commit eba1fc681d632f99498f19b550506a6ecc6cbc65 Author: sangge <2251250136@qq.com> Date: Tue Nov 18 16:37:37 2025 +0800 finish 2025-11-21 ppt diff --git a/2025-11-21/bibliography.bib b/2025-11-21/bibliography.bib new file mode 100644 index 0000000..a8c08c8 --- /dev/null +++ b/2025-11-21/bibliography.bib @@ -0,0 +1,87 @@ +@misc{moritz2018raydistributedframeworkemerging, + title = {Ray: A Distributed Framework for Emerging AI Applications}, + author = {Philipp Moritz and Robert Nishihara and Stephanie Wang and Alexey + Tumanov and Richard Liaw and Eric Liang and Melih Elibol and Zongheng + Yang and William Paul and Michael I. Jordan and Ion Stoica}, + year = {2018}, + eprint = {1712.05889}, + archivePrefix = {arXiv}, + primaryClass = {cs.DC}, + url = {https://arxiv.org/abs/1712.05889}, +} + +@inproceedings{Ma2023, + author = {Junming Ma and Yancheng Zheng and Jun Feng and Derun Zhao and Haoqi + Wu and Wenjing Fang and Jin Tan and Chaofan Yu and Benyu Zhang and + Lei Wang}, + title = {{SecretFlow-SPU}: A Performant and {User-Friendly} Framework for { + Privacy-Preserving} Machine Learning}, + booktitle = {2023 USENIX Annual Technical Conference (USENIX ATC 23)}, + year = {2023}, + isbn = {978-1-939133-35-9}, + address = {Boston, MA}, + pages = {17--33}, + url = {https://www.usenix.org/conference/atc23/presentation/ma}, + publisher = {USENIX Association}, + month = jul, +} + +@inproceedings{mp-spdz, + author = {Marcel Keller}, + title = {{MP-SPDZ}: A Versatile Framework for Multi-Party Computation}, + booktitle = {Proceedings of the 2020 ACM SIGSAC Conference on Computer and + Communications Security}, + year = {2020}, + doi = {10.1145/3372297.3417872}, + url = {https://doi.org/10.1145/3372297.3417872}, +} + +@inproceedings{Dam2009, + author = "Damg{\aa}rd, Ivan and Geisler, Martin and Kr{\o}igaard, Mikkel and + Nielsen, Jesper Buus", + editor = "Jarecki, Stanis{\l}aw and Tsudik, Gene", + title = "Asynchronous Multiparty Computation: Theory and Implementation", + booktitle = "Public Key Cryptography -- PKC 2009", + year = "2009", + publisher = "Springer Berlin Heidelberg", + address = "Berlin, Heidelberg", + pages = "160--179", + abstract = "We propose an asynchronous protocol for general multiparty + computation. The protocol has perfect security and communication + complexity {\$}{\backslash}mathcal{\{}O{\}}(n^2|C|k){\$}, where n + is the number of parties, |C| is the size of the arithmetic circuit + being computed, and k is the size of elements in the underlying + field. The protocol guarantees termination if the adversary allows + a preprocessing phase to terminate, in which no information is + released. The communication complexity of this protocol is the same + as that of a passively secure solution up to a constant factor. It + is secure against an adaptive and active adversary corrupting less + than n/3 players. We also present a software framework for + implementation of asynchronous protocols called VIFF (Virtual Ideal + Functionality Framework), which allows automatic parallelization of + primitive operations such as secure multiplications, without having + to resort to complicated multithreading. Benchmarking of a VIFF + implementation of our protocol confirms that it is applicable to + practical non-trivial secure computations.", + isbn = "978-3-642-00468-1", +} + +@misc{hbMPC, + author = {Donghang Lu and Thomas Yurek and Samarth Kulshreshtha and Rahul + Govind and Rahul Mahadev and Aniket Kate and Andrew Miller}, + title = {{HoneyBadgerMPC} and {AsynchroMix}: Practical {AsynchronousMPC} and + its Application to Anonymous Communication}, + howpublished = {Cryptology {ePrint} Archive, Paper 2019/883}, + year = {2019}, + url = {https://eprint.iacr.org/2019/883}, +} + +@misc{Dumbo-MPC, + author = {Yuan Su and Yuan Lu and Jiliang Li and Yuyi Wang and Chengyi Dong + and Qiang Tang}, + title = {Dumbo-{MPC}: Efficient Fully Asynchronous {MPC} with Optimal + Resilience}, + howpublished = {Cryptology {ePrint} Archive, Paper 2024/1705}, + year = {2024}, + url = {https://eprint.iacr.org/2024/1705}, +} diff --git a/2025-11-21/main.pdf b/2025-11-21/main.pdf new file mode 100644 index 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[(oTfww7OY7wh0FONNwGnYAw==) (oTfww7OY7wh0FONNwGnYAw==)] +>> +startxref +383331 +%%EOF \ No newline at end of file diff --git a/2025-11-21/main.typ b/2025-11-21/main.typ new file mode 100644 index 0000000..9723f1e --- /dev/null +++ b/2025-11-21/main.typ @@ -0,0 +1,508 @@ +#import "@preview/typslides:1.3.0": * +#import "@preview/codly:1.3.0": * +#import "@preview/codly-languages:0.1.1": * +#import "slides_component/figures.typ": * +#show: codly-init.with() +#codly(languages: codly-languages) +#show raw: set text(font: ("0xProto Nerd Font", "WenQuanYi Micro Hei")) + +// Project configuration +#show: typslides.with( + ratio: "16-9", + theme: "yelly", + font: ("0xProto Nerd Font","WenQuanYi Micro Hei"), + font-size: 20pt, + link-style: "color", + show-progress: true, +) + +// The front slide is the first slide of your presentation +#front-slide( + title: "MPC的通信架构设计思路", + authors: "梁俊勇", + info: [2025-11-21], +) + +// Custom outline +#table-of-contents() + +#title-slide()[ + MPC通信常见问题 +] + +#slide[ + 在底层通信里，我们常常会遇到这样的场景: \ + 一段代码需要重复调用send()或者recv()方法 \ + 但是这里有较大的性能问题 +] + +#slide(title: "场景1: 一方向另一方发送多个数据")[ + ```python + # 发送方 + for item in items: + socket_to_peer.send(item) + ``` + + ```python + # 接收方 + for i in len(items): + items[i] = socket_to_peer.recv() + ``` +] + +#slide(title: "场景2: 一方向多方发送数据")[ + ```python + # 发送方 + for peer in peers: + socket_to_peer.send(data) + ``` + + ```python + # 接收方 + for peer in peers: + data = socket_to_peer.recv() + ``` +] + +#slide(title: "问题1: 通信中的数据依赖问题")[ + 这其中的问题在于，每次发送与接受，都会存在数据的依赖关系。具体表现为： + - 阻塞式操作: 同步编程中，`send()` 和 `recv()` 是阻塞的，程序会暂停执行，直到当前通信操作完全完成。 + - 严格串行: 在循环中，后一次的通信操作（无论是发送还是接收）必须等待前一次操作彻底完成后才能启动。 + - 性能瓶颈: 这种强制性的顺序等待，极大地限制了通信效率，尤其是在需要与多个参与方进行大量数据交换的场景下，导致系统无法充分利用并行处理能力和网络带宽。 +] + +#slide(title: "以场景2为例")[ + ```python + # 手动展开发送方循环代码 + # peers = [alice, bob, carol] + # for peer in peers: + # socket_to_peer.send(data) + + socket_to_alice.send(data) + socket_to_bob.send(data) # 在alice没有确认收到数据前，此行代码不会执行 + socket_to_carol.send(data) # 在bob没有确认收到数据前，此行代码不会执行 + ``` +] + +#slide(title: "以场景2为例")[ + ```python + # 手动展开接收方循环代码 + # peers = [alice, bob, carol] + # for peer in peers: + # socket_to_peer.recv(data) + + socket_to_alice.recv(data) + socket_to_bob.recv(data) # 在没有接收到alice数据前，此行代码不会执行 + socket_to_carol.recv(data) # 在没有接收到bob数据前，此行代码不会执行 + ``` +] + +#slide(title: "流程图表示")[ + #align(center)[#show: serial_timeline()] +] + +#slide(title: "问题2: 传统通信协议的瓶颈")[ + 我们常用的 `TCP` 和 `HTTP/1.1` 协议虽然可靠，但在大规模、高并发的MPC场景下会遇到显著的性能瓶颈： + + - 连接开销大: + - TCP三次握手: 每次新建连接都需握手，带来固有延迟。 + - TCP慢启动: 连接初期传输速度受限，短连接无法有效利用带宽。 + + - 协议效率低: + - HTTP/1.1队头阻塞: 单个慢请求会阻塞同一连接上的后续所有请求。 + - 冗余的报文头: HTTP头部是文本格式，存在大量冗余信息。 + + - 数据传输未经优化: + - 默认无压缩: 协议本身不强制压缩数据，增大了网络负载。 + - 序列化开销: 使用JSON等文本格式比二进制格式体积更大，处理速度更慢。 +] + +#title-slide[ + 预备知识 +] + +#slide()[ + 在我们讲解后续思路与方案之前，我们先来了解一下异步编程。 +] + +#slide(title: "异步编程")[ + 异步编程是实现并发的一种主要方式。 + + 我们可以用在餐厅点餐的例子来理解： + + - 同步（等待的方式）： + 你在柜台点完餐，然后就站在那里一直等到餐做好。中间什么也做不了。 + + - 异步（不等待的方式）： + 你在柜台点完餐，服务员给你一个震动的取餐器。你可以回到座位上玩手机、聊天。当取餐器震动时，你再去取餐。 + + 在程序中： + - “点餐”就是发起一个网络请求。 + - “取餐器”就是一种通知机制。 + - “玩手机”就是程序在等待期间可以去执行的其他代码。 +] + +#slide(title: "并发与异步的关系")[ + 简单来说，它们是“目标”与“手段”的关系。 + + - 并发是我们的目标： + - 我们希望程序能同时处理多个任务，提高效率。 + + - 异步编程是达成目标的手段之一： + - 它是我们编写并发程序的一种具体方法。 + + 好比我们的目标是“同时做好一顿饭（炒菜、煮饭、煲汤）”。 + + - 多线程方案： + - 请三个厨师，每人负责一项。速度快，但“雇佣成本”高，且需要协调。 + + - 异步方案： + - 一位经验丰富的厨师，他先按下电饭煲和汤煲的开关（发起异步操作），然后在等待的间隙去炒菜。通过合理安排，一个人高效地完成了所有事情。 +] + +#slide(title: "为什么不选择多线程方案")[ + 尽管多线程也能实现并发，但在网络编程中，它常常带来一些挑战： + + - 数据竞争与复杂性： + - 当多个线程同时尝试修改同一份数据时，很容易出现混乱，导致程序出错。 + - 就像多个人同时在同一块白板上写字，最终结果可能一团糟。 + - 为了避免这种混乱，程序员需要使用复杂的“锁”机制来协调，这非常容易出错，并且难以调试。 + + - 特定语言的限制： + - 像Python这样的语言，由于其内部机制（全局解释器锁GIL），即使使用多线程，也无法真正同时运行多个计算任务，这限制了其在CPU密集型场景的性能。 + - 即使是C/C++这类语言，虽然没有GIL，但手动管理线程间的同步和数据安全，也是一个巨大的挑战。 +] + +#slide(title: "为什么不选择多线程方案")[ + - 逻辑直观性： + - 即使是像Rust这样能保证线程安全的语言，多线程的逻辑也可能不如异步编程模型（特别是async/await）那样直观和易于理解，尤其是在处理大量网络I/O时。 + + 因此，在许多网络设计场景中，异步编程往往是更简洁、高效且易于维护的选择。 +] + +#title-slide[ + 通过有向无环图(DAG)实现通信批次化 +] + +#slide()[ +我们可以将数据依赖转换成图问题，进而使用拓扑排序来批次化无依赖关系的数据。\ +例如刚刚的循环发送。我们可以创建一个缓冲区，将数据先填充至缓冲区，然后在一轮循环结束的时候，统一发送。\ +接收方同理，创建缓冲区，通过循环解包出对应的数据。\ +] + +#slide(title: "手动批次化示例")[ +```python + # 手动批次化发送方代码 + # items = [item1, item2, item3] + # for item in items: + # socket_to_peer.send(item) + + buffer = [] + for item in items: + buffer.append(item) + socket_to_peer.send(buffer) +``` +] +#slide(title: "批量化流程图表示")[ + #align(center)[#show: batched_timeline()] +] + +#slide()[ + 然后是并发化，如果多个步骤可以并行进行，那么拓扑排序也可以将这些步骤一起发送处理。\ +例如刚刚的发送给多个参与方的模式。我们便可使用一次并发，在等待确认的时候，发送其他数据。 +] + +#slide(title: "并发化示例")[ +```python +# peers = [socket_to_alice, socket_to_bob, socket_to_carol] + +# 创建一组并发的发送任务 +tasks = [ + socket_to_peer.send(data) for peer in peers +] + +# 同时执行所有发送任务 +await asyncio.gather(*tasks) +``` +] + +#slide(title: "并发流程图表示")[ + #align(center)[#show: async_timeline()] +] + +#slide(title: "动态DAG方案")[ + 主流的动态DAG框架是阿里的隐语框架 @Ma2023。 + #align(center)[#image("./pics/secretflow.png")] + 此方案的核心思想是： + - 运行时构建：计算图（DAG）不是预先生成的，而是在程序执行过程中动态构建。这允许更灵活的编程，例如，计算的流程可以根据秘密计算的中间结果发生改变。 + - 通用语言：开发者使用 Python 来编写MPC逻辑。 + - 分布式框架：底层依赖一个强大的分布式执行框架（Ray @moritz2018raydistributedframeworkemerging）来调度和执行图中的计算任务。 +] + +#slide()[ + 优点： + - 灵活性高，易于上手，可以处理具有复杂、数据依赖控制流的算法。 + - 中文社区，有问题回复较及时。 + 缺点： + - 运行时动态调度和框架自身的开销较大(如传输的是整个Python对象)，性能不如静态方案。 + - 框架组件多，使用起来复杂度高。 +] + +#slide(title: "静态DAG方案")[ + 主流的静态DAG框架是 MP-SPDZ @mp-spdz。其工作流程完全不同： + - 编译时构建：开发者使用一种专门为MPC设计的领域特定语言（DSL）编写协议。 + - 提前优化：编译器将DSL代码转换成一个固定的、静态的计算图，并进行大量优化（如指令调度、通信批处理）。最终生成高效的字节码。 + - 虚拟机解释：项目使用C++实现了一个虚拟机，在运行时加载并执行这些预先编译好的字节码。由于所有依赖关系都已确定，执行过程非常高效。 +] + +#slide()[ + 优点： + - 性能极高。由于在编译时就掌握了全部计算信息，可以进行全局优化，运行时开销非常小。 + 缺点： + - 灵活性差。计算流程必须在编译前完全确定，很难实现依赖于秘密数据的动态分支。 + - 需要学习相应的DSL。 +] + +#title-slide[ + 选择快速的通信协议 +] + +#slide[ +传统方案是使用同步TCP来实现。但是这个方案因为TCP的握手和同步阻塞问题，性能上比较差。\ +对此，我们有多种优化方案。 +] + +#slide(title: "TCP长链接")[ + 非常简单的一个方式就是使用TCP长连接。这个方案需要额外维护一个连接列表。可以解决频繁建立TCP连接的握手开销。 +] + +#slide(title: "TCP长链接代码示例")[ + 核心思路是实现一个 `ConnectionManager`，它内部持有一个 `HashMap` 作为连接池。当需要通信时，我们向管理器请求一个连接。 + - 如果连接已存在，管理器直接返回它。 + - 如果不存在，管理器负责建立新连接，存入池中，然后返回。 + + 这样，无论上层逻辑是发送还是接收，都无需关心连接是否已经建立。 + + ```rust + use std::collections::HashMap; + use std::net::{TcpStream, ToSocketAddrs}; + use std::io::{self, Write}; + + struct ConnectionManager { + connections: HashMap, + } + + impl ConnectionManager { + // 获取或建立一个新连接 + // 这个函数体现了“维护链接”：调用者只管要连接，不用管是否已存在 + fn get_connection( + &mut self, addr: A + ) -> io::Result<&mut TcpStream> { + let addr_string = addr.to_string(); + + // .entry().or_insert_with() 是更地道的写法，这里为了清晰而展开 + if !self.connections.contains_key(&addr_string) { + let stream = TcpStream::connect(addr)?; + self.connections.insert(addr_string.clone(), stream); + } + + Ok(self.connections.get_mut(&addr_string).unwrap()) + } + } + ``` +] + +#slide(title: "WebSocket：全双工通信")[ + WebSocket 是另一种在TCP之上，但比原始TCP更现代化的协议。它特别适合需要频繁、实时双向通信的场景。 + + - 单次握手: WebSocket通过一个类似HTTP的请求发起握手，一旦成功，连接就升级为WebSocket连接，后续通信不再需要HTTP的开销。 + - 全双工通信: 连接建立后，客户端和服务器可以随时互相发送消息，实现了真正的双向通信，延迟极低。 + - 轻量级: 相比HTTP，WebSocket的消息帧头非常小，减少了网络开销。 + + 对于需要参与方之间进行大量实时交互的MPC协议，WebSocket是一个比传统TCP长连接或HTTP轮询更高效的选择。 +] + +#slide(title: "序列化：数据的高效编码")[ + 序列化是将内存中的数据结构（如对象、结构体）转换为可以存储或传输的格式（如字节流）的过程。在MPC中，我们需要在网络间传输大量数据，因此序列化的效率至关重要。 + + - 文本格式 (如 JSON): + - 优点: 人类可读，易于调试。 + - 缺点: 体积庞大，解析速度慢，对于性能敏感的MPC通信是巨大的瓶颈。 + + - 二进制格式 (如 Protobuf, Bincode): + - 优点: 极其紧凑，解析速度飞快，是高性能场景的首选。 + - 缺点: 人类不可读。 + + 在Rust生态中，`serde` 框架配合 `bincode` 库是实现高效二进制序列化的黄金搭档。 +] + +#slide(title: "序列化代码示例 (Rust)")[ + 通过 `serde`，我们只需在结构体上添加一个派生宏，就能轻松实现序列化和反序列化。 + ```rust + use serde::{Serialize, Deserialize}; + + // 1. 