u7684\u6240\u6709\u8bed\u53e5\u3002\u5bf9\u4e8e\u4e00\u4e2a\u5178\u578b\u7684\u7a0b\u5e8f\u8bbe\u8ba1\u8bed\u8a00\u6765\u8bf4\uff0c\u6bcf\u4e2a\u8868\u8fbe\u5f0f\u90fd\u5c5e\u4e8e\u67d0\u6761\u7279\u5b9a\u7684\u8bed\u53e5\u3002\u4e3a\u4e86\u5b9e\u73b0\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\uff0c\u4f60\u9700\u8981\u83b7\u5f97\u67d0\u6761\u8bed\u53e5\u4e2d\u5b9a\u4e49\u6216\u4f7f\u7528\u7684\u6240\u6709\u8868\u8fbe\u5f0f\u4e2d\u7684\u53d8\u91cf\u3002<code>Stmt<\/code>&nbsp;\u7c7b\u8d34\u5fc3\u5730\u4e3a\u8fd9\u4e24\u79cd\u64cd\u4f5c\u63d0\u4f9b\u4e86\u5bf9\u5e94\u7684\u63a5\u53e3\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Optional&lt;LValue&gt; getDef()\nList&lt;RValue&gt; getUses()<\/code><\/pre>\n\n\n\n<p>\u6bcf\u6761&nbsp;<code>Stmt<\/code>&nbsp;\u81f3\u591a\u53ea\u53ef\u80fd\u5b9a\u4e49\u4e00\u4e2a\u53d8\u91cf\u3001\u800c\u53ef\u80fd\u4f7f\u7528\u96f6\u6216\u591a\u4e2a\u53d8\u91cf\uff0c\u56e0\u6b64\u6211\u4eec\u4f7f\u7528&nbsp;<code>Optional<\/code> \u548c&nbsp;<code>List<\/code>&nbsp;\u5305\u88c5\u4e86&nbsp;<code>getDef()<\/code>&nbsp;\u548c&nbsp;<code>getUses()<\/code>&nbsp;\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.dataflow.fact.SetFact&lt;Var&gt;<\/h4>\n\n\n\n<p>\u8fd9\u4e2a\u6cdb\u578b\u7c7b\u7528\u4e8e\u628a data fact \u7ec4\u7ec7\u6210\u4e00\u4e2a\u96c6\u5408\u3002\u5b83\u63d0\u4f9b\u4e86\u5404\u79cd\u96c6\u5408\u64cd\u4f5c\uff0c\u5982\u6dfb\u52a0\u3001\u5220\u9664\u5143\u7d20\uff0c\u53d6\u4ea4\u96c6\u3001\u5e76\u96c6\u7b49\u3002\u4f60\u540c\u6837\u9700\u8981\u9605\u8bfb\u6e90\u7801\u548c\u6ce8\u91ca\u6765\u7406\u89e3\u5982\u4f55\u4f7f\u7528\u8fd9\u4e2a\u7c7b\u8868\u793a\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u4e2d\u7684\u5404\u79cd data fact\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.dataflow.analysis.LiveVariableAnalysis<\/h4>\n\n\n\n<p>\u8fd9\u4e2a\u7c7b\u901a\u8fc7\u5b9e\u73b0&nbsp;<code>DataflowAnalysis<\/code>&nbsp;\u7684\u63a5\u53e3\u6765\u5b9a\u4e49\u5177\u4f53\u7684\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u3002\u4f60\u9700\u8981\u6309\u7167\u9898\u76ee\u4e2d\u7684\u8bf4\u660e\u8865\u5168\u8fd9\u4e2a\u7c7b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5177\u4f53\u7684\u4efb\u52a1<\/h3>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u4efb\u52a1\u662f\u5b9e\u73b0&nbsp;<code>LiveVariableAnalysis<\/code>&nbsp;\u4e2d\u7684\u5982\u4e0b API\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SetFact newBoundaryFact(CFG)<\/li>\n\n\n\n<li>SetFact newInitialFact()<\/li>\n\n\n\n<li>void meetInto(SetFact,SetFact)<\/li>\n\n\n\n<li>boolean transferNode(Stmt,SetFact,SetFact)<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b API \u5bf9\u5e94\u4e0b\u56fe\u7b97\u6cd5\u4e2d\u7684\u56db\u4e2a\u90e8\u5206\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2Fiter-alg-24-6.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2Fiter-alg-24-6.