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、

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

的 效果。因此
Moonshot
AI
选择直⾯困难，逐⼀解决上述问题。
总体来看，他们从如下⼏个⼤⽅向⼊⼿来改善训练中遇到的问题： • 在传统的
Tensor
并⾏、Data
并⾏、Pipeline
并⾏基础上，增加了多项基于
Seqence
维度的并⾏ 策略，提升了并⾏效率； • 利⽤定制版的
Flash
Attention、Fuse
Cross
Entropy、CPU
offload
等技术⼤幅度降低了显存压

Ship Dates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 7.2.8. Add Item(s) to cart . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54 7.2.11. Set Item to ShipGroup . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 133 8.9.5. Invoice Item Types. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Ship Dates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50 7.2.8. Add Item(s) to cart . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54 7.2.11. Set Item to ShipGroup . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 133 8.9.5. Invoice Item Types. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Ship Dates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46 8.2.8. Add Item(s) to cart . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 49 8.2.11. Set Item to ShipGroup . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 9.9.5. Invoice Item Types. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

“nested,” that is, subsequent lines indented, use the ^ directive: $item.number$ $^$$item.description$ ($item.price$) In this example, if item.description has multiple lines, they will all be indented to line align them with the ^ directive in the template. For example: $item.number$ $^$$item.description$ ($item.price$) (Available til $item.sellby$.) will produce 00123 A fine bottle of 18-year old Oban document are substituted with cross- references that will use the name or caption of the referenced item. The original link text is replaced once the generated document is refreshed. This extension can be

can be made (e.g. cash, credit card etc) and the default accounts to be used for each • Invoice Item Type - a master list of all the transaction line types that can occur on any invoice and the default very useful if we want to automate the creation of accounting transactions. Invoice Item Types An “Invoice Item Type” is another way to describe the different type of individual line items that appear discounts etc on the invoice • A footer - which summarises the totals, taxes and discounts Invoice item types can refer to any of these three areas on an invoice. They can also be broken down into specific

and edit any individual item within a group, without either first entering or ungrouping said group, by holding Ctrl while left-clicking it. Note that this will select an item no matter how many nested even though it’s within a group within a group within a group. Note that moving or manipulating an item in this way does not remove it from its group – once you release your selection, any further transformations Ungrouping returns all objects in the group to the next level up. If you want to extract only a single item while leaving the rest of the group in place, you need to first Enter the group. Then, either: Select

and edit any individual item within a group, without either first entering or ungrouping said group, by holding Ctrl while left-clicking it. Note that this will select an item no matter how many nested even though it’s within a group within a group within a group. Note that moving or manipulating an item in this way does not remove it from its group – once you release your selection, any further transformations Ungrouping returns all objects in the group to the next level up. If you want to extract only a single item while leaving the rest of the group in place, you need to first Enter the group. Then, either: Select