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29 29; --info-2: 250 250 250; --contrast-info-2: 29 29 29; --info-3: 247 247 247; --contrast-info-3: 29 29 29; --info-4: 242 242 242; --contrast-info-4: 29 29 29; --info-5: 237 237 237; --contrast-info-5: 29 29 29; --info-6: 229 229 229; --contrast-info-6: 29 29 29; --info-7: 217 217 217; --contrast-info-7: 29 29 29; --info-8: 204 204 204; --contrast-info-8: 29 29 29; --info-9: 120 120 120; --contrast-info-9: 255 255 255; --info-10: 121 121 121; --contrast-info-10: 255 255 255; --info-11: 110 110 110; --contrast-info-11: 255 255 255; --info-12: 29 29 29; --contrast-info-12: 255 255 255; --info-original: 120 120 120; --contrast-info-original: 255 255 255; --warning-1: 255 254 249; --contrast-warning-1: 29 29 29; --warning-2: 255 248 238; --contrast-warning-2: 29 29 29; --warning-3: 255 244 230; --contrast-warning-3: 29 29 29; --warning-4: 255 238 219; --contrast-warning-4: 29 29 29; --warning-5: 255 232 208; --contrast-warning-5: 29 29 29; --warning-6: 255 223 194; --contrast-warning-6: 29 29 29; --warning-7: 246 210 176; --contrast-warning-7: 29 29 29; --warning-8: 237 196 157; --contrast-warning-8: 29 29 29; --warning-9: 254 154 0; --contrast-warning-9: 29 29 29; --warning-10: 187 92 0; --contrast-warning-10: 255 255 255; --warning-11: 174 81 0; --contrast-warning-11: 255 255 255; --warning-12: 75 0 0; --contrast-warning-12: 255 255 255; --warning-original: 254 154 0; --contrast-warning-original: 29 29 29; --danger-1: 255 252 251; --contrast-danger-1: 29 29 29; --danger-2: 255 244 242; --contrast-danger-2: 29 29 29; --danger-3: 255 239 235; --contrast-danger-3: 29 29 29; --danger-4: 255 231 226; --contrast-danger-4: 29 29 29; --danger-5: 255 223 217; --contrast-danger-5: 29 29 29; --danger-6: 255 212 205; --contrast-danger-6: 29 29 29; --danger-7: 255 196 189; --contrast-danger-7: 29 29 29; --danger-8: 255 181 173; --contrast-danger-8: 29 29 29; --danger-9: 251 44 54; --contrast-danger-9: 255 255 255; --danger-10: 228 0 33; --contrast-danger-10: 255 255 255; --danger-11: 214 0 17; --contrast-danger-11: 255 255 255; --danger-12: 101 0 0; --contrast-danger-12: 255 255 255; --danger-original: 251 44 54; --contrast-danger-original: 255 255 255; --success-1: 251 255 251; --contrast-success-1: 29 29 29; --success-2: 241 254 242; --contrast-success-2: 29 29 29; --success-3: 234 254 236; --contrast-success-3: 29 29 29; --success-4: 224 251 227; --contrast-success-4: 29 29 29; --success-5: 214 248 218; --contrast-success-5: 29 29 29; --success-6: 202 242 206; --contrast-success-6: 29 29 29; --success-7: 185 231 190; --contrast-success-7: 29 29 29; --success-8: 167 220 173; --contrast-success-8: 29 29 29; --success-9: 0 201 80; --contrast-success-9: 29 29 29; --success-10: 0 152 23; --contrast-success-10: 255 255 255; --success-11: 0 140 0; --contrast-success-11: 255 255 255; --success-12: 0 47 0; --contrast-success-12: 255 255 255; --success-original: 0 201 80; --contrast-success-original: 29 29 29; } .dark { --primary-1: 28 29 32; 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max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub provides an OpenAI-compatible API that enables high-quality image generation using state-of-the-art foundation models. By inputting descriptive prompts, users can create detailed images directly through the API, without the need for managing underlying hardware or infrastructure.</p><h2 id="pdf-page-aOlac9OpAo7bpATVkWLc-supported-image-generation-models" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-supported-image-generation-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Supported Image Generation Models</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The following models are currently available for image generation, each suited to different types of visual outputs:</p><div class="w-full mx-auto decoration-primary/6 max-w-full table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Provider">Model Provider</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Name">Model Name</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Purpose">Purpose</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:8"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Stable Diffusion XL</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Generates photorealistic images, ideal for marketing visuals, product mockups, and natural scenes.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:9"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">FLUX.1-schnell</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Generates artistic, stylized images, well-suited for creative projects, digital art, and unique concept designs.</p></div></div></div></div></div></div><h2 id="pdf-page-aOlac9OpAo7bpATVkWLc-overview" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-overview" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Overview</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you will learn how to generate images using foundation models via the IONOS API. This tutorial is intended for developers with basic knowledge of:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">REST APIs</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A programming language for handling REST API endpoints (Python and Bash examples are provided)</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end, you will be able to:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Retrieve a list of available image generation models in the IONOS AI Model Hub.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Use prompts to generate images with these models.</p></div></li></ol><h2 id="pdf-page-aOlac9OpAo7bpATVkWLc-getting-started-with-image-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-getting-started-with-image-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Getting Started with Image Generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To use image generation models, first set up your environment and authenticate using the OpenAI-compatible API endpoints.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Download the respective code files to easily access image generation-specific scripts and examples and generate the intended output:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-notebook" id="tab-python-notebook" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Notebook</button></div><div role="tabpanel" id="python-notebook" aria-labelledby="tab-python-notebook" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python Notebook file to easily access image generation-specific scripts and examples and generate the intended output.</p><template id="B:a"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-code" id="tab-python-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Code</button></div><div role="tabpanel" id="python-code" aria-labelledby="tab-python-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python code file to easily access image generation-specific scripts and examples and generate the intended output.</p><template id="B:b"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-code" id="tab-bash-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash Code</button></div><div role="tabpanel" id="bash-code" aria-labelledby="tab-bash-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Bash code file to easily access image generation-specific scripts and examples and generate the intended output.</p><template id="B:c"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><h4 id="pdf-page-aOlac9OpAo7bpATVkWLc-step-1-retrieve-available-models" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-step-1-retrieve-available-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 1: Retrieve Available Models</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">Fetch a list of models to see which are available for your use case:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python" id="tab-python" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python" aria-labelledby="tab-python" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3j3kmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve available models </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/models" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get(endpoint, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash" id="tab-bash" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash" aria-labelledby="tab-bash" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3l3kmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN=[YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${IONOS_API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> --get https://openai.inference.de-txl.ionos.com/v1/models</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a JSON document listing each model's name, which you’ll use to specify a model for image generation in later steps.</p><h4 id="pdf-page-aOlac9OpAo7bpATVkWLc-step-2-generate-an-image-with-your-prompt" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-step-2-generate-an-image-with-your-prompt" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 2: Generate an Image with Your Prompt</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">To generate an image, send a prompt to the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">/images/generations</code> endpoint. Customize parameters like <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">size</code> for the resolution of the output image.</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-1" id="tab-python-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-1" aria-labelledby="tab-python-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3jbkmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example for image generation </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME = "[MODEL NAME HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">PROMPT = "A futuristic cityscape at sunset, highly detailed" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/images/generations" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">body = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": MODEL_NAME, </span></span><span class="highlight-line"><span class="highlight-line-content"> "prompt": PROMPT, </span></span><span class="highlight-line"><span class="highlight-line-content"> "size": "1024x1024" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.post(endpoint, json=body, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-1" id="tab-bash-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-1" aria-labelledby="tab-bash-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3lbkmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN=[YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME=[MODEL NAME HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">PROMPT="A futuristic cityscape at sunset, highly detailed" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">BODY="{  </span></span><span class="highlight-line"><span class="highlight-line-content"> \"model\": \"$MODEL_NAME\", </span></span><span class="highlight-line"><span class="highlight-line-content"> \"prompt\": \"$PROMPT\", </span></span><span class="highlight-line"><span class="highlight-line-content"> \"size\": \"1024x1024\" </span></span><span class="highlight-line"><span class="highlight-line-content">}" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${IONOS_API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://openai.inference.de-txl.ionos.com/v1/images/generations</span></span></code></pre></div></div></div></div><h4 id="pdf-page-aOlac9OpAo7bpATVkWLc-step-3-extract-and-interpret-the-result" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-step-3-extract-and-interpret-the-result" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 3: Extract and Interpret the Result</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">The returned JSON includes several key fields, most importantly:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">data.[].b64_json</strong></code>: The generated image in base64 format.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">usage.prompt_tokens</strong></code>: Token count for the input prompt.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">usage.total_tokens</strong></code>: Token count for the entire process (usually zero for image generation, as billing is per image).</p></div></li></ul><h2 id="pdf-page-aOlac9OpAo7bpATVkWLc-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-aOlac9OpAo7bpATVkWLc-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you learned how to:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Access available image generation models.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Use descriptive prompts to generate high-quality images, ideal for applications in design, creative work, and more.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">For information on text generation, refer to our dedicated tutorial on <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-fCTBl0rMNYVnTNxC2IYx"><span class="text-blue-500">text generation</span></a> models.</p></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC=function(b,c,e){c=document.getElementById(c);c.parentNode.removeChild(c);var a=document.getElementById(b);if(a){b=a.previousSibling;if(e)b.data="$!",a.setAttribute("data-dgst",e);else{e=b.parentNode;a=b.nextSibling;var f=0;do{if(a&&8===a.nodeType){var d=a.data;if("/$"===d)if(0===f)break;else f--;else"$"!==d&&"$?"!==d&&"$!"!==d||f++}d=a.nextSibling;e.removeChild(a);a=d}while(a);for(;c.firstChild;)e.insertBefore(c.firstChild,a);b.data="$"}b._reactRetry&&b._reactRetry()}};$RC("B:3","S:3")</script><div hidden id="S:8"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">stability.ai (<template id="P:d"></template>)</p></div><div hidden id="S:9"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">BlackForestLab (<template id="P:e"></template>)</p></div><div hidden id="S:d"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/blob/main/LICENSE.md"><span class="text-blue-500"><strong class="font-bold">License</strong></span></a></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS=function(a,b){a=document.getElementById(a);b=document.getElementById(b);for(a.parentNode.removeChild(a);a.firstChild;)b.parentNode.insertBefore(a.firstChild,b);b.parentNode.removeChild(b)};$RS("S:d","P:d")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:8","S:8")</script><div hidden id="S:e"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary 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print:my-0 mx-auto max-w-4xl w-full p-12 print:p-0 shadow-xl print:shadow-none rounded-sm bg-white min-h-[29.7cm] print:min-h-0 break-before-page break-anywhere"><h1 class="text-4xl font-bold">Tutorials</h1><div class="mt-6 space-y-6 whitespace-pre-wrap"><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub offers powerful AI capabilities to meet various needs. Here are five pivotal use cases you can implement with this service:</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-prerequisite-authentication-tokens" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-prerequisite-authentication-tokens" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Prerequisite: Authentication Tokens</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub uses authentication tokens to ensure that only users with corresponding permissions can make use of it.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Authentication tokens are bound to IONOS Public Cloud users.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Usage is billed via the IONOS Public Cloud contract owner responsible for these users.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">The <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Access Management</span></a> tutorial includes step-by-step instructions for generating an IONOS Public Cloud contract, users, and authentication tokens.</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-use-case-1-text-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-use-case-1-text-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Use Case 1: Text Generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">Text generation models enable advanced language processing tasks, such as content creation, summarization, conversational responses, and question-answering. These models are pre-trained on extensive datasets, enabling high-quality text generation with minimal setup.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Access open-source Large Language Models (LLMs) via an OpenAI-compatible API.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Ensure data privacy with processing confined within Germany.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">For step-by-step instructions on text generation, see the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-fCTBl0rMNYVnTNxC2IYx"><span class="text-blue-500">Text Generation</span></a> tutorial.</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-use-case-2-image-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-use-case-2-image-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Use Case 2: Image Generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">Image generation models allow you to create high-quality, detailed images from descriptive text prompts. These models can be used for applications in creative design, marketing visuals, and more.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Generate photorealistic or stylized images based on specific prompts.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Choose from models optimized for authenticity or creative and artistic outputs.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">To learn how to implement image generation, see the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-aOlac9OpAo7bpATVkWLc"><span class="text-blue-500">Image Generation</span></a> tutorial.</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-use-case-3-text-embeddings" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-use-case-3-text-embeddings" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Use Case 3: Text Embeddings</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">Embedding models allow you to create numerical representations of texts, which are similar if the texts are semantically similar. These models are ideal for applications like text retrieval, comparison, ranking, etc.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Identify texts that answer a query based on semantic similarity between query and potential answer.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Compare texts to determine their semantic closeness or difference.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">To learn how to derive embeddings and calculate similarity of texts, see the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-y20A93OzUJcTPiRiuwpS"><span class="text-blue-500">Text Embeddings</span></a> tutorial.</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-use-case-4-document-collections" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-use-case-4-document-collections" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Use Case 4: Document Collections</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">Vector databases enable you to store and query large collections of documents based on semantic similarity. Converting documents into embeddings allows you to perform effective similarity searches, making it ideal for applications like document retrieval and recommendation systems.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Persist documents and search for semantically similar content.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Manage document collections through simple API endpoints.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">For detailed instructions, see <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-pUJWakE6QmuUGfNNdrEB"><span class="text-blue-500">Document Collections</span></a> tutorial.