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陈少文的网站

巨变与机遇的未来十年 Kubernetes 平台管理软件压力测试方案 使用镜像部署 Hexo 静态页面 终于等到你 - GitHub 镜像仓库服务(ghcr.io) 一起来学 Go --(6)Interface 一起来学 Go --(5)Goroutine 和 Channel 什么是函数式编程 如何在 Kubernetes 集群集成 Kata 柯里化与偏函数 使用 PyGithub 自动创建 Label 软件产品是团队能力的输出 Helm 2 、Helm 3 比较 IoT 变现 Kubernetes 中的 DNS 服务 国内的 Helm 镜像源 Harbor 使用自签证书支持 Https 访问 DevOps 工具链之 Prow 如何使用 kfctl 安装 Kubeflow VS Code 无法下载 Go 插件的工具包 工程师更应具有服务精神 你不知道的 Docker 使用技巧 使用 Docker 运行 Tensorflow 论中国 什么是左移 如何清空 Git 仓库全部历史记录 一禅小和尚 有风吹过厨房 时间的玫瑰 如何在 CentOS 安装 GPU 驱动 开发 Tips(19) 使用 Velero 备份 Kubernetes 集群 Kubernetes Cheat Sheet 开发 Tips(18) 如何构建一个 Java 工程 开发 Tips(17) KubeSpray 安装 Kubernetes 报错 ip in ansible_all_ipv4_addresses 基于 Kubernetes 和 Jenkins 搭建自动化测试系统 在 Kubernetes 上动态创建 Jenkins Slave 使用 Jenkins 进行服务拨测 开发 Tips(16) Kubernetes 签发 Ingress 证书及日常故障运维 Kubernetes 中 Deployment 的基本操作 Kubernetes 中的证书 如何使用 KubeBuilder 开发一个 Operator Kubernetes 1.6.0 安装问题汇总 镜像管理工具 -- Harbor 开发 Tips(15) Docker 如何拉取镜像 开发 Tips(14) 使用 Helm 安装 harbor 开发 Tips(13) 使用 S2I 构建云原生应用 在 Kubernetes 中使用 emptyDir、hostPath、localVolume 开发 Tips(12) 开发 Tips(11) 代码质量分析工具 SonarQube 使用 Kubeadm 安装 Kubernetes 集群 一起来学 Go --(4)常用函数 Kubernetes 中的 Ceph Kubernetes 之 Volumes Kubernetes 之 Labels、Selectors 开发 Tips(10) 开源正在重构商业模式 Kubernetes 之网络 Kubernetes 之 API 使用 Helm 和 Operator 快速部署 Prometheus Kubernetes 复杂有状态应用管理框架 -- Operator Kubernetes 的包管理器 -- Helm 一起来学 Go --(3)Go Modules 如何一步一步地优化博客方案 kubectl 实用指南 Kubernetes 中的基本概念 搭建远程 Kubernetes 开发环境 大公司和小公司的 ToB 思路 开发 Tips(9) Go 入门指南 一起来学 Go --(2)数据与逻辑结构 如何预防 Web 富文本中的 XSS 攻击 django-xss-cleaner 云工作时代 一起来学 Go --(1)背景与特点 SaaS 开发团队的不同阶段 你不知道的 Git 使用技巧 输出既服务 微服务设计 继续奔跑 开发 Tips(8) 从账户安全到二次验证 Django 性能之数据库查询优化 Django 性能之分库分表 敏捷开发之研发流程 打造一致性的团队 开发 Tips(7) Pytest 进阶学习之 Mock PaaS 部署之 buildpack Go 开发配置 领域输出才是 PaaS 的核心竞争力 Pytest 入门学习 开发 Tips(6) 如何使用 Jenkins、Docker、GitLab 搭建 Django 自动化部署流程
多机多盘 MinIO 集群在不同纠删码配置下的性能测试
微信公众号 · 2026-02-08 · via 陈少文的网站

1. 纠删码配置

默认的纠删位配置如下:

Erasure Set SizeDefault Parity (EC:M)
1EC:0
2-3EC:1
4-5EC:2
6 - 7EC:3
8 - 16EC:4

Parity 最大值是 ERASURE_SET_SIZE/2,也就是校验位不能超过数据位。

参考 https://docs.min.io/enterprise/aistor-object-store/reference/aistor-server/settings/storage-class/

2. minio 集群环境

2.1 创建 minio 集群

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export CONTAINER_CLI=nerdctl
export IMAGE=registry.cn-beijing.aliyuncs.com/opshub/minio-minio:RELEASE.2025-04-22T22-12-26Z

export ROOT_USER=minioadmin
export ROOT_PASSWORD=minioadmin

export MINIO_ERASURE_SET_DRIVE_COUNT=16
export MINIO_STORAGE_CLASS_STANDARD=EC:6

export POOL_0="http://minio{1...4}/mnt/data{0...3}"

$CONTAINER_CLI run -d \
  --net host \
  --ulimit memlock=-1 \
  --ulimit stack=67108864 \
  --ulimit nofile=1048576:1048576 \
  --memory-swappiness=0 \
  --name minio \
  -v /mnt/data0:/mnt/data0 \
  -v /mnt/data1:/mnt/data1 \
  -v /mnt/data2:/mnt/data2 \
  -v /mnt/data3:/mnt/data3 \
  -e "MINIO_ROOT_USER=$ROOT_USER" \
  -e "MINIO_ROOT_PASSWORD=$ROOT_PASSWORD" \
  -e "MINIO_ERASURE_SET_DRIVE_COUNT=$MINIO_ERASURE_SET_DRIVE_COUNT" \
  -e "MINIO_STORAGE_CLASS_STANDARD=$MINIO_STORAGE_CLASS_STANDARD" \
  $IMAGE server \
  $POOL_0 \
  --console-address ":9090" \
  --address ":9000"

2.2 清理 minio 集群

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$CONTAINER_CLI rm -f minio
for i in {0..3}; do
  rm -rf /mnt/data${i}/*
  rm -rf /mnt/data${i}/.minio.sys
done

3. 2个数据位2个校验位

3.1 集群拓扑

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●  minio1:9000
   Uptime: 5 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio2:9000
   Uptime: 5 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio3:9000
   Uptime: 5 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio4:9000
   Uptime: 5 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

┌──────┬───────────────────────┬─────────────────────┬──────────────┐
│ Pool │ Drives Usage          │ Erasure stripe size │ Erasure sets │
│ 1st  │ 0.7% (total: 5.8 TiB)44└──────┴───────────────────────┴─────────────────────┴──────────────┘

16 drives online, 0 drives offline, EC:2

3.2 4KiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 4157472, Errs:0, Objs:4157472, Bytes: 15.86GiB
 -       GET Average: 13896 Obj/s, 54.3MiB/s; Current 14617 Obj/s, 57.1MiB/s, 2.2 ms/req, TTFB: 2.2ms


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 54.29 MiB/s, 13897.18 obj/s
 * Reqs: Avg: 2.2ms, 50%: 2.0ms, 90%: 2.7ms, 99%: 6.3ms, Fastest: 1.3ms, Slowest: 212.4ms, StdDev: 1.1ms
 * TTFB: Avg: 2ms, Best: 1ms, 25th: 2ms, Median: 2ms, 75th: 2ms, 90th: 3ms, 99th: 6ms, Worst: 212ms StdDev: 1ms

Throughput by host:
 * http://minio1:9000: Avg: 14.84 MiB/s, 3799.16 obj/s
 * http://minio2:9000: Avg: 13.35 MiB/s, 3418.40 obj/s
 * http://minio3:9000: Avg: 13.06 MiB/s, 3343.50 obj/s
 * http://minio4:9000: Avg: 12.95 MiB/s, 3314.76 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 60.2MiB/s, 15408.76 obj/s
 * 50% Median: 56.6MiB/s, 14488.53 obj/s
 * Slowest: 27.5MiB/s, 7046.40 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 2803801, Errs:0, Objs:2803801, Bytes: 10.70GiB
 -       PUT Average: 9373 Obj/s, 36.6MiB/s; Current 9407 Obj/s, 36.7MiB/s, 3.4 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 36.61 MiB/s, 9372.83 obj/s
 * Reqs: Avg: 3.4ms, 50%: 3.0ms, 90%: 4.4ms, 99%: 10.3ms, Fastest: 2.0ms, Slowest: 213.9ms, StdDev: 2.0ms

Throughput by host:
 * http://minio1:9000: Avg: 9.68 MiB/s, 2478.44 obj/s
 * http://minio2:9000: Avg: 9.00 MiB/s, 2302.74 obj/s
 * http://minio3:9000: Avg: 8.97 MiB/s, 2295.51 obj/s
 * http://minio4:9000: Avg: 8.95 MiB/s, 2292.45 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 39.8MiB/s, 10191.18 obj/s
 * 50% Median: 36.7MiB/s, 9407.68 obj/s
 * Slowest: 31.8MiB/s, 8138.45 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3544989, Errs:0, Objs:3544989, Bytes: 8308.6MiB
 -    DELETE Average: 1185 Obj/s; Current 1171 Obj/s, 4.2 ms/req
 -       GET Average: 5334 Obj/s, 20.8MiB/s; Current 5301 Obj/s, 20.7MiB/s, 2.2 ms/req, TTFB: 2.2ms
 -       PUT Average: 1778 Obj/s, 6.9MiB/s; Current 1758 Obj/s, 6.9MiB/s, 4.0 ms/req
 -      STAT Average: 3556 Obj/s; Current 3527 Obj/s, 1.8 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 1185.54 obj/s
 * Reqs: Avg: 4.4ms, 50%: 3.3ms, 90%: 5.3ms, 99%: 29.5ms, Fastest: 2.4ms, Slowest: 226.5ms, StdDev: 4.9ms

Throughput by host:
 * http://minio1:9000: Avg: 322.96 obj/s
 * http://minio2:9000: Avg: 288.11 obj/s
 * http://minio3:9000: Avg: 287.50 obj/s
 * http://minio4:9000: Avg: 284.84 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1358.65 obj/s
 * 50% Median: 1227.79 obj/s
 * Slowest: 612.39 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 20.84 MiB/s, 5334.88 obj/s
 * Reqs: Avg: 2.2ms, 50%: 2.0ms, 90%: 2.7ms, 99%: 6.5ms, Fastest: 1.4ms, Slowest: 210.0ms, StdDev: 1.1ms
 * TTFB: Avg: 2ms, Best: 1ms, 25th: 2ms, Median: 2ms, 75th: 2ms, 90th: 3ms, 99th: 6ms, Worst: 210ms StdDev: 1ms

Throughput by host:
 * http://minio1:9000: Avg: 5.54 MiB/s, 1417.50 obj/s
 * http://minio2:9000: Avg: 5.12 MiB/s, 1310.17 obj/s
 * http://minio3:9000: Avg: 5.07 MiB/s, 1298.39 obj/s
 * http://minio4:9000: Avg: 5.08 MiB/s, 1299.22 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 23.9MiB/s, 6110.13 obj/s
 * 50% Median: 21.6MiB/s, 5521.49 obj/s
 * Slowest: 10.8MiB/s, 2754.17 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 6.95 MiB/s, 1778.32 obj/s
 * Reqs: Avg: 4.2ms, 50%: 3.1ms, 90%: 6.0ms, 99%: 22.5ms, Fastest: 2.1ms, Slowest: 418.2ms, StdDev: 4.0ms

