Processing Systems 36 (2024). 【6】Karpas, Ehud, et al. "MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning." arXiv 置帮助初学者快速构建 AI 应用。 同时，在开源生态系统中，LangChain、Haystack、Semantic Kernel 等编排框架的出现， 使开发者能够构建、定制和测试 Pipeline，确保这些 Pipeline 的组合能够达到特定应用场景的 最佳生成效果。 对于 RAG 应用，这是一种由多个环节构成的工作流 应用，出现了许多端到端的开源解决方案，如 LlamaIndex 框架，它集成了数据预处理、索引构建、 问题，中国的计算机科学家给出了答案——科学计算与超级计算机。2007 年，国防科大杨学 军院士带领团队在国际计算机体系结构旗舰会议 ISCA 上发表题为“A 64-bit stream processor architecture for scientific applications”的学术论文[19]，揭示了流处理器架构 可大幅加速科学计算。这项工作不仅为具备大量流处理器的 GPU 开辟了新应用场景，也为超

平台，可满足数据收集、分析、展示等不同阶段需求，辅助用户更智能的完成数据分析。 有数BI 17 产品特色 DataOps 底座能力 DataOps 聚焦研发效能和质 量，打 造 大 数 据 场 景 的 CI/CD Pipeline。 内嵌逻辑数据湖 基于逻辑数据湖构建物理分 散、逻辑统一的数据中台体 系 , 让数据中台与底层计算存 储解耦。 先设计 后开发 业内首个提出中台的模型设 计标准，遵循先设计后开发理 念，通过模型设计中心对逻辑

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a large system composed of multiple subsystems. This manual attempts to introduce the overall architecture and high level concepts, followed by a detailed description of each subsystem. In addition, the is not fully understandable, we will go through most of it in our example. [ofbiz architecture] | ofbiz-architecture.png 1.3.1. User enters URL In the first step in our example, the user enters the

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