使用 LLM-Kit 加速 LLM 应用开发
At Grab, we are committed to leveraging the power of technology to deliver the best services to our users and partners. As part of this commitment, we have developed the LLM-Kit, a comprehensive framework designed to supercharge the setup of production-ready Generative AI applications. This blog post will delve into the features of the LLM-Kit, the problems it solves, and the value it brings to our organisation.
在 Grab,我们致力于利用技术的力量为用户和合作伙伴提供最佳服务。作为这一承诺的一部分,我们开发了 LLM-Kit,这是一个全面的框架,旨在加速生产就绪的生成式 AI 应用程序的设置。本文将深入探讨 LLM-Kit 的功能、它解决的问题以及它为我们组织带来的价值。
Challenges
挑战
The introduction of the LLM-Kit has significantly addressed the challenges encountered in LLM application development. The involvement of sensitive data in AI applications necessitates that security remains a top priority, ensuring data safety is not compromised during AI application development.
LLM-Kit 的引入显著解决了 LLM 应用开发中遇到的挑战。AI 应用中涉及敏感数据,这要求安全性始终是重中之重,确保在 AI 应用开发过程中数据安全不受影响。
Concerns such as scalability, integration, monitoring, and standardisation are common issues that any organisation will face in their LLM and AI development efforts.
扩展性、集成、监控和标准化等问题是任何组织在LLM和AI开发过程中都会面临的常见问题。
The LLM-Kit has empowered Grab to pursue LLM application development and the rollout of Generative AI efficiently and effectively in the long term.
LLM-Kit 使 Grab 能够在长期内高效且有效地追求 LLM 应用开发和生成式 AI 的推出。
Introducing the LLM-Kit
介绍LLM-Kit
The LLM-Kit is our solution to these challenges. Since the introduction of the LLM Kit, it has helped onboard hundreds of GenAI applications at Grab and has become the de facto choice for developers. It is a comprehensive framework designed to supercharge the setup of production-ready LLM applications. The LLM-Kit provides:
LLM-Kit 是我们应对这些挑战的解决方案。自从引入 LLM Kit 以来,它帮助 Grab 上线了数百个 GenAI 应用程序,并成为开发人员的事实标准选择。它是一个全面的框架,旨在加速生产就绪的 LLM 应用程序的设置。LLM-Kit 提供:
- Pre-configured structure: The LLM-Kit comes with a pre-configured structure containing an API server, configuration management, a sample LLM Agent, and tests.
- 预配置结构:LLM-Kit 带有一个预配置的结构,包含一个 API 服务器、配置管理、一个示例 LLM ...