</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-use-case-5-retrieval-augmented-generation-rag" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-use-case-5-retrieval-augmented-generation-rag" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Use Case 5: Retrieval Augmented Generation (RAG)</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">RAG combines the strengths of foundation models and vector databases. It retrieves the most relevant documents from the database and uses them to augment the output of a foundation model. This approach enriches the responses, making them more accurate and context-aware.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Combine foundation models with additional context retrieved from document collections.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enhance response accuracy and relevance for user queries.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">To learn how to implement Retrieval Augmented Generation, see the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-poj6htT8t5X4AGyxc5kp"><span class="text-blue-500">Retrieval Augmented Generation</span></a> tutorial.</p><h2 id="pdf-page-DIHnDj7bSgiJerletQpa-use-case-6-tool-integration" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-DIHnDj7bSgiJerletQpa-use-case-6-tool-integration" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Use Case 6: Tool Integration</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub can be seamlessly integrated into various frontend tools that use Large Language Models or text-to-image models through its OpenAI-compatible API. This integration allows you to leverage foundation models in applications without complex setups. For example, using the tool AnythingLLM, you can configure and connect to the IONOS AI Model Hub to serve as the backend for Large Language Model functionalities.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Key Features:</strong></p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Easily connect to third-party tools with the OpenAI-compatible API.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enable custom applications with IONOS-hosted foundation models.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">For detailed guidance on integrating with tools, see the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-Z9iUEFp0TM07PYdaMVto"><span class="text-blue-500">Tool Integration</span></a> tutorial.</p><hr class="w-full mx-auto decoration-primary/6 max-w-full border-tint-subtle"/><p class="w-full mx-auto decoration-primary/6 max-w-full">These tutorials will guide you through each use case, providing clear and actionable steps to integrate advanced AI capabilities into your applications using the IONOS AI Model Hub.</p></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:0","S:0")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">self.__next_f.push([1,"1e:[\"$\",\"div\",null,{\"id\":\"pdf-page-0nvRAvX3UNdv5GjcwuEG\",\"className\":\"my-11 print:my-0 mx-auto max-w-4xl w-full p-12 print:p-0 shadow-xl print:shadow-none rounded-sm bg-white min-h-[29.7cm] print:min-h-0 break-before-page break-anywhere\",\"children\":[[\"$\",\"h1\",null,{\"className\":\"text-4xl font-bold\",\"children\":\"Access Management\"}],null,[\"$\",\"div\",null,{\"className\":\"mt-6 space-y-6 whitespace-pre-wrap\",\"children\":[[\"$\",\"div\",null,{\"className\":\"hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full\",\"children\":[[\"$\",\"div\",null,{\"className\":\"py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success\",\"children\":[\"$\",\"$L19\",null,{\"icon\":\"circle-check\",\"className\":\"size-[1.2em] mt-0.5 leading-normal\"}]}],null,[\"$\",\"div\",null,{\"className\":\"p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [\u0026_.hint]:border [\u0026_pre]:border [\u0026_pre]:border-neutral\",\"children\":[[\"$\",\"p\",null,{\"className\":\"w-full mx-auto max-w-3xl text-neutral-strong [\u0026_a]:text-success [\u0026_a:hover]:text-success-strong [\u0026_.can-override-bg]:bg-success-active [\u0026_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash\",\"children\":[[[\"$\",\"$25\",\"0\",{\"children\":[\"$\",\"strong\",null,{\"className\":\"font-bold\",\"children\":\"AI Model Hub for free:\"}]}],[\"$\",\"$25\",\"1\",{\"children\":\" From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for \"}]],\"$L43\",[[\"$\",\"$25\",\"0\",{\"children\":\". Create your contract using this tutorial now and get your AI journey started today!\"}]]]}]]}]]}],[\"$\",\"p\",null,{\"className\":\"w-full mx-auto decoration-primary/6 max-w-full\",\"children\":[[[\"$\",\"$25\",\"0\",{\"children\":\"The IONOS AI Model Hub grants access to users with authentication tokens. An authentication token is a unique string assigned to a specific user. Do not share your authentication tokens with others; each authentication token grants access to modifying or using the corresponding IONOS solutions.\"}]]]}],[\"$\",\"p\",null,{\"className\":\"w-full mx-auto decoration-primary/6 max-w-full\",\"children\":[[[\"$\",\"$25\",\"0\",{\"children\":\"The IONOS authentication tokens used for the AI Model Hub are bound to users of our public cloud offering. The central advantage of this approach is that existing users can use their authentication tokens to access the AI Model Hub with no or only minor changes. 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[\u0026:is(h4)\u003ediv]:mt-0 mx-0\",\"children\":[[[\"$\",\"$25\",\"0\",{\"children\":\"Calculate similarity scores using the numpy library.\"}]]]}]}]]}]]}]}]]}]}],[\"$\",\"$1c\",null,{\"fallback\":[\"$\",\"div\",null,{\"id\":\"$undefined\",\"role\":\"status\",\"aria-busy\":true,\"className\":\"w-full mx-auto decoration-primary/6 max-w-full\",\"children\":[\"$\",\"div\",null,{\"className\":\"ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]\",\"children\":[\"$\",\"div\",null,{\"className\":\"w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]\",\"children\":[\"$\",\"div\",null,{\"className\":\"aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]\"}]}]}]}],\"children\":[\"$\",\"p\",null,{\"className\":\"w-full mx-auto decoration-primary/6 max-w-full\",\"children\":[[[\"$\",\"$25\",\"0\",{\"children\":\"For information on how to use embeddings in document collections, refer to our dedicated tutorial on \"}]],\"$L64\",[[\"$\",\"$25\",\"0\",{\"children\":\".\"}]]]}]}]]}]]}]\n"])</script><div hidden id="S:1"><div id="pdf-page-0nvRAvX3UNdv5GjcwuEG" class="my-11 print:my-0 mx-auto max-w-4xl w-full p-12 print:p-0 shadow-xl print:shadow-none rounded-sm bg-white min-h-[29.7cm] print:min-h-0 break-before-page break-anywhere"><h1 class="text-4xl font-bold">Access Management</h1><div class="mt-6 space-y-6 whitespace-pre-wrap"><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. Create your contract using this tutorial now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub grants access to users with authentication tokens. An authentication token is a unique string assigned to a specific user. Do not share your authentication tokens with others; each authentication token grants access to modifying or using the corresponding IONOS solutions.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS authentication tokens used for the AI Model Hub are bound to users of our public cloud offering. The central advantage of this approach is that existing users can use their authentication tokens to access the AI Model Hub with no or only minor changes. However, new users interested solely in the AI Model Hub must first create a public cloud contract.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">This tutorial helps both new and existing users to get access to the AI Model Hub.</p><h2 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-overview" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-overview" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Overview</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">This tutorial is intended for users without prior programming knowledge.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end of this tutorial, you will be able to:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Create a new contract for the IONOS Public Cloud offering.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Add and edit users to gain access to the AI Model Hub.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Generate an authentication token for an existing user.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">If you have an existing contract with IONOS Public Cloud, you can directly log into the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://dcd.ionos.com"><span class="text-blue-500">DCD</span></a> and proceed with adding and editing users to gain access to the AI Model Hub.</p><h2 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-create-public-cloud-contract" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-create-public-cloud-contract" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Create Public Cloud contract</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To create a public cloud contract, proceed as follows:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Open the <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.com/compute/sign-up"><span class="text-blue-500">IONOS signup page</span></a>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select the <strong class="font-bold">Country</strong> you are living in.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter your <strong class="font-bold">Email</strong> address and a <strong class="font-bold">Password</strong> you want to use.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'4.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Accept the <strong class="font-bold">Pricing</strong> and <strong class="font-bold">Terms and Conditions</strong> by marking the corresponding checkbox.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'5.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Test now</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">The page with the details will look similar to this:</p><template id="B:f"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">You are now informed that you will receive an email from IONOS. Remember to click on the hyperlink specified in this email to validate your email address.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">After confirming the email address is valid, enter the following details:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter your <strong class="font-bold">First Name</strong> and <strong class="font-bold">Last Name</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter your <strong class="font-bold">Phone Number</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Test now</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">Your IONOS Public Cloud contract is now created and can be used to log in.</p><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-activate-unlimited-access" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-activate-unlimited-access" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Activate unlimited access</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">After logging in, you can with the new contract for the first time, you can neither create new users nor generate authentication tokens. To do this, you have to "activate unlimited access" by entering your contact data:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Get full access</strong> on the top of the screen.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter your <strong class="font-bold">Street address</strong>, <strong class="font-bold">ZIP</strong> and the <strong class="font-bold">City</strong> you life in.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">CLick <strong class="font-bold">Save and Continue</strong>.</p></div></li></ol><template id="B:10"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">After entering the contact data, please specify your payment details:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select whether to specify your <strong class="font-bold">Credit Card</strong> data our <strong class="font-bold">SEPA Direct Debit</strong> data.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter the relevant information.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Save and Continue</strong></p></div></li></ol><template id="B:11"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">We now manually check whether the data you provided is correct. After this evaluation, we inform you and actiate unlimited access. This process can take up to 24 hours.</p><h2 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-grant-users-access-to-the-ai-model-hub" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-grant-users-access-to-the-ai-model-hub" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Grant users access to the AI Model Hub</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">Every contract owner has sufficient rights to access the AI Model Hub. In addition, the contract owner can use every API endpoint of the IONOS Public Cloud offering. That is, the contract owner can create new users, setup infrastructure in the IONOS cloud and configure existing setups.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">We therefore suggest that you create a new user to be specifically used for the AI Model Hub and grant this user only the rights they will need.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">You can create a corresponding user in a few simple steps.</p><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-log-into-the-dcd" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-log-into-the-dcd" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Log into the DCD</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">You first need to log into the Data Center Designer (<a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://dcd.ionos.com"><span class="text-blue-500">DCD</span></a>) our frontend for our Public Cloud offering:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Open the URL <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://dcd.ionos.com"><span class="text-blue-500">https://dcd.ionos.com</span></a> in a browser.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter the <strong class="font-bold">Email</strong> address and the <strong class="font-bold">Password</strong> you specified when creating your Public Cloud contract.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Sign in</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">The filled screen is similar to:</p><template id="B:12"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-open-ionos-user-manager" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-open-ionos-user-manager" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Open IONOS User Manager</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">Next open the IONOS User Manager by clicking "Management" -> "Users & Groups".</p><template id="B:13"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-create-an-ai-model-hub-user-group" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-create-an-ai-model-hub-user-group" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Create an AI Model Hub user group</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">In the User Manager you create a new user group:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Groups</strong> -> <strong class="font-bold">+ Create</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter a name for your user group in the field <strong class="font-bold">Group Name</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Create</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">You have now created a new user group without any rights.</p><template id="B:14"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-grant-ai-model-hub-access-rights-to-your-user-group" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-grant-ai-model-hub-access-rights-to-your-user-group" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Grant AI Model Hub access rights to your user group</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To grant your new user group the necessary access rights:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select your user group in the left part of the screen.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Your Group Name is now displayed in the upper right area of the screen.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Scroll to the end of the list in the lower right part of the screen.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'4.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select the checkbox for <strong class="font-bold">Access and manage AI Model Hub</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">Your user group is now granted access to the AI Model Hub.</p><template id="B:15"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-create-a-new-user" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-create-a-new-user" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Create a new user</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">Next, create a user and add this user to the newly created user group:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Users</strong> -> <strong class="font-bold">+ Create</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter <strong class="font-bold">First Name</strong>, <strong class="font-bold">Last Name</strong>, <strong class="font-bold">Email</strong> and <strong class="font-bold">Password</strong> for this user.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Create</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">The new user is now created.</p><h3 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-grant-access-to-the-new-user" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-grant-access-to-the-new-user" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Grant access to the new user</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To add the new user to the user group with access rights to the AI Model Hub:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Users</strong> in the IONOS User Manager.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select the newly generated User in the left part of the screen.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select <strong class="font-bold">Groups</strong> in the right area of the screen.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'4.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">+ Add to Group</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'5.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click on the name of the newly created group.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">Your user is now in the user group of the AI Model Hub and can access to corresponding service.</p><h2 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-generate-an-authentication-token" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-generate-an-authentication-token" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Generate an authentication token</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To generate an authentication token log into the Data Center Designer (<a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://dcd.ionos.com"><span class="text-blue-500">DCD</span></a>) our frontend for our Public Cloud offering with the user for which you want to create an authentication token.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">In our example, log out of the contract owner’s account and log in with the newly created user account to proceed with token generation.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">After logging in, create a token as follows:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Management</strong> -> <strong class="font-bold">Token Management</strong>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Select the <strong class="font-bold">Time to Live (TTL)</strong>. This is the duration for which the authentication token is valid.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Generate Token</strong>.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">On the next screen you are shown the authentication token. Click "Download" to save this token locally or mark and copy it.</p><template id="B:16"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Note:</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash">You need to copy your authentication token in this step. It will not be displayed afterwards in any dialog and you have no chance to recover the authentication token, if you missed copying it here.