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Scaling RAG with NVME: DISKANN's Hybrid Approach to Vector Databases Indexing

Submitted by diegonika on

Is it still realistic to rely solely on DRAM for vector index storage when Large Language Models are driving petabyte-scale growth? Traditional in-memory indexing strategies quickly exhaust host memory as vector collections expand. DISKANN (Disk-Accelerated Approximate Nearest Neighbor) is a hybrid vector search algorithm developed by Microsoft, designed to offload portions of the search index to NVMe SSDs.

Host Management of NVM Express™ Exported NVM Subsystems in PCIe™ SSDs

Submitted by diegonika on
This presentation explains how an NVMe™ PCIe SSD supporting multiple NVMe controllers can be used to create and migrate virtual NVMe SSDs (i.e., Exported NVM Subsystems). The commands used by a host managing these virtual SSDs are fully illustrated using animation and demonstrates the interoperability between different SSD vendors during migration. Come and see how the virtual NVMe SSD is abstracted from the underlying NVMe SSD for the migrating Virtual Machine.

Why should we have yet another Enterprise and Datacenter Standard Form Factor for SSDs?

Submitted by Anonymous (not verified) on

Since the Enterprise and Datacenter Standard Form Factor (EDSFF) was created, the biggest complaint about EDSFF has been that there are too many form factors. While this was by design, EDSFF still has more form factors than what was supported previously in Enterprise and Datacenter application. So introducing E2 as a new EDSFF form factor in the market is obviously going to get a lot of scrutiny.

SNIA Emerald Update for V1.0 Device and V5.0 System Specifications

Submitted by Anonymous (not verified) on

Learn about the new SNIA Emerald V1.0  Device Power Measurement Test Specification, the tools and methods to measure an enterprise data storage device. A useful new metric for system supply chain and hypervisor vendors to evaluate devices with enterprise data enter workloads. In the near future, some regulatory bodies may cross-reference in their regional energy conservation programs. Learn about the changes as part of SNIA Emerald V5.0 System Power Measurement Test Specification, the tools and methods to measure an enterprise data storage system.

Data-Intensive Inference Done Better: Scaling Models and RAG in Limited Memory with SSD Offload

Submitted by Anonymous (not verified) on
Enterprises are rushing to adopt AI inference solutions with RAG to solve business problems, but enthusiasm for the technology's potential is outpacing infrastructure readiness. It quickly becomes prohibitively expensive or even impossible to use more complex models and bigger RAG data sets due to the cost of memory.

Choosing Your AI Storage Protocol: A Deep Dive into SMB and NFS Performance, Tuning, and Overhead

Submitted by Anonymous (not verified) on
The performance of network file protocols is a critical factor in the efficiency of the AI and Machine Learning pipeline. This presentation provides a detailed comparative analysis of the two leading protocols, Server Message Block (SMB) and Network File System (NFS), specifically for demanding AI workloads. We evaluate the advanced capabilities of both protocols, comparing SMB3 with SMB Direct and Multichannel against NFS with RDMA and multistream TCP configurations.

Panel: Driving Sustainability in Datacenters – Standardizing Carbon Assessment Methodologies

Submitted by Anonymous (not verified) on

As the demand for cloud services continues to grow, so does the environmental impact of datacenters. Accurately measuring and managing carbon emissions is essential to advancing sustainability goals—but today’s approaches to carbon assessment vary widely across the industry. The panelists include Sustainability experts from Google, Meta, and Microsoft to discuss how the cloud industry can align on Product Category Rules (PCRs) and Lifecycle Assessment (LCA) standards to drive consistency, transparency, and real impact.

Can SDXI work with NVMe?

Submitted by Anonymous (not verified) on

SDXI is an emerging standard for a memory data movement and acceleration interface. NVMe is an industry leading storage access protocol.   Memory transfers are integral to storage access, including NVMe.Data is transferred by DMA from host memory to device memory or from device memory to host memory. With SDXI as the data mover, data movement is standardized and new transformation (compute) capabilities are enabled. Transparent memory data movement within  and across storage nodes  remains an active area of optimization for NVM subsystems.

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