% % %

训练时间的算账：为什么 8-GPU 节点赢在墙钟

LLM 训练的成本可以简化成一道题：同样 1,000 GPU 小时的工作量，用 4 台双卡服务器跑和用 1 台 8 卡服务器跑，墙钟时间差多少？答案不止 4 倍——因为 GPU 间通信是训练的关键路径。PowerEdge XE9680 的 8 颗 GPU 通过 NVLink（NVIDIA）或 Infinity Fabric（AMD）全互联，模型并行（TP/PP）的通信延迟比跨节点走网络低一个数量级。8 卡节点内部通信，4 台双卡节点要跨 100GbE/IB 网络跑同样数据——墙钟时间、能耗、网络带宽全部翻倍。

这就是 XE9680 存在的理由：Dell 首款 8 路 GPU 服务器，专为生成式 AI、ML/DL 训练和 HPC 打造，支持大语言模型、推荐引擎、分子动力学和基因组测序。

Core Specifications

Attribute	Specification
Form factor	6U rack server
Processor	2 x 5th Gen Intel Xeon Scalable (64 cores) or 2 x 4th Gen (56 cores)
Memory	32 x DDR5 RDIMM slots, up to 4 TB, 5600 MT/s (5th Gen) / 4800 MT/s (4th Gen)
GPU options	8 x H100 80GB 700W / 8 x H200 141GB 700W / 8 x H20 96GB 500W (all NVLink), 8 x MI300X 192GB 750W (Infinity Fabric), 8 x Gaudi 3 128GB 900W (RoCE)
Shared GPU memory	Up to 1.5 TB coherent (MI300X config)
Drive bays	Up to 8 x 2.5-inch NVMe/SAS/SATA (122.88 TB) or 16 x E3.S NVMe
Boot	BOSS-N1: HW RAID 1, 2 x M.2 NVMe
PCIe	Up to 10 x Gen5 x16 slots (8 with Gaudi 3)
Network	2 x 1GbE embedded + 1 x OCP 3.0 (x8); 6 x 800GbE OSFP with Gaudi 3
PSU	3200W Titanium (277VAC/260-400VDC) or 2800W Titanium, hot-swap redundant
Management	iDRAC9, iDRAC Direct, Redfish RESTful API, OpenManage Enterprise
Dimensions / weight	263.2 x 482 x 1008.77 mm (with bezel); up to 114.05 kg

The GPU Choice: Five Accelerators, One Chassis

The XE9680 is unusual in accepting every major accelerator generation:

Accelerator	Memory	Power	Fabric
NVIDIA H100 SXM5	80 GB	700 W	NVLink
NVIDIA H200 SXM5	141 GB	700 W	NVLink
NVIDIA H20 SXM5	96 GB	500 W	NVLink
AMD MI300X OAM	192 GB	750 W	Infinity Fabric
Intel Gaudi 3 OAM	128 GB	900 W	Ethernet RoCE (embedded 800GbE)

One chassis, five GPU generations – the platform choice follows the model and the supply line, not a lock-in.

Dell PowerEdge XE9680 6U GPU server — PowerEdge XE9680: 6U 8-GPU training node with NVLink/Infinity Fabric/RoCE accelerator options.

Storage and Expansion for Training Data

Up to 8 x 2.5-inch NVMe/SAS/SATA drives (122.88 TB) or 16 x E3.S NVMe drives feed the training pipeline without a separate storage hop; BOSS-N1 handles boot duty in hardware RAID 1. Ten front-facing PCIe Gen5 x16 slots take HBAs, high-speed NICs or NVMe-of-F targets, and the OCP 3.0 slot (x8) adds a 100/400GbE card for multi-node scaling. PERC H965i covers SAS RAID (not supported with Gaudi 3).

Security & Management

Security. Silicon root of trust, Secure Boot, cryptographically signed firmware, Secured Component Verification, Secure Erase, System Lockdown (iDRAC9 Enterprise/Datacenter), Data at Rest Encryption via SEDs, and TPM 2.0 (FIPS/CC-TCG certified, China variant).

Management. iDRAC9 with dedicated port, HTML5 virtual console, virtual media and Redfish; OpenManage Enterprise with Power Manager, Service and Update plugins, plus integrations for Ansible, Terraform, ServiceNow and BMC TrueSight – the same fleet plane as every other PowerEdge.

Power, Cooling & Physical

PSU: 3200W Titanium (277 VAC or 260-400 VDC, US/Canada) or 2800W Titanium (200-240 VAC / 240 VDC), hot-swap redundant.
Cooling: Air-cooled with up to 6 HPR Gold fans in the mid tray + up to 10 on the rear (12 with Gaudi 3) – designed for 700-900W accelerators.
Physical: 263.2 x 482 x 1008.77 mm (with bezel), up to 114.05 kg – plan floor load and rail ratings.

OS & Software

Canonical Ubuntu Server LTS, Red Hat Enterprise Linux, SUSE Linux Enterprise Server and VMware ESXi; Dell Validated Designs for Generative AI cover the reference workflows end to end.

Buying FAQ

Which GPU? H200 (141GB) for the largest models; H100/H20 for cost tiers; MI300X for AMD estates; Gaudi 3 for Ethernet-only fabrics.
Training or inference? Built for training/HPC; inference workloads may scale better on L40S-class nodes – see our L40S.
Multi-node? 100/400GbE via OCP 3.0; Gaudi 3 builds embed 6 x 800GbE OSFP.
Weight? Up to 114.05 kg fully loaded – rack planning required.
Remote management? iDRAC9 + OpenManage, identical to the rest of the fleet.

Scaling your AI estate? The XE9680 anchors the training tier; xFusion 5885H V7 covers 4-socket compute. As an authorized Dell partner we offer factory-direct pricing, custom configuration, 3-year warranty and global shipping – contact us for an AI infrastructure quote.