</p></div></div><h2 id="pdf-page-0nvRAvX3UNdv5GjcwuEG-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-0nvRAvX3UNdv5GjcwuEG-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you learned how to create an authentication token for the IONOS AI Model Hub.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Namely, you learned how to:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Create a new contract for the IONOS Public Cloud.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Create a new user with the access rights to use the AI Model Hub.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Create an authentication token to use with the API of the AI Model Hub.</p></div></li></ul></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:1","S:1")</script><div hidden id="S:f"><div class="w-full mx-auto decoration-primary/6 max-w-full flex flex-row gap-3 justify-center"><template id="P:17"></template></div></div><div hidden id="S:10"><div class="w-full mx-auto decoration-primary/6 max-w-full flex flex-row gap-3 justify-center"><template id="P:18"></template></div></div><div hidden id="S:11"><div class="w-full mx-auto decoration-primary/6 max-w-full flex flex-row gap-3 justify-center"><template id="P:19"></template></div></div><div hidden id="S:12"><div class="w-full mx-auto decoration-primary/6 max-w-full flex flex-row gap-3 justify-center"><template id="P:1a"></template></div></div><div hidden id="S:13"><div class="w-full mx-auto decoration-primary/6 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contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub provides an OpenAI-compatible API that enables embedding generation for text input using state-of-the-art embedding models. Embeddings are multi-dimensional vectors, i.e. lists of numerical values. The more semantically similar the text input, the more similar the embeddings.</p><h2 id="pdf-page-y20A93OzUJcTPiRiuwpS-supported-embedding-models" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-supported-embedding-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Supported embedding models</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The following models are currently available for embedding generation in the IONOS AI Model Hub, each suited for different use cases:</p><div class="w-full mx-auto decoration-primary/6 max-w-full table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Source">Model Source</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Name">Model Name</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:1f"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Paraphrase Multilingual MPNet base v2</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Transformer model supporting several different languages with high performance and short input length (128 tokens).</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:20"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">BAAI Large EN V1.5</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Embedding model specific for english, medium sized inputs (512 tokens).</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:21"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">BAAI M3</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Multipurpose embedding model for multilingual text(100 working languages) and large documents (8192 tokens).</p></div></div></div></div></div></div><h2 id="pdf-page-y20A93OzUJcTPiRiuwpS-embeddings-and-semantic-similarity" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-embeddings-and-semantic-similarity" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Embeddings and semantic similarity</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">One trivial task for each of us is identifying semantically similar concepts. Think, for example, of the following three texts:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">"AI Model Hub"</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">"Micheal Jackson"</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">"best selling music artists"</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">For a human, it would be trivial to decide that "Michael Jackson" and "best selling music artists" are semantically similar, while "AI Model Hub" is not.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Embeddings, a central concept in modern foundation models, offer an effective solution for identifying semantically similar texts. An embedding is a numerical vector of the text with one central property: Semantically similar texts have similar vectors.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">In this sense, the three texts above could be transferred into embeddings:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">"AI Model Hub": (0.10; 0.10)</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">"Michael Jackson": (0.95; 0.90)</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">"best selling music artists": (0.96; 0.87)</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">Embedding vectors typically have dozens to thousands of dimensions, but for simplicity, we use 2D vectors in this example. One could illustrate these embeddings in a chart as follows:</p><template id="B:22"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">As you can see, the texts "Michael Jackson" and "best selling music arists" are close to each other, while "AI Model Hub" is not.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Embedding models are models which transfer texts into such embeddings. They are available for texts in a single language, multiple languages, images, spoken language, and more. The IONOS AI Model Hub currently supports embedding models for texts in English as well as models for multiple languages.</p><details id="pdf-page-y20A93OzUJcTPiRiuwpS-additional-information" open="" class="w-full mx-auto decoration-primary/6 max-w-full group/expandable bg-tint-base border border-b-0 border-tint-subtle [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors text-tint group-hover/expandable:text-tint-strong group-open/expandable:text-tint-strong [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open/expandable:rotate-90"></svg>Additional information<a href="#pdf-page-y20A93OzUJcTPiRiuwpS-additional-information" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover/expandable:text-tint-subtle contrast-more:group-hover/expandable:text-tint-strong"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Mathematically, to compare the similarity of two texts, one has to define a "similarity score". A frequently used "similarity score" is the dot product, sometimes called "cosine similarity". Cosine similarity measures the cosine of the angle between two vectors. It returns values between -1 and 1, where concepts semantically similar are close to 1, while concepts very different are close to -1.</p></div></details><h2 id="pdf-page-y20A93OzUJcTPiRiuwpS-overview" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-overview" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Overview</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you will learn how to generate embeddings via the OpenAI compatible API. This tutorial is intended for developers with basic knowledge of:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">REST APIs</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A programming language for handling REST API endpoints (Python and Bash examples are provided)</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end, you will be able to:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Retrieve a list of available embedding models in the IONOS AI Model Hub.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Use the API to generate embeddings with these models.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Use the generated embeddings as input to calculate similarity scores.</p></div></li></ol><h2 id="pdf-page-y20A93OzUJcTPiRiuwpS-getting-started-with-embedding-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-getting-started-with-embedding-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Getting Started with Embedding Generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To use embedding models, first set up your environment and authenticate using the OpenAI-compatible API endpoints.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Download the respective code files to easily access embedding-specific scripts and examples and generate the intended output:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-notebook" id="tab-python-notebook" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Notebook</button></div><div role="tabpanel" id="python-notebook" aria-labelledby="tab-python-notebook" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python Notebook file to easily access embedding-specific scripts and examples and generate the intended output.</p><template id="B:23"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-code" id="tab-python-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Code</button></div><div role="tabpanel" id="python-code" aria-labelledby="tab-python-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python code file to easily access embedding-specific scripts and examples and generate the intended output.</p><template id="B:24"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-code" id="tab-bash-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash Code</button></div><div role="tabpanel" id="bash-code" aria-labelledby="tab-bash-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Bash code file to easily access embedding-specific scripts and examples and generate the intended output.</p><template id="B:25"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><h4 id="pdf-page-y20A93OzUJcTPiRiuwpS-step-1-retrieve-available-models" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-step-1-retrieve-available-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 1: Retrieve Available Models</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">Fetch a list of embedding models to see which models are available for your use case:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python" id="tab-python" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python" aria-labelledby="tab-python" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R75rlmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve available models </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/models" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get(endpoint, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash" id="tab-bash" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash" aria-labelledby="tab-bash" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R79rlmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN=[YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${IONOS_API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> --get https://openai.inference.de-txl.ionos.com/v1/models</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Output</strong></p><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-full"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R1vlmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "id":"sentence-transformers/paraphrase-multilingual-mpnet-base-v2", </span></span><span class="highlight-line"><span class="highlight-line-content"> "object":"model", </span></span><span class="highlight-line"><span class="highlight-line-content"> "created":1677610602, </span></span><span class="highlight-line"><span class="highlight-line-content"> }, </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "id":"BAAI/bge-m3", </span></span><span class="highlight-line"><span class="highlight-line-content"> "object":"model", </span></span><span class="highlight-line"><span class="highlight-line-content"> "created":1677610602, </span></span><span class="highlight-line"><span class="highlight-line-content"> }, </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "id":"BAAI/bge-large-en-v1.5", </span></span><span class="highlight-line"><span class="highlight-line-content"> "object":"model", </span></span><span class="highlight-line"><span class="highlight-line-content"> "created":1677610602, </span></span><span class="highlight-line"><span class="highlight-line-content"> },</span></span></code></pre></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a JSON document listing each model's name, which you’ll use to specify a model for embedding generation in later steps.</p><h4 id="pdf-page-y20A93OzUJcTPiRiuwpS-step-2-generate-embeddings-with-your-prompt" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-step-2-generate-embeddings-with-your-prompt" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 2: Generate Embeddings with Your Prompt</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">To generate an embedding, send the text to the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">/embeddings</code> endpoint.</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-1" id="tab-python-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-1" aria-labelledby="tab-python-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R767lmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example for embedding generation </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME = "[MODEL NAME HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">INPUT = ["Michael Jackson", "Metallica"] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/embeddings" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">body = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": MODEL_NAME, </span></span><span class="highlight-line"><span class="highlight-line-content"> "input": INPUT </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">result = requests.post(endpoint, json=body, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-1" id="tab-bash-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-1" aria-labelledby="tab-bash-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R7a7lmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN=[YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME=[MODEL NAME HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">INPUT='["Michael Jackson", "Metallica"]' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": "'$MODEL_NAME'", </span></span><span class="highlight-line"><span class="highlight-line-content"> "input": '$INPUT' </span></span><span class="highlight-line"><span class="highlight-line-content">}' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -X POST -H "Authorization: Bearer ${IONOS_API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://openai.inference.de-txl.ionos.com/v1/embeddings</span></span></code></pre></div></div></div></div><h4 id="pdf-page-y20A93OzUJcTPiRiuwpS-step-3-calculate-similarity-scores" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-step-3-calculate-similarity-scores" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 3: Calculate Similarity Scores</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">The returned JSON includes several key fields, most importantly:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">data.[..].embedding</strong></code>: The generated embedding as a vector of numeric values.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">usage.prompt_tokens</strong></code>: Token count for the input prompt.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">usage.total_tokens</strong></code>: Token count for the entire process.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">Using python, you can calculate the similarity of two results:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-2" id="tab-python-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-2" aria-labelledby="tab-python-2" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3mhlmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example for similarity scoring </span></span><span class="highlight-line"><span class="highlight-line-content">import numpy as np </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME = "sentence-transformers/paraphrase-multilingual-mpnet-base-v2" </span></span><span class="highlight-line"><span class="highlight-line-content">INPUT = ["Michael Jackson", "Metallica"] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/embeddings" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">body = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": MODEL_NAME, </span></span><span class="highlight-line"><span class="highlight-line-content"> "input": INPUT </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">result = requests.post(endpoint, json=body, headers=header).json() </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">embedding_1 = result['data'][0]['embedding'] </span></span><span class="highlight-line"><span class="highlight-line-content">embedding_2 = result['data'][1]['embedding'] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">similarity = np.dot(embedding_1, embedding_2) </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content"># 0.18887</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The Embeddings API uses standard HTTP error codes to indicate the outcome of a request. The error codes and their description are as below:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">200 OK</code>: The request was successful.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">401 Unauthorized</code>: The request was unauthorized.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">404 Not Found</code>: The requested resource was not found.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">500 Internal Server Error</code>: An internal server error occurred.</p></div></li></ul><h2 id="pdf-page-y20A93OzUJcTPiRiuwpS-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-y20A93OzUJcTPiRiuwpS-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you learned how to:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Access available embedding models.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Generate embeddings with these models.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Calculate similarity scores using the numpy library.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">For information on how to use embeddings in document collections, refer to our dedicated tutorial on <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-pUJWakE6QmuUGfNNdrEB"><span class="text-blue-500">Document Collections</span></a>.</p></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:4","S:4")</script><div hidden id="S:1f"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><template id="P:26"></template> (<template id="P:27"></template>)</p></div><div hidden id="S:20"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><template id="P:28"></template> (<template id="P:29"></template>)</p></div><div hidden id="S:21"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><template id="P:2a"></template> (<template id="P:2b"></template>)</p></div><div hidden id="S:22"><div 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print:p-0 shadow-xl print:shadow-none rounded-sm bg-white min-h-[29.7cm] print:min-h-0 break-before-page break-anywhere"><h1 class="text-4xl font-bold">Text Generation</h1><div class="mt-6 space-y-6 whitespace-pre-wrap"><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub offers an OpenAI-compatible API that enables powerful text generation capabilities through foundation models. These Large Language Models (LLMs) can perform a wide variety of tasks, such as generating conversational responses, summaries, and contextual answers, without requiring you to manage hardware or extensive infrastructure.</p><h2 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-supported-text-generation-models" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-supported-text-generation-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Supported Text Generation Models</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The following models are currently available for text generation, each suited to different applications:</p><div class="w-full mx-auto decoration-primary/6 max-w-full table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Provider">Model Provider</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Name">Model Name</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Purpose">Purpose</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:2d"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Teuken Commercial v0.4 Instruct (7B)</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for dialogue use cases and natural language tasks in all 24 EU languages.