{"id":123,"date":"2026-07-12T02:22:18","date_gmt":"2026-07-12T02:22:18","guid":{"rendered":"https:\/\/blog.top-api.cc\/?p=123"},"modified":"2026-07-12T02:22:18","modified_gmt":"2026-07-12T02:22:18","slug":"llm-reproducibility-seed-snapshot-config-20260712","status":"publish","type":"post","link":"https:\/\/blog.top-api.cc\/?p=123","title":{"rendered":"AI \u8f93\u51fa\u600e\u4e48\u505a\u5230\u53ef\u590d\u73b0\uff1aseed\u3001\u6a21\u578b\u5feb\u7167\u3001\u53c2\u6570\u548c\u5916\u90e8\u5de5\u5177\u7248\u672c\u7f3a\u4e00\u4e0d\u53ef"},"content":{"rendered":"<p>\u7528\u6237\u62a5\u544a\u201c\u6628\u5929\u540c\u4e00\u4e2a\u63d0\u793a\u8bcd\u7ed3\u679c\u4e0d\u540c\u201d\u65f6\uff0c\u56e2\u961f\u5e38\u5e38\u53ea\u95ee temperature \u662f\u591a\u5c11\u3002\u5b9e\u9645\u4e0a\uff0c\u6a21\u578b\u522b\u540d\u53ef\u80fd\u5df2\u6307\u5411\u65b0\u5feb\u7167\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd\u53ef\u80fd\u66f4\u65b0\uff0c\u5de5\u5177\u8fd4\u56de\u548c\u68c0\u7d22\u7f51\u9875\u4e5f\u4f1a\u53d8\u5316\u3002\u6ca1\u6709\u5b8c\u6574\u8bb0\u5f55\uff0c\u5c31\u65e0\u6cd5\u5224\u65ad\u662f\u6b63\u5e38\u968f\u673a\u6027\u3001\u914d\u7f6e\u6f02\u79fb\u8fd8\u662f\u7cfb\u7edf\u7f3a\u9677\u3002<\/p>\n<h2>\u8bb0\u5f55\u8f93\u5165\u4e4b\u5916\u7684\u53d8\u91cf<\/h2>\n<p>\u4e00\u6b21\u53ef\u56de\u653e\u7684\u8c03\u7528\u81f3\u5c11\u5305\u542b\u6a21\u578b\u540d\u548c\u5feb\u7167\u3001\u7cfb\u7edf\u63d0\u793a\u7248\u672c\u3001\u7528\u6237\u8f93\u5165\u54c8\u5e0c\u3001temperature\u3001top_p\u3001seed\uff08\u82e5\u652f\u6301\uff09\u3001\u6700\u5927\u8f93\u51fa\u3001\u5de5\u5177 schema\u3001\u5de5\u5177\u7ed3\u679c\u6458\u8981\u3001\u68c0\u7d22\u6587\u6863\u7248\u672c\u548c\u8c03\u7528\u65f6\u95f4\u3002\u5bf9\u4e8e\u56fe\u50cf\u6216\u89c6\u9891\u4efb\u52a1\uff0c\u8fd8\u5e94\u8bb0\u5f55\u5c3a\u5bf8\u3001\u53c2\u8003\u8d44\u4ea7\u3001\u91c7\u6837\u5668\u548c\u5de5\u4f5c\u6d41\u7248\u672c\u3002<\/p>\n<p>seed \u53ef\u4ee5\u964d\u4f4e\u968f\u673a\u5dee\u5f02\uff0c\u4f46\u4e0d\u662f\u4e07\u80fd\u91cd\u653e\u6309\u94ae\u3002\u4f9b\u5e94\u5546\u5b9e\u73b0\u3001\u6279\u5904\u7406\u987a\u5e8f\u3001\u6a21\u578b\u66f4\u65b0\u548c\u786c\u4ef6\u63a8\u7406\u53ef\u80fd\u4ecd\u5e26\u6765\u53d8\u5316\u3002\u56e0\u6b64\u62a5\u544a\u5e94\u533a\u5206\u201c\u5b8c\u5168\u4f4d\u7ea7\u590d\u73b0\u201d\u201c\u8bed\u4e49\u76f8\u8fd1\u590d\u73b0\u201d\u548c\u201c\u65e0\u6cd5\u4fdd\u8bc1\u590d\u73b0\u201d\uff0c\u4e0d\u8981\u8ba9\u7528\u6237\u8bef\u4ee5\u4e3a\u4e00\u4e2a seed \u5c31\u80fd\u9501\u5b9a\u751f\u4ea7\u7ed3\u679c\u3002<\/p>\n<h2>\u7528\u56de\u653e\u6837\u672c\u5b9a\u4f4d\u5dee\u5f02<\/h2>\n<p>\u5c06\u9ad8\u5f71\u54cd\u8bf7\u6c42\u4fdd\u5b58\u4e3a\u6700\u5c0f\u5316\u56de\u653e\u5305\uff1a\u8131\u654f\u8f93\u5165\u3001\u914d\u7f6e\u3001\u9884\u671f\u5c5e\u6027\u548c\u9a8c\u8bc1\u65b9\u6cd5\u3002\u53d1\u73b0\u8f93\u51fa\u53d8\u5316\u540e\uff0c\u5148\u56fa\u5b9a\u65e7\u6a21\u578b\u4e0e\u65e7\u5de5\u5177\u7ed3\u679c\uff0c\u518d\u9010\u9879\u66ff\u6362\u53d8\u91cf\uff0c\u627e\u51fa\u5dee\u5f02\u6765\u81ea\u54ea\u91cc\u3002\u4e0d\u8981\u76f4\u63a5\u5728\u751f\u4ea7\u6d41\u91cf\u4e0a\u53cd\u590d\u91cd\u8dd1\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u5199\u5165\u5de5\u5177\u6216\u4ed8\u8d39\u4efb\u52a1\u65f6\u3002<\/p>\n<p>\u901a\u8fc7 <a