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:501px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u8fd9\u91cc\u7684 <code>meetInto()<\/code>&nbsp;\u63a5\u53d7&nbsp;<code>fact<\/code>&nbsp;\u548c&nbsp;<code>target<\/code>&nbsp;\u4e24\u4e2a\u53c2\u6570\u5e76\u628a&nbsp;<code>fact<\/code>&nbsp;\u96c6\u5408\u5e76\u5165&nbsp;<code>target<\/code>&nbsp;\u96c6\u5408\uff0c&nbsp;<code>meetInto()<\/code>&nbsp;\u9644\u8fd1\u7684\u90a3\u884c\u4f2a\u4ee3\u7801\u4f1a\u53d6\u51fa&nbsp;<code>B<\/code>&nbsp;\u7684\u6240\u6709\u540e\u7ee7\uff0c\u7136\u540e\u628a\u5b83\u4eec&nbsp;<code>IN facts<\/code>&nbsp;\u7684\u5e76\u96c6\u8d4b\u7ed9&nbsp;<code>OUT[B]<\/code>\u3002\u5982\u679c\u8fd9\u884c\u4ee3\u7801\u7528&nbsp;<code>meetInto()<\/code>&nbsp;\u6765\u5b9e\u73b0\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u53ef\u4ee5\u6839\u636e\u4e0b\u56fe\u6240\u793a\uff0c\u7528&nbsp;<code>meetInto(IN[S], OUT[B])<\/code>&nbsp;\u628a&nbsp;<code>B<\/code>&nbsp;\u7684\u6bcf\u4e2a\u540e\u7ee7&nbsp;<code>S<\/code>&nbsp;\u7684&nbsp;<code>IN fact<\/code>&nbsp;\u76f4\u63a5\u5e76\u5165\u5230&nbsp;<code>OUT[B]<\/code>&nbsp;\u4e2d<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2Fmeetinto-example-24-7.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2Fmeetinto-example-24-7.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u73b0\u8fed\u4ee3\u6c42\u89e3\u5668<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6709\u5173\u7684\u7c7b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.dataflow.fact.DataflowResult<\/h4>\n\n\n\n<p>\u8be5\u7c7b\u5bf9\u8c61\u7528\u4e8e\u7ef4\u62a4\u6570\u636e\u6d41\u5206\u6790\u7684 CFG \u4e2d\u7684 fact\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u5b83\u7684 API \u83b7\u53d6\u3001\u8bbe\u7f6e CFG \u8282\u70b9\u7684&nbsp;<code>IN facts<\/code>&nbsp;\u548c&nbsp;<code>OUT facts<\/code><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.graph.cfg.CFG<\/h4>\n\n\n\n<p>\u8fd9\u4e2a\u7c7b\u7528\u4e8e\u8868\u793a\u7a0b\u5e8f\u4e2d\u65b9\u6cd5\u7684\u63a7\u5236\u6d41\u56fe\u3002\u5b83\u662f\u53ef\u8fed\u4ee3\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u4f60\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a&nbsp;for&nbsp;\u5faa\u73af\u904d\u5386\u5176\u4e2d\u7684\u6240\u6709\u8282\u70b9\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>CFG&lt;Node&gt; cfg = ...;\nfor (Node node : cfg) {\n    ...\n}<\/code><\/pre>\n\n\n\n<p>\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7&nbsp;<code>CFG.getPredsOf(Node)<\/code>&nbsp;\u548c&nbsp;<code>CFG.getSuccsOf(Node)<\/code>&nbsp;\u8fd9\u4e24\u4e2a\u65b9\u6cd5\u904d\u5386 CFG \u4e2d\u8282\u70b9\u7684\u6240\u6709\u524d\u9a71\u548c\u540e\u7ee7\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>for (Node succ : cfg.getSuccsOf(node)) {\n    ...