使用serde的宏来自动实现序列化/反序列化 + #[derive(Serialize, Deserialize, PartialEq, Debug)] + struct MyData { + id: u32, + payload: String, + } + + fn main() { + let original = MyData { + id: 101, + payload: "hello".to_string(), + }; + + // 2. 使用bincode将结构体序列化为字节 + let serialized_bytes: Vec = bincode::serialize(&original).unwrap(); + println!("Serialized: {:?}", &serialized_bytes); + + // 3. 从字节反序列化回结构体 + let deserialized: MyData = bincode::deserialize(&serialized_bytes).unwrap(); + println!("Deserialized: {:?}", &deserialized); + + assert_eq!(original, deserialized); + } + ``` +] + +#slide(title: "流式压缩")[ + 在序列化之后，我们可以通过一些压缩算法来降低传输的数据量，从而减少网络传输时间和带宽消耗。流式压缩特别适用于MPC中需要传输大量中间计算结果的场景。 + + 优点： + - 减少数据量: 直接降低网络传输的数据大小，加快传输速度。 + - 降低带宽需求: 对于带宽受限的环境尤其重要。 + - 实时性: 流式压缩/解压缩可以在数据传输的同时进行，不会引入额外的显著延迟。 + + 常用算法： + - Zlib/Deflate: 广泛使用的通用压缩算法，兼顾压缩比和速度。 + - Snappy: Google开发，以极快的压缩和解压缩速度著称，但压缩比略低于Zlib，适用于对速度要求更高的场景。 + - LZ4: 另一种非常快速的无损压缩算法，解压缩速度尤其快。 + + 在选择压缩算法时，需要根据具体的MPC协议和网络环境，权衡压缩比、压缩/解压缩速度以及CPU开销。 +] + +#slide(title: "gRPC协议")[ + gRPC 是由 Google 开发的一个现代、高性能的RPC（远程过程调用）框架，它能很好地解决我们之前提到的一些通信瓶颈。 + + - 基于 HTTP/2： + - gRPC 使用 HTTP/2 作为其传输协议，天然支持多路复用。这意味着可以在单个TCP连接上同时处理多个请求和响应，彻底解决了队头阻塞问题，也实现了长连接复用。 + + - 高效的 Protobuf： + - 默认使用 Protocol Buffers (Protobuf) 进行序列化。相比于 JSON，Protobuf 是二进制格式，体积更小、解析更快。 + + - 支持流式通信： + - 除了常规的“请求-响应”模式，gRPC 还原生支持客户端流、服务端流和双向流。这对于需要连续交换大量数据的MPC场景非常有用。 +] + +#slide(title: "QUIC协议")[ + QUIC 是一个更前沿的传输层协议，它被用作 HTTP/3 的基础。它的设计目标是彻底解决TCP的固有顽疾。 + + - 构建于 UDP 之上： + - QUIC 抛弃了 TCP，选择在更底层的 UDP 上重新实现了可靠传输、拥塞控制等功能。 + + - 解决了真正的队头阻塞： + - HTTP/2 在单个TCP连接上多路复用，但如果一个TCP数据包丢失，整个连接上的所有流都必须等待它重传。这是传输层的队头阻塞。 + - QUIC 将“流”作为一等公民。每个流的数据包被独立处理，一个流的丢包不会阻塞其他流。 + +] + +#slide(title: "QUIC协议")[ + +- 更快的连接建立： + - QUIC 将传输层的握手（类似TCP三次握手）和加密握手（TLS）合并了。对于已有连接，它甚至可以实现 0-RTT（零往返时间）的连接恢复，速度极快。 + ] + +#slide(title: "协议对比")[ + 为了更好地理解不同通信协议的优劣，我们来对比一下它们在MPC场景下的表现。 + + #block[ + #set text(size: 16pt) + #table( + columns: (auto, auto, auto, auto), + align: (center, left, left, left), + // Header + [特性], [传统TCP/HTTP/1.1], [gRPC (HTTP/2 over TCP)], [QUIC (HTTP/3 over UDP)], + // Rows + [传输层], [TCP], [TCP], [UDP], + [队头阻塞], [应用层和传输层], [传输层 (TCP HOLB)], [无 (流独立)], + [连接建立], [慢 (TCP 3次握手 + TLS)], [慢 (TCP 3次握手 + TLS)], [快 (0-RTT/1-RTT)], + [多路复用], [无], [有 (应用层)], [有 (传输层)], + [序列化], [通常文本 (如JSON)], [Protobuf (二进制)], [协议无关 (二进制)], + [性能], [较低], [中高], [高], + [适用场景], [简单请求/响应], [微服务/RPC], [实时通信/高并发] + ) +] +] + +#slide(title: "异步TCP方案")[ + 使用异步的发送可以让我们无须等待I/O。也就是说，我们在调用`send()`/`recv()`的时候，线程不会一直阻塞，而是会将CPU时间片交给其他任务。 + + 异步编程有多种模型，最主流的是 `async/await` 方案。 +] + +#slide(title: "async/await 方案的优劣")[ + 优点： + - 代码直观: 代码的线性逻辑使其看起来像同步代码，非常易于读写和维护。 + - 资源占用低: 基于无栈协程，单个任务内存开销极小，可以轻松创建海量并发，且上下文切换在用户态完成。 + - 统一的错误处理: 可以使用语言内建的错误处理机制（如Rust的 `?`），避免了回调地狱中的错误处理难题。 + + 缺点： + - 心智负担: 需要理解 `Future`、执行器等概念，并手动处理CPU密集型任务（放入线程池）。 + - 函数染色: `async` 关键字具有传染性，`async` 函数不能被同步代码直接调用，反之亦然，割裂了生态。 +] + +#slide(title: "Rust中的异步实现对比")[ + 在Rust生态中，同时存在Stackful和Stackless两种异步实现，代表了不同的设计哲学。 + + Stackful (`may` 框架): + - `may` 提供了类似Go Goroutine的体验，每个协程拥有自己的栈。 + - 开发者可以像写普通同步代码一样进行编程，网络IO等操作会被框架自动调度，对用户透明。 + - 同样是“无色”函数，不强制区分同步和异步函数。 + + Stackless (`tokio` 框架): + - 这是Rust官方和社区的主流方案，基于 `async/await` 语法。 + - 编译器将异步代码转化为状态机，内存占用极低。 + - 必须遵循 `async/await` 的语法规则，存在“有色”函数问题，但换来了更高的性能和更精细的控制。 +] + + +#title-slide[ + 设计异步化的通信流程 +] + +#slide()[ + 我们目前学习的方案大部分是同步的协议，即协议的数据几乎要依赖于上一步的状态或结果。 + Damgård @Dam2009 提出一个全异步的协议设计概念，即协议的正确性不依赖与消息是否在规定时间内到达。 + 同时这篇文章提出#link("https://github.com/mgeisler/viff")[VIFF]框架（现已archive，且继任为MP-SPDZ） +] + +#slide()[ +近年来，还提出了一些新的方案。如hbMPC@hbMPC ，还有Dumbo-MPC@Dumbo-MPC。 +] + +#title-slide()[ + 总结 +] + +#slide()[ + 综合前面讨论的通信瓶颈、异步编程思想以及各种优化协议，我们可以勾勒出MPC中异步化通信流程的设计思路： + + - 核心思想：非阻塞与并发 + - 充分利用异步编程模型，确保通信操作不会阻塞主计算线程，从而提高CPU利用率。 + + - 通信调度：DAG驱动 + - 将通信任务抽象为有向无环图（DAG），通过拓扑排序实现通信的批处理和并发执行，最大限度地减少等待时间。 + + - 协议选择：高效可靠 + - 优先选用基于HTTP/2 (如gRPC) 或 QUIC (如HTTP/3) 的协议，利用其多路复用、快速握手和高效序列化等特性。 + + - 连接管理：长连接与复用 + - 维护连接池，实现长连接的复用，避免频繁建立和关闭连接的开销。 +] + +// Bibliography +#let bib = bibliography("bibliography.bib") +#bibliography-slide(bib) + diff --git a/2025-11-21/pics/secretflow.png b/2025-11-21/pics/secretflow.png new file mode 100644 index 0000000..b6633f9 Binary files /dev/null and b/2025-11-21/pics/secretflow.png differ diff --git a/2025-11-21/slides_component/figures.typ b/2025-11-21/slides_component/figures.typ new file mode 100644 index 0000000..ec3ebd6 --- /dev/null +++ b/2025-11-21/slides_component/figures.typ @@ -0,0 +1,259 @@ +#let serial_timeline() = { + let cpu-color = blue.lighten(70%) + let io-color = green.lighten(70%) + let bar-height = 40pt + + // 使用一个水平堆叠来放置时间块 + stack( + dir: ltr, // 布局方向：从左到右 + spacing: 0pt, // 块之间没有间隔 + + // 第一个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 1") + ), + + // 第一个 I/O 等待 + rect( + width: 6cm, + height: bar-height, + fill: io-color, + stroke: black, + align(center, "I/O 1") + ), + + // 第二个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 2") + ), + + // 第二个 I/O 等待 + rect( + width: 6cm, + height: bar-height, + fill: io-color, + stroke: black, + align(center, "I/O 2") + ), + // 示意后续 + rect( + width: 2cm, + height: bar-height, + fill: gray.lighten(80%), + stroke: black, + align(center, "...") + ) + ) + + // 添加时间轴标签 + align(center, [ + #pad(top: 8pt, text("串行化的计算与处理")) + ]) +} + +#let batched_timeline() = { + let cpu-color = blue.lighten(70%) + let io-color = green.lighten(70%) + let bar-height = 40pt + + // 使用一个水平堆叠来放置时间块 + stack( + dir: ltr, // 布局方向：从左到右 + spacing: 0pt, // 块之间没有间隔 + + // 第一个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 1") + ), + // 第二个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 2") + ), + // 第三个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 3") + ), + + // 第一个 I/O 等待 + rect( + width: 6cm, + height: bar-height, + fill: io-color, + stroke: black, + align(center, "I/O 1") + ), + + // 示意后续 + rect( + width: 2cm, + height: bar-height, + fill: gray.lighten(80%), + stroke: black, + align(center, "...") + ) + ) + + // 添加时间轴标签 + align(center, [ + #pad(top: 8pt, text("批次化的计算与传输")) + ]) +} + +#let async_timeline() = { + let cpu-color = blue.lighten(70%) + let io-color = green.lighten(70%) + let bar-height = 40pt + let max-width = 18cm // 定义一个固定的最大宽度 + + // 1. 