Gen AI | Generative AI | Google Cloud

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The following figure shows common components in a Cloud-hosted generative AI application. </div> </div> </header> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up venn-section" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-html"> <img class="desktop-image" src="/static/docs/generative-ai/choose-models-infra-for-ai/venn-diagram.png" alt="Venn diagram showing the components of a generative AI system"> <img class="mobile-image" src="/static/docs/generative-ai/choose-models-infra-for-ai/venn-diagram-mobile.png" alt="Venn diagram showing the components of a generative AI system"> <ol> <li><p><b>Application hosting:</b> Compute to host your application. Your application can use <a href="/apis/docs/cloud-client-libraries" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="cloudClientLibraries">Google Cloud's client libraries and SDKs</a> to talk to different Cloud products.</p></li> <li><p><b>Model hosting:</b> Scalable and secure hosting for a generative model.</p></li> <li><p><b>Model:</b> Generative model for text, chat, images, code, embeddings, and <a href="/vertex-ai/generative-ai/docs/learn/models" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="vertexAIMultimodalModels">multimodal</a>.</p></li> <li><p><b><a href="/vertex-ai/docs/generative-ai/grounding/overview" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="vertexAIGroundingOverview">Grounding solution</a>:</b> Anchor model output to verifiable, updated sources of information.</p></li> <li><p><b>Database:</b> Store your application's data. You might reuse your existing database as your grounding solution, by augmenting prompts via SQL query, and/or storing your data as vector embeddings using an extension like <a href="/blog/products/databases/announcing-vector-support-in-postgresql-services-to-power-ai-enabled-applications" track-type="landingPage" track-name="blogLink" track-metadata-end-goal="cloudSQLpgvector">pgvector</a>.</p></li> <li><p><b>Storage:</b> Store files such as images, videos, or <a href="/storage/docs/hosting-static-website" track-type="landingPage" track-name="taskLink" track-metadata-end-goal="storageHostWebsite">static web frontends</a>. You might also use Storage for the raw grounding data (eg. PDFs) that you later convert into embeddings and store in a vector database.</p></li> </ol> <p>The sections below walk through each of those components, helping you choose which Google Cloud products to try.</p> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up tree-section" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-html"> <h3 id="application-hosting-infrastructure" data-text="Application hosting infrastructure" tabindex="-1">Application hosting infrastructure</h3> <p>Choose a product to host and serve your application workload, which makes calls out to the generative model.</p> <div class="tree"> <div class="node"> <p>Want managed serverless infrastructure?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/run/docs/overview/what-is-cloud-run" class="button">Cloud Run <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Can your application be containerized?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/kubernetes-engine/docs/concepts/kubernetes-engine-overview" class="button">Kubernetes Engine <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <a target="_blank" href="/compute/docs/instances" class="button">Compute Engine <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up tree-section" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-html"> <h3 id="model-hosting-infrastructure" data-text="Model hosting infrastructure" tabindex="-1">Model hosting infrastructure</h3> <p>Google Cloud provides multiple ways to host a generative model, from the flagship Vertex AI platform, to customizable and portable hosting on Google Kubernetes Engine.</p> <div class="tree"> <div class="node"> <p>Using Gemini and need enterprise features like scaling, security, data privacy, and observability</p> <div class="no mobile reverse"><div>check</div></div> <div class="yes reverse"><div>close</div></div> <a target="_blank" href="https://ai.google.dev/docs" class="button">Gemini Developer API <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no reverse"><div>check</div></div> <div class="node"> <p>Want fully managed infrastructure, with first-class generative AI tools and APIs?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/generative-ai/learn/overview" class="button">Vertex AI <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Does your model require a specialized kernel, legacy OS, or have special licensing terms?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/compute/docs/gpus/about-gpus" class="button">Compute Engine <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <a target="_blank" href="/kubernetes-engine/docs/integrations/ai-infra" class="button">Kubernetes Engine <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up tree-section" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-html"> <h3 id="model" data-text="Model" tabindex="-1">Model</h3> <p>Google Cloud provides a <a href="/vertex-ai/docs/generative-ai/model-reference/overview" target="_blank"> set of state-of-the-art foundation models through Vertex AI </a>, including Gemini. You can also deploy a third-party model to either <a href="/vertex-ai/docs/start/explore-models" target="_blank"> Vertex AI Model Garden </a> or <a href="/kubernetes-engine/docs/tutorials/serve-multiple-gpu#llama-2-70b"> self-host on GKE </a>, Cloud Run, or Compute Engine. </p> <div class="tree"> <div class="node"> <p>Generating code?