H100 SXM vs PCIe: Choosing the Right Form Factor
What's the difference between H100 SXM and PCIe?
H100 SXM offers 700W TDP, 3.35 TB/s bandwidth, and NVLink connectivity but requires specialized DGX/HGX chassis (~$35K GPU). H100 PCIe uses 350W, has 2.0 TB/s bandwidth, and fits standard servers (~$28K GPU). Choose SXM for multi-GPU training; PCIe for single-GPU inference or limited power budgets.
Key Data Points
- Form Factor: SXM (Mezzanine) vs PCIe (Standard Card)
- Power (TDP): 700W (SXM) vs 350W (PCIe)
- Bandwidth: 3.35 TB/s (SXM) vs 2.0 TB/s (PCIe)
- NVLink: 900 GB/s (SXM) vs None (PCIe)
- Price: ~$35K (SXM) vs ~$28K (PCIe)
SXM vs PCIe Specifications
| Specification | H100 SXM5 | H100 PCIe | Winner |
|---|---|---|---|
| Form Factor | SXM5 (DGX/HGX required) | PCIe Gen5 x16 | PCIe (compatibility) |
| GPU Memory | 80 GB HBM3 | 80 GB HBM3 | Tie |
| Memory Bandwidth | 3.35 TB/s | 2.0 TB/s | SXM (+67%) |
| TDP | 700W | 350W | PCIe (50% less power) |
| NVLink | NVLink 4.0 (900 GB/s) | Not available | SXM only |
| FP8 Performance | 3,958 TFLOPS | 2,000 TFLOPS | SXM (~2x) |
| Purchase Price (GPU only) | ~$35,000 | ~$28,000 | PCIe (-20%) |
| Lease Rate (On-Demand) | $2.80 - $3.50/hr | $2.00 - $2.50/hr | PCIe (-25%) |
| Chassis Requirement | DGX H100, HGX H100 | Standard 4U servers | PCIe (flexibility) |
Best Use Cases
Choose H100 SXM When:
- •Multi-GPU training with NVLink required
- •Maximum performance is priority over cost
- •Building DGX-style 8-GPU clusters
- •Training large language models (7B+)
- •Liquid cooling infrastructure available
Choose H100 PCIe When:
- •Single-GPU inference workloads
- •Limited power budget (350W vs 700W)
- •Using existing standard server infrastructure
- •Air-cooled datacenter environment
- •Cost optimization is priority
Total Cost of Ownership (3-Year)
8x H100 SXM (DGX H100)
8x H100 PCIe (Standard Servers)
SXM costs ~83% more but delivers ~98% more training performance. For training-heavy workloads, SXM has better TCO per TFLOP.
Frequently Asked Questions
Can I upgrade from PCIe to SXM later?
No, SXM and PCIe are completely different form factors requiring different infrastructure. SXM requires DGX/HGX baseboard with specialized cooling. This is not an upgrade path—it's a full hardware replacement.
Is NVLink really necessary for training?
For multi-GPU training on models larger than 13B parameters, yes. NVLink provides 900 GB/s GPU-to-GPU bandwidth vs ~64 GB/s over PCIe. This 14x bandwidth difference significantly impacts training time for large models.
Which has better residual value?
PCIe cards typically hold value better because they're more versatile and fit standard servers. SXM cards require matching DGX/HGX systems, limiting the resale market. Expect 10-15% better residual on PCIe after 3 years.
What about H100 NVL (dual-GPU)?
The H100 NVL is a PCIe form factor with NVLink Bridge connecting 2 GPUs. It offers NVLink benefits with PCIe compatibility, but only for 2-GPU setups. Good middle ground for small-scale training.
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