Neptune.ai > 实例探究 > 利用 Neptune 改进基础设施设计:案例研究

利用 Neptune 改进基础设施设计:案例研究

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技术
  • 应用基础设施与中间件 - 数据库管理和存储
  • 基础设施即服务 (IaaS) - 云数据库
适用行业
  • 水泥
  • 建筑与基础设施
适用功能
  • 产品研发
  • 质量保证
用例
  • 施工管理
  • 时间敏感网络
服务
  • 系统集成
  • 测试与认证
关于客户
Continuum Industries 是基础设施行业的一家公司,致力于自动化和优化线性基础设施资产的设计。他们使用其核心产品 Optioneer 寻找可能的解决方案来连接给定限制的基础设施点。引擎团队由机械工程、电气工程、计算物理、应用数学和软件工程方面的专家组成。
挑战
Continuum Industries 在构建和运行基础设施设计优化引擎方面面临挑战。他们需要一个强大的质量保证系统以及一种验证和测试算法改进的方法。他们现有的解决方案笨重且难以维护。
解决方案
Continuum Industries 决定研究 MLOps 解决方案并选择了 Neptune。 Neptune 提供了一个工具来跟踪和可视化不同类型的数据,跟踪本地和云运行,并且不需要自托管或维护。 Neptune 改进了他们的工作流程,使他们能够轻松跟踪实验、监控生产运行并对结果更有信心。
运营影响
  • With Neptune, the Optioneer team can easily keep track of and share the results of their experiments, monitor production runs, track down, and reproduce errors much faster than before. They have much more confidence in the results they generate and in how the new versions of Optioneer engine were built. They can understand the performance of their algorithm at any given time with all the engine-related metadata recorded to Neptune through their weekly Quality Assurance CI/CD pipelines. Before Neptune, getting all that functionality required an order of magnitude more time. Now, they have more trust in their algorithm and more time to work on the core features rather than tedious and manual updates.

数量效益
  • Neptune improved their entire workflow, saving significant time.

  • Neptune allows for easy tracking and visualization of different types of data.

  • Neptune offers total flexibility in the metadata structure, allowing for more efficient data management.

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