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:2e"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Llama 3.3 Instruct (70B)</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for dialogue use cases and natural language tasks: conversational agents, virtual assistants, and chatbots. Exceeds the capabilities of Llama 3.1 Instruct in quality (Llama 3.1 70B) and performance (Llama 3.1 405B).</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:2f"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Llama 3.1 Instruct (8B, 70B and 405B)</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for dialogue use cases and natural language tasks: conversational agents, virtual assistants, and chatbots.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:30"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Code Llama Instruct HF (13B)</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Focuses on generating different kinds of computer code, understands programming languages.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:31"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Mistral Instruct v0.3 (7B), Mixtral (8x7B)</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for: Conversational agents, virtual assistants, and chatbots; Comparison to Llama 3: better with European languages; supports longer context length.</p></div></div></div></div></div></div><h2 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-overview" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-overview" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Overview</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you will learn how to generate text using foundation models via the IONOS API. This tutorial is intended for developers with basic knowledge of:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">REST APIs</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A programming language for handling REST API endpoints (Python and Bash examples are provided)</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end, you will be able to: 1. Retrieve a list of text generation models available in the IONOS AI Model Hub. 2. Apply prompts to these models to generate text responses, supporting applications like virtual assistants and content creation.</p><h2 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-getting-started-with-text-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-getting-started-with-text-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Getting Started with Text Generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To use text generation models, first set up your environment and authenticate using the OpenAI-compatible API endpoints.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Download the respective code files to easily access text generation-specific scripts and examples and generate the intended output:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-notebook" id="tab-python-notebook" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Notebook</button></div><div role="tabpanel" id="python-notebook" aria-labelledby="tab-python-notebook" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python Notebook file to easily access text generation-specific scripts and examples and generate the intended output.</p><template id="B:32"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-code" id="tab-python-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Code</button></div><div role="tabpanel" id="python-code" aria-labelledby="tab-python-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python code file to easily access text generation-specific scripts and examples and generate the intended output.</p><template id="B:33"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-code" id="tab-bash-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash Code</button></div><div role="tabpanel" id="bash-code" aria-labelledby="tab-bash-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Bash code file to easily access text generation-specific scripts and examples and generate the intended output.</p><template id="B:34"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><h3 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-step-1-retrieve-available-models" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-step-1-retrieve-available-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Step 1: Retrieve Available Models</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">Fetch a list of models to see which are available for your use case:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python" id="tab-python" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python" aria-labelledby="tab-python" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3j1jmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve available models </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/models" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get(endpoint, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash" id="tab-bash" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash" aria-labelledby="tab-bash" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3l1jmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN=[YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${IONOS_API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> --get https://openai.inference.de-txl.ionos.com/v1/models</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a JSON document listing each models name, which you’ll use to specify a model for text generation in later steps.</p><h3 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-step-2-generate-text-with-your-prompt" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-step-2-generate-text-with-your-prompt" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Step 2: Generate Text with Your Prompt</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To generate text, send a prompt to the chat/completions endpoint.</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-1" id="tab-python-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-1" aria-labelledby="tab-python-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3j9jmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example for text generation </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN = "[YOUR API TOKEN HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME = "[MODEL NAME HERE]" </span></span><span class="highlight-line"><span class="highlight-line-content">PROMPT = [ </span></span><span class="highlight-line"><span class="highlight-line-content"> {"role": "system", "content": "You are a helpful assistant."}, </span></span><span class="highlight-line"><span class="highlight-line-content"> {"role": "user", "content": "Hello!"} </span></span><span class="highlight-line"><span class="highlight-line-content"> ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://openai.inference.de-txl.ionos.com/v1/chat/completions" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {IONOS_API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">body = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": MODEL_NAME, </span></span><span class="highlight-line"><span class="highlight-line-content"> "messages": PROMPT, </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.post(endpoint, json=body, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-1" id="tab-bash-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-1" aria-labelledby="tab-bash-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R3l9jmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">IONOS_API_TOKEN=[YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_NAME=meta-llama/Meta-Llama-3.1-8B-Instruct  </span></span><span class="highlight-line"><span class="highlight-line-content">PROMPT='[ </span></span><span class="highlight-line"><span class="highlight-line-content"> {"role": "system", "content": "You are a helpful assistant."}, </span></span><span class="highlight-line"><span class="highlight-line-content"> {"role": "user", "content": "Hello!"} </span></span><span class="highlight-line"><span class="highlight-line-content">]' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">BODY="{  </span></span><span class="highlight-line"><span class="highlight-line-content"> \"model\": \"$MODEL_NAME\", </span></span><span class="highlight-line"><span class="highlight-line-content"> \"messages\": $PROMPT </span></span><span class="highlight-line"><span class="highlight-line-content">}" </span></span><span class="highlight-line"><span class="highlight-line-content">echo $BODY </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${IONOS_API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://openai.inference.de-txl.ionos.com/v1/chat/completions</span></span></code></pre></div></div></div></div><h3 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-step-3-extract-and-interpret-the-result" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-step-3-extract-and-interpret-the-result" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Step 3: Extract and Interpret the Result</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">The returned JSON includes several key fields, most importantly:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">choices.[].message.content</strong></code>: The generated text based on your prompt.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">usage.prompt_tokens</strong></code>: Token count for the input prompt.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><strong class="font-bold">usage.completion_tokens</strong></code>: Token count for the generated output.</p></div></li></ul><h2 id="pdf-page-fCTBl0rMNYVnTNxC2IYx-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-fCTBl0rMNYVnTNxC2IYx-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you learned how to:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Access available text generation models.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Use prompts to generate text responses, ideal for applications such as conversational agents, content creation, and more.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">For information on image generation, refer to our dedicated tutorial on <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-aOlac9OpAo7bpATVkWLc"><span class="text-blue-500">text-to-image</span></a> models.</p></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:2","S:2")</script><div hidden id="S:2d"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">openGPT-X (<template id="P:35"></template>)</p></div><div hidden id="S:2e"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Meta (<template id="P:36"></template>)</p></div><div hidden id="S:2f"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Meta (<template id="P:37"></template>)</p></div><div hidden id="S:30"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Meta (<template id="P:38"></template>)</p></div><div hidden id="S:31"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Mistral AI (<template id="P:39"></template>)</p></div><div hidden id="S:35"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://www.apache.org/licenses/LICENSE-2.0.html"><span class="text-blue-500"><strong class="font-bold">License</strong></span></a></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:35","P:35")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:2d","S:2d")</script><div hidden id="S:36"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://llama.meta.com/llama3_3/license/"><span class="text-blue-500"><strong class="font-bold">License</strong></span></a></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:36","P:36")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:2e","S:2e")</script><div hidden id="S:37"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://llama.meta.com/llama3/license/"><span class="text-blue-500"><strong class="font-bold">License</strong></span></a></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:37","P:37")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:2f","S:2f")</script><div hidden id="S:38"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://ai.meta.com/llama/license/"><span class="text-blue-500"><strong class="font-bold">License</strong></span></a></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:38","P:38")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:30","S:30")</script><div hidden id="S:39"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://www.apache.org/licenses/LICENSE-2.0.html"><span class="text-blue-500"><strong class="font-bold">License</strong></span></a></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:39","P:39")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:31","S:31")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">self.__next_f.push([1,"2f:[\"$\",\"div\",null,{\"className\":\"w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none 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space-y-6 whitespace-pre-wrap"><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub allows you to combine Large Language Models and a vector database to implement Retrieval Augmented Generation use cases.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Retrieval Augmented Generation is an approach that allows you to teach an existing Large Language Model, such as LLama or Mistral, to answer not only based on the knowledge the model learned during training, but also based on the knowledge you specified yourself.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Retrieval Augmented Generation uses two components:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">a Large Language Model (we offer corresponding models for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-fCTBl0rMNYVnTNxC2IYx"><span class="text-blue-500">text generation</span></a>) and</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-pUJWakE6QmuUGfNNdrEB"><span class="text-blue-500">Document Collections</span></a></p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">If one of your users queries your Retrieval Augmented Generation system, you first get the most similar documents from the corresponding document collection. Second, you ask the Large Language Model to answer the query by using both the knowledge it was trained on and the most similar documents from your document collection.</p><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-overview" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-overview" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Overview</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">This tutorial is intended for developers. It assumes you have basic knowledge of:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">REST APIs and how to call them</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A programming language to handle REST API endpoints (for illustration purposes, the tutorials use Python and Bash scripting)</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">You should also be familiar with the IONOS:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-fCTBl0rMNYVnTNxC2IYx"><span class="text-blue-500">Text Generation</span></a></p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-pUJWakE6QmuUGfNNdrEB"><span class="text-blue-500">Document Collections</span></a></p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end of this tutorial, you'll be able to: Answer customer queries using a Large Language Model which adds data from your document collections to the answers.</p><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-background" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-background" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Background</div></h2><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The IONOS AI Model Hub API offers both document collections and Large Language Models that you can use to implement retrieval augmented generation without having to manage corresponding hardware yourself.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Our AI Model Hub API provides all required functionality without your data being transferred out of Germany.</p></div></li></ul><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-before-you-begin" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-before-you-begin" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Before you begin</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To get started, set up a document collection using <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-pUJWakE6QmuUGfNNdrEB"><span class="text-blue-500">Document Collections</span></a> and get the <strong class="font-bold">identifier</strong> of this document collection.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">You will need this <strong class="font-bold">identifier</strong> in the subsequent steps.</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python" id="tab-python" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python" aria-labelledby="tab-python" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">To get started, you should open your IDE to enter Python code.</p><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Next generate a header document to authenticate yourself against the endpoints of our REST API:</p><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rf55nmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to specify header </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">API_TOKEN = [YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">}</span></span></code></pre></div><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">After this step, you have one variable <strong class="font-bold">header</strong> you can use to access our vector database.</p></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash" id="tab-bash" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash" aria-labelledby="tab-bash" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">To get started, you should open a terminal and ensure that <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">curl</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">jq</code> are installed. While <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">curl</code> is essential for communicating with our API service, we use <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">jq</code> throughout our examples the improve the readability of the results of our API.</p></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">Download the respective code files to easily access retrieval augmented generation-specific scripts and examples and generate the intended output:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-notebook" id="tab-python-notebook" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Notebook</button></div><div role="tabpanel" id="python-notebook" aria-labelledby="tab-python-notebook" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python Notebook file to easily access retrieval augmented generation-specific scripts and examples and generate the intended output.</p><template id="B:3a"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-code" id="tab-python-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Code</button></div><div role="tabpanel" id="python-code" aria-labelledby="tab-python-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python code file to easily access retrieval augmented generation-specific scripts and examples and generate the intended output.</p><template id="B:3b"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-code" id="tab-bash-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash Code</button></div><div role="tabpanel" id="bash-code" aria-labelledby="tab-bash-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Bash code file to easily access retrieval augmented generation-specific scripts and examples and generate the intended output.