Throughput by host:
 * http://minio1:9000: Avg: 1.82 MiB/s, 466.39 obj/s
 * http://minio2:9000: Avg: 1.70 MiB/s, 435.50 obj/s
 * http://minio3:9000: Avg: 1.71 MiB/s, 437.69 obj/s
 * http://minio4:9000: Avg: 1.70 MiB/s, 435.55 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 8.0MiB/s, 2042.46 obj/s
 * 50% Median: 7.2MiB/s, 1838.96 obj/s
 * Slowest: 3.6MiB/s, 921.19 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 3556.59 obj/s
 * Reqs: Avg: 1.9ms, 50%: 1.7ms, 90%: 2.2ms, 99%: 6.2ms, Fastest: 1.1ms, Slowest: 37.8ms, StdDev: 1.1ms

Throughput by host:
 * http://minio1:9000: Avg: 967.55 obj/s
 * http://minio2:9000: Avg: 870.76 obj/s
 * http://minio3:9000: Avg: 855.63 obj/s
 * http://minio4:9000: Avg: 856.26 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 4075.70 obj/s
 * 50% Median: 3679.04 obj/s
 * Slowest: 1836.48 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 27.79 MiB/s, 11855.33 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 7.36 MiB/s, 3174.39 obj/s
 * http://minio2:9000: Avg: 6.82 MiB/s, 2904.51 obj/s
 * http://minio3:9000: Avg: 6.78 MiB/s, 2879.19 obj/s
 * http://minio4:9000: Avg: 6.78 MiB/s, 2875.85 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 31.8MiB/s, 13586.94 obj/s
 * 50% Median: 28.7MiB/s, 12267.08 obj/s
 * Slowest: 14.4MiB/s, 6124.23 obj/s

3.3 4MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 91868, Errs:0, Objs:91868, Bytes: 358.86GiB
 -       GET Average: 307 Obj/s, 1228.9MiB/s; Current 299 Obj/s, 1195.3MiB/s, 104.7 ms/req, TTFB: 30.3m


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1228.90 MiB/s, 307.23 obj/s
 * Reqs: Avg: 104.0ms, 50%: 97.0ms, 90%: 148.9ms, 99%: 215.8ms, Fastest: 21.5ms, Slowest: 874.2ms, StdDev: 38.7ms
 * TTFB: Avg: 30ms, Best: 9ms, 25th: 23ms, Median: 28ms, 75th: 36ms, 90th: 41ms, 99th: 49ms, Worst: 488ms StdDev: 14ms

Throughput by host:
 * http://minio1:9000: Avg: 427.19 MiB/s, 106.80 obj/s
 * http://minio2:9000: Avg: 309.71 MiB/s, 77.43 obj/s
 * http://minio3:9000: Avg: 245.53 MiB/s, 61.38 obj/s
 * http://minio4:9000: Avg: 246.49 MiB/s, 61.62 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1285.3MiB/s, 321.33 obj/s
 * 50% Median: 1229.6MiB/s, 307.41 obj/s
 * Slowest: 1156.9MiB/s, 289.24 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 74746, Errs:0, Objs:74746, Bytes: 291.98GiB
 -       PUT Average: 250 Obj/s, 998.3MiB/s; Current 256 Obj/s, 1022.2MiB/s, 128.3 ms/req


Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 998.27 MiB/s, 249.57 obj/s
 * Reqs: Avg: 127.9ms, 50%: 107.7ms, 90%: 194.6ms, 99%: 354.3ms, Fastest: 47.9ms, Slowest: 1100.1ms, StdDev: 58.8ms

Throughput by host:
 * http://minio1:9000: Avg: 233.20 MiB/s, 58.30 obj/s
 * http://minio2:9000: Avg: 253.72 MiB/s, 63.43 obj/s
 * http://minio3:9000: Avg: 272.13 MiB/s, 68.03 obj/s
 * http://minio4:9000: Avg: 239.09 MiB/s, 59.77 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1058.6MiB/s, 264.64 obj/s
 * 50% Median: 998.3MiB/s, 249.59 obj/s
 * Slowest: 956.6MiB/s, 239.14 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 178486, Errs:0, Objs:178486, Bytes: 418.31GiB
 -    DELETE Average: 60 Obj/s; Current 51 Obj/s, 25.2 ms/req
 -       GET Average: 269 Obj/s, 1075.3MiB/s; Current 270 Obj/s, 1081.7MiB/s, 68.3 ms/req, TTFB: 23.9ms
 -       PUT Average: 90 Obj/s, 358.6MiB/s; Current 88 Obj/s, 350.7MiB/s, 104.2 ms/req
 -      STAT Average: 179 Obj/s; Current 183 Obj/s, 14.0 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 59.73 obj/s
 * Reqs: Avg: 25.2ms, 50%: 24.8ms, 90%: 32.1ms, 99%: 41.6ms, Fastest: 7.9ms, Slowest: 258.5ms, StdDev: 6.6ms

Throughput by host:
 * http://minio1:9000: Avg: 20.57 obj/s
 * http://minio2:9000: Avg: 18.12 obj/s
 * http://minio3:9000: Avg: 10.43 obj/s
 * http://minio4:9000: Avg: 10.65 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 72.65 obj/s
 * 50% Median: 60.22 obj/s
 * Slowest: 47.06 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1075.37 MiB/s, 268.84 obj/s
 * Reqs: Avg: 68.5ms, 50%: 61.3ms, 90%: 107.6ms, 99%: 144.1ms, Fastest: 16.5ms, Slowest: 474.9ms, StdDev: 31.4ms
 * TTFB: Avg: 24ms, Best: 6ms, 25th: 19ms, Median: 22ms, 75th: 27ms, 90th: 33ms, 99th: 42ms, Worst: 305ms StdDev: 12ms

Throughput by host:
 * http://minio1:9000: Avg: 358.67 MiB/s, 89.67 obj/s
 * http://minio2:9000: Avg: 324.29 MiB/s, 81.07 obj/s
 * http://minio3:9000: Avg: 195.88 MiB/s, 48.97 obj/s
 * http://minio4:9000: Avg: 196.49 MiB/s, 49.12 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1164.3MiB/s, 291.07 obj/s
 * 50% Median: 1076.4MiB/s, 269.11 obj/s
 * Slowest: 1004.9MiB/s, 251.23 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 358.46 MiB/s, 89.61 obj/s
 * Reqs: Avg: 105.2ms, 50%: 85.6ms, 90%: 164.0ms, 99%: 186.9ms, Fastest: 44.4ms, Slowest: 427.2ms, StdDev: 42.4ms

Throughput by host:
 * http://minio1:9000: Avg: 117.28 MiB/s, 29.32 obj/s
 * http://minio2:9000: Avg: 109.33 MiB/s, 27.33 obj/s
 * http://minio3:9000: Avg: 66.56 MiB/s, 16.64 obj/s
 * http://minio4:9000: Avg: 65.41 MiB/s, 16.35 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 402.9MiB/s, 100.73 obj/s
 * 50% Median: 360.2MiB/s, 90.05 obj/s
 * Slowest: 308.7MiB/s, 77.17 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 179.19 obj/s
 * Reqs: Avg: 14.3ms, 50%: 13.9ms, 90%: 19.1ms, 99%: 23.6ms, Fastest: 2.5ms, Slowest: 237.7ms, StdDev: 6.1ms

Throughput by host:
 * http://minio1:9000: Avg: 60.35 obj/s
 * http://minio2:9000: Avg: 53.04 obj/s
 * http://minio3:9000: Avg: 32.76 obj/s
 * http://minio4:9000: Avg: 33.12 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 199.85 obj/s
 * 50% Median: 179.00 obj/s
 * Slowest: 159.35 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 1433.83 MiB/s, 597.38 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 475.94 MiB/s, 199.89 obj/s
 * http://minio2:9000: Avg: 433.61 MiB/s, 179.55 obj/s
 * http://minio3:9000: Avg: 262.43 MiB/s, 108.79 obj/s
 * http://minio4:9000: Avg: 261.90 MiB/s, 109.24 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1494.9MiB/s, 636.73 obj/s
 * 50% Median: 1447.3MiB/s, 598.05 obj/s
 * Slowest: 1349.0MiB/s, 552.81 obj/s

3.4 100MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3727, Errs:0, Objs:3727, Bytes: 363.96GiB
 -       GET Average: 12 Obj/s, 1244.8MiB/s; Current 8 Obj/s, 819.5MiB/s, 2579.5 ms/req, TTFB: 36.2ms


Report: GET. Concurrency: 32. Ran: 4m59s
 * Average: 1246.97 MiB/s, 12.47 obj/s
 * Reqs: Avg: 2557.8ms, 50%: 2707.2ms, 90%: 3576.9ms, 99%: 4061.4ms, Fastest: 370.3ms, Slowest: 4476.4ms, StdDev: 814.2ms
 * TTFB: Avg: 36ms, Best: 8ms, 25th: 26ms, Median: 34ms, 75th: 43ms, 90th: 46ms, 99th: 146ms, Worst: 263ms StdDev: 16ms

Throughput by host:
 * http://minio1:9000: Avg: 480.07 MiB/s, 4.80 obj/s
 * http://minio2:9000: Avg: 272.45 MiB/s, 2.72 obj/s
 * http://minio3:9000: Avg: 248.12 MiB/s, 2.48 obj/s
 * http://minio4:9000: Avg: 246.11 MiB/s, 2.46 obj/s

Throughput, split into 299 x 1s:
 * Fastest: 1406.1MiB/s, 14.06 obj/s
 * 50% Median: 1243.0MiB/s, 12.43 obj/s
 * Slowest: 1135.1MiB/s, 11.35 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3085, Errs:0, Objs:3085, Bytes: 301.27GiB
 -       PUT Average: 10 Obj/s, 1031.8MiB/s; Current 10 Obj/s, 966.7MiB/s, 3104.4 ms/req


Report: PUT. Concurrency: 32. Ran: 4m59s
 * Average: 1034.00 MiB/s, 10.34 obj/s
 * Reqs: Avg: 3093.8ms, 50%: 2911.7ms, 90%: 4766.4ms, 99%: 6661.2ms, Fastest: 1037.0ms, Slowest: 7682.2ms, StdDev: 1157.5ms

Throughput by host:
 * http://minio1:9000: Avg: 218.68 MiB/s, 2.19 obj/s
 * http://minio2:9000: Avg: 261.46 MiB/s, 2.61 obj/s
 * http://minio3:9000: Avg: 277.05 MiB/s, 2.77 obj/s
 * http://minio4:9000: Avg: 276.35 MiB/s, 2.76 obj/s

Throughput, split into 299 x 1s:
 * Fastest: 1335.0MiB/s, 13.35 obj/s
 * 50% Median: 1033.2MiB/s, 10.33 obj/s
 * Slowest: 902.9MiB/s, 9.03 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 7512, Errs:0, Objs:7512, Bytes: 440.33GiB
 -    DELETE Average: 2 Obj/s; Current 1 Obj/s, 34.7 ms/req
 -       GET Average: 11 Obj/s, 1125.7MiB/s; Current 8 Obj/s, 821.4MiB/s, 2474.7 ms/req, TTFB: 39.0ms
 -       PUT Average: 4 Obj/s, 375.1MiB/s; Current 6 Obj/s, 564.6MiB/s, 1122.1 ms/req
 -      STAT Average: 7 Obj/s; Current 3 Obj/s, 18.8 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m56s
 * Average: 2.50 obj/s
 * Reqs: Avg: 35.0ms, 50%: 34.0ms, 90%: 41.4ms, 99%: 72.2ms, Fastest: 5.9ms, Slowest: 246.8ms, StdDev: 9.8ms

