Windows, sizeof(wchar_t) == 2 • Non-Windows, sizeof(wchar_t) == 4 std::basic_string has memory implications. More on that later.What assumptions are being made? void get_size(size_t dev, long* returns the struct in registers, but the get_data_from() member function returns in caller provided memory. This is often unexpected but occurs using the MSVC compiler for x86 with stdcall (callee cleanup) cleanup) or cdecl (caller cleanup). For non-MSVC, data_t is always returned in a caller provided memory.What else isn’t being declared? struct data_t { int a; int b; }; /* Get data from device ‘dev’

Compressed logs and snapshots • No issues with zxid overflow • No issues with large packets • Better memory usage • No issues with GC and Java heap 2. Может запускаться встроенным в clickhouse-server • Нет Сложность разделения ресурсов 21 • Разделение CPU и IO между запросами • Приоритеты запросов • Memory overcommit Недостаточные возможности по интеграции 22 • Нет родного UI для ClickHouse • Не

• Introduction • Memory • Host vs Device Functions • Return on Investment • Concluding remarks Outline 2 |• I work the RiskLab team at CSIRO on applied mathematics for Financial Risk. • The aim of … add_gpu<<>>(N, x, y); // … } Ok, about the kernel parameters 10 |Memory“In a typical PC or cluster node today, the memories of the CPU and GPU are physically distinct and https://developer.nvidia.com/blog/unified-memory-in-cuda- 6/ CPU vs GPU Memory System Memory GPU Memory 12 |“Unified Memory creates a pool of managed memory that is shared between the CPU and GPU,

Docker CP vulnerability Pod Isolation Challenges • Noisy neighbor −Impact performance on CPU, Memory, Bandwidth, Buffer IO, PIDs, File descriptors # kubectl run --rm -it bb --image=busybox sh / # abstracts the common virtualization components which implements a Rust-based VMM. • Written in Rust: Memory-safe language • Secure: Minimal hardware emulation • Flexible: Easy to customize to fit various network focus on correctness and performance • Compiled to native code offering performance similar to C • Memory management without garbage collection • Designed for systems programming Rust is a multi-paradigm

会自动进行同步操作 ，即和 cudaDeviceSynchronize() 等价！ 因此前面的 cudaDeviceSynchronize() 实 际上可以删掉了。 统一内存地址技术（ Unified Memory ） • 还有一种在比较新的显卡上支持的特性， 那就是统一内存 (managed) ，只需把 cudaMalloc 换成 cudaMallocManaged 即可，释放时也是通过 cudaFree ）组成的。每个 SM 可以处理一个或多个板块。 • SM 又由多个流式单处理器（ SP ）组成。每个 SP 可以处理一个或多个线程。 • 每个 SM 都有自己的一块共享内存（ shared memory ），他的性质类似于 CPU 中的缓 存——和主存相比很小，但是很快，用于缓冲临时数据。还有点特殊的性质，我们稍后会 讲。 • 通常板块数量总是大于 SM 的数量，这时英伟达驱动就会在多个 SM 循环内部都是没有数据依赖，从而是可以 并行的（对 CPU 而言是 SIMD 和指令级并行，虽 然 GPU 没有，但为了引出共享内存的概念我才这样 改）。 板块的共享内存（ shared memory ） • 刚刚已经实现了无数据依赖可以并行的 for ，那么如何把 他真正变成并行的呢？这就是板块的作用了，我们可以把 刚刚的线程升级为板块，刚刚的 for 升级为线程，然后把 刚刚 local_sum

Fly.io, and Embark), even it has paid contributors! Tokio is good enough Tokio Tokio's APIs are memory-safe, thread-safe, and misuse-resistant. This helps prevent common bugs, such as unbounded queues Software Enqueue Software Producer Consumer Consumer Consumer • Synchronization latency • Memory/Cache latency • CPU cycles latency DLB ： Dynamic Load Balance DLB Enqueue Logic Head and Tail Load Balancer Producer Producer Consumer Consumer Consumer • No Synchronization latency • No memory/cache latency • No CPU cycles DLB-Assist Channel Intro Hardware Senders Receive Senders Senders

Cross platform - Performance - Thread Safe - Memory Safe - Love 利用 Rust 重塑移动应用开发 Rust 在移动应用 开发中的应用 Why Rust? - Cross platform - Performance - Memory Safe - Love 利用 Rust 重塑移动应用开发 PhoTto / image mobile platforms is increasingly gaining attention from developers. With its impressive performance, memory safety, and concurrency features, Rust has become an ideal choice for building high-performance

int 数组里赋值 1 比赋值 0 慢一倍？ 第 1 章：内存带宽 cpu-bound 与 memory-bound • 通常来说，并行只能加速计算的部分，不能加速内存读写的部分 。 • 因此，对 fill 这种没有任何计算量，纯粹只有访存的循环体，并 行没有加速效果。称为内存瓶颈（ memory-bound ）。 • 而 sine 这种内部需要泰勒展开来计算，每次迭代计算量很大的 循 实战案例：小内核卷积 最内层循环 unroll 一下更好 英文术语对照表 • 缓存行： cacheline • 一级缓存： L1 cache, L2 cache... • 内存带宽： memory bandwidth • 缓存命中，缓存未命中： cache hit ， cache miss • 伪共享： false sharing • 预取： prefetching • 直写： streaming array-of-struct-of-array Morton Ordering on the Intel Xeon Phi • Modern server architectures rely on memory locality for optimal performance. Data needs to be organized that allows the CPU’s to process the

Invoke - command with data • Guest 指 wasm • Operation 是我们要在 wasm 里注册 命名 • 以数据的长度，设置 wasm 的 linear memory 的指针 • Guest 可执行任务 • Guest 也可返回请求 host Invoke(ctx,operation,payload) WAPC 流程 • Uses Length of • Multiple QA teams • Upgrading common library issues • AT framework consumes more and more memory • One test case panics, crashes all the other AT jobs • High maintenance due to programming request • 升级平台能解决不一致的问题 • Each rust file can be compiled into wasm separately • Won’t exhaust memory • A test suite panic will not implicate the others • Can be compiled from many programming language