</p><template id="B:3c"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-access-list-of-available-large-language-models" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-access-list-of-available-large-language-models" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Access list of available Large Language Models</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">To retrieve a list of Large Language Models supported by the IONOS AI Model Hub API enter:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-1" id="tab-python-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-1" aria-labelledby="tab-python-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R75fnmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to get all available models </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">API_TOKEN = [ YOUR API TOKEN HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get("https://inference.de-txl.ionos.com/models", headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-1" id="tab-bash-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-1" aria-labelledby="tab-bash-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R79fnmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">API_TOKEN=[ YOUR API TOKEN HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> --get https://inference.de-txl.ionos.com/models</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a JSON document consisting of all foundation models and corresponding meta information.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">The JSON document consists an entry <strong class="font-bold">items</strong>*. This is a list of all available foundation models. Of the 7 attributes per foundation model 3 are relevant for you:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">id</strong>: The identifier of the foundation model</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.description</strong>: The textual description of the model</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.name</strong>: The name of the model</p></div></li></ul><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Note:</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash">The identifiers for the foundation models differ between our API for Retrival Augmented Generation and for the image generation and text generation endpoints compatible with OpenAI.</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">From the list you generated in the previous step, choose the model you want to use and the <strong class="font-bold">id</strong>. You will use this <strong class="font-bold">id</strong> in the next step to use the foundation model.</p><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-manual-retrieval-augmented-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-manual-retrieval-augmented-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Manual retrieval augmented generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">This section shows how to use the document collection and the contained documents to answer a user query.</p><h4 id="pdf-page-poj6htT8t5X4AGyxc5kp-step-1-retrieve-relevant-documents" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-step-1-retrieve-relevant-documents" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 1: Retrieve relevant documents</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">To retrieve the documents relevant to answering the user query, invoke the <strong class="font-bold">query</strong> endpoint as follows:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-2" id="tab-python-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-2" aria-labelledby="tab-python-2" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R763nmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve relevant documents </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content">import base64 </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">USER_QUERY = [ USER QUERY HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NUM_OF_DOCUMENTS = [ NUMBER OF DOCUMENTS TO CONSIDER HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}/query" </span></span><span class="highlight-line"><span class="highlight-line-content">body = {"query": USER_QUERY, "limit": NUM_OF_DOCUMENTS } </span></span><span class="highlight-line"><span class="highlight-line-content">relevant_documents = requests.post(endpoint, json=body, headers=header) </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">relevant_documents_decoded = [ </span></span><span class="highlight-line"><span class="highlight-line-content"> base64.b64decode(entry['document']['properties']['content']).decode() </span></span><span class="highlight-line"><span class="highlight-line-content"> for entry in relevant_documents.json()['properties']['matches'] </span></span><span class="highlight-line"><span class="highlight-line-content">]</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-2" id="tab-bash-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-2" aria-labelledby="tab-bash-2" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R7a3nmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">USER_QUERY=[ USER QUERY HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NUM_OF_DOCUMENTS=[ NUMBER OF DOCUMENTS TO CONSIDER HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{"query": "'$USER_QUERY'", "limit": '$NUM_OF_DOCUMENTS' }' </span></span><span class="highlight-line"><span class="highlight-line-content">RESULT=$(\ </span></span><span class="highlight-line"><span class="highlight-line-content"> curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/query \ </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">RELEVANT_DOCUMENTS_DECODED=$( \ </span></span><span class="highlight-line"><span class="highlight-line-content"> echo "$RESULT" | \ </span></span><span class="highlight-line"><span class="highlight-line-content"> jq -r '.["properties"]["matches"][].["document"]["properties"]["content"]' | \ </span></span><span class="highlight-line"><span class="highlight-line-content"> base64 --decode \ </span></span><span class="highlight-line"><span class="highlight-line-content">)</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This will return a list of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NUM_OF_DOCUMENTS</code> most relevant documents in your document collection for answering the user query.</p><h4 id="pdf-page-poj6htT8t5X4AGyxc5kp-step-2-generate-final-answer" class="text-xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.5em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-step-2-generate-final-answer" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.5em]">Step 2: Generate final answer</div></h4><p class="w-full mx-auto decoration-primary/6 max-w-full">Now, combine the user query and the result from the document collection in one prompt:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-3" id="tab-python-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-3" aria-labelledby="tab-python-3" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R76bnmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve relevant documents </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_ID = [ YOUR MODEL ID HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/models/{MODEL_ID}/predictions" </span></span><span class="highlight-line"><span class="highlight-line-content">prompt = f""" </span></span><span class="highlight-line"><span class="highlight-line-content"> <|begin_of_text|><|start_header_id|>system<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> Please use the information specified as context to answer the question. </span></span><span class="highlight-line"><span class="highlight-line-content"> Formulate you answer in one sentence and be an honest AI.<|eot_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> <|begin_of_text|><|start_header_id|>context<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> {"; ".join(relevant_documents_decoded)}<|eot_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>user<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> {USER_QUERY}<|eot_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>assistant<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content">""" </span></span><span class="highlight-line"><span class="highlight-line-content">body = { "properties": {"input": prompt} } </span></span><span class="highlight-line"><span class="highlight-line-content">requests.post(endpoint, json=body, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-3" id="tab-bash-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-3" aria-labelledby="tab-bash-3" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R7abnmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_ID=[ YOUR MODEL ID HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">QUERY="<|begin_of_text|><|start_header_id|>system<|end_header_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> Please use the information specified as context to answer the question. \ </span></span><span class="highlight-line"><span class="highlight-line-content"> Formulate you answer in one sentence and be an honest AI.<|eot_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> <|begin_of_text|><|start_header_id|>context<|end_header_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> ${RELEVANT_DOCUMENTS_DECODED}<|eot_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>user<|end_header_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> ${USER_QUERY}<|eot_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>assistant<|end_header_id|>" </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{ "properties": {"input": "'${QUERY}'"} }' </span></span><span class="highlight-line"><span class="highlight-line-content">RESULT=$( \ </span></span><span class="highlight-line"><span class="highlight-line-content"> curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/models/${MODEL_ID}/predictions \ </span></span><span class="highlight-line"><span class="highlight-line-content">)</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The result will be a <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">JSON-Document</code> consisting of the answer to the customer and some meta information. You can access it in the field at <strong class="font-bold">properties.output</strong></p><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Note:</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash">The best prompt strongly depends on the Large Language Model used. You might need to adapt your prompt to improve results.</p></div></div><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-automated-retrieval-augmented-generation" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-automated-retrieval-augmented-generation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Automated Retrieval Augmented Generation</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub allows for automating the process described above. Namely, by specifying the collection ID and the collection query directly to our foundation model endpoint, it first queries the document collection and returns it in a variable which you can then directly use in your prompt. This section describes how to do this.</p><h3 id="pdf-page-poj6htT8t5X4AGyxc5kp-apply-combined-retrieval-augmented-generation-prompt-to-foundation-model" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-apply-combined-retrieval-augmented-generation-prompt-to-foundation-model" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Apply combined retrieval augmented generation prompt to foundation model</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To implement a Retrieval Augmented Generation use case with only one prompt, you have to invoke the <strong class="font-bold">/predictions</strong> endpoint of the Large Language Model you want to use and send the prompt as part of the body of this query:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-4" id="tab-python-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-4" aria-labelledby="tab-python-4" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R76pnmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve relevant documents </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_ID = [ YOUR MODEL ID HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">USER_QUERY = [ USER QUERY HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/models/{MODEL_ID}/predictions" </span></span><span class="highlight-line"><span class="highlight-line-content">body = { "properties": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "input": f""" </span></span><span class="highlight-line"><span class="highlight-line-content"> <|begin_of_text|><|start_header_id|>system<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> Please use the information specified as context to answer the question. </span></span><span class="highlight-line"><span class="highlight-line-content"> Formulate you answer in one sentence and be a honest AI.<|eot_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> <|begin_of_text|><|start_header_id|>context<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> {{{{.context}}}}<|eot_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>user<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> {{{{.collection_query}}}} <|eot_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>assistant<|end_header_id|> </span></span><span class="highlight-line"><span class="highlight-line-content"> """, </span></span><span class="highlight-line"><span class="highlight-line-content"> "collectionId": COLLECTION_ID, </span></span><span class="highlight-line"><span class="highlight-line-content"> "collectionQuery": USER_QUERY, </span></span><span class="highlight-line"><span class="highlight-line-content"> "options": {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_length": "500",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "temperature": "0.01" </span></span><span class="highlight-line"><span class="highlight-line-content"> }  </span></span><span class="highlight-line"><span class="highlight-line-content">}} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.post(endpoint, json=body, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-4" id="tab-bash-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-4" aria-labelledby="tab-bash-4" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R7apnmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">MODEL_ID=[ YOUR MODEL ID HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">USER_QUERY=[ USER QUERY HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">QUERY="<|begin_of_text|><|start_header_id|>system<|end_header_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> Please use the information specified as context to answer the question. \ </span></span><span class="highlight-line"><span class="highlight-line-content"> Formulate your answer in one sentence and be an honest AI.<|eot_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> <|begin_of_text|><|start_header_id|>context<|end_header_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> {{.context}}<|eot_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>user<|end_header_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> {{.collection_query}} <|eot_id|> \ </span></span><span class="highlight-line"><span class="highlight-line-content"> <|start_header_id|>assistant<|end_header_id|>" </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{ "properties": {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "input": "'${QUERY}'",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "collectionId": "'${COLLECTION_ID}'", </span></span><span class="highlight-line"><span class="highlight-line-content"> "collectionQuery": "'${USER_QUERY}'", </span></span><span class="highlight-line"><span class="highlight-line-content"> "options": {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_length": "500",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "temperature": "0.01" </span></span><span class="highlight-line"><span class="highlight-line-content"> }  </span></span><span class="highlight-line"><span class="highlight-line-content">}}' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/models/${MODEL_ID}/predictions</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query conducts all steps necessary to answer a user query using Retrieval Augmented Generation:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The user query (saved at collectionQuery) is sent to the collection (specified at collectionId).</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The results of this query are saved in a variable <strong class="font-bold">.context</strong>, while the user query is saved in a variable <strong class="font-bold">.collection_query</strong>. You can use both variables in your prompt.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The example prompt uses the variables <strong class="font-bold">.context</strong> and <strong class="font-bold">.collection_query</strong> to answer the customer query.</p></div></li></ul><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Note:</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash">The best prompt strongly depends on the Large Language Model used. You might need to adapt your prompt to improve results.</p></div></div><h2 id="pdf-page-poj6htT8t5X4AGyxc5kp-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-poj6htT8t5X4AGyxc5kp-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial, you learned how to use the IONOS AI Model Hub API to implement Retrieval Augmented Generation use cases.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Namely, you learned how to: Derive answers to user queries using the content of your document collection and one of the IONOS foundation models.</p></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:6","S:6")</script><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">self.__next_f.push([1,"9c:[\"$\",\"div\",null,{\"aria-labelledby\":\"$undefined\",\"className\":\"blocks w-full space-y-2 lg:space-y-3 leading-normal self-center\",\"children\":[[\"$\",\"$1c\",null,{\"fallback\":[\"$\",\"div\",null,{\"id\":\"$undefined\",\"role\":\"status\",\"aria-busy\":true,\"className\":\"mx-auto decoration-primary/6 w-full max-w-[unset]\",\"children\":[\"$\",\"div\",null,{\"className\":\"ring-1 ring-tint-subtle 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print:shadow-none rounded-sm bg-white min-h-[29.7cm] print:min-h-0 break-before-page break-anywhere"><h1 class="text-4xl font-bold">Tool Integration</h1><div class="mt-6 space-y-6 whitespace-pre-wrap"><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub provides an OpenAI-compatible API, allowing seamless integration with various frontend tools that use Large Language Models (LLMs). This guide walks you through the setup process, using <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://anythingllm.com"><span class="text-blue-500">AnythingLLM</span></a> as an example tool.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end of this tutorial, you will be able to configure AnythingLLM to use the IONOS AI Model Hub as its backend for AI-powered responses.</p><h2 id="pdf-page-Z9iUEFp0TM07PYdaMVto-step-1-get-an-authentication-token" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-Z9iUEFp0TM07PYdaMVto-step-1-get-an-authentication-token" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Step 1: Get an Authentication Token</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">You will need an authentication token to access the IONOS AI Model Hub. For more information about how to generate your token in the IONOS DCD, see <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://docs.ionos.com/cloud/getting-started/basic-tutorials/manage-authentication-tokens#generate-authentication-token"><span class="text-blue-500">Generate authentication token</span></a>.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Save this token in a secure place, as you’ll need to enter it into AnythingLLM during setup.