Throughput by host:
 * http://minio1:9000: Avg: 0.99 obj/s
 * http://minio2:9000: Avg: 0.62 obj/s
 * http://minio3:9000: Avg: 0.49 obj/s
 * http://minio4:9000: Avg: 0.45 obj/s

Throughput, split into 296 x 1s:
 * Fastest: 7.45 obj/s
 * 50% Median: 2.00 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1126.63 MiB/s, 11.27 obj/s
 * Reqs: Avg: 2447.5ms, 50%: 2649.6ms, 90%: 3563.1ms, 99%: 4039.0ms, Fastest: 230.3ms, Slowest: 4605.5ms, StdDev: 921.2ms
 * TTFB: Avg: 37ms, Best: 7ms, 25th: 27ms, Median: 35ms, 75th: 43ms, 90th: 48ms, 99th: 208ms, Worst: 1.028s StdDev: 22ms

Throughput by host:
 * http://minio1:9000: Avg: 452.33 MiB/s, 4.52 obj/s
 * http://minio2:9000: Avg: 242.91 MiB/s, 2.43 obj/s
 * http://minio3:9000: Avg: 215.91 MiB/s, 2.16 obj/s
 * http://minio4:9000: Avg: 214.93 MiB/s, 2.15 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1362.0MiB/s, 13.62 obj/s
 * 50% Median: 1125.3MiB/s, 11.25 obj/s
 * Slowest: 819.9MiB/s, 8.20 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 375.12 MiB/s, 3.75 obj/s
 * Reqs: Avg: 1095.6ms, 50%: 969.5ms, 90%: 1552.8ms, 99%: 1702.5ms, Fastest: 535.4ms, Slowest: 2021.1ms, StdDev: 341.5ms

Throughput by host:
 * http://minio1:9000: Avg: 148.83 MiB/s, 1.49 obj/s
 * http://minio2:9000: Avg: 90.42 MiB/s, 0.90 obj/s
 * http://minio3:9000: Avg: 68.40 MiB/s, 0.68 obj/s
 * http://minio4:9000: Avg: 69.09 MiB/s, 0.69 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 896.7MiB/s, 8.97 obj/s
 * 50% Median: 382.4MiB/s, 3.82 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 7.46 obj/s
 * Reqs: Avg: 19.6ms, 50%: 19.8ms, 90%: 23.5ms, 99%: 72.8ms, Fastest: 1.9ms, Slowest: 233.1ms, StdDev: 8.3ms

Throughput by host:
 * http://minio1:9000: Avg: 2.92 obj/s
 * http://minio2:9000: Avg: 1.72 obj/s
 * http://minio3:9000: Avg: 1.40 obj/s
 * http://minio4:9000: Avg: 1.49 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 17.82 obj/s
 * 50% Median: 7.00 obj/s
 * Slowest: 0.00 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m58s
 * Average: 1501.76 MiB/s, 24.96 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 600.45 MiB/s, 9.89 obj/s
 * http://minio2:9000: Avg: 332.83 MiB/s, 5.63 obj/s
 * http://minio3:9000: Avg: 283.57 MiB/s, 4.69 obj/s
 * http://minio4:9000: Avg: 283.92 MiB/s, 4.75 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1667.3MiB/s, 39.67 obj/s
 * 50% Median: 1571.6MiB/s, 24.51 obj/s
 * Slowest: 1461.0MiB/s, 15.61 obj/s

4. 12个数据位4个校验位

4.1 集群拓扑

这是 minio 针对四节点,每个节点四盘位置默认配置的集群拓扑。

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●  minio1:9000
   Uptime: 18 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio2:9000
   Uptime: 15 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio3:9000
   Uptime: 21 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio4:9000
   Uptime: 13 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

┌──────┬───────────────────────┬─────────────────────┬──────────────┐
│ Pool │ Drives Usage          │ Erasure stripe size │ Erasure sets │
│ 1st  │ 0.4% (total: 8.7 TiB)161└──────┴───────────────────────┴─────────────────────┴──────────────┘

16 drives online, 0 drives offline, EC:4

4.2 4KiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 2922322, Errs:0, Objs:2922322, Bytes: 11.15GiB
 -       GET Average: 9769 Obj/s, 38.2MiB/s; Current 10178 Obj/s, 39.8MiB/s, 3.2 ms/req, TTFB: 3.2ms


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 38.16 MiB/s, 9769.07 obj/s
 * Reqs: Avg: 3.2ms, 50%: 2.6ms, 90%: 5.0ms, 99%: 11.1ms, Fastest: 1.6ms, Slowest: 217.9ms, StdDev: 2.0ms
 * TTFB: Avg: 3ms, Best: 2ms, 25th: 2ms, Median: 3ms, 75th: 3ms, 90th: 5ms, 99th: 11ms, Worst: 218ms StdDev: 2ms

Throughput by host:
 * http://minio1:9000: Avg: 10.15 MiB/s, 2599.33 obj/s
 * http://minio2:9000: Avg: 9.50 MiB/s, 2430.86 obj/s
 * http://minio3:9000: Avg: 9.14 MiB/s, 2341.10 obj/s
 * http://minio4:9000: Avg: 9.33 MiB/s, 2388.09 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 42.6MiB/s, 10906.14 obj/s
 * 50% Median: 39.0MiB/s, 9988.74 obj/s
 * Slowest: 27.0MiB/s, 6900.40 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 1376871, Errs:0, Objs:1376871, Bytes: 5378.4MiB
 -       PUT Average: 4596 Obj/s, 18.0MiB/s; Current 4631 Obj/s, 18.1MiB/s, 7.1 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 17.95 MiB/s, 4595.68 obj/s
 * Reqs: Avg: 7.0ms, 50%: 6.0ms, 90%: 9.8ms, 99%: 20.9ms, Fastest: 2.5ms, Slowest: 220.4ms, StdDev: 3.4ms

Throughput by host:
 * http://minio1:9000: Avg: 4.55 MiB/s, 1166.03 obj/s
 * http://minio2:9000: Avg: 4.43 MiB/s, 1134.47 obj/s
 * http://minio3:9000: Avg: 4.47 MiB/s, 1144.45 obj/s
 * http://minio4:9000: Avg: 4.50 MiB/s, 1151.13 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 19.7MiB/s, 5030.44 obj/s
 * 50% Median: 18.0MiB/s, 4598.12 obj/s
 * Slowest: 15.6MiB/s, 3994.15 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 2197067, Errs:0, Objs:2197067, Bytes: 5149.4MiB
 -    DELETE Average: 734 Obj/s; Current 665 Obj/s, 9.0 ms/req
 -       GET Average: 3304 Obj/s, 12.9MiB/s; Current 2972 Obj/s, 11.6MiB/s, 3.0 ms/req, TTFB: 3.0ms
 -       PUT Average: 1101 Obj/s, 4.3MiB/s; Current 988 Obj/s, 3.9MiB/s, 8.7 ms/req
 -      STAT Average: 2203 Obj/s; Current 1975 Obj/s, 2.6 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 734.09 obj/s
 * Reqs: Avg: 9.0ms, 50%: 5.6ms, 90%: 16.8ms, 99%: 52.8ms, Fastest: 3.4ms, Slowest: 210.9ms, StdDev: 9.5ms

Throughput by host:
 * http://minio1:9000: Avg: 191.46 obj/s
 * http://minio2:9000: Avg: 182.37 obj/s
 * http://minio3:9000: Avg: 178.87 obj/s
 * http://minio4:9000: Avg: 181.01 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 895.07 obj/s
 * 50% Median: 736.10 obj/s
 * Slowest: 559.14 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 12.90 MiB/s, 3303.34 obj/s
 * Reqs: Avg: 3.0ms, 50%: 2.5ms, 90%: 4.5ms, 99%: 10.5ms, Fastest: 1.6ms, Slowest: 217.9ms, StdDev: 1.8ms
 * TTFB: Avg: 3ms, Best: 2ms, 25th: 2ms, Median: 2ms, 75th: 3ms, 90th: 4ms, 99th: 10ms, Worst: 218ms StdDev: 2ms

Throughput by host:
 * http://minio1:9000: Avg: 3.35 MiB/s, 858.84 obj/s
 * http://minio2:9000: Avg: 3.20 MiB/s, 819.02 obj/s
 * http://minio3:9000: Avg: 3.15 MiB/s, 805.92 obj/s
 * http://minio4:9000: Avg: 3.19 MiB/s, 817.88 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 15.7MiB/s, 4030.54 obj/s
 * 50% Median: 13.0MiB/s, 3319.34 obj/s
 * Slowest: 9.9MiB/s, 2535.04 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 4.30 MiB/s, 1101.15 obj/s
 * Reqs: Avg: 8.4ms, 50%: 5.0ms, 90%: 16.9ms, 99%: 50.1ms, Fastest: 2.7ms, Slowest: 138.3ms, StdDev: 9.1ms

Throughput by host:
 * http://minio1:9000: Avg: 1.11 MiB/s, 284.97 obj/s
 * http://minio2:9000: Avg: 1.07 MiB/s, 272.66 obj/s
 * http://minio3:9000: Avg: 1.06 MiB/s, 270.13 obj/s
 * http://minio4:9000: Avg: 1.07 MiB/s, 272.81 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 5.3MiB/s, 1344.89 obj/s
 * 50% Median: 4.3MiB/s, 1105.95 obj/s
 * Slowest: 3.3MiB/s, 851.91 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 2202.21 obj/s
 * Reqs: Avg: 2.6ms, 50%: 2.1ms, 90%: 3.9ms, 99%: 10.1ms, Fastest: 1.3ms, Slowest: 70.3ms, StdDev: 1.7ms

Throughput by host:
 * http://minio1:9000: Avg: 572.93 obj/s
 * http://minio2:9000: Avg: 549.39 obj/s
 * http://minio3:9000: Avg: 534.76 obj/s
 * http://minio4:9000: Avg: 544.05 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 2688.45 obj/s
 * 50% Median: 2214.78 obj/s
 * Slowest: 1690.54 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 17.21 MiB/s, 7340.80 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 4.47 MiB/s, 1908.16 obj/s
 * http://minio2:9000: Avg: 4.26 MiB/s, 1823.40 obj/s
 * http://minio3:9000: Avg: 4.20 MiB/s, 1789.67 obj/s
 * http://minio4:9000: Avg: 4.26 MiB/s, 1815.70 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 21.0MiB/s, 8958.95 obj/s
 * 50% Median: 17.2MiB/s, 7370.68 obj/s
 * Slowest: 13.2MiB/s, 5636.64 obj/s

4.3 4MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 94332, Errs:0, Objs:94332, Bytes: 368.48GiB
 -       GET Average: 315 Obj/s, 1261.9MiB/s; Current 313 Obj/s, 1250.7MiB/s, 102.0 ms/req, TTFB: 31.5m


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1261.87 MiB/s, 315.47 obj/s
 * Reqs: Avg: 101.6ms, 50%: 97.0ms, 90%: 166.9ms, 99%: 326.6ms, Fastest: 21.6ms, Slowest: 803.8ms, StdDev: 60.0ms
 * TTFB: Avg: 31ms, Best: 10ms, 25th: 24ms, Median: 27ms, 75th: 29ms, 90th: 34ms, 99th: 238ms, Worst: 485ms StdDev: 30ms

