{"id":34729,"date":"2024-09-04T07:06:11","date_gmt":"2024-09-04T07:06:11","guid":{"rendered":"https:\/\/kalilinuxtutorials.com\/?p=34729"},"modified":"2024-09-04T07:06:13","modified_gmt":"2024-09-04T07:06:13","slug":"promptfoo","status":"publish","type":"post","link":"https:\/\/kalilinuxtutorials.com\/promptfoo\/","title":{"rendered":"PromptFoo &#8211; Streamlining LLM Application Development And Security Testing"},"content":{"rendered":"\n<p>An innovative tool designed to revolutionize the testing, evaluation, and security of LLM applications. This versatile tool supports a test-driven development approach, allowing developers to optimize prompts, models, and APIs efficiently. <\/p>\n\n\n\n<p>Whether you&#8217;re using CLI, integrating into CI\/CD, or seeking robust security through automated red teaming, promptfoo offers a comprehensive solution to enhance the reliability and security of your LLM apps.<\/p>\n\n\n\n<p><code>promptfoo<\/code>&nbsp;is a tool for testing, evaluating, and red-teaming LLM apps.<\/p>\n\n\n\n<p>With promptfoo, you can:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Build reliable prompts, models, and RAGs<\/strong>\u00a0with benchmarks specific to your use-case<\/li>\n\n\n\n<li><strong>Secure your apps<\/strong>\u00a0with automated\u00a0<a href=\"https:\/\/www.promptfoo.dev\/docs\/red-team\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">red teaming<\/a>\u00a0and pentesting<\/li>\n\n\n\n<li><strong>Speed up evaluations<\/strong>\u00a0with caching, concurrency, and live reloading<\/li>\n\n\n\n<li><strong>Score outputs automatically<\/strong>\u00a0by defining\u00a0<a href=\"https:\/\/www.promptfoo.dev\/docs\/configuration\/expected-outputs\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">metrics<\/a><\/li>\n\n\n\n<li>Use as a\u00a0<a href=\"https:\/\/www.promptfoo.dev\/docs\/usage\/command-line\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">CLI<\/a>,\u00a0<a href=\"https:\/\/www.promptfoo.dev\/docs\/usage\/node-package\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">library<\/a>, or in\u00a0<a href=\"https:\/\/www.promptfoo.dev\/docs\/integrations\/github-action\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">CI\/CD<\/a><\/li>\n\n\n\n<li>Use OpenAI, Anthropic, Azure, Google, HuggingFace, open-source models like Llama, or integrate custom API providers for\u00a0<a href=\"https:\/\/www.promptfoo.dev\/docs\/providers\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">any LLM API<\/a><\/li>\n<\/ul>\n\n\n\n<p>The goal:&nbsp;<strong>test-driven LLM development<\/strong>&nbsp;instead of trial-and-error.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>npx promptfoo@latest init<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Choose Promptfoo?<\/strong><a href=\"https:\/\/github.com\/promptfoo\/promptfoo#why-choose-promptfoo\"><\/a><\/h2>\n\n\n\n<p>There are many different ways to evaluate prompts. Here are some reasons to consider promptfoo:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Developer friendly<\/strong>: promptfoo is fast, with quality-of-life features like live reloads and caching.<\/li>\n\n\n\n<li><strong>Battle-tested<\/strong>: Originally built for LLM apps serving over 10 million users in production. Our tooling is flexible and can be adapted to many setups.<\/li>\n\n\n\n<li><strong>Simple, declarative test cases<\/strong>: Define evals without writing code or working with heavy notebooks.<\/li>\n\n\n\n<li><strong>Language agnostic<\/strong>: Use Python, Javascript, or any other language.<\/li>\n\n\n\n<li><strong>Share &amp; collaborate<\/strong>: Built-in share functionality &amp; web viewer for working with teammates.<\/li>\n\n\n\n<li><strong>Open-source<\/strong>: LLM evals are a commodity and should be served by 100% open-source projects with no strings attached.<\/li>\n\n\n\n<li><strong>Private<\/strong>: This software runs completely locally. The evals run on your machine and talk directly with the LLM.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Workflow<\/strong><a href=\"https:\/\/github.com\/promptfoo\/promptfoo#workflow\"><\/a><\/h2>\n\n\n\n<p>Start by establishing a handful of test cases &#8211; core use cases and failure cases that you want to ensure your prompt can handle.<\/p>\n\n\n\n<p>As you explore modifications to the prompt, use&nbsp;<code>promptfoo eval<\/code>&nbsp;to rate all outputs. This ensures the prompt is actually improving overall.<\/p>\n\n\n\n<p>As you collect more examples and establish a user feedback loop, continue to build the pool of test cases.