href=\"https:\/\/top-api.cc\">top-api.cc<\/a> \u7edf\u4e00\u591a\u4e0a\u6e38\u8c03\u7528\uff0c\u53ef\u4ee5\u8bb0\u5f55\u6a21\u578b\u3001\u8def\u7531\u548c\u8bf7\u6c42 ID\uff0c\u5e2e\u52a9\u91cd\u5efa\u8c03\u7528\u94fe\u3002\u4f46\u5b8c\u6574\u590d\u73b0\u4ecd\u9700\u4e1a\u52a1\u7cfb\u7edf\u4fdd\u5b58\u63d0\u793a\u8bcd\u3001\u68c0\u7d22\u548c\u5de5\u5177\u7248\u672c\uff0c\u7f51\u5173\u4e0d\u5e94\u957f\u671f\u5b58\u653e\u4e0d\u5fc5\u8981\u7684\u654f\u611f\u6b63\u6587\u3002<\/p>\n<h2>\u8bc4\u6d4b\u6307\u6807<\/h2>\n<ul>\n<li>\u56fa\u5b9a\u914d\u7f6e\u4e0b\u591a\u6b21\u8fd0\u884c\u7684\u7ed3\u679c\u7a33\u5b9a\u6027\uff1b<\/li>\n<li>\u6a21\u578b\u522b\u540d\u548c\u5feb\u7167\u53d8\u5316\u540e\u7684\u5dee\u5f02\uff1b<\/li>\n<li>\u5de5\u5177\u3001\u68c0\u7d22\u548c\u65f6\u95f4\u6570\u636e\u53d8\u5316\u7684\u5f71\u54cd\uff1b<\/li>\n<li>\u56de\u653e\u5305\u80fd\u5426\u5728\u9694\u79bb\u73af\u5883\u590d\u73b0\u5173\u952e\u5c5e\u6027\uff1b<\/li>\n<li>\u54ea\u4e9b\u4efb\u52a1\u8981\u6c42\u4e25\u683c\u590d\u73b0\uff0c\u54ea\u4e9b\u53ea\u8981\u6c42\u8bed\u4e49\u4e00\u81f4\uff1b<\/li>\n<li>\u65e0\u6cd5\u590d\u73b0\u65f6\u662f\u5426\u80fd\u7ed9\u51fa\u53d8\u91cf\u5dee\u5f02\u8bf4\u660e\u3002<\/li>\n<\/ul>\n<p>\u53ef\u590d\u73b0\u6027\u4e0d\u662f\u6d88\u706d\u968f\u673a\u6027\uff0c\u800c\u662f\u8ba9\u968f\u673a\u6027\u548c\u53d8\u5316\u6765\u6e90\u53ef\u8ffd\u8e2a\u3002\u5bf9\u4e8e\u8bc4\u6d4b\u3001\u5408\u89c4\u3001\u8ba1\u8d39\u548c\u81ea\u52a8\u5316\u52a8\u4f5c\uff0c\u8fd9\u79cd\u53ef\u89e3\u91ca\u6027\u6bd4\u5355\u6b21\u56de\u7b54\u66f4\u91cd\u8981\u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599\uff1a\u5404\u6a21\u578b API \u7684 seed \u4e0e\u7248\u672c\u7b56\u7565\u3001\u8bc4\u6d4b\u6846\u67b6\u7684\u5b9e\u9a8c\u8ffd\u8e2a\u6587\u6863\u3002\u4f9b\u5e94\u5546\u672a\u627f\u8bfa\u56fa\u5b9a\u5feb\u7167\u65f6\uff0c\u5e94\u660e\u786e\u6807\u8bb0\u590d\u73b0\u9650\u5236\u3002<\/p>\n<p>\u5728 <a href=\"https:\/\/top-api.cc\">top-api.cc<\/a> \u4fdd\u5b58\u8c03\u7528\u5143\u6570\u636e\u540e\uff0c\u518d\u7528\u81ea\u5df1\u7684\u914d\u7f6e\u4ed3\u5e93\u7ba1\u7406\u63d0\u793a\u8bcd\u548c\u5de5\u5177\u7248\u672c\uff0c\u80fd\u66f4\u53ef\u9760\u5730\u5b9a\u4f4d\u8f93\u51fa\u4e3a\u4f55\u6539\u53d8\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u63d0\u793a\u8bcd\u5f97\u5230\u4e0d\u540c\u7ed3\u679c\u4e0d\u4e00\u5b9a\u662f\u6a21\u578b\u201c\u968f\u673a\u201d\u3002\u6a21\u578b\u5feb\u7167\u3001\u91c7\u6837\u53c2\u6570\u3001\u7cfb\u7edf\u63d0\u793a\u3001\u5de5\u5177\u7248\u672c\u3001\u68c0\u7d22\u7ed3\u679c\u548c\u65f6\u95f4\u76f8\u5173\u6570\u636e\u90fd\u4f1a\u5f71\u54cd\u8f93\u51fa\uff0c\u53ef\u590d\u73b0\u6027\u9700\u8981\u5b8c\u6574\u5b9e\u9a8c\u8bb0\u5f55\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-123","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/posts\/123","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=123"}],"version-history":[{"count":0,"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=\/wp\/v2\/posts\/123\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=123"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=123"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.top-api.cc\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=123"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}