Throughput by host:
 * http://minio1:9000: Avg: 547.15 MiB/s, 136.79 obj/s
 * http://minio2:9000: Avg: 243.65 MiB/s, 60.91 obj/s
 * http://minio3:9000: Avg: 236.05 MiB/s, 59.01 obj/s
 * http://minio4:9000: Avg: 234.60 MiB/s, 58.65 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1314.8MiB/s, 328.69 obj/s
 * 50% Median: 1263.3MiB/s, 315.83 obj/s
 * Slowest: 1188.7MiB/s, 297.17 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 1117.66 MiB/s, 279.41 obj/s
 * Reqs: Avg: 114.5ms, 50%: 113.6ms, 90%: 173.4ms, 99%: 292.6ms, Fastest: 38.5ms, Slowest: 657.4ms, StdDev: 51.2ms

Throughput by host:
 * http://minio1:9000: Avg: 458.76 MiB/s, 114.69 obj/s
 * http://minio2:9000: Avg: 220.59 MiB/s, 55.15 obj/s
 * http://minio3:9000: Avg: 220.66 MiB/s, 55.16 obj/s
 * http://minio4:9000: Avg: 217.58 MiB/s, 54.40 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1143.4MiB/s, 285.85 obj/s
 * 50% Median: 1117.4MiB/s, 279.35 obj/s
 * Slowest: 1076.5MiB/s, 269.12 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 189330, Errs:0, Objs:189330, Bytes: 443.70GiB
 -    DELETE Average: 63 Obj/s; Current 73 Obj/s, 26.5 ms/req
 -       GET Average: 284 Obj/s, 1136.5MiB/s; Current 281 Obj/s, 1123.1MiB/s, 64.0 ms/req, TTFB: 23.3ms
 -       PUT Average: 95 Obj/s, 378.8MiB/s; Current 98 Obj/s, 391.0MiB/s, 98.3 ms/req
 -      STAT Average: 189 Obj/s; Current 185 Obj/s, 14.9 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 63.16 obj/s
 * Reqs: Avg: 28.0ms, 50%: 25.9ms, 90%: 37.7ms, 99%: 70.6ms, Fastest: 8.4ms, Slowest: 266.0ms, StdDev: 12.4ms

Throughput by host:
 * http://minio1:9000: Avg: 24.42 obj/s
 * http://minio2:9000: Avg: 15.59 obj/s
 * http://minio3:9000: Avg: 11.64 obj/s
 * http://minio4:9000: Avg: 11.51 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 75.05 obj/s
 * 50% Median: 63.24 obj/s
 * Slowest: 50.00 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1136.46 MiB/s, 284.12 obj/s
 * Reqs: Avg: 64.8ms, 50%: 63.5ms, 90%: 93.9ms, 99%: 273.7ms, Fastest: 10.9ms, Slowest: 1046.2ms, StdDev: 39.4ms
 * TTFB: Avg: 24ms, Best: 6ms, 25th: 18ms, Median: 21ms, 75th: 24ms, 90th: 28ms, 99th: 158ms, Worst: 1.029s StdDev: 22ms

Throughput by host:
 * http://minio1:9000: Avg: 430.10 MiB/s, 107.53 obj/s
 * http://minio2:9000: Avg: 283.08 MiB/s, 70.77 obj/s
 * http://minio3:9000: Avg: 214.93 MiB/s, 53.73 obj/s
 * http://minio4:9000: Avg: 208.37 MiB/s, 52.09 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1199.0MiB/s, 299.75 obj/s
 * 50% Median: 1136.7MiB/s, 284.16 obj/s
 * Slowest: 1064.7MiB/s, 266.17 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 378.81 MiB/s, 94.70 obj/s
 * Reqs: Avg: 96.0ms, 50%: 69.3ms, 90%: 157.0ms, 99%: 279.3ms, Fastest: 36.9ms, Slowest: 1048.5ms, StdDev: 49.7ms

Throughput by host:
 * http://minio1:9000: Avg: 141.88 MiB/s, 35.47 obj/s
 * http://minio2:9000: Avg: 95.25 MiB/s, 23.81 obj/s
 * http://minio3:9000: Avg: 69.80 MiB/s, 17.45 obj/s
 * http://minio4:9000: Avg: 72.02 MiB/s, 18.01 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 422.3MiB/s, 105.57 obj/s
 * 50% Median: 379.5MiB/s, 94.89 obj/s
 * Slowest: 334.0MiB/s, 83.50 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 189.39 obj/s
 * Reqs: Avg: 14.4ms, 50%: 13.7ms, 90%: 19.4ms, 99%: 33.7ms, Fastest: 2.5ms, Slowest: 236.4ms, StdDev: 8.4ms

Throughput by host:
 * http://minio1:9000: Avg: 71.41 obj/s
 * http://minio2:9000: Avg: 46.40 obj/s
 * http://minio3:9000: Avg: 35.76 obj/s
 * http://minio4:9000: Avg: 35.86 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 213.14 obj/s
 * 50% Median: 189.33 obj/s
 * Slowest: 171.84 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 1515.27 MiB/s, 631.37 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 571.86 MiB/s, 238.75 obj/s
 * http://minio2:9000: Avg: 378.12 MiB/s, 156.51 obj/s
 * http://minio3:9000: Avg: 284.71 MiB/s, 118.56 obj/s
 * http://minio4:9000: Avg: 280.39 MiB/s, 117.45 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1596.4MiB/s, 673.66 obj/s
 * 50% Median: 1477.9MiB/s, 631.85 obj/s
 * Slowest: 1444.0MiB/s, 593.07 obj/s

4.4 100MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 4053, Errs:0, Objs:4053, Bytes: 395.80GiB
 -       GET Average: 14 Obj/s, 1350.1MiB/s; Current 13 Obj/s, 1250.6MiB/s, 2384.4 ms/req, TTFB: 38.2ms


Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1351.21 MiB/s, 13.51 obj/s
 * Reqs: Avg: 2383.0ms, 50%: 1135.7ms, 90%: 5146.3ms, 99%: 5854.7ms, Fastest: 574.9ms, Slowest: 6330.3ms, StdDev: 1898.4ms
 * TTFB: Avg: 39ms, Best: 11ms, 25th: 29ms, Median: 31ms, 75th: 36ms, 90th: 47ms, 99th: 264ms, Worst: 462ms StdDev: 36ms

Throughput by host:
 * http://minio1:9000: Avg: 857.96 MiB/s, 8.58 obj/s
 * http://minio2:9000: Avg: 160.94 MiB/s, 1.61 obj/s
 * http://minio3:9000: Avg: 167.85 MiB/s, 1.68 obj/s
 * http://minio4:9000: Avg: 166.19 MiB/s, 1.66 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1477.0MiB/s, 14.77 obj/s
 * 50% Median: 1348.3MiB/s, 13.48 obj/s
 * Slowest: 1265.3MiB/s, 12.65 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3420, Errs:0, Objs:3420, Bytes: 333.98GiB
 -       PUT Average: 11 Obj/s, 1145.2MiB/s; Current 8 Obj/s, 788.4MiB/s, 2781.0 ms/req


Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 1147.93 MiB/s, 11.48 obj/s
 * Reqs: Avg: 2785.6ms, 50%: 2388.4ms, 90%: 4980.9ms, 99%: 7426.6ms, Fastest: 813.8ms, Slowest: 9144.3ms, StdDev: 1458.3ms

Throughput by host:
 * http://minio1:9000: Avg: 512.47 MiB/s, 5.12 obj/s
 * http://minio2:9000: Avg: 207.00 MiB/s, 2.07 obj/s
 * http://minio3:9000: Avg: 211.36 MiB/s, 2.11 obj/s
 * http://minio4:9000: Avg: 217.29 MiB/s, 2.17 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1269.7MiB/s, 12.70 obj/s
 * 50% Median: 1148.6MiB/s, 11.49 obj/s
 * Slowest: 961.5MiB/s, 9.62 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 8436, Errs:0, Objs:8436, Bytes: 493.75GiB
 -    DELETE Average: 3 Obj/s; Current 2 Obj/s, 34.8 ms/req
 -       GET Average: 13 Obj/s, 1262.4MiB/s; Current 11 Obj/s, 1097.6MiB/s, 2090.8 ms/req, TTFB: 38.2ms
 -       PUT Average: 4 Obj/s, 422.3MiB/s; Current 0 Obj/s, 25.2MiB/s, 891.0 ms/req
 -      STAT Average: 8 Obj/s; Current 3 Obj/s, 18.0 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 2.81 obj/s
 * Reqs: Avg: 37.1ms, 50%: 34.7ms, 90%: 52.9ms, 99%: 83.4ms, Fastest: 16.0ms, Slowest: 252.6ms, StdDev: 12.5ms

Throughput by host:
 * http://minio1:9000: Avg: 1.65 obj/s
 * http://minio2:9000: Avg: 0.39 obj/s
 * http://minio3:9000: Avg: 0.38 obj/s
 * http://minio4:9000: Avg: 0.43 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 9.18 obj/s
 * 50% Median: 2.34 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1265.11 MiB/s, 12.65 obj/s
 * Reqs: Avg: 2242.2ms, 50%: 1085.3ms, 90%: 4684.5ms, 99%: 5407.4ms, Fastest: 454.6ms, Slowest: 5991.3ms, StdDev: 1731.1ms
 * TTFB: Avg: 41ms, Best: 9ms, 25th: 28ms, Median: 31ms, 75th: 39ms, 90th: 50ms, 99th: 263ms, Worst: 468ms StdDev: 39ms

Throughput by host:
 * http://minio1:9000: Avg: 755.09 MiB/s, 7.55 obj/s
 * http://minio2:9000: Avg: 175.36 MiB/s, 1.75 obj/s
 * http://minio3:9000: Avg: 169.66 MiB/s, 1.70 obj/s
 * http://minio4:9000: Avg: 165.34 MiB/s, 1.65 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1493.9MiB/s, 14.94 obj/s
 * 50% Median: 1279.1MiB/s, 12.79 obj/s
 * Slowest: 876.4MiB/s, 8.76 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 422.25 MiB/s, 4.22 obj/s
 * Reqs: Avg: 830.9ms, 50%: 642.7ms, 90%: 1552.7ms, 99%: 1745.8ms, Fastest: 407.9ms, Slowest: 2059.4ms, StdDev: 429.9ms

Throughput by host:
 * http://minio1:9000: Avg: 261.31 MiB/s, 2.61 obj/s
 * http://minio2:9000: Avg: 51.72 MiB/s, 0.52 obj/s
 * http://minio3:9000: Avg: 49.89 MiB/s, 0.50 obj/s
 * http://minio4:9000: Avg: 60.25 MiB/s, 0.60 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 957.7MiB/s, 9.58 obj/s
 * 50% Median: 429.1MiB/s, 4.29 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 8.38 obj/s
 * Reqs: Avg: 20.1ms, 50%: 18.0ms, 90%: 25.1ms, 99%: 114.8ms, Fastest: 4.8ms, Slowest: 240.1ms, StdDev: 13.2ms