</p><h2 id="pdf-page-Z9iUEFp0TM07PYdaMVto-step-2-select-a-language-model" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-Z9iUEFp0TM07PYdaMVto-step-2-select-a-language-model" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Step 2: Select a Language Model</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub offers a variety of Large Language Models to suit different needs. Choose the model that best fits your use case from the table below:</p><div class="w-full mx-auto decoration-primary/6 max-w-full table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Foundation Model">Foundation Model</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Model Name">Model Name</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:100px" title="Purpose">Purpose</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Teuken v0.4 Instruct, 7B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">openGPT-X/Teuken-7B-instruct-commercial-v0.4</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for conversational agents and virtual assistants in any of the 24 EU languages.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Llama 3.3 Instruct, 70B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">meta-llama/Llama-3.3-70B-Instruct</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for more complex conversational agents and virtual assistants.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Llama 3.1 Instruct, 8B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">meta-llama/Meta-Llama-3.1-8B-Instruct</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Suitable for general-purpose dialogue and language tasks.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Llama 3.1 Instruct, 70B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">meta-llama/Meta-Llama-3.1-70B-Instruct</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Ideal for more complex conversational agents and virtual assistants.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Llama 3.1 Instruct, 405B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">meta-llama/Meta-Llama-3.1-405B-Instruct-FP8</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Optimized for extensive dialogue tasks, supporting large context windows.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Mistral Instruct v0.3, 7B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">mistralai/Mistral-7B-Instruct-v0.3</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Designed for conversational agents, with enhanced European language support.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Mixtral, 8x7B</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">mistralai/Mixtral-8x7B-Instruct-v0.1</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 3), 100%);min-width:clamp(100px, calc((100% - 0px) / 3), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Supports multilingual interactions and is optimized for diverse contexts.</p></div></div></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">During setup, you’ll enter the model’s "Model Name" value into AnythingLLM’s configuration.</p><h2 id="pdf-page-Z9iUEFp0TM07PYdaMVto-step-3-obtain-the-base-url" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-Z9iUEFp0TM07PYdaMVto-step-3-obtain-the-base-url" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Step 3: Obtain the Base URL</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">For connecting to the IONOS AI Model Hub, use the following Base URL for the OpenAI-compatible API:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="base-url" id="tab-base-url" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Base URL</button></div><div role="tabpanel" id="base-url" aria-labelledby="tab-base-url" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":R1qromfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"> https://openai.inference.de-txl.ionos.com/v1</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">You will enter this URL in the configuration settings of AnythingLLM.</p><h2 id="pdf-page-Z9iUEFp0TM07PYdaMVto-step-4-configure-anythingllm" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-Z9iUEFp0TM07PYdaMVto-step-4-configure-anythingllm" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Step 4: Configure AnythingLLM</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">With your authentication token, selected model name, and base URL in hand, you’re ready to set up AnythingLLM:</p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Open AnythingLLM and go to the configuration page for the Large Language Model (LLM) settings.</p><ul class="space-y-2 w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">In AnythingLLM, this can be accessed by clicking the wrench icon in the lower left corner, then navigating to <strong class="font-bold">AI Providers</strong> -> <strong class="font-bold">LLM</strong>.</p></div></li></ul></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Choose <strong class="font-bold">Generic OpenAI</strong> as the provider.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Enter the following information in the respective fields:</p><ul class="space-y-2 w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">API Key</strong>: Your IONOS authentication token.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">Model Name</strong>: The name of the model you selected from the table (e.g., <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">meta-llama/Meta-Llama-3.1-8B-Instruct</code>).</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">Base URL</strong>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">https://openai.inference.de-txl.ionos.com/v1</code></p></div></li></ul></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">Your screen should look similar to the image below:</p><template id="B:3d"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-full"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-full aspect-video [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_96px_96px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'4.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Click <strong class="font-bold">Save Changes</strong> to apply the settings.</p></div></li></ol><p class="w-full mx-auto decoration-primary/6 max-w-full">From now on, AnythingLLM will use the IONOS AI Model Hub as its backend, enabling AI-powered functionality based on your chosen Large Language Model.</p><h2 id="pdf-page-Z9iUEFp0TM07PYdaMVto-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-Z9iUEFp0TM07PYdaMVto-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">This guide provides a straightforward path for integrating the IONOS AI Model Hub into third-party frontend tools using the OpenAI-compatible API. For other tools and more advanced configurations, the steps will be similar: generate an API key, select a model, and configure the tool’s API settings.</p></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:7","S:7")</script><div hidden id="S:5"><div id="pdf-page-pUJWakE6QmuUGfNNdrEB" class="my-11 print:my-0 mx-auto max-w-4xl w-full p-12 print:p-0 shadow-xl print:shadow-none rounded-sm bg-white min-h-[29.7cm] print:min-h-0 break-before-page break-anywhere"><h1 class="text-4xl font-bold">Document Collections</h1><div class="mt-6 space-y-6 whitespace-pre-wrap"><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto max-w-3xl text-neutral-strong [&_a]:text-success [&_a:hover]:text-success-strong [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong decoration-success/6 flip-heading-hash"><strong class="font-bold">AI Model Hub for free:</strong> From December 1, 2024 until March 31, 2025, IONOS offers all foundation models of the AI Model Hub for <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="https://cloud.ionos.de/managed/ai-model-hub"><span class="text-blue-500">free</span></a>. <a class="underline underline-offset-2 text-primary-subtle hover:text-primary contrast-more:text-primary contrast-more:hover:text-primary-strong transition-colors" href="#pdf-page-0nvRAvX3UNdv5GjcwuEG"><span class="text-blue-500">Create your contract</span></a> now and get your AI journey started today!</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">The IONOS AI Model Hub API allows you to access vector databases to persist your document collections and find semantically similar documents.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">The vector database is used to persist documents in document collections. Each document is any form of pure text. In the document collection not only the input text is persisted, but also a transformation of the input text into an embedding. Each embedding is a vector of numbers. Input texts which are semantically similar have similar embeddings. A similarity search on a document collection finds the most similar embeddings for a given input text. These embeddings and the corresponding input text are returned to the user.</p><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-overview" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-overview" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Overview</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">This tutorial is intended for developers. It assumes you have basic knowledge of:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">REST APIs and how to call them</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A programming language to handle REST API endpoints (for illustration purposes, the tutorials uses Python and Bash scripting)</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">By the end of this tutorial, you'll be able to:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Create, delete and query a document collection in the IONOS vector database</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Save, delete and modify documents in the document collection and</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Answer customer queries using the document collection.</p></div></li></ul><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-background" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-background" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Background</div></h2><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The IONOS AI Model Hub API offers a vector database that you can use to persist text in document collections without having to manage corresponding hardware yourself.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Our AI Model Hub API provides all required functionality without your data being transfered out of Germany.</p></div></li></ul><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-before-you-begin" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-before-you-begin" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Before you begin</div></h2><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python" id="tab-python" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python" aria-labelledby="tab-python" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">To get started, you should open your IDE to enter Python code.</p><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Next generate a header document to authenticate yourself against the endpoints of our REST API:</p><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Ru8pmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to specify header </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">API_TOKEN = [YOUR API TOKEN HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">header = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "Authorization": f"Bearer {API_TOKEN}",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "Content-Type": "application/json" </span></span><span class="highlight-line"><span class="highlight-line-content">}</span></span></code></pre></div><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">After this step, you have one variable <strong class="font-bold">header</strong> you can use to access our vector database.</p></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash" id="tab-bash" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash" aria-labelledby="tab-bash" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">To get started, you should open a terminal and ensure that curl and jq is installed. While curl is essential for communicating with our API service, we use jq throughout our examples the improve the readability of the results of our API.</p></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">Download the respective code files to easily access document collection-specific scripts and examples and generate the intended output:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-notebook" id="tab-python-notebook" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Notebook</button></div><div role="tabpanel" id="python-notebook" aria-labelledby="tab-python-notebook" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python Notebook file to easily access document collection-specific scripts and examples and generate the intended output.</p><template id="B:3e"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-code" id="tab-python-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python Code</button></div><div role="tabpanel" id="python-code" aria-labelledby="tab-python-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Python code file to easily access document collection-specific scripts and examples and generate the intended output.</p><template id="B:3f"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-code" id="tab-bash-code" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash Code</button></div><div role="tabpanel" id="bash-code" aria-labelledby="tab-bash-code" class="p-4"><div class="w-full space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash">Download this Bash code file to easily access document collection-specific scripts and examples and generate the intended output.</p><template id="B:40"></template><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-manage-document-collections" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-manage-document-collections" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Manage document collections</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this section you learn how to create a document collection. We will use this document collection to fill it with the data from your knowledge base in the next step.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">To track, if something went wrong this section also shows how to:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">List existing document collections</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Remove document collections</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Get meta data of a document collection</p></div></li></ul><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-create-document-collections" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-create-document-collections" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Create document collections</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To create a document collection, you have to specify the name of the collection and a description and invoke the endpoint to generate document collections:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-1" id="tab-python-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-1" aria-labelledby="tab-python-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Re9bmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to specify header </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_NAME = [ YOUR COLLECTION NAME HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_DESCRIPTION = [ YOUR COLLECTION DESCRIPTION HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CHUNK_OVERLAP = [ NUMBER OF OVERLAPPING TOKENS ] </span></span><span class="highlight-line"><span class="highlight-line-content">CHUNK_SIZE = [ MAXIMUM NUMBER OF TOKENS PER DOCUMENT ] </span></span><span class="highlight-line"><span class="highlight-line-content">EMBEDDING_MODEL = [ YOUR EMBEDDING MODEL HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">DATA_BACKEND = [ THE BACKEND TO USE ] </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://inference.de-txl.ionos.com/collections" </span></span><span class="highlight-line"><span class="highlight-line-content">body = { </span></span><span class="highlight-line"><span class="highlight-line-content"> "properties": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "name": COLLECTION_NAME, </span></span><span class="highlight-line"><span class="highlight-line-content"> "description": COLLECTION_DESCRIPTION, </span></span><span class="highlight-line"><span class="highlight-line-content"> "chunking": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "enabled": True, </span></span><span class="highlight-line"><span class="highlight-line-content"> "strategy": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "config": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "chunk_overlap": CHUNK_OVERLAP,  </span></span><span class="highlight-line"><span class="highlight-line-content"> "chunk_size": CHUNK_SIZE </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }, </span></span><span class="highlight-line"><span class="highlight-line-content"> "embedding": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": EMBEDDING_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content"> }, </span></span><span class="highlight-line"><span class="highlight-line-content"> "engine": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "db_type": DATA_BACKEND </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">requests.post(endpoint, json=body, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-1" id="tab-bash-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-1" aria-labelledby="tab-bash-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rehbmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_NAME=[ YOUR COLLECTION NAME HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_DESCRIPTION=[ YOUR COLLECTION DESCRIPTION HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CHUNK_OVERLAP=[ NUMBER OF OVERLAPPING TOKENS ] </span></span><span class="highlight-line"><span class="highlight-line-content">CHUNK_SIZE=[ MAXIMUM NUMBER OF TOKENS PER DOCUMENT ] </span></span><span class="highlight-line"><span class="highlight-line-content">EMBEDDING_MODEL=[ YOUR EMBEDDING MODEL HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">DATA_BACKEND=[ THE BACKEND TO USE ] </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{  </span></span><span class="highlight-line"><span class="highlight-line-content"> "properties": {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "name": "'${COLLECTION_NAME}'",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "description": "'${COLLECTION_DESCRIPTION}'", </span></span><span class="highlight-line"><span class="highlight-line-content"> "chunking": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "enabled": True, </span></span><span class="highlight-line"><span class="highlight-line-content"> "strategy": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "config": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "chunk_overlap": "'${CHUNK_OVERLAP}'",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "chunk_size": "'${CHUNK_SIZE}'" </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }, </span></span><span class="highlight-line"><span class="highlight-line-content"> "embedding": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "model": "'${EMBEDDING_MODEL}'" </span></span><span class="highlight-line"><span class="highlight-line-content"> }, </span></span><span class="highlight-line"><span class="highlight-line-content"> "engine": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "db_type": "'${DATA_BACKEND}'" </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }  </span></span><span class="highlight-line"><span class="highlight-line-content">}' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">You can specify the following parameters when you create your document collection:</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Chunking</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-full">The AI Model Hub supports fixed-length chunking. If you apply chunking, long documents are split before being uploaded into the document collection. Is is beneficial in the following cases:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">If your document exceeds the length of the text, your embedding model can cope with.