\n}<\/code><\/pre>\n\n\n\n<p>\u63a5\u53e3 <code>CFG&lt;N><\/code>\u8868\u793a\u63a7\u5236\u6d41\u56fe\uff08Control Flow Graph\uff0cCFG\uff09\uff0c\u662f\u9759\u6001\u5206\u6790\u4e2d\u975e\u5e38\u6838\u5fc3\u7684\u6570\u636e\u7ed3\u6784\u4e4b\u4e00\uff0c\u7528\u4e8e\u63cf\u8ff0\u7a0b\u5e8f\u4e2d\u8bed\u53e5\u6216\u57fa\u672c\u5757\u4e4b\u95f4\u7684\u6267\u884c\u6d41\u7a0b\uff0c\u8fd9\u4e2a\u63a5\u53e3\u7ee7\u627f\u81ea <code>Graph&lt;N><\/code> \u63a5\u53e3\uff0c\u91cc\u9762\u63d0\u4f9b\u4e86\u5f88\u591a\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>IR getIR()\uff1a\u8fd4\u56de\u6b64 CFG \u6240\u5bf9\u5e94\u7684\u4e2d\u95f4\u8868\u793a IR\uff08Intermediate Representation\uff09<\/li>\n\n\n\n<li>JMethod getMethod()\uff1a\u8fd4\u56de\u8be5 CFG \u5bf9\u5e94\u7684\u65b9\u6cd5\u5bf9\u8c61<\/li>\n\n\n\n<li>N getEntry()\uff1a\u8fd4\u56de\u5165\u53e3<\/li>\n\n\n\n<li>N getExit()\uff1a\u8fd4\u56de\u51fa\u53e3<\/li>\n\n\n\n<li>boolean isEntry(N node)\uff1a\u5224\u65ad\u662f\u5426\u662f\u5165\u53e3<\/li>\n\n\n\n<li>boolean isExit(N node)\uff1a\u5224\u65ad\u662f\u5426\u662f\u51fa\u53e3<\/li>\n\n\n\n<li>Set&lt;Edge&lt;N>> getInEdgesOf(N node)\uff1a\u8fd4\u56de\u4ee5 <code>node<\/code> \u4e3a\u7ec8\u70b9\u7684\u6240\u6709\u8fb9\uff08\u5373\u4ece\u54ea\u4e9b\u8282\u70b9\u53ef\u4ee5\u5230\u8fbe\u5b83\uff09<\/li>\n\n\n\n<li>Set&lt;Edge&lt;N>> getOutEdgesOf(N node)\uff1a\u8fd4\u56de\u4ece <code>node<\/code> \u51fa\u53d1\u7684\u6240\u6709\u8fb9\uff08\u5373\u5b83\u53ef\u4ee5\u5230\u8fbe\u54ea\u4e9b\u8282\u70b9\uff09<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.dataflow.solver.Solver<\/h4>\n\n\n\n<p>\u8fd9\u662f\u6570\u636e\u6d41\u5206\u6790\u6c42\u89e3\u5668\u7684\u57fa\u7c7b\uff0c\u5305\u542b\u4e86\u6c42\u89e3\u5668\u7684\u62bd\u8c61\u529f\u80fd\u3002\u672c\u6b21\u4f5c\u4e1a\u8981\u5b9e\u73b0\u7684\u8fed\u4ee3\u6c42\u89e3\u5668\u5c31\u662f\u5b83\u7684\u4e00\u4e2a\u6d3e\u751f\u7c7b\u3002Tai-e \u4f1a\u6784\u5efa\u5f85\u5206\u6790\u7a0b\u5e8f\u7684 CFG \u5e76\u4f20\u7ed9&nbsp;<code>Solver.solve(CFG)<\/code>\uff0c\u7136\u540e\u4e16\u754c\u5c31\u5f00\u59cb\u8fd0\u8f6c\u4e86\u3002\u4f60\u53ef\u80fd\u6ce8\u610f\u5230\u4e86\uff0c\u8fd9\u4e2a\u7c7b\u4e2d\u6709\u4e24\u7ec4&nbsp;<em>initialize<\/em>&nbsp;\u548c&nbsp;<em>doSolve<\/em>&nbsp;\u65b9\u6cd5\uff0c\u5206\u522b\u7528\u4e8e\u5904\u7406\u524d\u5411\u548c\u540e\u5411\u7684\u6570\u636e\u6d41\u5206\u6790\u3002\u867d\u7136\u7a0d\u663e\u5197\u4f59\uff0c\u4f46\u5728\u8fd9\u6837\u7684\u8bbe\u8ba1\u4e0b\u4ee3\u7801\u7ed3\u6784\u4f1a\u66f4\u5e72\u51c0\u3001\u76f4\u63a5\u4e00\u4e9b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">pascal.taie.analysis.dataflow.solver.IterativeSolver<\/h4>\n\n\n\n<p>\u8fd9\u4e2a\u7c7b\u6269\u5c55\u4e86&nbsp;<code>Solver<\/code>&nbsp;\u7684\u529f\u80fd\u5e76\u5b9e\u73b0\u4e86\u8fed\u4ee3\u6c42\u89e3\u7b97\u6cd5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5177\u4f53\u7684\u4efb\u52a1<\/h3>\n\n\n\n<p>\u5b9e\u73b0\u4e0a\u9762\u63d0\u5230\u7684&nbsp;<code>Solver<\/code>&nbsp;\u7c7b\u7684\u4e24\u4e2a\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Solver.initializeBackward(CFG,DataflowResult)<\/li>\n\n\n\n<li>IterativeSolver.doSolveBackward(CFG,DataflowResult)<