Throughput by host:
 * http://minio1:9000: Avg: 5.19 obj/s
 * http://minio2:9000: Avg: 1.20 obj/s
 * http://minio3:9000: Avg: 0.94 obj/s
 * http://minio4:9000: Avg: 1.12 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 18.83 obj/s
 * 50% Median: 8.00 obj/s
 * Slowest: 0.00 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m58s
 * Average: 1687.36 MiB/s, 28.04 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 1016.22 MiB/s, 16.98 obj/s
 * http://minio2:9000: Avg: 226.50 MiB/s, 3.85 obj/s
 * http://minio3:9000: Avg: 219.13 MiB/s, 3.48 obj/s
 * http://minio4:9000: Avg: 224.77 MiB/s, 3.78 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1865.5MiB/s, 44.49 obj/s
 * 50% Median: 1584.7MiB/s, 27.85 obj/s
 * Slowest: 1373.9MiB/s, 17.74 obj/s

5. 10个数据位6个校验位

5.1 集群拓扑

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●  minio1:9000
   Uptime: 57 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio2:9000
   Uptime: 24 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio3:9000
   Uptime: 54 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio4:9000
   Uptime: 21 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

┌──────┬───────────────────────┬─────────────────────┬──────────────┐
│ Pool │ Drives Usage          │ Erasure stripe size │ Erasure sets │
│ 1st  │ 0.5% (total: 7.3 TiB)161└──────┴───────────────────────┴─────────────────────┴──────────────┘

16 drives online, 0 drives offline, EC:6

5.2 4KiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3088828, Errs:0, Objs:3088828, Bytes: 11.78GiB
 -       GET Average: 10313 Obj/s, 40.3MiB/s; Current 10755 Obj/s, 42.0MiB/s, 2.9 ms/req, TTFB: 2.9ms


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 40.29 MiB/s, 10314.68 obj/s
 * Reqs: Avg: 3.0ms, 50%: 2.5ms, 90%: 4.6ms, 99%: 9.5ms, Fastest: 1.6ms, Slowest: 218.6ms, StdDev: 1.8ms
 * TTFB: Avg: 3ms, Best: 2ms, 25th: 2ms, Median: 2ms, 75th: 3ms, 90th: 5ms, 99th: 9ms, Worst: 219ms StdDev: 2ms

Throughput by host:
 * http://minio1:9000: Avg: 10.63 MiB/s, 2722.38 obj/s
 * http://minio2:9000: Avg: 10.19 MiB/s, 2608.56 obj/s
 * http://minio3:9000: Avg: 9.72 MiB/s, 2487.66 obj/s
 * http://minio4:9000: Avg: 9.75 MiB/s, 2495.40 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 45.6MiB/s, 11665.60 obj/s
 * 50% Median: 41.3MiB/s, 10575.98 obj/s
 * Slowest: 26.9MiB/s, 6874.93 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 1377457, Errs:0, Objs:1377457, Bytes: 5380.7MiB
 -       PUT Average: 4595 Obj/s, 18.0MiB/s; Current 4382 Obj/s, 17.1MiB/s, 7.2 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 17.95 MiB/s, 4595.44 obj/s
 * Reqs: Avg: 6.9ms, 50%: 6.1ms, 90%: 9.5ms, 99%: 21.1ms, Fastest: 2.7ms, Slowest: 106.4ms, StdDev: 3.3ms

Throughput by host:
 * http://minio1:9000: Avg: 4.54 MiB/s, 1161.00 obj/s
 * http://minio2:9000: Avg: 4.43 MiB/s, 1135.15 obj/s
 * http://minio3:9000: Avg: 4.48 MiB/s, 1146.89 obj/s
 * http://minio4:9000: Avg: 4.50 MiB/s, 1153.26 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 19.5MiB/s, 5000.30 obj/s
 * 50% Median: 18.1MiB/s, 4624.40 obj/s
 * Slowest: 15.2MiB/s, 3885.30 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 2227623, Errs:0, Objs:2227623, Bytes: 5221.0MiB
 -    DELETE Average: 745 Obj/s; Current 603 Obj/s, 11.1 ms/req
 -       GET Average: 3350 Obj/s, 13.1MiB/s; Current 2724 Obj/s, 10.6MiB/s, 2.8 ms/req, TTFB: 2.8ms
 -       PUT Average: 1117 Obj/s, 4.4MiB/s; Current 909 Obj/s, 3.5MiB/s, 10.7 ms/req
 -      STAT Average: 2234 Obj/s; Current 1812 Obj/s, 2.4 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 744.22 obj/s
 * Reqs: Avg: 9.5ms, 50%: 5.6ms, 90%: 19.7ms, 99%: 56.2ms, Fastest: 3.6ms, Slowest: 209.6ms, StdDev: 10.5ms

Throughput by host:
 * http://minio1:9000: Avg: 193.43 obj/s
 * http://minio2:9000: Avg: 182.82 obj/s
 * http://minio3:9000: Avg: 182.76 obj/s
 * http://minio4:9000: Avg: 184.72 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 927.09 obj/s
 * 50% Median: 749.19 obj/s
 * Slowest: 557.12 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 13.08 MiB/s, 3349.09 obj/s
 * Reqs: Avg: 2.8ms, 50%: 2.5ms, 90%: 3.4ms, 99%: 10.3ms, Fastest: 1.6ms, Slowest: 217.5ms, StdDev: 1.8ms
 * TTFB: Avg: 3ms, Best: 2ms, 25th: 2ms, Median: 2ms, 75th: 3ms, 90th: 3ms, 99th: 10ms, Worst: 218ms StdDev: 2ms

Throughput by host:
 * http://minio1:9000: Avg: 3.39 MiB/s, 867.18 obj/s
 * http://minio2:9000: Avg: 3.23 MiB/s, 827.43 obj/s
 * http://minio3:9000: Avg: 3.19 MiB/s, 815.48 obj/s
 * http://minio4:9000: Avg: 3.27 MiB/s, 836.64 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 16.4MiB/s, 4185.61 obj/s
 * 50% Median: 13.2MiB/s, 3367.32 obj/s
 * Slowest: 9.6MiB/s, 2462.28 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 4.36 MiB/s, 1116.34 obj/s
 * Reqs: Avg: 8.9ms, 50%: 5.1ms, 90%: 18.5ms, 99%: 53.9ms, Fastest: 2.7ms, Slowest: 276.1ms, StdDev: 10.0ms

Throughput by host:
 * http://minio1:9000: Avg: 1.12 MiB/s, 285.84 obj/s
 * http://minio2:9000: Avg: 1.08 MiB/s, 275.65 obj/s
 * http://minio3:9000: Avg: 1.07 MiB/s, 273.49 obj/s
 * http://minio4:9000: Avg: 1.10 MiB/s, 280.57 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 5.5MiB/s, 1396.57 obj/s
 * 50% Median: 4.4MiB/s, 1122.22 obj/s
 * Slowest: 3.2MiB/s, 826.97 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 2232.73 obj/s
 * Reqs: Avg: 2.5ms, 50%: 2.1ms, 90%: 3.1ms, 99%: 10.3ms, Fastest: 1.3ms, Slowest: 90.2ms, StdDev: 1.7ms

Throughput by host:
 * http://minio1:9000: Avg: 577.22 obj/s
 * http://minio2:9000: Avg: 551.27 obj/s
 * http://minio3:9000: Avg: 547.02 obj/s
 * http://minio4:9000: Avg: 555.64 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 2782.22 obj/s
 * 50% Median: 2248.00 obj/s
 * Slowest: 1657.38 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 17.44 MiB/s, 7442.39 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 4.50 MiB/s, 1923.63 obj/s
 * http://minio2:9000: Avg: 4.31 MiB/s, 1837.15 obj/s
 * http://minio3:9000: Avg: 4.25 MiB/s, 1818.73 obj/s
 * http://minio4:9000: Avg: 4.36 MiB/s, 1857.47 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 21.8MiB/s, 9291.49 obj/s
 * 50% Median: 17.6MiB/s, 7484.74 obj/s
 * Slowest: 12.8MiB/s, 5503.75 obj/s

5.3 4MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 94255, Errs:0, Objs:94255, Bytes: 368.18GiB
 -       GET Average: 315 Obj/s, 1260.8MiB/s; Current 318 Obj/s, 1272.2MiB/s, 101.4 ms/req, TTFB: 31.4m


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1260.83 MiB/s, 315.21 obj/s
 * Reqs: Avg: 101.5ms, 50%: 97.0ms, 90%: 164.1ms, 99%: 317.5ms, Fastest: 24.9ms, Slowest: 730.4ms, StdDev: 57.1ms
 * TTFB: Avg: 31ms, Best: 12ms, 25th: 25ms, Median: 27ms, 75th: 29ms, 90th: 34ms, 99th: 233ms, Worst: 470ms StdDev: 27ms

Throughput by host:
 * http://minio1:9000: Avg: 536.43 MiB/s, 134.11 obj/s
 * http://minio2:9000: Avg: 247.00 MiB/s, 61.75 obj/s
 * http://minio3:9000: Avg: 237.86 MiB/s, 59.46 obj/s
 * http://minio4:9000: Avg: 239.47 MiB/s, 59.87 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1312.2MiB/s, 328.04 obj/s
 * 50% Median: 1262.4MiB/s, 315.60 obj/s
 * Slowest: 1207.2MiB/s, 301.81 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 77518, Errs:0, Objs:77518, Bytes: 302.80GiB
 -       PUT Average: 259 Obj/s, 1035.1MiB/s; Current 257 Obj/s, 1027.4MiB/s, 123.9 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 1035.13 MiB/s, 258.78 obj/s
 * Reqs: Avg: 123.6ms, 50%: 111.7ms, 90%: 198.5ms, 99%: 359.4ms, Fastest: 39.8ms, Slowest: 1074.3ms, StdDev: 62.4ms

Throughput by host:
 * http://minio1:9000: Avg: 406.34 MiB/s, 101.59 obj/s
 * http://minio2:9000: Avg: 208.35 MiB/s, 52.09 obj/s
 * http://minio3:9000: Avg: 225.90 MiB/s, 56.48 obj/s
 * http://minio4:9000: Avg: 194.52 MiB/s, 48.63 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1055.3MiB/s, 263.84 obj/s
 * 50% Median: 1035.0MiB/s, 258.75 obj/s
 * Slowest: 1018.8MiB/s, 254.70 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 186378, Errs:0, Objs:186378, Bytes: 436.81GiB
 -    DELETE Average: 62 Obj/s; Current 69 Obj/s, 26.9 ms/req
 -       GET Average: 280 Obj/s, 1118.9MiB/s; Current 280 Obj/s, 1121.0MiB/s, 67.0 ms/req, TTFB: 24.6ms
 -       PUT Average: 93 Obj/s, 373.0MiB/s; Current 95 Obj/s, 378.4MiB/s, 94.1 ms/req
 -      STAT Average: 186 Obj/s; Current 178 Obj/s, 15.2 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 62.18 obj/s
 * Reqs: Avg: 28.4ms, 50%: 26.4ms, 90%: 39.0ms, 99%: 68.2ms, Fastest: 9.8ms, Slowest: 253.8ms, StdDev: 11.7ms