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/generative-ai/code/code-models-overview" class="button">Codey (Vertex AI) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Generating images?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/generative-ai/image/overview" class="button">Imagen (Vertex AI) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Generating embeddings for search, classification, or clustering?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/generative-ai/embeddings/get-text-embeddings" class="button">text-embedding (Vertex AI) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Ok, you want to generate text. Would you like to include images or video in your text prompts? (multi-modal)</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/generative-ai/start/quickstarts/quickstart-multimodal" class="button">Gemini (Vertex AI) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Ok, just text prompts. Want to leverage Google's most capable flagship model?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/generative-ai/start/quickstarts/quickstart-multimodal" class="button">Gemini (Vertex AI) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Deploy an open-source model to: <a target="_blank" href="/vertex-ai/docs/start/explore-models" class="button">Vertex AI (Model Garden) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> <a target="_blank" href="https://huggingface.co/models" class="button">GKE (HuggingFace) <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </p> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up tree-section" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-html"> <h3 id="grounding" data-text="Grounding" tabindex="-1">Grounding</h3> <p>To ensure informed and accurate model responses, you may want to <b><a href="/vertex-ai/docs/generative-ai/grounding/overview" target="_blank">ground</a></b> your generative AI application with <a href="/blog/products/ai-machine-learning/how-to-use-grounding-for-your-llms-with-text-embeddings" target="_blank">real-time data</a>. This is called <a href="https://www.promptingguide.ai/techniques/rag" target="_blank">retrieval-augmented generation (RAG).</p> <p>You can implement grounding with your own data in a <a href="/discover/what-is-a-vector-database" target="_blank">vector database</a>, which is an optimal format for <a href="/blog/products/ai-machine-learning/how-to-use-grounding-for-your-llms-with-text-embeddings">operations like similarity search</a>. Google Cloud offers multiple vector database solutions, for different use cases.</p> <p><b>Note:</b> You can also ground with traditional (non vector) databases, by simply querying an existing database like Cloud SQL or Firestore, and using the result in your model prompt.</p> <div class="tree three-column"> <div class="node"> <p>Want a simple solution, with no access to the underlying embeddings?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/generative-ai-app-builder/docs/try-enterprise-search" class="button">Vertex AI Search & Conversation <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Do you need low-latency vector search, large-scale serving, or do you want to use a specialized vector DB?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <a target="_blank" href="/vertex-ai/docs/vector-search/overview" class="button">Vertex AI Vector Search <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Is your data accessed programmatically (OLTP)? Already using a SQL database?</p> <div class="no mobile"><div>close</div></div> <div class="yes"><div>check</div></div> <p>Want to use Google AI models directly from your database? Require low latency?</p> <div class="arrows"> <div class="yes"><div>check</div></div> <div class="no"><div>close</div></div> </div> <div class="buttons"> <a target="_blank" href="/alloydb/docs/ai/work-with-embeddings" class="button">AlloyDB<span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> <a target="_blank" href="https://github.com/pgvector/pgvector?tab=readme-ov-file#pgvector" class="button">Cloud SQL <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> </div> <div class="no"><div>close</div></div> <div class="node"> <p>Have a large analytical dataset (OLAP)? Require batch processing, and frequent SQL table access by humans or scripts (data science)?</p> <div class="yes"><div>check</div></div> <a target="_blank" href="/blog/products/ai-machine-learning/open-source-framework-for-connecting-llms-to-your-data" class="button">BigQuery <span class="material-icons" aria-hidden="true" translate="no">open_in_new</span></a> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up grounding-section" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="grounding-with-apis" data-text="Grounding with APIs" tabindex="0"> Grounding with APIs </h2> <div class="devsite-landing-row-description"> Instead of (or in addition to) using your own data for grounding, many online services offer APIs that you can use to retrieve grounding data to augment your model prompt. </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="vertex-ai-extensions-private-preview" data-text="Vertex AI Extensions (Private Preview)" class="hide-from-toc no-link" tabindex="0"> <a href="https://cloud.google.com/vertex-ai/docs/generative-ai/extensions/overview"> Vertex AI Extensions (Private Preview) </a> </h3> <div class="devsite-landing-row-item-description-content"> Create, deploy, and manage extensions that connect large language models to the APIs of external systems. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="langchain-components" data-text="LangChain Components" class="hide-from-toc no-link" tabindex="0"> <a href="https://python.langchain.com/docs/integrations/components"> LangChain Components </a> </h3> <div class="devsite-landing-row-item-description-content"> Explore a variety of <a href="https://python.langchain.com/docs/integrations/components" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="langChainIntegrations">document loaders</a> and <a href="https://python.langchain.com/docs/integrations/tools" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="langChainTools">API integrations</a> for your gen AI apps, from <a href="https://python.langchain.com/docs/integrations/tools/youtube" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="langchainYouTubeLoader">YouTube</a> to <a href="https://python.langchain.com/docs/integrations/tools/google_scholar" track-type="landingPage" track-name="conceptLink" track-metadata-end-goal="langchainScholarLoader">Google Scholar</a>. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="grounding-in-vertex-ai" data-text="Grounding in Vertex AI" class="hide-from-toc no-link" tabindex="0"> <a href="https://cloud.google.com/vertex-ai/docs/generative-ai/grounding/overview"> Grounding in Vertex AI </a> </h3> <div class="devsite-landing-row-item-description-content"> If you're using models hosted in Vertex AI, you can ground model responses using Vertex AI Search, Google Search, or inline/infile text. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards start-building-section" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="start-building" data-text="Start building" tabindex="0"> Start building </h2> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" icon-position="left" > <div class="devsite-landing-row-item-icon-container" foreground="blue" size="small" > <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true"> wb_iridescent </div> </div> <div class="devsite-landing-row-item-body"> <h3 id="set-up-your-development-environment-for-google-cloud" data-text="Set up your development environment for Google Cloud" class="hide-from-toc no-link" tabindex="0"> Set up your development environment for Google Cloud </h3> <div class="devsite-landing-row-item-description-content"> <ul> <li><p><a href="/dotnet/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupDotnet">C# and .NET</a></p></li> <li><p><a href="/cpp/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupCpp">C++</a></p></li> <li><p><a href="/go/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupGo">Go</a></p></li> <li><p><a href="/java/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupJava">Java</a></p></li> <li><p><a href="/nodejs/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupNodejs">JavaScript and Node.js</a></p></li> <li><p><a href="/python/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupPython">Python</a></p></li> <li><p><a href="/ruby/docs/setup" track-type="contentPage" track-name="taskLink" track-metadata-end-goal="setupRuby">Ruby</a></p></li> </ul> </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" icon-position="left" > <div class="devsite-landing-row-item-icon-container" foreground="blue" size="small" > <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true"> cases </div> </div> <div class="devsite-landing-row-item-body"> <h3 id="set-up-langchain" data-text="Set up LangChain" class="hide-from-toc no-link" tabindex="0"> Set up LangChain </h3> <div class="devsite-landing-row-item-description-content"> <p>LangChain is an open source framework for generative AI apps that allows you to build context into your prompts, and take action based on the model's response.</p> <ul> <li><p><a href="https://python.langchain.com/docs/integrations/llms/google_vertex_ai_palm" track-type="categoryPage" track-name="taskLink" track-metadata-end-goal="langchainPython">Python (LangChain)</a></p></li> <li><p><a href="https://js.langchain.com/docs/integrations/platforms/google" track-type="categoryPage" track-name="taskLink" track-metadata-end-goal="langchainJavaScript">JavaScript (LangChain.js)</a></p></li> <li><p><a href="https://docs.langchain4j.dev/integrations/language-models/google-palm/" track-type="categoryPage" track-name="taskLink" track-metadata-end-goal="langchainJava">Java (LangChain4j)</a></p></li> <li><p><a href="https://tmc.github.io/langchaingo/docs/" track-type="categoryPage" track-name="taskLink" track-metadata-end-goal="langchainGo">Go (LangChainGo)</a></p></li> </ul> </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" icon-position="left" > <div class="devsite-landing-row-item-icon-container" foreground="blue" size="small" > <div class="devsite-landing-row-item-icon material-icons" aria-hidden="true"> hub </div> </div> <div class="devsite-landing-row-item-body"> <h3 id="view-code-samples-and-deploy-sample-applications" data-text="View code samples and deploy sample applications" class="hide-from-toc no-link" tabindex="0"> View code samples and deploy sample applications </h3> <div class="devsite-landing-row-item-description-content"> <p>View <a href="/docs/generative-ai/code-samples">code samples for popular use cases and deploy examples of generative AI applications</a> that are secure, efficient, resilient, high-performing, and cost-effective.</p> </div> </div> </div> </div> </div> </div> </section> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> <p>All rights reserved. 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