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Fast Object Storage for AI: Stop GPU Starvation & Boost Training Performance
DDN· 2026-01-12 16:47
[MUSIC PLAYING] Hi, I'm Nasir Wasim from DDN. Today, I'm going to talk about one of the most common problems you might recognize. Your GPUs are sitting idle, waiting for data. We're going to talk about fast object, the high performance object capability in DDN Infinia, designed specifically to eliminate the storage bottlenecks in AI pipeline to keep the GPUs busy. Fast object equals to Infinia. So let's start with what's actually happening in your infrastructure right now. So your organization invested ...
DDN Infinia Performance Demo in Oracle Cloud | High-Speed S3 Object Storage Benchmark
DDN· 2025-08-01 20:49
Overview - DDN Infinia 在 Oracle Cloud Infrastructure (OCI) 上的性能展示,但强调这仅为技术预览,未来可能发生变化 [1] - Infinia 架构提供广泛的数据管理能力,包括多种数据 IO 路径、核心存储组件(如 scale-out KV 存储、always-on 加密和数据缩减)、原生多租户等 [2] - Infinia 完全软件定义和容器化,可在物理或虚拟化硬件上运行,适用于云部署 [2] Technical Details & Performance - 在 OCI 内部测试使用了 6 个 BM dense ioe5 计算实例作为 Infinia 集群的主机,以及 6 个 BM standard E5.192% 实例作为客户端,客户端实例具有单个 100 GB 连接 [2] - 在 dense ioe5 实例中,Infinia 软件仅使用了 128 个可用核心中的 32 个 [2] - 使用 warp 在分布式基准测试模式下进行 IO 生成,确保每个客户端并发地向所有 Infinia 集群节点发送操作,并在所有客户端和所有 Infinia 集群节点之间创建完整的 IO 网格 [3] - Put 操作的吞吐量约为 28 GB/s 到 30 GB/s,每个客户端和每个 Infinia 节点平均处理速度约为 4800 MB/s (约 5 GB/s) [5] - Get 操作的吞吐量约为 35 GB/s 到 37.5 GB/s,负载均匀分布在所有客户端和 Infinia 节点上,约为 6100 MB/s (约 6.5 GB/s) [6] - 实现了 5 毫秒的 time to first byte,对于 S3 对象 IO 来说非常出色 [6] Conclusion - 软件定义的 Infinia 不仅可以在云中的 Oracle 计算基础设施上运行,而且即使是小型六节点集群也能实现出色的性能 [7]
Backblaze (BLZE) FY Conference Transcript
2025-05-13 20:45
Backblaze (BLZE) FY Conference Summary Company Overview - Backblaze is a cloud storage company that provides inexpensive, high-performance cloud storage primarily for businesses [2][3] - The company competes with traditional cloud providers like Amazon, Google, and Microsoft, focusing on object storage [3][4] Core Business and Product Offerings - Backblaze started with a focus on backup but has expanded to support various use cases, including media storage and AI [3][8] - The company offers object storage, which is cost-efficient for large-scale unstructured data [4] - Backblaze's pricing is approximately 80% lower than traditional cloud providers, with free egress, allowing customers to move data easily [5][6] Recent Product Launches - The company launched "OverDrive," a high-throughput offering for large datasets, aimed at customers with intensive data transfer needs [6][8] - "Shard Stash," a patent-pending technology, enhances upload speeds by up to 30% compared to traditional providers [5][12] Customer Use Cases - Backblaze supports various high-performance workloads, including streaming video, surveillance, and analytics [8] - A notable customer example involves a company collecting vast amounts of internet data for LLMs, benefiting from Backblaze's cost efficiency and rapid data transfer capabilities [8][12] Customer Retention and Growth Metrics - Backblaze has a 90% gross customer retention rate, with an average customer staying for about a decade [25] - The company reported a 17% net revenue retention rate, indicating strong customer expansion [25][26] - The largest total contract value customer recently switched from AWS to Backblaze, highlighting competitive advantages [26][29] Go-to-Market Strategy - Backblaze has transitioned to a more direct sales approach, hiring a new chief revenue officer and expanding the sales team [32][33] - The company utilizes self-serve, direct sales, channel partnerships, and OEM strategies to reach customers [35][36] Partnerships and Industry Applications - Backblaze has formed partnerships with companies like PureNodal for GPU infrastructure, integrating their storage solutions into GPU offerings [36][37] - The company is also targeting the media and entertainment sector, providing storage solutions for media asset management and distribution [41][44] Market Conditions and Customer Behavior - Despite macroeconomic concerns, Backblaze has not seen significant impacts on self-serve customer acquisition, with thousands of new customers each quarter [46][47] - The company noted a 66% increase in AI customers and a 25-fold increase in data volume from these customers, indicating strong growth in this segment [58][59] Financial Outlook - Backblaze anticipates continued growth, with expectations for quarter-over-quarter acceleration in 2025, aiming for at least 30% growth by Q4 [62][63] - The company is focused on optimizing gross margins through operational efficiencies and extended useful life of hardware [69][71] Conclusion - Backblaze is well-positioned in the cloud storage market, leveraging competitive pricing, innovative technology, and a strong focus on customer retention and growth. The company is actively expanding its product offerings and partnerships, particularly in the AI and media sectors, while navigating macroeconomic challenges effectively.