Throughput by host:
 * http://minio1:9000: Avg: 24.47 obj/s
 * http://minio2:9000: Avg: 15.13 obj/s
 * http://minio3:9000: Avg: 11.26 obj/s
 * http://minio4:9000: Avg: 11.32 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 73.71 obj/s
 * 50% Median: 62.37 obj/s
 * Slowest: 50.56 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1118.90 MiB/s, 279.73 obj/s
 * Reqs: Avg: 65.6ms, 50%: 64.8ms, 90%: 94.8ms, 99%: 270.1ms, Fastest: 13.2ms, Slowest: 794.5ms, StdDev: 38.2ms
 * TTFB: Avg: 24ms, Best: 6ms, 25th: 19ms, Median: 22ms, 75th: 25ms, 90th: 28ms, 99th: 117ms, Worst: 452ms StdDev: 21ms

Throughput by host:
 * http://minio1:9000: Avg: 425.13 MiB/s, 106.28 obj/s
 * http://minio2:9000: Avg: 276.41 MiB/s, 69.10 obj/s
 * http://minio3:9000: Avg: 211.35 MiB/s, 52.84 obj/s
 * http://minio4:9000: Avg: 205.57 MiB/s, 51.39 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1186.2MiB/s, 296.54 obj/s
 * 50% Median: 1119.1MiB/s, 279.79 obj/s
 * Slowest: 1042.9MiB/s, 260.73 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 372.99 MiB/s, 93.25 obj/s
 * Reqs: Avg: 98.3ms, 50%: 73.5ms, 90%: 159.8ms, 99%: 266.6ms, Fastest: 38.2ms, Slowest: 938.9ms, StdDev: 50.1ms

Throughput by host:
 * http://minio1:9000: Avg: 140.11 MiB/s, 35.03 obj/s
 * http://minio2:9000: Avg: 91.97 MiB/s, 22.99 obj/s
 * http://minio3:9000: Avg: 68.97 MiB/s, 17.24 obj/s
 * http://minio4:9000: Avg: 71.90 MiB/s, 17.97 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 410.9MiB/s, 102.72 obj/s
 * 50% Median: 375.6MiB/s, 93.91 obj/s
 * Slowest: 323.8MiB/s, 80.94 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 186.45 obj/s
 * Reqs: Avg: 14.6ms, 50%: 13.9ms, 90%: 19.6ms, 99%: 27.2ms, Fastest: 2.7ms, Slowest: 239.1ms, StdDev: 8.3ms

Throughput by host:
 * http://minio1:9000: Avg: 71.65 obj/s
 * http://minio2:9000: Avg: 45.56 obj/s
 * http://minio3:9000: Avg: 34.66 obj/s
 * http://minio4:9000: Avg: 34.62 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 207.46 obj/s
 * 50% Median: 186.15 obj/s
 * Slowest: 170.66 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 1491.89 MiB/s, 621.61 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 565.17 MiB/s, 237.35 obj/s
 * http://minio2:9000: Avg: 368.35 MiB/s, 152.75 obj/s
 * http://minio3:9000: Avg: 280.30 MiB/s, 115.96 obj/s
 * http://minio4:9000: Avg: 277.44 MiB/s, 115.28 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1575.1MiB/s, 665.68 obj/s
 * 50% Median: 1499.8MiB/s, 619.73 obj/s
 * Slowest: 1383.8MiB/s, 578.64 obj/s

5.4 100MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 4038, Errs:0, Objs:4038, Bytes: 394.34GiB
 -       GET Average: 13 Obj/s, 1345.7MiB/s; Current 13 Obj/s, 1270.3MiB/s, 2428.1 ms/req, TTFB: 38.1ms


Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1346.85 MiB/s, 13.47 obj/s
 * Reqs: Avg: 2374.6ms, 50%: 1136.6ms, 90%: 4938.2ms, 99%: 5658.8ms, Fastest: 541.8ms, Slowest: 6260.1ms, StdDev: 1799.1ms
 * TTFB: Avg: 40ms, Best: 9ms, 25th: 29ms, Median: 31ms, 75th: 37ms, 90th: 46ms, 99th: 275ms, Worst: 471ms StdDev: 38ms

Throughput by host:
 * http://minio1:9000: Avg: 827.08 MiB/s, 8.27 obj/s
 * http://minio2:9000: Avg: 170.20 MiB/s, 1.70 obj/s
 * http://minio3:9000: Avg: 174.43 MiB/s, 1.74 obj/s
 * http://minio4:9000: Avg: 176.10 MiB/s, 1.76 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1539.3MiB/s, 15.39 obj/s
 * 50% Median: 1347.7MiB/s, 13.48 obj/s
 * Slowest: 1274.4MiB/s, 12.74 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3173, Errs:0, Objs:3173, Bytes: 309.86GiB
 -       PUT Average: 11 Obj/s, 1061.8MiB/s; Current 8 Obj/s, 787.1MiB/s, 2965.1 ms/req


Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 1063.68 MiB/s, 10.64 obj/s
 * Reqs: Avg: 3006.2ms, 50%: 2682.0ms, 90%: 5045.9ms, 99%: 7382.7ms, Fastest: 1099.2ms, Slowest: 10713.3ms, StdDev: 1368.8ms

Throughput by host:
 * http://minio1:9000: Avg: 435.55 MiB/s, 4.36 obj/s
 * http://minio2:9000: Avg: 207.85 MiB/s, 2.08 obj/s
 * http://minio3:9000: Avg: 218.78 MiB/s, 2.19 obj/s
 * http://minio4:9000: Avg: 201.80 MiB/s, 2.02 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1192.9MiB/s, 11.93 obj/s
 * 50% Median: 1064.5MiB/s, 10.64 obj/s
 * Slowest: 892.9MiB/s, 8.93 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 8280, Errs:0, Objs:8280, Bytes: 483.89GiB
 -    DELETE Average: 3 Obj/s; Current 2 Obj/s, 42.8 ms/req
 -       GET Average: 12 Obj/s, 1238.2MiB/s; Current 10 Obj/s, 975.5MiB/s, 2234.2 ms/req, TTFB: 42.1ms
 -       PUT Average: 4 Obj/s, 416.0MiB/s; Current 4 Obj/s, 371.2MiB/s, 917.7 ms/req
 -      STAT Average: 8 Obj/s; Current 12 Obj/s, 18.6 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 2.76 obj/s
 * Reqs: Avg: 39.2ms, 50%: 35.9ms, 90%: 57.6ms, 99%: 95.9ms, Fastest: 15.7ms, Slowest: 292.1ms, StdDev: 15.4ms

Throughput by host:
 * http://minio1:9000: Avg: 1.65 obj/s
 * http://minio2:9000: Avg: 0.42 obj/s
 * http://minio3:9000: Avg: 0.36 obj/s
 * http://minio4:9000: Avg: 0.36 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 9.00 obj/s
 * 50% Median: 2.00 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m59s
 * Average: 1240.36 MiB/s, 12.40 obj/s
 * Reqs: Avg: 2255.4ms, 50%: 1122.2ms, 90%: 4495.7ms, 99%: 5240.3ms, Fastest: 491.2ms, Slowest: 5973.4ms, StdDev: 1627.1ms
 * TTFB: Avg: 41ms, Best: 8ms, 25th: 29ms, Median: 32ms, 75th: 40ms, 90th: 51ms, 99th: 272ms, Worst: 482ms StdDev: 37ms

Throughput by host:
 * http://minio1:9000: Avg: 712.08 MiB/s, 7.12 obj/s
 * http://minio2:9000: Avg: 181.57 MiB/s, 1.82 obj/s
 * http://minio3:9000: Avg: 176.57 MiB/s, 1.77 obj/s
 * http://minio4:9000: Avg: 170.29 MiB/s, 1.70 obj/s

Throughput, split into 299 x 1s:
 * Fastest: 1589.3MiB/s, 15.89 obj/s
 * 50% Median: 1245.0MiB/s, 12.45 obj/s
 * Slowest: 871.4MiB/s, 8.71 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 416.01 MiB/s, 4.16 obj/s
 * Reqs: Avg: 901.3ms, 50%: 735.7ms, 90%: 1621.3ms, 99%: 1853.5ms, Fastest: 403.7ms, Slowest: 2339.9ms, StdDev: 456.8ms

Throughput by host:
 * http://minio1:9000: Avg: 243.15 MiB/s, 2.43 obj/s
 * http://minio2:9000: Avg: 60.56 MiB/s, 0.61 obj/s
 * http://minio3:9000: Avg: 54.37 MiB/s, 0.54 obj/s
 * http://minio4:9000: Avg: 60.55 MiB/s, 0.61 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 875.9MiB/s, 8.76 obj/s
 * 50% Median: 426.3MiB/s, 4.26 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 8.25 obj/s
 * Reqs: Avg: 20.2ms, 50%: 18.4ms, 90%: 26.1ms, 99%: 106.1ms, Fastest: 5.6ms, Slowest: 258.3ms, StdDev: 11.6ms

Throughput by host:
 * http://minio1:9000: Avg: 4.89 obj/s
 * http://minio2:9000: Avg: 1.23 obj/s
 * http://minio3:9000: Avg: 1.08 obj/s
 * http://minio4:9000: Avg: 1.11 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 17.96 obj/s
 * 50% Median: 8.00 obj/s
 * Slowest: 0.00 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m59s
 * Average: 1656.57 MiB/s, 27.57 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 954.87 MiB/s, 16.08 obj/s
 * http://minio2:9000: Avg: 241.31 MiB/s, 4.04 obj/s
 * http://minio3:9000: Avg: 230.00 MiB/s, 3.74 obj/s
 * http://minio4:9000: Avg: 230.37 MiB/s, 3.76 obj/s

Throughput, split into 299 x 1s:
 * Fastest: 1865.5MiB/s, 39.79 obj/s
 * 50% Median: 1750.1MiB/s, 27.77 obj/s
 * Slowest: 1305.6MiB/s, 17.57 obj/s

6. 8个数据位8个校验位

6.1 集群拓扑

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●  minio1:9000
   Uptime: 2 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio2:9000
   Uptime: 14 seconds
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio3:9000
   Uptime: 3 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

●  minio4:9000
   Uptime: 2 minutes
   Version: 2025-04-22T22:12:26Z
   Network: 4/4 OK
   Drives: 4/4 OK
   Pool: 1

┌──────┬───────────────────────┬─────────────────────┬──────────────┐
│ Pool │ Drives Usage          │ Erasure stripe size │ Erasure sets │
│ 1st  │ 0.4% (total: 5.8 TiB)161└──────┴───────────────────────┴─────────────────────┴──────────────┘

16 drives online, 0 drives offline, EC:8

6.2 4KiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3181645, Errs:0, Objs:3181645, Bytes: 12.14GiB
 -       GET Average: 10632 Obj/s, 41.5MiB/s; Current 11162 Obj/s, 43.6MiB/s, 3.0 ms/req, TTFB: 2.9ms


Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 41.54 MiB/s, 10634.43 obj/s
 * Reqs: Avg: 2.9ms, 50%: 2.5ms, 90%: 3.9ms, 99%: 10.2ms, Fastest: 1.5ms, Slowest: 223.8ms, StdDev: 1.8ms
 * TTFB: Avg: 3ms, Best: 2ms, 25th: 2ms, Median: 2ms, 75th: 3ms, 90th: 4ms, 99th: 10ms, Worst: 224ms StdDev: 2ms

