{"id":20826,"date":"2025-02-11T19:58:27","date_gmt":"2025-02-11T11:58:27","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20826"},"modified":"2025-02-16T16:59:52","modified_gmt":"2025-02-16T08:59:52","slug":"promptfoo","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/promptfoo\/","title":{"rendered":"promptfoo\uff1a\u63d0\u4f9b\u5b89\u5168\u53ef\u9760\u7684LLM\u5e94\u7528\u6d4b\u8bd5\u5de5\u5177"},"content":{"rendered":"<p>promptfoo \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u547d\u4ee4\u884c\u5de5\u5177\u548c\u5e93\uff0c\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u548c\u7ea2\u961f\u6d4b\u8bd5\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u3002\u5b83\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u6784\u5efa\u53ef\u9760\u7684\u63d0\u793a\u3001\u6a21\u578b\u548c\u57fa\u4e8e\u68c0\u7d22\u7684\u751f\u6210\uff08RAGs\uff09\uff0c\u5e76\u901a\u8fc7\u81ea\u52a8\u5316\u7ea2\u961f\u6d4b\u8bd5\u548c\u6e17\u900f\u6d4b\u8bd5\u6765\u786e\u4fdd\u5e94\u7528\u7684\u5b89\u5168\u6027\u3002promptfoo \u652f\u6301\u591a\u79cdLLM API\u63d0\u4f9b\u5546\uff0c\u5305\u62ecOpenAI\u3001Anthropic\u3001Azure\u3001Google\u3001HuggingFace\u7b49\uff0c\u751a\u81f3\u53ef\u4ee5\u96c6\u6210\u81ea\u5b9a\u4e49API\u3002\u8be5\u5de5\u5177\u65e8\u5728\u901a\u8fc7\u6d4b\u8bd5\u9a71\u52a8\u7684\u5f00\u53d1\u65b9\u6cd5\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u8fed\u4ee3\u548c\u6539\u8fdb\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20827\" title=\"promptfoo\uff1a\u63d0\u4f9b\u5b89\u5168\u53ef\u9760\u7684LLM\u5e94\u7528\u6d4b\u8bd5\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/df1a4cef0ae4161.jpg\" alt=\"promptfoo\uff1a\u63d0\u4f9b\u5b89\u5168\u53ef\u9760\u7684LLM\u5e94\u7528\u6d4b\u8bd5\u5de5\u5177-1\" width=\"1440\" height=\"1103\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/df1a4cef0ae4161.jpg 1440w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/df1a4cef0ae4161-768x588.jpg 768w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u7ea2\u961f\u6d4b\u8bd5<\/strong>\uff1a\u8fd0\u884c\u81ea\u5b9a\u4e49\u626b\u63cf\uff0c\u68c0\u6d4b\u5b89\u5168\u3001\u6cd5\u5f8b\u548c\u54c1\u724c\u98ce\u9669\u3002<\/li>\n<li><strong>\u8d28\u91cf\u8bc4\u4f30<\/strong>\uff1a\u901a\u8fc7\u7279\u5b9a\u4e8e\u7528\u4f8b\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6784\u5efa\u53ef\u9760\u7684\u63d0\u793a\u548c\u6a21\u578b\u3002<\/li>\n<li><strong>\u5e76\u53d1\u548c\u7f13\u5b58<\/strong>\uff1a\u52a0\u901f\u8bc4\u4f30\u8fc7\u7a0b\uff0c\u652f\u6301\u5b9e\u65f6\u91cd\u65b0\u52a0\u8f7d\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u754c\u9762<\/strong>\uff1a\u65e0\u9700SDK\u3001\u4e91\u4f9d\u8d56\u6216\u767b\u5f55\uff0c\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<li><strong>\u5f00\u6e90\u793e\u533a\u652f\u6301<\/strong>\uff1a\u7531\u6d3b\u8dc3\u7684\u5f00\u6e90\u793e\u533a\u652f\u6301\uff0c\u9002\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u6570\u767e\u4e07\u7528\u6237\u3002<\/li>\n<li><strong>\u9ad8\u5c42\u6b21\u6f0f\u6d1e\u548c\u98ce\u9669\u62a5\u544a<\/strong>\uff1a\u751f\u6210\u8be6\u7ec6\u7684\u6f0f\u6d1e\u548c\u98ce\u9669\u62a5\u544a\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u8bc6\u522b\u548c\u4fee\u590d\u95ee\u9898\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u652f\u6301Python\u3001Javascript\u7b49\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002<\/li>\n<li><strong>\u79c1\u6709\u5316\u8fd0\u884c<\/strong>\uff1a\u6240\u6709\u8bc4\u4f30\u5728\u672c\u5730\u673a\u5668\u4e0a\u8fd0\u884c\uff0c\u786e\u4fdd\u6570\u636e\u9690\u79c1\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u5b89\u88c5\u547d\u4ee4\u884c\u5de5\u5177<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   npm install -g promptfoo\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u521d\u59cb\u5316\u9879\u76ee<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   npx promptfoo@latest init\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u914d\u7f6e\u6d4b\u8bd5\u7528\u4f8b<\/strong>\uff1a \u6253\u5f00<code>promptfooconfig.yaml<\/code>\u6587\u4ef6\uff0c\u6dfb\u52a0\u4f60\u60f3\u8981\u6d4b\u8bd5\u7684\u63d0\u793a\u548c\u53d8\u91cf\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ol>\n<pre><code>   targets:\r\n- id: 'example'\r\nconfig:\r\nmethod: 'POST'\r\nheaders: 'Content-Type: application\/json'\r\nbody:\r\nuserInput: '{{prompt}}'\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u6307\u5357<\/h3>\n<ol>\n<li><strong>\u5b9a\u4e49\u6d4b\u8bd5\u7528\u4f8b<\/strong>\uff1a \u786e\u5b9a\u6838\u5fc3\u7528\u4f8b\u548c\u5931\u8d25\u6a21\u5f0f\uff0c\u51c6\u5907\u4e00\u7ec4\u4ee3\u8868\u8fd9\u4e9b\u573a\u666f\u7684\u63d0\u793a\u548c\u6d4b\u8bd5\u7528\u4f8b\u3002<\/li>\n<li><strong>\u914d\u7f6e\u8bc4\u4f30<\/strong>\uff1a \u901a\u8fc7\u6307\u5b9a\u63d0\u793a\u3001\u6d4b\u8bd5\u7528\u4f8b\u548cAPI\u63d0\u4f9b\u5546\u6765\u8bbe\u7f6e\u8bc4\u4f30\u3002<\/li>\n<li><strong>\u8fd0\u884c\u8bc4\u4f30<\/strong>\uff1a \u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177\u6216\u5e93\u6267\u884c\u8bc4\u4f30\uff0c\u5e76\u8bb0\u5f55\u6bcf\u4e2a\u63d0\u793a\u7684\u6a21\u578b\u8f93\u51fa\u3002<\/li>\n<\/ol>\n<pre><code>   promptfoo evaluate\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li><strong>\u5206\u6790\u7ed3\u679c<\/strong>\uff1a \u8bbe\u7f6e\u81ea\u52a8\u5316\u8981\u6c42\uff0c\u6216\u5728\u7ed3\u6784\u5316\u683c\u5f0f\/\u7f51\u9875UI\u4e2d\u67e5\u770b\u7ed3\u679c\u3002\u4f7f\u7528\u8fd9\u4e9b\u7ed3\u679c\u9009\u62e9\u6700\u9002\u5408\u4f60\u7528\u4f8b\u7684\u6a21\u578b\u548c\u63d0\u793a\u3002<\/li>\n<li><strong>\u53cd\u9988\u5faa\u73af<\/strong>\uff1a \u968f\u7740\u6536\u96c6\u5230\u66f4\u591a\u793a\u4f8b\u548c\u7528\u6237\u53cd\u9988\uff0c\u7ee7\u7eed\u6269\u5c55\u4f60\u7684\u6d4b\u8bd5\u7528\u4f8b\u3002<\/li>\n<\/ol>\n<h3>\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u7ea2\u961f\u6d4b\u8bd5<\/strong>\uff1a\n<ul>\n<li>\u8fd0\u884c\u81ea\u5b9a\u4e49\u626b\u63cf\uff0c\u68c0\u6d4b\u5e38\u89c1\u7684\u5b89\u5168\u6f0f\u6d1e\uff0c\u5982PII\u6cc4\u9732\u3001\u4e0d\u5b89\u5168\u7684\u5de5\u5177\u4f7f\u7528\u3001\u8de8\u4f1a\u8bdd\u6570\u636e\u6cc4\u9732\u3001\u76f4\u63a5\u548c\u95f4\u63a5\u7684\u63d0\u793a\u6ce8\u5165\u7b49\u3002<\/li>\n<li>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u7ea2\u961f\u6d4b\u8bd5\uff1a <code>bash<br \/>\nnpx promptfoo@latest redteam init<br \/>\n<\/code><\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8d28\u91cf\u8bc4\u4f30<\/strong>\uff1a\n<ul>\n<li>\u901a\u8fc7\u7279\u5b9a\u4e8e\u7528\u4f8b\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6784\u5efa\u53ef\u9760\u7684\u63d0\u793a\u548c\u6a21\u578b\u3002<\/li>\n<li>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884c\u8d28\u91cf\u8bc4\u4f30\uff1a <code>bash<br \/>\npromptfoo evaluate --config promptfooconfig.yaml<br \/>\n<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>promptfoo \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u547d\u4ee4\u884c\u5de5\u5177\u548c\u5e93\uff0c\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u548c\u7ea2\u961f\u6d4b\u8bd5\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u3002\u5b83\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u6784\u5efa\u53ef\u9760\u7684\u63d0\u793a\u3001\u6a21\u578b\u548c\u57fa\u4e8e\u68c0\u7d22\u7684\u751f\u6210\uff08RAGs\uff09\uff0c\u5e76\u901a\u8fc7\u81ea\u52a8\u5316\u7ea2\u961f\u6d4b\u8bd5\u548c\u6e17\u900f\u6d4b\u8bd5\u6765\u786e\u4fdd\u5e94\u7528\u7684\u5b89\u5168\u6027\u3002prom&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61816,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-20826","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/20826","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=20826"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/20826\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61816"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=20826"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=20826"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=20826"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}