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Usage &#8211; Evals<\/strong><a href=\"https:\/\/github.com\/promptfoo\/promptfoo#usage---evals\"><\/a><\/h2>\n\n\n\n<p>To get started, run this command:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>npx promptfoo@latest init<\/code><\/pre>\n\n\n\n<p>This will create a&nbsp;<code>promptfooconfig.yaml<\/code>&nbsp;placeholder in your current directory.<\/p>\n\n\n\n<p>After editing the prompts and variables to your liking, run the eval command to kick off an evaluation:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>npx promptfoo@latest eval<\/code><\/pre>\n\n\n\n<p>For more information click <a href=\"https:\/\/github.com\/promptfoo\/promptfoo\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">here<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>An innovative tool designed to revolutionize the testing, evaluation, and security of LLM applications. This versatile tool supports a test-driven development approach, allowing developers to optimize prompts, models, and APIs efficiently. Whether you&#8217;re using CLI, integrating into CI\/CD, or seeking robust security through automated red teaming, promptfoo offers a comprehensive solution to enhance the reliability [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":34733,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEiGlegyDLAMW11ZjT2FFlR5QLz76r9DliynAJkKo8qg-ZhgjgdJe4QInzr9fIOW9awcVDPQgxQIKFDjwbLXZaqTYxIPyXkDiUBGx_usuMqHL0wkJJrre5NL2ZzGdr4PaIk_7AG6p-LUWSPZRRBTPfW0j5dRdupMKQUmC9MlA-u3UaZ5fivxqRxHv-U4V90s\/s16000\/PromptFoo%20.webp","fifu_image_alt":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[5840],"tags":[737,6321,6052,6325,6921],"class_list":["post-34729","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-penetration-testing-tools","tag-cybersecurity","tag-informationsecurity","tag-kalilinux","tag-kalilinuxtools","tag-promptfoo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>PromptFoo - Streamlining LLM Application Development<\/title>\n<meta name=\"description\" content=\"An innovative tool designed to revolutionize the testing, evaluation, and security of LLM applications. 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This phenomenon forces us to\u2026","rel":"","context":"In &quot;Cyber security&quot;","block_context":{"text":"Cyber security","link":"https:\/\/kalilinuxtutorials.com\/category\/cyber-security\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEgiEjLiwjoKoTwp8b9zlInyOIDGTVftm9ZW_HSiaXoGE45WXece0XvF7TZ5LWOWoeeh2y973s8_uyUqPgUIWEvRVsk4bxLYVFS10o7RCoFuCSCztwx6JI4Oe05pUCCJ8SOAUv118bNoB2cdr-ps0aw93fhbzMfe1qG80hZ6F3t9mvzCJmYm5_PRVka6HHmj\/s1600\/LLM%20Lies%20.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEgiEjLiwjoKoTwp8b9zlInyOIDGTVftm9ZW_HSiaXoGE45WXece0XvF7TZ5LWOWoeeh2y973s8_uyUqPgUIWEvRVsk4bxLYVFS10o7RCoFuCSCztwx6JI4Oe05pUCCJ8SOAUv118bNoB2cdr-ps0aw93fhbzMfe1qG80hZ6F3t9mvzCJmYm5_PRVka6HHmj\/s1600\/LLM%20Lies%20.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEgiEjLiwjoKoTwp8b9zlInyOIDGTVftm9ZW_HSiaXoGE45WXece0XvF7TZ5LWOWoeeh2y973s8_uyUqPgUIWEvRVsk4bxLYVFS10o7RCoFuCSCztwx6JI4Oe05pUCCJ8SOAUv118bNoB2cdr-ps0aw93fhbzMfe1qG80hZ6F3t9mvzCJmYm5_PRVka6HHmj\/s1600\/LLM%20Lies%20.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEgiEjLiwjoKoTwp8b9zlInyOIDGTVftm9ZW_HSiaXoGE45WXece0XvF7TZ5LWOWoeeh2y973s8_uyUqPgUIWEvRVsk4bxLYVFS10o7RCoFuCSCztwx6JI4Oe05pUCCJ8SOAUv118bNoB2cdr-ps0aw93fhbzMfe1qG80hZ6F3t9mvzCJmYm5_PRVka6HHmj\/s1600\/LLM%20Lies%20.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEgiEjLiwjoKoTwp8b9zlInyOIDGTVftm9ZW_HSiaXoGE45WXece0XvF7TZ5LWOWoeeh2y973s8_uyUqPgUIWEvRVsk4bxLYVFS10o7RCoFuCSCztwx6JI4Oe05pUCCJ8SOAUv118bNoB2cdr-ps0aw93fhbzMfe1qG80hZ6F3t9mvzCJmYm5_PRVka6HHmj\/s1600\/LLM%20Lies%20.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEgiEjLiwjoKoTwp8b9zlInyOIDGTVftm9ZW_HSiaXoGE45WXece0XvF7TZ5LWOWoeeh2y973s8_uyUqPgUIWEvRVsk4bxLYVFS10o7RCoFuCSCztwx6JI4Oe05pUCCJ8SOAUv118bNoB2cdr-ps0aw93fhbzMfe1qG80hZ6F3t9mvzCJmYm5_PRVka6HHmj\/s1600\/LLM%20Lies%20.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/posts\/34729","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/comments?post=34729"}],"version-history":[{"count":3,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/posts\/34729\/revisions"}],"predecessor-version":[{"id":34732,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/posts\/34729\/revisions\/34732"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/media\/34733"}],"wp:attachment":[{"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/media?parent=34729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/categories?post=34729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kalilinuxtutorials.com\/wp-json\/wp\/v2\/tags?post=34729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}