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u4e3a\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u662f\u4e00\u4e2a\u540e\u5411\u5206\u6790\uff0c\u6240\u4ee5\u6211\u4eec\u53ea\u9700\u8981\u5173\u6ce8\u540e\u5411\u5206\u6790\u76f8\u5173\u7684\u65b9\u6cd5\u5c31\u8db3\u591f\u4e86\u3002\u5728&nbsp;<code>initializeBackward()<\/code>&nbsp;\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u5b9e\u73b0\u7b97\u6cd5\u7684\u524d\u4e09\u884c\uff1b\u5728&nbsp;<code>doSolveBackward()<\/code>&nbsp;\u5219\u8981\u5b8c\u6210\u5bf9\u5e94\u7684 while \u5faa\u73af\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b8c\u6210\u4f5c\u4e1a<\/h2>\n\n\n\n<p>\u4e3b\u8981\u5c31\u662f\u63d0\u4ea4\u4e09\u4e2a\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>LiveVariableAnalysis.java<\/code><\/li>\n\n\n\n<li><code>Solver.java<\/code><\/li>\n\n\n\n<li><code>IterativeSolver.java<\/code><\/li>\n<\/ul>\n\n\n\n<p>\u9996\u5148\u770b\u5230LiveVariableAnalysis.java\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-210526-25-1.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-210526-25-1.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:719px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u4e00\u5806\u7684\u7a7a\u767d\u7b49\u7740\u6211\u4eec\u8865\u5168\uff0c\u90a3\u5c31\u6765\u4e00\u4e2a\u4e00\u4e2a\u653b\u514b\u5427\uff01<\/p>\n\n\n\n<p>newBoundaryFact\u5176\u5b9e\u5c31\u662f\u8fb9\u754c\u6761\u4ef6\uff0c\u4e5f\u5c31\u662f\u7b97\u6cd5\u91cc\u7684IN[exit]=\u2205\uff0c\u6bd5\u7adf\u6d3b\u8dc3\u53d8\u91cf\u5206\u6790\u662f\u4e00\u4e2a\u81ea\u540e\u5411\u524d\u7684\u8fc7\u7a0b\uff0cexit\u662f\u6ca1\u6709out\u7684\uff0c\u5b83\u7684in\u5728\u6700\u5f00\u59cb\u81ea\u7136\u662f\u7a7a\u7684\uff0c\u6240\u4ee5\u5176\u5b9e\u8fd4\u56de\u4e00\u4e2a\u7a7a\u96c6\u5373\u53ef<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public SetFact&lt;Var> newBoundaryFact(CFG&lt;Stmt> cfg) {\n        return new SetFact&lt;Var>();\n    }<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u5176\u5b9e\u4e5f\u662f\u540c\u7406\uff0c\u5728\u6700\u5f00\u59cbIN[B]=\u2205\uff0c\u8fd4\u56de\u7a7a\u5373\u53ef<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public SetFact&lt;Var> newInitialFact() {\n        return new SetFact&lt;Var>();\n    }<\/code><\/pre>\n\n\n\n<p>meetInto\u7528\u4e8e\u5b9e\u73b0\u7b97\u6cd5\u91cc\u7684OUT[B] = \u222a IN[S] (\u5bf9\u4e8e\u6240\u6709B\u7684\u540e\u7ee7S)\uff0c\u4e3b\u8981\u5c31\u662f\u4e00\u4e2a\u5408\u5e76\u64cd\u4f5c\uff0c\u800c\u5728SetFact\u91cc\u5176\u5b9e\u6709\u73b0\u6210\u7684union\uff0c\u7528\u6cd5\u5c31\u662f<code>public boolean union(SetFact&lt;E> other)<\/code>\uff0c\u6240\u4ee5\u5408\u5e76\u4e00\u4e0b\u5c31\u884c\u4e86<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public void meetInto(SetFact&lt;Var> fact, SetFact&lt;Var> target) {\n        target.union(fact);\n    }<\/code><\/pre>\n\n\n\n<p>transferNode \u7528\u4e8e\u5b9e\u73b0\u7b97\u6cd5\u91cc <code>IN[B] = use[B] \u222a (OUT[B] - def[B])<\/code>\u8fd9\u4e00\u6b65\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>public boolean transferNode(Stmt stmt, SetFact&lt;Var> in, SetFact&lt;Var> out) {\n        \/\/ \u83b7\u53d6outFact\n        SetFact&lt;Var> newInFact = new SetFact&lt;>();\n        newInFact.union(out);\n\n        \/\/ outFact - def\n        \/\/ \u5982\u679c\u5f53\u524d\u8bed\u53e5\u6709\u5b9a\u4e49\uff08def\uff09\uff0c\u5e76\u4e14\u5b9a\u4e49\u7684\u662f\u4e00\u4e2a\u53d8\u91cf\uff08Var\uff09\uff0c\u5c31\u4ece newInFact \u4e2d\u79fb\u9664\u5b83\n        if (stmt.getDef().isPresent()) {\n            LValue def = stmt.getDef().get();\n            if (def instanceof Var) {\n                newInFact.remove((Var) def);\n            }\n        }\n\n        \/\/ (outFact - def ) + use\n        \/\/ \u904d\u5386\u5f53\u524d\u8bed\u53e5\u4e2d\u88ab\u4f7f\u7528\u7684\u53d8\u91cf\uff0c\u5e76\u52a0\u5165\u5230 newInFact\n        for (RValue use : stmt.getUses()) {\n            if (use instanceof  Var) {\n                newInFact.add((Var) use);\n            }\n        }\n        \n        \/\/ \u5224\u65adinFact\u662f\u5426\u6539\u53d8\uff0c\u5e76\u8fd4\u56deBoolean\u8868\u793a\n        if (!newInFact.equals(in)) {\n            in.set(newInFact);\n            return true;\n        }\n        return false;\n    }<\/code><\/pre>\n\n\n\n<p>\u5b8c\u6574\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\/*\n * Tai-e: A Static Analysis Framework for Java\n *\n * Copyright (C) 2022 Tian Tan &lt;tiantan@nju.edu.cn>\n * Copyright (C) 2022 Yue Li &lt;yueli@nju.edu.cn>\n *\n * This file is part of Tai-e.\n *\n * Tai-e is free software: you can redistribute it and\/or modify\n * it under the terms of the GNU Lesser General Public License\n * as published by the Free Software Foundation, either version 3\n * of the License, or (at your option) any later version.\n *\n * Tai-e is distributed in the hope that it will be useful,but WITHOUT\n * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY\n * or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General\n * Public License for more details.\n *\n * You should have received a copy of the GNU Lesser General Public\n * License along with Tai-e. If not, see &lt;https:\/\/www.gnu.org\/licenses\/>.\n *\/\n\npackage pascal.taie.analysis.dataflow.analysis;\n\nimport pascal.taie.analysis.dataflow.fact.SetFact;\nimport pascal.taie.analysis.graph.cfg.CFG;\nimport pascal.taie.config.AnalysisConfig;\nimport pascal.taie.ir.exp.LValue;\nimport pascal.taie.ir.exp.RValue;\nimport pascal.taie.ir.exp.Var;\nimport pascal.taie.ir.stmt.Stmt;\n\n\/**\n * Implementation of classic live variable analysis.