8519f2fef1/p2_1.jpg) ## Table of contents Introduction.....6 Prompt engineering.....7 LLM output configuration.....8 Output length.....8 Sampling controls.....9 Temperature. machine learning engineer – everyone can write a prompt. ## I ntroduction When thinking about a large language model input and output, a text prompt (sometimes accompanied by other modalities such as image Remember how an LLM works; it's a prediction engine. The model takes sequential text as an input and then predicts what the following token should be, based on the data it was trained on. The LLM is operationalized

## RUST CHINA CONF 2023 第三届中国 Rust 开发者大会 6.17-6.18 @Shanghai ## 使用 Rust 构建 LLM 应用 夏歌 ## 😍  ## Bojan Tunguz ![Image programming language for all AI developers Mojo combines the usability of Python with the performance of C, unlocking unparalleled programmability of AI hardware and extensibility of AI models. ## 我们能不能直接用 培养更广泛的 Rust 开发 围绕 LLM 生态封装相应的 Rust 框架，让开发者能够使用简单的 Rust 写应用 如何用 Rust 实现的 构建和部署 AI 相关工作流的 serverless 平台 - 上传 Rust function，平台负责将 Rust 编译成 Wasm，并运行在 WasmEdge 安全容器中 - 平台封装了一些常用 LLM 和 SaaS 的 API，并发布成了 crate，比如

 ## TiDB THE LARGE SCALE RELATIONAL DATABASE SOLUTION ## 2022 Piloting tomorrow's creativity ## ABOUT US Iconic Data new database solution that is targeted primarily to clients that need to handle very large databases, with very large frequency of queries. If those two problems describe your business then this database same product category. (Large Databases and Fast Queries) # TIDB A DATABASE SOLUTION TiDB is a NewSQL database system whose primary target audience is clients with very large databases, and/or databases

## COSCHINA gitee ## 2023 中国开源开发者报告 China Open Source 2023 Annual Report ## LLM 技术报告 出品：OSCHINA & Gitee 编委会： 雨多田光，OSCHINA总编 局长，OSCHINA主编 王茜，OSCHINA主编 叶子，OSCHINA新媒体运营 鱼仔，OSCHINA新媒体运营 诺墨，Gitee开源社区产品负责人 设计：张琪 ## LLM 技术报告 大语言模型（LLM）技术作为人工智能领域的一项重要创新在今年引起了广泛的关注。 LLM 是利用深度学习和大数据训练的人工智能系统，专门设计来理解、生成和回应自然语言。这些模型通过分析大量的文本数据来学习语言的结构和用法，从而能够执行各种语言相关任务。以 GPT 系列为代表，LLM 以其在自然语言处理领域的卓越表现，成为推动语言理解、生成和应用的引擎。 LLM 在多个 在多个领域都取得了令人瞩目的成就。在自然语言处理领域，GPT 系列模型在文本生成、问答系统和对话生成等任务中展现出色的性能。在知识图谱构建、智能助手开发等方面，LLM 技术也发挥了关键作用。此外，它还在代码生成、文本摘要、翻译等任务中展现了强大的通用性。 本报告从技术人视角出发，将深入探讨 LLM 技术的背景、基础设施、应用现状，以及相关的工具和平台。 ![Image](/uploads/documents/f/4/8/5

## Moving large scale consumer e-commerce Infrastructure to Mesh Rajath Ramesh Principal Software Engineer @Carousell Harshad Rotithor Software Architect @Carousell ![Image](/uploads/documents/6/7/

## Performance tuning and best practices in a Knative based, large-scale serverless platform with Istio 张龚, Gong Zhang, IBM China Development Lab 庄宇, Yu Zhuang, IBM China Development Lab IstioCon The envoy mem release fix included in Istio 1.6.0+ resolved this issue. o Istiod MEM bumped with large numbers of Knative Services (#25532) Mem usage optimization of pilot resolved this issue.

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## +24 ## 10 Problems Large Companies Have With Managing C++ Dependencies and How to Solve Them ## AUGUSTIN POPA Introduction Augustin Popa Senior Product Manager, vcpkg Microsoft C++ Team @augustin_popa vulnerabilities 7. Centralize common tasks 8. Produce SBOMs 9. Global, reproducible builds 10. Break large migrations down into smaller milestones ## Demo Intro: Cataclysm: Dark Days Ahead vcpkg + CMake + binaries • Build times: $ 2^{nd} $ biggest pain point for C++ (ISO C++ surveys) • Scales poorly with large projects or many distributed teams THE #1 PROGRAMMER EXCUSE FOR LEGITIMATELY SLACKING OFF: "MY

6f696fc8a0b10e00b8353b99/p1_1.jpg) Welcome to Swift ## About Swift Swift is a new programming language for iOS and OS X apps that builds on the best of C and Objective-C, without the constraints of C and modules, enabling framework adoption of modern language technologies without disruption. Thanks to this groundwork, we can now introduce a new language for the future of Apple software development. Swift portions of the language. Swift is friendly to new programmers. It is the first industrial-quality systems programming language that is as expressive and enjoyable as a scripting language. It supports playgrounds

Documentation 3 2 Indices and tables 157 Python Module Index 159 Index 161 ## LLM vLLM is a fast and easy-to-use library for LLM inference and serving. vLLM is fast with: - State-of-the-art serving throughput kernels vLLM is flexible and easy to use with: - Seamless integration with popular HuggingFace models - High-throughput serving with various decoding algorithms, including parallel sampling, beam search to PagedAttention) - vLLM paper (SOSP 2023) - How continuous batching enables 23x throughput in LLM inference while reducing p50 latency by Cade Daniel et al. - vLLM Meetups. ## DOCUMENTATION ## 1

Kotlin Language Documentation ## Table of Contents Overview ..... 7 .Using Kotlin for Server-side Development ..... 7 Using Kotlin for Android Development ..... 9 .Kotlin JavaScript Overview Guide for Kotlin 1.3 ..... 577 FAQ ..... 590 FAQ ..... 590 Comparison to Java Programming Language ..... 594 ## Overview ## Using Kotlin for Server-side Development Kotlin is a great fit for developing Java-based technology stacks and a smooth learning curve: — Expressiveness: Kotlin's innovative language features, such as its support for type-safe builders and delegated properties, help build powerful