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">If your document spans over different semantic topics.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">You can control chunking using:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">CHUNK_OVERLAP</strong>: The number of overlaping tokens in two subsequent chunks.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">CHUNK_SIZE</strong>: The maximum number of tokens per chunk.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Embedding model</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-full">The AI Model Hub supports different embedding models. You can use any of them when saving your documents to the document collection by setting the parameter <strong class="font-bold">EMBEDDING_MODEL</strong>.</p><p class="w-full mx-auto decoration-primary/6 max-w-full"><strong class="font-bold">Database engine</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-full">The AI Model Hub supports different databases in the backend to persist your data. Upon creation of your collection, you can choose which of them to use by setting <strong class="font-bold">DATA_BACKEND</strong> to:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">pgvector</strong>: PGVector uses a PostgreSQL database as the backend to persist the document collection. We offer the corresponding PostgreSQL as a Database as a Service (DBaaS) offering. This allows you to scale as your demands grow by switching from the managed PostgreSQL to your own DBaaS instance.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">chromadb</strong>: ChromaDB is a state-of-the-art database optimized for persisting document collections. It is strongly optimized but does not support relational database features like PostgreSQL.</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">If you remove the <strong class="font-bold">chunking</strong>, <strong class="font-bold">embedding</strong>, and <strong class="font-bold">engine</strong> sections from the body of your request, we will create a document collection with default parameters. Our approach does not apply chunking; sentence transformers will be used as the embedding models, and the data will be stored in our managed ChromaDB.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">If the creation of the document collection was successful, the status code of the request is 201 and it returns a JSON document with all relevant information concerning the document collection.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">To modify the document collection you need its identifier. You can extract it from the returned JSON document in the variable <strong class="font-bold">id</strong>.</p><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-list-existing-document-collections" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-list-existing-document-collections" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">List existing document collections</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To ensure that the previous step went as expected, you can list the existing document collections.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">To retrieve a list of all document collections saved by you:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-2" id="tab-python-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-2" aria-labelledby="tab-python-2" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Reafmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to list existing document collections </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = "https://inference.de-txl.ionos.com/collections" </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get(endpoint, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-2" id="tab-bash-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-2" aria-labelledby="tab-bash-2" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Reifmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a JSON document consisting of your document collections and corresponding meta information</p><p class="w-full mx-auto decoration-primary/6 max-w-full">The result consists of 8 attributes per collection of which 3 are relevant for you:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">id</strong>: The identifier of the document collection</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.description</strong>: The textual description of the document collection</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.documentsCount</strong>: The number of documents persisted in the document collection</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">If you have not created a collection yet, the field <strong class="font-bold">items</strong> is an empty list.</p><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-remove-a-document-collection" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-remove-a-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Remove a document collection</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">If the list of document collections consists of document collections you do not need anymore, you can remove a document collection by invoking:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-3" id="tab-python-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-3" aria-labelledby="tab-python-3" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Reatmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to delete collections </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">requests.delete(endpoint, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-3" id="tab-bash-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-3" aria-labelledby="tab-bash-3" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Reitmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -X DELETE \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -i https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a status code which indicates whether the deletion was successful:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">204: Status code for successfull deletion</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">404: Status code given the collection did not exist</p></div></li></ul><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-get-meta-data-for-a-document-collection" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-get-meta-data-for-a-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Get meta data for a document collection</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">If you are interested in the meta data of a collection, you can extract it by invoking:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-4" id="tab-python-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-4" aria-labelledby="tab-python-4" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Reb7mmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to extract meta information </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">result = requests.get(endpoint, headers=header) </span></span><span class="highlight-line"><span class="highlight-line-content">result.status_code</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-4" id="tab-bash-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-4" aria-labelledby="tab-bash-4" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rej7mmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a status code which indicates whether the collection exists:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">200: Status code if the collection exists</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">404: Status code given the collection does not exist</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">The body of the request consists of all meta data of the document collection.</p><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-manage-documents-in-document-collection" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-manage-documents-in-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Manage documents in document collection</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this section, you learn how to add documents to the newly created document collection. To validate your insertion, this section also shows how to</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">List the documents in the document collection,</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Get meta data for a document,</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Update an existing document and</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Prune a document collection.</p></div></li></ul><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-add-documents-to-document-collection" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-add-documents-to-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Add documents to document collection</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To add an entry to the document collection, you need to at least specify the <strong class="font-bold">content</strong>, the <strong class="font-bold">name</strong> of the content and the <strong class="font-bold">contentType</strong>:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-5" id="tab-python-5" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-5" aria-labelledby="tab-python-5" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rebpmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to add documents to a collection </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content">import base64 </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CONTENT = [ YOUR CONTENT HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NAME = [ YOUR NAME HERE] </span></span><span class="highlight-line"><span class="highlight-line-content">content_base64 = base64.b64encode(CONTENT.encode('utf-8')).decode("utf-8") </span></span><span class="highlight-line"><span class="highlight-line-content">body = {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "items": [{  </span></span><span class="highlight-line"><span class="highlight-line-content"> "properties": {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "name": NAME,  </span></span><span class="highlight-line"><span class="highlight-line-content"> "contentType": "text/plain",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "content": content_base64 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }] </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}/documents" </span></span><span class="highlight-line"><span class="highlight-line-content">requests.put(endpoint, json=body, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-5" id="tab-bash-5" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-5" aria-labelledby="tab-bash-5" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rejpmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CONTENT=[ YOUR CONTENT HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NAME=[ YOUR NAME HERE] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">CONTENT_BASE64=$(echo -n ${CONTENT} | base64) </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "items": [{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "properties": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "name": "'${NAME}'",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "contentType": "text/plain",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "content": "'${CONTENT_BASE64}'" </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }] </span></span><span class="highlight-line"><span class="highlight-line-content">}' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -X PUT \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/documents</span></span></code></pre></div></div></div></div><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] w-full mx-auto decoration-primary/6 max-w-full"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Note:</strong></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash">You need to encode your content using base64 prior to adding it to the document collection. This is done here in line 7 of the source code. We imply a document limit of 65535 characters for each document you upload. Please ensure that your documents do not exceed this limit.</p></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This request returns a status code 200 if adding the document to the document collection was successful.</p><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-list-existing-documents-in-document-collection" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-list-existing-documents-in-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">List existing documents in document collection</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">To ensure that the previous step went as expected, you can list the existing documents of your document collection.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">To retrieve a list of all documents in the document collection saved by you:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-6" id="tab-python-6" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-6" aria-labelledby="tab-python-6" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rec5mmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to list all existing documents in a document collections </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint_coll = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"{endpoint_coll}/documents" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get(endpoint, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-6" id="tab-bash-6" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-6" aria-labelledby="tab-bash-6" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rek5mmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/documents</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a JSON document consisting of your documents in the document collection and corresponding meta information</p><p class="w-full mx-auto decoration-primary/6 max-w-full">The result has a field <strong class="font-bold">items</strong> with all documents in the collection. This field consists of 10 attributes per entry of which 5 are relevant for you:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">id</strong>: The identifier of the document</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.content</strong>: The base64 encoded content of the document</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.name</strong>: The name of the document</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.description</strong>: The description of the document</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><strong class="font-bold">properties.labels.number_of_tokens</strong>: The number of tokens in the document</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">If you have not created the collection yet, the request will return a status code 404. It will return a JSON document with the field <strong class="font-bold">items</strong> set to an empty list if no documents were added yet.</p><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-get-meta-data-for-a-document" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-get-meta-data-for-a-document" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Get meta data for a document</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">If you are interested in the metadata of a document, you can extract it by invoking:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-7" id="tab-python-7" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-7" aria-labelledby="tab-python-7" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Recjmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to access meta data from a document </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">DOCUMENT_ID = [ YOUR DOCUMENT ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint_coll = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"{endpoint_coll}/documents/{DOCUMENT_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">requests.get(endpoint, headers=header).json()</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-7" id="tab-bash-7" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-7" aria-labelledby="tab-bash-7" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rekjmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">DOCUMENT_ID=[ YOUR DOCUMENT ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/documents/${DOCUMENT_ID}</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns a status code which indicates whether the document exists:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">200: Status code if the document exists</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">404: Status code given the document does not exist</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-full">The body of the request consists of all meta data of the document.</p><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-update-a-document" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-update-a-document" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Update a document</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">If you want to update a document, invoke:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-8" id="tab-python-8" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-8" aria-labelledby="tab-python-8" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Recvmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to update a document </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content">import base64 </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">DOCUMENT_ID = [ YOUR DOCUMENT ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CONTENT = [ YOUR CONTENT HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NAME = [ YOUR NAME HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint_coll = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"{endpoint_coll}/documents/{DOCUMENT_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">content_base64 = base64.b64encode(CONTENT.encode('utf-8')).decode("utf-8") </span></span><span class="highlight-line"><span class="highlight-line-content">body = {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "properties": {  </span></span><span class="highlight-line"><span class="highlight-line-content"> "id": DOCUMENT_ID,  </span></span><span class="highlight-line"><span class="highlight-line-content"> "name": NAME,  </span></span><span class="highlight-line"><span class="highlight-line-content"> "contentType":  </span></span><span class="highlight-line"><span class="highlight-line-content"> "text/plain",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "content": content_base64 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content">} </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">requests.put(endpoint, json=body, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-8" id="tab-bash-8" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-8" aria-labelledby="tab-bash-8" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rekvmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">DOCUMENT_ID=[ YOUR DOCUMENT ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CONTENT=[ YOUR CONTENT HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NAME=[ YOUR NAME HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">CONTENT_BASE64=$(echo -n ${CONTENT} | base64) </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "properties": { </span></span><span class="highlight-line"><span class="highlight-line-content"> "name": "'${NAME}'",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "id": "'${DOCUMENT_ID}'",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "contentType": "text/plain",  </span></span><span class="highlight-line"><span class="highlight-line-content"> "content": "'${CONTENT_BASE64}'" </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content">}' </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -X PUT \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/documents/${DOCUMENT_ID}</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This will replace the existing entry in the document collection with the given <strong class="font-bold">id</strong> by the payload of this request.