\n *\/\npublic class LiveVariableAnalysis extends\n        AbstractDataflowAnalysis&lt;Stmt, SetFact&lt;Var>> {\n\n    public static final String ID = \"livevar\";\n\n    public LiveVariableAnalysis(AnalysisConfig config) {\n        super(config);\n    }\n\n    @Override\n    public boolean isForward() {\n        return false;\n    }\n\n    @Override\n    public SetFact&lt;Var> newBoundaryFact(CFG&lt;Stmt> cfg) {\n        return new SetFact&lt;Var>();\n    }\n\n    @Override\n    public SetFact&lt;Var> newInitialFact() {\n        return new SetFact&lt;Var>();\n    }\n\n    @Override\n    public void meetInto(SetFact&lt;Var> fact, SetFact&lt;Var> target) {\n        target.union(fact);\n    }\n\n    @Override\n    public boolean transferNode(Stmt stmt, SetFact&lt;Var> in, SetFact&lt;Var> out) {\n        \/\/ \u83b7\u53d6outFact\n        SetFact&lt;Var> newInFact = new SetFact&lt;>();\n        newInFact.union(out);\n\n        \/\/ outFact - def\n        \/\/ \u5982\u679c\u5f53\u524d\u8bed\u53e5\u6709\u5b9a\u4e49\uff08def\uff09\uff0c\u5e76\u4e14\u5b9a\u4e49\u7684\u662f\u4e00\u4e2a\u53d8\u91cf\uff08Var\uff09\uff0c\u5c31\u4ece newInFact \u4e2d\u79fb\u9664\u5b83\n        if (stmt.getDef().isPresent()) {\n            LValue def = stmt.getDef().get();\n            if (def instanceof Var) {\n                newInFact.remove((Var) def);\n            }\n        }\n\n        \/\/ (outFact - def ) + use\n        \/\/ \u904d\u5386\u5f53\u524d\u8bed\u53e5\u4e2d\u88ab\u4f7f\u7528\u7684\u53d8\u91cf\uff0c\u5e76\u52a0\u5165\u5230 newInFact\n        for (RValue use : stmt.getUses()) {\n            if (use instanceof  Var) {\n                newInFact.add((Var) use);\n            }\n        }\n\n        \/\/ \u5224\u65adinFact\u662f\u5426\u6539\u53d8\uff0c\u5e76\u8fd4\u56deBoolean\u8868\u793a\n        if (!newInFact.equals(in)) {\n            in.set(newInFact);\n            return true;\n        }\n        return false;\n    }\n}<\/code><\/pre>\n\n\n\n<p>\u63a5\u7740\u662f<code>Solver.java<\/code>\uff0c\u4e3b\u8981\u662f\u5b9e\u73b0\u8fd9\u4e2ainitializeBackward\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-213232-25-2.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-213232-25-2.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:798px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>initializeBackward\u4e3b\u8981\u7528\u4e8e\u5b9e\u73b0\u7b97\u6cd5\u7684\u524d\u4e09\u884c\uff0c\u4e5f\u5c31\u662f\u628aIN[B]\u548cIN[exit]\u521d\u59cb\u5316\u4e3a\u2205\uff0c\u8fd9\u91cc\u987a\u4fbf\u628aOUT[B]\u4e5f\u521d\u59cb\u5316\u4e3a\u7a7a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>protected void initializeBackward(CFG&lt;Node> cfg, DataflowResult&lt;Node, Fact> result) {\n        result.setInFact(cfg.getExit(), analysis.newBoundaryFact(cfg));\n        for (Node node : cfg.getNodes()) {\n            if (cfg.isExit(node)) continue;\n            result.setInFact(node, analysis.newInitialFact());\n            result.setOutFact(node, analysis.newInitialFact());\n        }\n    }<\/code><\/pre>\n\n\n\n<p>\u6700\u540e\u662f\u8fed\u4ee3\u6c42\u89e3\u5668\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-213750-25-3.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-213750-25-3.