使用 box 容器定义固定宽度，并让内部元素对齐到左侧 + box(width: max-width, { + align(left, { + // 过程 1 (P1) + stack( + dir: ltr, // 布局方向：从左到右 + spacing: 0pt, // 块之间没有间隔 + + // 第一个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 1") + ), + // 第一个 I/O 等待 + rect( + width: 6cm, + height: bar-height, + fill: io-color, + stroke: black, + align(center, "I/O 1") + ), + // 第四个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 4") + ), + // 示意后续 + rect( + width: 2cm, + height: bar-height, + fill: gray.lighten(80%), + stroke: black, + align(center, "...") + ) + ) + // 过程 2 (P2) + stack( + dir: ltr, // 布局方向：从左到右 + spacing: 0pt, // 块之间没有间隔 + + // 占位符 (已完成/占用时间)，用于错位对齐 + rect( + width: 3cm, + height: bar-height, + fill: white, // 改为白色以匹配截图视觉效果 + stroke: black, + align(center, "") + ), + // 第二个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 2") + ), + // 第二个 I/O 等待 + rect( + width: 6cm, + height: bar-height, + fill: io-color, + stroke: black, + align(center, "I/O 2") + ), + // 示意后续 + rect( + width: 2cm, + height: bar-height, + fill: gray.lighten(80%), + stroke: black, + align(center, "...") + ) + ) + // 过程 3 (P3) + stack( + dir: ltr, // 布局方向：从左到右 + spacing: 0pt, // 块之间没有间隔 + // 占位符 1 + rect( + width: 3cm, + height: bar-height, + fill: white, + stroke: black, + align(center, "") + ), + // 占位符 2 + rect( + width: 3cm, + height: bar-height, + fill: white, + stroke: black, + align(center, "") + ), + // 第三个 CPU 时间片 + rect( + width: 3cm, + height: bar-height, + fill: cpu-color, + stroke: black, + align(center, "CPU 3") + ), + // 第三个 I/O 等待 + rect( + width: 6cm, + height: bar-height, + fill: io-color, + stroke: black, + align(center, "I/O 3") + ), + // 示意后续 + rect( + width: 2cm, + height: bar-height, + fill: gray.lighten(80%), + stroke: black, + align(center, "...") + ) + ) + + // 添加时间轴标签 + align(center, [ + #pad(top: 8pt, text("异步化的计算与传输")) + ]) + }) + }) +} diff --git a/2025-11-21/template.typ b/2025-11-21/template.typ new file mode 100644 index 0000000..b2ec284 --- /dev/null +++ b/2025-11-21/template.typ @@ -0,0 +1,103 @@ +#import "@preview/typslides:1.3.0": * + +// Project configuration +#show: typslides.with( + ratio: "16-9", + theme: "bluey", + font: "Fira Sans", + font-size: 20pt, + link-style: "color", + show-progress: true, +) + +// The front slide is the first slide of your presentation +#front-slide( + title: "This is a sample presentation", + subtitle: [Using _typslides_], + authors: "A. Manjavacas", + info: [#link("https://github.com/manjavacas/typslides")], +) + +// Custom outline +#table-of-contents() + +// Title slides create new sections +#title-slide[ + This is a _Title slide_ +] + +// A simple slide +#slide[ + - This is a simple `slide` with no title. + - #stress("Bold and coloured") text by using `#stress(text)`. + - Sample link: #link("typst.app"). + - Link styling