Building A Generative AI Platform

Building A Generative AI Platform

English

Building A Generative AI PlatformJul 25, 2024•Chip HuyenAfter studying how companies deploy generative AI applications, I noticed many similarities in their platforms. This post outlines the common components of a generative AI platform, what they do, and how they are implemented. I try my best to keep the architecture general, but certain applications might deviate. This is what the overall architecture looks like.This is a pretty complex system. This post will start from the simplest architecture and progressively add more components. In its simplest form, your application receives a query and sends it to the model. The model generates a response, which is returned to the user. There are no guardrails, no augmented context, and no optimization. TheModel APIbox refers to both third-party APIs (e.g., OpenAI, Google, Anthropic) and self-hosted APIs.From this, you can add more components as needs arise. The order discussed in this post is common, though you don’t need to follow the exact

中文

构建生成式AI平台

Chip Huyen 2024年7月25日

在研究了公司如何部署生成式AI应用后，我注意到他们的平台有很多相似之处。本文概述了生成式AI平台的常见组件、它们的功能以及实现方式。我尽力保持架构的通用性，但某些应用可能会有所不同。

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翻译说明

本文为技术文档翻译，采用双语对照格式。原文为Chip Huyen的《Building A Generative AI Platform》，详细介绍了生成式AI平台的架构设计和组件实现。

原文链接: https://huyenchip.com/2024/07/25/genai-platform.html?s=09 质量评分: 4 语言: English -> Chinese 来源平台: blog