Throughput by host:
 * http://minio1:9000: Avg: 10.94 MiB/s, 2801.50 obj/s
 * http://minio2:9000: Avg: 10.36 MiB/s, 2651.45 obj/s
 * http://minio3:9000: Avg: 10.01 MiB/s, 2562.28 obj/s
 * http://minio4:9000: Avg: 10.20 MiB/s, 2610.45 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 47.3MiB/s, 12113.02 obj/s
 * 50% Median: 42.6MiB/s, 10909.83 obj/s
 * Slowest: 25.5MiB/s, 6519.31 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 1416006, Errs:0, Objs:1416006, Bytes: 5531.3MiB
 -       PUT Average: 4724 Obj/s, 18.5MiB/s; Current 4524 Obj/s, 17.7MiB/s, 7.0 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 18.45 MiB/s, 4723.86 obj/s
 * Reqs: Avg: 6.8ms, 50%: 5.9ms, 90%: 9.4ms, 99%: 21.3ms, Fastest: 2.6ms, Slowest: 241.5ms, StdDev: 3.4ms

Throughput by host:
 * http://minio1:9000: Avg: 4.68 MiB/s, 1197.67 obj/s
 * http://minio2:9000: Avg: 4.57 MiB/s, 1171.16 obj/s
 * http://minio3:9000: Avg: 4.58 MiB/s, 1172.02 obj/s
 * http://minio4:9000: Avg: 4.62 MiB/s, 1183.99 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 20.3MiB/s, 5196.38 obj/s
 * 50% Median: 18.5MiB/s, 4724.29 obj/s
 * Slowest: 15.9MiB/s, 4078.18 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4KiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 2130255, Errs:0, Objs:2130255, Bytes: 4992.8MiB
 -    DELETE Average: 712 Obj/s; Current 558 Obj/s, 10.8 ms/req
 -       GET Average: 3204 Obj/s, 12.5MiB/s; Current 2477 Obj/s, 9.7MiB/s, 2.9 ms/req, TTFB: 2.8ms
 -       PUT Average: 1068 Obj/s, 4.2MiB/s; Current 818 Obj/s, 3.2MiB/s, 10.5 ms/req
 -      STAT Average: 2136 Obj/s; Current 1642 Obj/s, 2.5 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 712.59 obj/s
 * Reqs: Avg: 10.3ms, 50%: 5.8ms, 90%: 22.1ms, 99%: 64.1ms, Fastest: 3.3ms, Slowest: 137.4ms, StdDev: 12.4ms

Throughput by host:
 * http://minio1:9000: Avg: 185.80 obj/s
 * http://minio2:9000: Avg: 176.54 obj/s
 * http://minio3:9000: Avg: 173.05 obj/s
 * http://minio4:9000: Avg: 177.17 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 905.84 obj/s
 * 50% Median: 704.76 obj/s
 * Slowest: 493.37 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 12.53 MiB/s, 3206.72 obj/s
 * Reqs: Avg: 2.8ms, 50%: 2.4ms, 90%: 3.6ms, 99%: 10.3ms, Fastest: 1.6ms, Slowest: 214.5ms, StdDev: 1.7ms
 * TTFB: Avg: 3ms, Best: 2ms, 25th: 2ms, Median: 2ms, 75th: 3ms, 90th: 4ms, 99th: 10ms, Worst: 214ms StdDev: 2ms

Throughput by host:
 * http://minio1:9000: Avg: 3.24 MiB/s, 829.76 obj/s
 * http://minio2:9000: Avg: 3.10 MiB/s, 793.88 obj/s
 * http://minio3:9000: Avg: 3.06 MiB/s, 782.50 obj/s
 * http://minio4:9000: Avg: 3.13 MiB/s, 800.85 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 16.0MiB/s, 4104.63 obj/s
 * 50% Median: 12.4MiB/s, 3172.08 obj/s
 * Slowest: 8.8MiB/s, 2246.27 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 4.18 MiB/s, 1068.89 obj/s
 * Reqs: Avg: 9.5ms, 50%: 5.3ms, 90%: 20.2ms, 99%: 60.1ms, Fastest: 2.8ms, Slowest: 225.2ms, StdDev: 11.3ms

Throughput by host:
 * http://minio1:9000: Avg: 1.08 MiB/s, 275.99 obj/s
 * http://minio2:9000: Avg: 1.03 MiB/s, 264.16 obj/s
 * http://minio3:9000: Avg: 1.02 MiB/s, 261.50 obj/s
 * http://minio4:9000: Avg: 1.04 MiB/s, 267.23 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 5.3MiB/s, 1361.08 obj/s
 * 50% Median: 4.1MiB/s, 1059.38 obj/s
 * Slowest: 2.9MiB/s, 747.06 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 2137.78 obj/s
 * Reqs: Avg: 2.5ms, 50%: 2.1ms, 90%: 3.2ms, 99%: 10.4ms, Fastest: 1.3ms, Slowest: 74.4ms, StdDev: 1.7ms

Throughput by host:
 * http://minio1:9000: Avg: 550.75 obj/s
 * http://minio2:9000: Avg: 528.27 obj/s
 * http://minio3:9000: Avg: 524.15 obj/s
 * http://minio4:9000: Avg: 534.84 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 2735.38 obj/s
 * 50% Median: 2115.82 obj/s
 * Slowest: 1493.92 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 16.70 MiB/s, 7125.98 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 4.32 MiB/s, 1842.09 obj/s
 * http://minio2:9000: Avg: 4.13 MiB/s, 1762.68 obj/s
 * http://minio3:9000: Avg: 4.08 MiB/s, 1741.02 obj/s
 * http://minio4:9000: Avg: 4.17 MiB/s, 1779.86 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 21.4MiB/s, 9106.94 obj/s
 * 50% Median: 16.6MiB/s, 7059.25 obj/s
 * Slowest: 11.7MiB/s, 4980.62 obj/s

6.3 4MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 94236, Errs:0, Objs:94236, Bytes: 368.11GiB
 -       GET Average: 314 Obj/s, 1256.1MiB/s; Current 305 Obj/s, 1218.7MiB/s, 102.4 ms/req, TTFB: 30.5m


Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1256.14 MiB/s, 314.03 obj/s
 * Reqs: Avg: 101.9ms, 50%: 97.2ms, 90%: 162.1ms, 99%: 310.7ms, Fastest: 22.9ms, Slowest: 783.8ms, StdDev: 54.7ms
 * TTFB: Avg: 31ms, Best: 9ms, 25th: 25ms, Median: 27ms, 75th: 29ms, 90th: 34ms, 99th: 237ms, Worst: 479ms StdDev: 26ms

Throughput by host:
 * http://minio1:9000: Avg: 522.07 MiB/s, 130.52 obj/s
 * http://minio2:9000: Avg: 253.32 MiB/s, 63.33 obj/s
 * http://minio3:9000: Avg: 240.68 MiB/s, 60.17 obj/s
 * http://minio4:9000: Avg: 239.94 MiB/s, 59.98 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1298.4MiB/s, 324.60 obj/s
 * 50% Median: 1257.0MiB/s, 314.25 obj/s
 * Slowest: 1153.8MiB/s, 288.44 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 71312, Errs:0, Objs:71312, Bytes: 278.56GiB
 -       PUT Average: 238 Obj/s, 951.7MiB/s; Current 240 Obj/s, 959.1MiB/s, 133.8 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 951.70 MiB/s, 237.92 obj/s
 * Reqs: Avg: 134.4ms, 50%: 125.4ms, 90%: 193.8ms, 99%: 344.9ms, Fastest: 40.9ms, Slowest: 944.5ms, StdDev: 54.4ms

Throughput by host:
 * http://minio1:9000: Avg: 332.97 MiB/s, 83.24 obj/s
 * http://minio2:9000: Avg: 202.65 MiB/s, 50.66 obj/s
 * http://minio3:9000: Avg: 222.80 MiB/s, 55.70 obj/s
 * http://minio4:9000: Avg: 193.23 MiB/s, 48.31 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 992.4MiB/s, 248.10 obj/s
 * 50% Median: 950.8MiB/s, 237.70 obj/s
 * Slowest: 927.4MiB/s, 231.86 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 71312, Errs:0, Objs:71312, Bytes: 278.56GiB
 -       PUT Average: 238 Obj/s, 951.7MiB/s; Current 240 Obj/s, 959.1MiB/s, 133.8 ms/req


Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 951.70 MiB/s, 237.92 obj/s
 * Reqs: Avg: 134.4ms, 50%: 125.4ms, 90%: 193.8ms, 99%: 344.9ms, Fastest: 40.9ms, Slowest: 944.5ms, StdDev: 54.4ms

Throughput by host:
 * http://minio1:9000: Avg: 332.97 MiB/s, 83.24 obj/s
 * http://minio2:9000: Avg: 202.65 MiB/s, 50.66 obj/s
 * http://minio3:9000: Avg: 222.80 MiB/s, 55.70 obj/s
 * http://minio4:9000: Avg: 193.23 MiB/s, 48.31 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 992.4MiB/s, 248.10 obj/s
 * 50% Median: 950.8MiB/s, 237.70 obj/s
 * Slowest: 927.4MiB/s, 231.86 obj/s



Cleanup
Cleanup Done                                                                    root@hw-ai-k8s-v100-03:root@hw-ai-k8s-v100-03:~# warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 4MiB \
  --concurrent 32 \
  --duration 5m
╭─────────────────────────────────╮
│ WARP S3 Benchmark Tool by MinIO │
╰─────────────────────────────────╯

Benchmarking: Press 'q' to stop benchmark. ...

 λ █████████████████████████████████████████████████████████████████████████ 100%

Reqs: 180976, Errs:0, Objs:180976, Bytes: 424.14GiB
 -    DELETE Average: 61 Obj/s; Current 64 Obj/s, 27.3 ms/req
 -       GET Average: 273 Obj/s, 1090.1MiB/s; Current 273 Obj/s, 1092.6MiB/s, 67.6 ms/req, TTFB: 24.9ms
 -       PUT Average: 91 Obj/s, 363.5MiB/s; Current 97 Obj/s, 387.5MiB/s, 103.5 ms/req
 -      STAT Average: 182 Obj/s; Current 167 Obj/s, 15.1 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m57s
 * Average: 60.55 obj/s
 * Reqs: Avg: 28.2ms, 50%: 26.5ms, 90%: 36.3ms, 99%: 62.7ms, Fastest: 10.2ms, Slowest: 266.1ms, StdDev: 11.3ms

Throughput by host:
 * http://minio1:9000: Avg: 23.12 obj/s
 * http://minio2:9000: Avg: 15.24 obj/s
 * http://minio3:9000: Avg: 11.08 obj/s
 * http://minio4:9000: Avg: 11.15 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 73.27 obj/s
 * 50% Median: 60.72 obj/s
 * Slowest: 47.91 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m57s
 * Average: 1090.19 MiB/s, 272.55 obj/s
 * Reqs: Avg: 67.2ms, 50%: 66.2ms, 90%: 97.0ms, 99%: 268.0ms, Fastest: 14.7ms, Slowest: 706.5ms, StdDev: 37.0ms
 * TTFB: Avg: 24ms, Best: 7ms, 25th: 20ms, Median: 22ms, 75th: 25ms, 90th: 28ms, 99th: 65ms, Worst: 473ms StdDev: 20ms

Throughput by host:
 * http://minio1:9000: Avg: 410.30 MiB/s, 102.57 obj/s
 * http://minio2:9000: Avg: 273.21 MiB/s, 68.30 obj/s
 * http://minio3:9000: Avg: 205.05 MiB/s, 51.26 obj/s
 * http://minio4:9000: Avg: 201.91 MiB/s, 50.48 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1155.7MiB/s, 288.92 obj/s
 * 50% Median: 1091.2MiB/s, 272.80 obj/s
 * Slowest: 1024.8MiB/s, 256.20 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 363.44 MiB/s, 90.86 obj/s
 * Reqs: Avg: 101.5ms, 50%: 74.6ms, 90%: 164.3ms, 99%: 278.5ms, Fastest: 40.9ms, Slowest: 819.7ms, StdDev: 52.0ms