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" style=\"width:735px;height:auto\"\/><\/div><\/figure>\n\n\n\n<p>doSolveBackward\u5176\u5b9e\u5c31\u662f\u7528\u6765\u5b9e\u73b0\u90a3\u4e2awhile\u5faa\u73af\u7684\uff0c\u4fdd\u8bc1\u53d1\u751f\u4e86IN\u7684\u6539\u53d8\u5c31\u4f1a\u8fdb\u884c\u76f8\u5e94\u7684\u5904\u7406<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>protected void doSolveBackward(CFG&lt;Node> cfg, DataflowResult&lt;Node, Fact> result) {\n        boolean changed = true;\n        while (changed) {\n            changed = false;\n            for (Node node : cfg.getNodes()) {\n                \/\/ \u5c3e\u8282\u70b9\u6ca1\u6709OUT\n                if (cfg.isExit(node)) continue;\n                \/\/ \u8ba1\u7b97OUT\n                for (Node succNode : cfg.getSuccsOf(node)) {\n                    analysis.meetInto(result.getInFact(succNode), result.getOutFact(node));\n                }\n                \/\/ \u5229\u7528transferNode\u8ba1\u7b97IN\u5e76\u5224\u65ad\u4e0e\u4e4b\u524d\u7684IN\u662f\u5426\u5b58\u5728\u5dee\u5f02\n                if (analysis.transferNode(node, result.getInFact(node), result.getOutFact(node))) changed = true;\n            }\n        }\n    }<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-220554-25-4.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  decoding=\"async\" data-original=\"https:\/\/fushuling-1309926051.cos.ap-shanghai.myqcloud.com\/2025%2F05%2FQQ20250525-220554-25-4.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\"\/><\/div><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">\u53c2\u8003<\/h1>\n\n\n\n<p><a href=\"https:\/\/tai-e.pascal-lab.net\/intro\/overview.html\">https:\/\/tai-e.pascal-lab.net\/intro\/overview.html<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.cnblogs.com\/vanhopex\/p\/16916233.html\">https:\/\/www.cnblogs.com\/vanhopex\/p\/16916233.html<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u73af\u5883\u914d\u7f6e \u8fd9\u91cc\u6211\u4f7f\u7528\u7684\u662f\u6559\u5b66\u7248\uff0cTai-e\u7684\u5b9e\u9a8c\u4f5c\u4e1a\u53bbgithub\u4e0b\u4e00\u4efd\u5c31\u884c\u4e86\uff1ahttps:\/\/github. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-3783","post","type-post","status-publish","format-standard","hentry","category-13"],"_links":{"self":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts\/3783","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/comments?post=3783"}],"version-history":[{"count":7,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts\/3783\/revisions"}],"predecessor-version":[{"id":3794,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/posts\/3783\/revisions\/3794"}],"wp:attachment":[{"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/media?parent=3783"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/categories?post=3783"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fushuling.com\/index.php\/wp-json\/wp\/v2\/tags?post=3783"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}