using `link-style`: `"color"`, `"underline"`, `"both"` + - Font selection using `font: "Fira Sans"`, `size: 21pt`. + + #framed[This text has been written using `#framed(text)`. The background color of the box is customisable.] + + #framed(title: "Frame with title")[This text has been written using `#framed(title:"Frame with title")[text]`.] +] + +// Focus slide +#focus-slide[ + This is an auto-resized _focus slide_. +] + +// Blank slide +#blank-slide[ + - This is a `#blank-slide`. + + - Available #stress[themes]#footnote[Use them as *color* functions! e.g., `#reddy("your text")`]: + + #framed(back-color: white)[ + #bluey("bluey"), #reddy("reddy"), #greeny("greeny"), #yelly("yelly"), #purply("purply"), #dusky("dusky"), darky. + ] + + // #show: typslides.with( + // ratio: "16-9", + // theme: "bluey", + // ... + // ) + + + - Or just use *your own theme color*: + - `theme: rgb("30500B")` +] + +// Slide with title +#slide(title: "Outlined slide", outlined: true)[ + - Check out the *progress bar* at the bottom of the slide. + + #h(1cm) `show-progress: true` + + - Outline slides with `outlined: true`. + + #grayed([This is a `#grayed` text. Useful for equations.]) + #grayed($ P_t = alpha - 1 / (sqrt(x) + f(y)) $) + +] + +// Columns +#slide(title: "Columns")[ + + #cols(columns: (2fr, 1fr, 2fr), gutter: 2em)[ + #grayed[Columns can be included using `#cols[...][...]`] + ][ + #grayed[And this is] + ][ + #grayed[an example.] + ] + + - Custom spacing: `#cols(columns: (2fr, 1fr, 2fr), gutter: 2em)[...]` + + - Sample references: @typst, @typslides. + - Add a #stress[bibliography slide]... + + 1. `#let bib = bibliography("you_bibliography_file.bib")` + 2. `#bibliography-slide(bib)` +] + +// Bibliography +#let bib = bibliography("bibliography.bib") +#bibliography-slide(bib) diff --git a/GEMINI.md b/GEMINI.md new file mode 120000 index 0000000..42061c0 --- /dev/null +++ b/GEMINI.md @@ -0,0 +1 @@ +README.md \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..a0b22d1 --- /dev/null +++ b/README.md @@ -0,0 +1,46 @@ +# 组会ppt + +使用typst来制作ppt。模板使用typslides:1.3.0。 + +## 初始化新ppt + +使用组会当天的日期作为文件名，主文件命名为main.typ。 +使用以下命令初始化。 + +```bash +typst init @preview/typslides:1.3.0 +mv typslides/* . +cp main.typ template.typ +``` + +然后引入codly和设定字体 + +```typst +#import "@preview/typslides:1.3.0": * +#import "@preview/codly:1.3.0": * +#import "@preview/codly-languages:0.1.1": * +#show: codly-init.with() +#codly(languages: codly-languages) +#show raw: set text(font: ("0xProto Nerd Font", "WenQuanYi Micro Hei")) + +// Project configuration +#show: typslides.with( + ratio: "16-9", + theme: "yelly", + font: ("0xProto Nerd Font","WenQuanYi Micro Hei"), + font-size: 20pt, + link-style: "color", + show-progress: true, +) +``` + +## 语气设定 + +考虑到听众可能在代码与架构设计方面不是很了解，在讲解具体技术方面需要更加通俗易懂，必要的时候结合简单的python来说明。 + +文字风格要全文一致，不要加入很多我的内容没有的风格，不要混杂中英文。 + +## ppt格式说明 + +在中文内容中，不要使用黑体加粗的格式（双星号,**xx**），也不要用斜体的格式（单星号*xx*）。就使用普通的正文格式。 +单页ppt内容不要过多。如果过多，则新建一页ppt。不然自动分页将会打乱排版。