Throughput by host:
 * http://minio1:9000: Avg: 136.38 MiB/s, 34.10 obj/s
 * http://minio2:9000: Avg: 90.70 MiB/s, 22.67 obj/s
 * http://minio3:9000: Avg: 67.75 MiB/s, 16.94 obj/s
 * http://minio4:9000: Avg: 68.67 MiB/s, 17.17 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 414.3MiB/s, 103.59 obj/s
 * 50% Median: 360.2MiB/s, 90.05 obj/s
 * Slowest: 329.3MiB/s, 82.33 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 181.69 obj/s
 * Reqs: Avg: 15.0ms, 50%: 14.3ms, 90%: 19.9ms, 99%: 27.7ms, Fastest: 3.4ms, Slowest: 237.9ms, StdDev: 8.1ms

Throughput by host:
 * http://minio1:9000: Avg: 69.58 obj/s
 * http://minio2:9000: Avg: 44.80 obj/s
 * http://minio3:9000: Avg: 33.47 obj/s
 * http://minio4:9000: Avg: 33.91 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 202.19 obj/s
 * 50% Median: 181.09 obj/s
 * Slowest: 161.25 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m57s
 * Average: 1453.63 MiB/s, 605.65 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 546.67 MiB/s, 229.35 obj/s
 * http://minio2:9000: Avg: 363.91 MiB/s, 151.01 obj/s
 * http://minio3:9000: Avg: 272.76 MiB/s, 112.72 obj/s
 * http://minio4:9000: Avg: 270.56 MiB/s, 112.69 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 1538.9MiB/s, 654.57 obj/s
 * 50% Median: 1473.0MiB/s, 606.32 obj/s
 * Slowest: 1371.0MiB/s, 562.78 obj/s

6.4 100MiB 文件

  • get
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warp get \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 3995, Errs:0, Objs:3995, Bytes: 390.14GiB
 -       GET Average: 13 Obj/s, 1329.9MiB/s; Current 12 Obj/s, 1220.1MiB/s, 2318.8 ms/req, TTFB: 38.0ms


Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1330.99 MiB/s, 13.31 obj/s
 * Reqs: Avg: 2416.1ms, 50%: 1268.1ms, 90%: 4682.1ms, 99%: 5328.5ms, Fastest: 584.5ms, Slowest: 5890.1ms, StdDev: 1648.1ms
 * TTFB: Avg: 38ms, Best: 9ms, 25th: 29ms, Median: 31ms, 75th: 36ms, 90th: 50ms, 99th: 239ms, Worst: 454ms StdDev: 32ms

Throughput by host:
 * http://minio1:9000: Avg: 774.20 MiB/s, 7.74 obj/s
 * http://minio2:9000: Avg: 180.97 MiB/s, 1.81 obj/s
 * http://minio3:9000: Avg: 187.91 MiB/s, 1.88 obj/s
 * http://minio4:9000: Avg: 188.56 MiB/s, 1.89 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1433.3MiB/s, 14.33 obj/s
 * 50% Median: 1331.2MiB/s, 13.31 obj/s
 * Slowest: 1252.5MiB/s, 12.53 obj/s
  • put
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warp put \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 2864, Errs:0, Objs:2864, Bytes: 279.69GiB
 -       PUT Average: 10 Obj/s, 959.9MiB/s; Current 5 Obj/s, 459.0MiB/s, 3273.6 ms/req


Report: PUT. Concurrency: 32. Ran: 4m58s
 * Average: 963.17 MiB/s, 9.63 obj/s
 * Reqs: Avg: 3319.8ms, 50%: 2995.1ms, 90%: 5336.0ms, 99%: 7491.0ms, Fastest: 1002.8ms, Slowest: 8713.4ms, StdDev: 1362.2ms

Throughput by host:
 * http://minio1:9000: Avg: 368.11 MiB/s, 3.68 obj/s
 * http://minio2:9000: Avg: 206.17 MiB/s, 2.06 obj/s
 * http://minio3:9000: Avg: 196.50 MiB/s, 1.96 obj/s
 * http://minio4:9000: Avg: 192.80 MiB/s, 1.93 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1085.4MiB/s, 10.85 obj/s
 * 50% Median: 962.5MiB/s, 9.62 obj/s
 * Slowest: 783.6MiB/s, 7.84 obj/s
  • mixed
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warp mixed \
  --host minio1:9000,minio2:9000,minio3:9000,minio4:9000 \
  --access-key minioadmin \
  --secret-key minioadmin \
  --tls=false \
  --obj.size 100MiB \
  --concurrent 32 \
  --duration 5m
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Reqs: 8003, Errs:0, Objs:8003, Bytes: 468.07GiB
 -    DELETE Average: 3 Obj/s; Current 3 Obj/s, 41.4 ms/req
 -       GET Average: 12 Obj/s, 1199.1MiB/s; Current 10 Obj/s, 982.1MiB/s, 2327.1 ms/req, TTFB: 42.6ms
 -       PUT Average: 4 Obj/s, 400.4MiB/s; Current 2 Obj/s, 152.7MiB/s, 949.5 ms/req
 -      STAT Average: 8 Obj/s; Current 10 Obj/s, 20.6 ms/req


Report: DELETE. Concurrency: 32. Ran: 4m56s
 * Average: 2.65 obj/s
 * Reqs: Avg: 39.0ms, 50%: 35.7ms, 90%: 56.7ms, 99%: 97.3ms, Fastest: 10.5ms, Slowest: 257.3ms, StdDev: 15.5ms

Throughput by host:
 * http://minio1:9000: Avg: 1.45 obj/s
 * http://minio2:9000: Avg: 0.45 obj/s
 * http://minio3:9000: Avg: 0.38 obj/s
 * http://minio4:9000: Avg: 0.40 obj/s

Throughput, split into 296 x 1s:
 * Fastest: 9.00 obj/s
 * 50% Median: 2.00 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: GET. Concurrency: 32. Ran: 4m58s
 * Average: 1201.56 MiB/s, 12.02 obj/s
 * Reqs: Avg: 2319.4ms, 50%: 1442.2ms, 90%: 4318.5ms, 99%: 5118.0ms, Fastest: 513.9ms, Slowest: 6131.3ms, StdDev: 1492.4ms
 * TTFB: Avg: 44ms, Best: 10ms, 25th: 29ms, Median: 33ms, 75th: 42ms, 90th: 61ms, 99th: 300ms, Worst: 1.05s StdDev: 42ms

Throughput by host:
 * http://minio1:9000: Avg: 651.95 MiB/s, 6.52 obj/s
 * http://minio2:9000: Avg: 191.48 MiB/s, 1.91 obj/s
 * http://minio3:9000: Avg: 179.45 MiB/s, 1.79 obj/s
 * http://minio4:9000: Avg: 178.80 MiB/s, 1.79 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1493.8MiB/s, 14.94 obj/s
 * 50% Median: 1207.2MiB/s, 12.07 obj/s
 * Slowest: 862.5MiB/s, 8.63 obj/s

──────────────────────────────────

Report: PUT. Concurrency: 32. Ran: 4m57s
 * Average: 400.41 MiB/s, 4.00 obj/s
 * Reqs: Avg: 1000.8ms, 50%: 850.3ms, 90%: 1682.8ms, 99%: 1965.6ms, Fastest: 416.9ms, Slowest: 2763.9ms, StdDev: 447.4ms

Throughput by host:
 * http://minio1:9000: Avg: 215.02 MiB/s, 2.15 obj/s
 * http://minio2:9000: Avg: 63.66 MiB/s, 0.64 obj/s
 * http://minio3:9000: Avg: 63.06 MiB/s, 0.63 obj/s
 * http://minio4:9000: Avg: 61.72 MiB/s, 0.62 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 854.8MiB/s, 8.55 obj/s
 * 50% Median: 416.6MiB/s, 4.17 obj/s
 * Slowest: 0.00 obj/s

──────────────────────────────────

Report: STAT. Concurrency: 32. Ran: 4m57s
 * Average: 7.98 obj/s
 * Reqs: Avg: 21.1ms, 50%: 19.5ms, 90%: 27.3ms, 99%: 121.7ms, Fastest: 4.3ms, Slowest: 252.6ms, StdDev: 13.6ms

Throughput by host:
 * http://minio1:9000: Avg: 4.26 obj/s
 * http://minio2:9000: Avg: 1.38 obj/s
 * http://minio3:9000: Avg: 1.12 obj/s
 * http://minio4:9000: Avg: 1.28 obj/s

Throughput, split into 297 x 1s:
 * Fastest: 18.00 obj/s
 * 50% Median: 8.00 obj/s
 * Slowest: 0.00 obj/s


──────────────────────────────────

Report: Total. Concurrency: 32. Ran: 4m58s
 * Average: 1600.81 MiB/s, 26.63 obj/s

Throughput by host:
 * http://minio1:9000: Avg: 865.50 MiB/s, 14.34 obj/s
 * http://minio2:9000: Avg: 254.86 MiB/s, 4.37 obj/s
 * http://minio3:9000: Avg: 240.48 MiB/s, 3.89 obj/s
 * http://minio4:9000: Avg: 239.83 MiB/s, 4.07 obj/s

Throughput, split into 298 x 1s:
 * Fastest: 1698.0MiB/s, 39.98 obj/s
 * 50% Median: 1492.2MiB/s, 26.92 obj/s
 * Slowest: 1587.9MiB/s, 16.88 obj/s

7. 总结

7.1 4KiB 文件

数据位/校验位操作吞吐量
2/2get54.29 MiB/s
2/2put36.61 MiB/s
12/4get38.16 MiB/s
12/4put17.95 MiB/s
10/6get40.29 MiB/s
10/6put17.95 MiB/s
8/8get41.54 MiB/s
8/8put18.45 MiB/s

7.2 4MB 文件

数据位/校验位操作吞吐量
2/2get1228.90 MiB/s
2/2put998.27 MiB/s
12/4get1261.87 MiB/s
12/4put1117.66 MiB/s
10/6get1260.83 MiB/s
10/6put1035.13 MiB/s
8/8get1256.14 MiB/s
8/8put951.70 MiB/s

7.3 100MB 文件

数据位/校验位操作吞吐量
2/2get1246.97 MiB/s
2/2put1034.00 MiB/s
12/4get1351.21 MiB/s
12/4put1147.93 MiB/s
10/6get1346.85 MiB/s
10/6put1063.68 MiB/s
8/8get1330.99 MiB/s
8/8put963.17 MiB/s

7.4 小结

  • 提高并发 32 到 64 或文件大小增加到 1GB 后,吞吐量没有明显提升,甚至略微下降
  • 4KiB 文件测试时,磁盘 io 是瓶颈,Io util 接近 85% 以上,CPU 占用明显增加能达到 40Core 以上
  • 4MiB+ 文件测试时,网卡占用很大,基本满载,接近 10Gbps
  • minio 不适合存储小文件,要尽量保持在 4MiB 以上
  • 在网卡受限的情况下,纠删配置对读取吞吐影响不大,对写入吞吐有一定影响