</p><h3 id="pdf-page-pUJWakE6QmuUGfNNdrEB-prune-a-document-collection" class="text-2xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-prune-a-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">Prune a document collection</div></h3><p class="w-full mx-auto decoration-primary/6 max-w-full">If you want to remove all documents from a document collection invoke:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-9" id="tab-python-9" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-9" aria-labelledby="tab-python-9" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Red7mmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to prune a document collection </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint_coll = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}" </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"{endpoint_coll}/documents" </span></span><span class="highlight-line"><span class="highlight-line-content">requests.delete(endpoint, headers=header)</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-9" id="tab-bash-9" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-9" aria-labelledby="tab-bash-9" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Rel7mmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -X DELETE \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -i https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/documents</span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This query returns the status code 204 if pruning the document collection was successful.</p><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-query-documents-in-the-document-collection" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-query-documents-in-the-document-collection" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Query documents in the document collection</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">Finally, this section shows how to use the document collection and the contained documents to answer a user query.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">To retrieve the documents relevant for answering the user query, invoke the <strong class="font-bold">query</strong> endpoint as follows:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="python-10" id="tab-python-10" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Python</button></div><div role="tabpanel" id="python-10" aria-labelledby="tab-python-10" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Redhmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content"># Python example to retrieve documents for answering a user query </span></span><span class="highlight-line"><span class="highlight-line-content">import requests </span></span><span class="highlight-line"><span class="highlight-line-content">import base64 </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID = [ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">USER_QUERY = [ USER QUERY HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NUM_OF_DOCUMENTS = [ NUMBER OF DOCUMENTS TO CONSIDER HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">endpoint = f"https://inference.de-txl.ionos.com/collections/{COLLECTION_ID}/query" </span></span><span class="highlight-line"><span class="highlight-line-content">body = {"query": USER_QUERY, "limit": NUM_OF_DOCUMENTS } </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">relevant_documents = requests.post(endpoint, json=body, headers=header) </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">[ </span></span><span class="highlight-line"><span class="highlight-line-content"> base64.b64decode(entry['document']['properties']['content']).decode() </span></span><span class="highlight-line"><span class="highlight-line-content"> for entry in relevant_documents.json()['properties']['matches'] </span></span><span class="highlight-line"><span class="highlight-line-content">]</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col w-full mx-auto decoration-primary/6 max-w-full"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="bash-10" id="tab-bash-10" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">Bash</button></div><div role="tabpanel" id="bash-10" aria-labelledby="tab-bash-10" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start [grid-area:1/1] text-sm gap-2"></div><button class="group-hover/codeblock:opacity-[1] transition-opacity duration-75 opacity-0 text-xs [grid-area:2/1] z-[2] justify-self-end backdrop-blur-md leading-none self-start ring-1 ring-tint text-tint bg-transparent rounded-md mr-2 mt-2 p-1 hover:ring-tint-hover print:hidden">Copy</button><pre class="[grid-area:2/1] relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle hide-scroll rounded-md straight-corners:rounded-sm"><code id=":Relhmmfkvfffa:" class="min-w-full inline-grid grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">#!/bin/bash </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">COLLECTION_ID=[ YOUR COLLECTION ID HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">USER_QUERY=[ USER QUERY HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">NUM_OF_DOCUMENTS=[ NUMBER OF DOCUMENTS TO CONSIDER HERE ] </span></span><span class="highlight-line"><span class="highlight-line-content">BODY='{"query": "'${USER_QUERY}'", "limit": "'${NUM_OF_DOCUMENTS}'" }' </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">RESULT=$(curl -H "Authorization: Bearer ${API_TOKEN}" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -H "Content-Type: application/json" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -d "$BODY" \ </span></span><span class="highlight-line"><span class="highlight-line-content"> -X POST \ </span></span><span class="highlight-line"><span class="highlight-line-content"> https://inference.de-txl.ionos.com/collections/${COLLECTION_ID}/query) </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">echo "$RESULT" | \ </span></span><span class="highlight-line"><span class="highlight-line-content">jq -r '.["properties"]["matches"][].["document"]["properties"]["content"]' | \ </span></span><span class="highlight-line"><span class="highlight-line-content">base64 --decode </span></span></code></pre></div></div></div></div><p class="w-full mx-auto decoration-primary/6 max-w-full">This will return a list of the <strong class="font-bold">NUM_OF_DOCUMENTS</strong> most relevant documents in your document collection for answering the user query.</p><h2 id="pdf-page-pUJWakE6QmuUGfNNdrEB-summary" class="text-3xl font-semibold heading group relative grid w-full mx-auto decoration-primary/6 max-w-full"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pdf-page-pUJWakE6QmuUGfNNdrEB-summary" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-tight mt-[1em]">Summary</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-full">In this tutorial you learned how to use the IONOS AI Model Hub API to conduct semantic similarity searches using our vector database.</p><p class="w-full mx-auto decoration-primary/6 max-w-full">Namely, you learned how to:</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-full"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Create a necessary document collection in the vector database and modify it</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Insert your documents into the document collection and modify the documents</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Conduct semantic similarity searches using your document collection.</p></div></li></ul></div></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:5","S:5")</script><div hidden id="S:3d"><div class="w-full mx-auto decoration-primary/6 max-w-full flex flex-row gap-3 justify-center"><template id="P:41"></template></div></div><script 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3072wcc:[\"$\",\"$Ld7\",null,{\"alt\":\"\",\"style\":{\"maxWidth\":\"100%\",\"width\":\"$undefined\",\"height\":\"auto\"},\"loading\":\"lazy\",\"fetchPriority\":\"low\",\"className\":\"block\",\"src\":\"https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-fd881426e28f65b5f3bbfb2dba212d6f6d9d1bfb%252Fembedding_space.png%3Falt%3Dmedia\u0026width=768\u0026dpr=4\u0026quality=100\u0026sign=f14c460e\u0026sv=2\",\"srcSet\":\"$e1\",\"sizes\":\"(max-width: 640px) 400px, 768px\",\"width\":1068,\"height\":786}]\n"])</script><div hidden id="S:32"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-text-generation.ipynb" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-39895aafdd051b48014cf00f619611ba58b967b4%2Fai-model-hub-text-generation.ipynb?alt=media&token=120c0926-cf9d-4ddb-b5c2-9621f7039af8"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">12KB</div></div><div><div class="text-base">ai-model-hub-text-generation.ipynb</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:32","S:32")</script><div hidden id="S:33"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-text-generation.py" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-41ebecce1323e3c40f03588ad2c194ab6f9b5207%2Fai-model-hub-text-generation.py?alt=media&token=eeba76eb-ba06-496b-a1e9-561347fddedb"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg 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href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-717c72c53d8482a8bd1d6b620a8ad91c7a3b769f%2Fai-model-hub-text-generation.sh?alt=media&token=b047635a-b5c3-4f60-b29b-a6b2f981811e"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">1KB</div></div><div><div class="text-base">ai-model-hub-text-generation.sh</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:34","S:34")</script><div hidden id="S:3a"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-retrieval-augmented-generation.ipynb" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-cd1dc324753136ee425ed34207e39143add7aa32%2Fai-model-hub-retrieval-augmented-generation.ipynb?alt=media&token=97fc8c9c-78aa-4e5f-b7ae-32dc239e7c5c"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">19KB</div></div><div><div class="text-base">ai-model-hub-retrieval-augmented-generation.ipynb</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:3a","S:3a")</script><div hidden id="S:3b"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-retrieval-augmented-generation.py" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-fae3081c9600aa673e36fb61718c7cff6e9bc0ab%2Fai-model-hub-retrieval-augmented-generation.py?alt=media&token=e09b1eb9-20ba-4005-9622-d52165e143ef"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">4KB</div></div><div><div class="text-base">ai-model-hub-retrieval-augmented-generation.py</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:3b","S:3b")</script><div hidden id="S:3c"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-retrieval-augmented-generation.sh" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-a8e3e637b73a72f603690f2c98ac8f016980f9ef%2Fai-model-hub-retrieval-augmented-generation.sh?alt=media&token=e3593d31-2eda-441c-97d9-280cf3e33f59"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">4KB</div></div><div><div class="text-base">ai-model-hub-retrieval-augmented-generation.sh</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:3c","S:3c")</script><div hidden id="S:3e"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-document-collections.ipynb" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-b1b75ddc69bae41e90a2408220907b1cb91a02d8%2Fai-model-hub-document-collections.ipynb?alt=media&token=f3ff43cd-bbc4-40c3-a80d-9bd48ce10aae"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">44KB</div></div><div><div class="text-base">ai-model-hub-document-collections.ipynb</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:3e","S:3e")</script><div hidden id="S:3f"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-document-collections.py" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-9db6984ebed7f0f6df1aa8ff27e2a46da5bbab00%2Fai-model-hub-document-collections.py?alt=media&token=2bb36fd8-e855-4b56-b0df-c1a824359825"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">5KB</div></div><div><div class="text-base">ai-model-hub-document-collections.py</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:3f","S:3f")</script><div hidden id="S:40"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-document-collections.sh" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-03b8ee2a126fc91eaee9c40137799241b7dd5ec0%2Fai-model-hub-document-collections.sh?alt=media&token=8f7aeb9d-51ae-4786-9489-3e1522257360"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">5KB</div></div><div><div class="text-base">ai-model-hub-document-collections.sh</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:40","S:40")</script><div hidden id="S:23"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-text-embeddings.ipynb" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-bead8a34a2d73570fe1e5cbfb743155014a208bf%2Fai-model-hub-text-embeddings.ipynb?alt=media&token=fab5446c-a06e-45b0-815a-641c3e81f9f9"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">69KB</div></div><div><div class="text-base">ai-model-hub-text-embeddings.ipynb</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:23","S:23")</script><div hidden id="S:24"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-text-embeddings.py" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-02028d5c3a1a6f6ebd8f070b72e766d86a2163f0%2Fai-model-hub-text-embeddings.py?alt=media&token=23f38606-acda-4f37-ba3b-0d3762daf9b9"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">2KB</div></div><div><div class="text-base">ai-model-hub-text-embeddings.py</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:24","S:24")</script><div hidden id="S:25"><div class="w-full mx-auto decoration-primary/6 max-w-3xl flip-heading-hash relative overflow-hidden after:block after:absolute after:-inset-[0] rounded straight-corners:rounded-none after:border-tint-subtle after:border after:rounded straight-corners:after:rounded-none dark:after:mix-blend-plus-lighter after:pointer-events-none"><a download="ai-model-hub-text-embeddings.sh" class="group/file flex flex-row items-center px-5 py-3" href="https://1737632334-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MifAzdGvKLDTtvJP8sm%2Fuploads%2Fgit-blob-aa9ab918a94ebe03af6aca9846c5d09e4f95edf1%2Fai-model-hub-text-embeddings.sh?alt=media&token=c6ac834f-7d45-4b37-b80f-58b2998150d6"><div class="min-w-14 mr-5 pr-5 flex flex-col items-center gap-1 border-r border-tint-subtle"><div><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/file-download.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-5 text-primary"></svg></div><div class="text-xs text-tint group-hover/file:text-tint-strong">1KB</div></div><div><div class="text-base">ai-model-hub-text-embeddings.sh</div><div class="text-sm opacity-9 dark:opacity-8"></div></div></a></div></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RC("B:25","S:25")</script><div hidden id="S:41"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:42"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Setup AnythingLLM Screen</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:41","P:41")</script><div hidden id="S:17"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:43"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Contract signup screen</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:17","P:17")</script><div hidden id="S:18"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:44"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Enter contact adress</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:18","P:18")</script><div hidden id="S:19"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:45"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Enter payment details</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:19","P:19")</script><div hidden id="S:1a"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:46"></template></div><figcaption class="text-sm text-center mt-2 text-tint">DCD login screen</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:1a","P:1a")</script><div hidden id="S:1b"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:47"></template></div><figcaption class="text-sm text-center mt-2 text-tint">DCD click path to IONOS User Manager</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:1b","P:1b")</script><div hidden id="S:1c"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:48"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Dialog to create user group</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:1c","P:1c")</script><div hidden id="S:1d"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:49"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Dialog to give AI Model Hub access to user group</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:1d","P:1d")</script><div hidden id="S:1e"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:4a"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Dialog to access authentication token</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:1e","P:1e")</script><div hidden id="S:2c"><picture class="relative"><div class="relative overflow-hidden after:block after:absolute after:-inset-[0] after:pointer-events-none w-fit mx-auto"><template id="P:4b"></template></div><figcaption class="text-sm text-center mt-2 text-tint">Embedding Space</figcaption></picture></div><script nonce="NTk5NGJiNjMtZjNmMC00ZThmLTk5MTktM2FmYTQ4ZWZlODU5">$RS("S:2c","P:2c")</script><link rel="preload" as="image" fetchPriority="low" imageSrcSet="https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-b57c90542689910e14e913cd74410deaa369f8ea%252Fanything_llm_screen.png%3Falt%3Dmedia&width=400&dpr=1&quality=100&sign=714a9182&sv=2 400w, 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https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-4906dc3957dd1fa77ff43aaa0835df9b44510207%252F01_contract_signup.png%3Falt%3Dmedia&width=400&dpr=3&quality=100&sign=d2496140&sv=2 1200w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-4906dc3957dd1fa77ff43aaa0835df9b44510207%252F01_contract_signup.png%3Falt%3Dmedia&width=400&dpr=4&quality=100&sign=d2496140&sv=2 1600w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-4906dc3957dd1fa77ff43aaa0835df9b44510207%252F01_contract_signup.png%3Falt%3Dmedia&width=768&dpr=1&quality=100&sign=d2496140&sv=2 768w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-4906dc3957dd1fa77ff43aaa0835df9b44510207%252F01_contract_signup.png%3Falt%3Dmedia&width=768&dpr=2&quality=100&sign=d2496140&sv=2 1536w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-4906dc3957dd1fa77ff43aaa0835df9b44510207%252F01_contract_signup.png%3Falt%3Dmedia&width=768&dpr=3&quality=100&sign=d2496140&sv=2 2304w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-4906dc3957dd1fa77ff43aaa0835df9b44510207%252F01_contract_signup.png%3Falt%3Dmedia&width=768&dpr=4&quality=100&sign=d2496140&sv=2 3072w" imageSizes="(max-width: 640px) 400px, 768px"/><link rel="preload" as="image" fetchPriority="low" imageSrcSet="https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=400&dpr=1&quality=100&sign=ff2fce75&sv=2 400w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=400&dpr=2&quality=100&sign=ff2fce75&sv=2 800w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=400&dpr=3&quality=100&sign=ff2fce75&sv=2 1200w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=400&dpr=4&quality=100&sign=ff2fce75&sv=2 1600w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=768&dpr=1&quality=100&sign=ff2fce75&sv=2 768w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=768&dpr=2&quality=100&sign=ff2fce75&sv=2 1536w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=768&dpr=3&quality=100&sign=ff2fce75&sv=2 2304w, https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-470ae1e00d61afac9a1f6f9ad92e133587c061bd%252F11_activate_unlimited_access.png%3Falt%3Dmedia&width=768&dpr=4&quality=100&sign=ff2fce75&sv=2 3072w" imageSizes="(max-width: 640px) 400px, 768px"/><link rel="preload" as="image" fetchPriority="low" imageSrcSet="https://docs.ionos.com/~gitbook/image?url=https%3A%2F%2F1737632334-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252F-MifAzdGvKLDTtvJP8sm%252Fuploads%252Fgit-blob-cbec1bd737f429fbdd250f443b4f9a5a60a0e6b8%252F12_payment_details.png%3Falt%3Dmedia&width=400&dpr=1&quality=100&sign=87497cce&sv=2 400w, 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