H100 NVL vs RTX 3080 Ti

HoppervsAmpereUpdated 35 days ago

The H100 NVL emerges as the winner for most machine learning use cases. Its 66-fold FP16 advantage (1979 TFLOPS over 29.8 TFLOPS) and 80-94 GB VRAM enable enterprise workloads infeasible on RTX 3080 Ti. Superior bandwidth and pricing scalability justify selection despite higher hourly rates.

H100 NVL from $1.90/hr

Specifications Compared

SpecH100RTX-3080
TDP700W320W
VRAM80-94 GB10-12 GB
CUDA Cores16,8968,704
Memory TypeHBM3GDDR6X
ArchitectureHopperAmpere
Form FactorsSXM5, PCIe, NVLPCIe
InterconnectNVLink, PCIe 5.0, InfiniBand
Tensor Cores528272
FP8 Performance3,958 TFLOPS
FP16 Performance1,979 TFLOPS29.8 TFLOPS
FP32 Performance67 TFLOPS29.8 TFLOPS
FP64 Performance34 TFLOPS
INT8 Performance3,958 TOPS
Memory Bandwidth3,350 GB/s760 GB/s

Performance Analysis

Compute performance differences define their capabilities. The H100 NVL reaches 1979 TFLOPS in FP16 and 3958 TFLOPS in FP8, while the RTX 3080 Ti hits 29.8 TFLOPS in both FP16 and FP32. This gap accelerates AI training on H100 NVL, where FP16 and FP8 precision handle large models efficiently.

For inference, the H100 NVL's superior throughput supports high-volume requests with lower latency. The FP16/FP32 parity on RTX 3080 Ti limits it to simpler deployments. Memory bandwidth plays a key role: 3350 GB/s on H100 NVL permits massive batch sizes in training, avoiding out-of-memory errors common with RTX 3080 Ti's 760 GB/s and 10-12 GB VRAM.

Real-world impacts include faster convergence in model training on H100 NVL and scalability for scientific simulations, whereas RTX 3080 Ti suits prototyping where 29.8 TFLOPS suffices.

Live Cloud Pricing

Real-time prices from 25+ providers. Updated every 60 seconds.

H100 NVL

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Hyperstack
Hyperstack
4×NVIDIA H100 PCIe
80GB VRAM
$1.90/GPU/hr
$7.60/hr total (4×)
Available
Hyperstack
Hyperstack
2×NVIDIA H100 PCIe
80GB VRAM
$1.90/GPU/hr
$3.80/hr total (2×)
Available
Hyperstack
Hyperstack
8×NVIDIA H100 PCIe
80GB VRAM
$1.90/GPU/hr
$15.20/hr total (8×)
Available
Hyperstack
Hyperstack
NVIDIA H100 PCIe
80GB VRAM
$1.90/GPU/hr
Available
Hyperstack
Hyperstack
8×NVIDIA H100 PCIe
80GB VRAM
$1.95/GPU/hr
$15.60/hr total (8×)
Available

Compare real-time pricing across 25+ providers

When to Choose the H100 NVL

Select the H100 NVL for large-scale AI training and inference. Its 80-94 GB VRAM accommodates models exceeding 10-12 GB, and 1979 TFLOPS FP16 ensures rapid processing. Datacenter form factors like SXM5 and NVLink interconnects enable multi-GPU clusters.

High-memory workloads such as scientific computing benefit from 3350 GB/s bandwidth, supporting batch sizes impractical on RTX 3080 Ti.

When to Choose the RTX 3080 Ti

Opt for the RTX 3080 Ti in cost-sensitive scenarios like gaming or lightweight inference. At $0.08 per hour average $0.14 per hour, it delivers value for tasks within 10-12 GB VRAM. Its 320W TDP fits consumer or small-scale cloud instances.

Prototyping Stable Diffusion or fine-tuning small models leverages 29.8 TFLOPS FP16 without H100 NVL's overhead.

Use Cases

LLM Training
H100 NVL

H100 NVL's 3958 TFLOPS FP8 and 80-94 GB HBM3 VRAM handle massive parameter counts. RTX 3080 Ti's 10-12 GB VRAM cannot support equivalent scales.

LLM Inference
H100 NVL

1979 TFLOPS FP16 on H100 NVL delivers low-latency serving for large models. RTX 3080 Ti limits batch sizes due to 760 GB/s bandwidth.

Fine-tuning
H100 NVL

H100 NVL's memory capacity fits full model fine-tuning. 3350 GB/s bandwidth accelerates iterations beyond RTX 3080 Ti's constraints.

Stable Diffusion
RTX 3080 Ti

RTX 3080 Ti's 29.8 TFLOPS FP16 suffices for image generation at low cost. H100 NVL overkill for consumer-scale diffusion tasks.

Scientific Computing
H100 NVL

H100 NVL's 67 TFLOPS FP32 and high VRAM excel in simulations. RTX 3080 Ti's lower specs hinder complex datasets.

Frequently Asked Questions

Which GPU has more VRAM: H100 NVL or RTX 3080 Ti?

The H100 NVL provides 80-94 GB HBM3 VRAM. RTX 3080 Ti offers 10-12 GB GDDR6X. This enables H100 NVL for larger models.

What is the FP16 performance difference?

H100 NVL achieves 1979 TFLOPS FP16. RTX 3080 Ti reaches 29.8 TFLOPS. The ratio exceeds 66 times, favoring AI acceleration.

How do cloud prices compare?

H100 NVL starts at $1.40 per hour, averaging $2.89 per hour across nine offers. RTX 3080 Ti begins at $0.08 per hour, averaging $0.14 per hour across four offers.

What are the TDPs?

H100 NVL consumes 700W TDP. RTX 3080 Ti uses 320W. Lower TDP suits RTX 3080 Ti for power-limited setups.

Is H100 NVL better for training large models?

Yes, due to 3958 TFLOPS FP8 and 3350 GB/s bandwidth. RTX 3080 Ti's 29.8 TFLOPS cannot match training throughput.

Which supports NVLink?

H100 NVL includes NVLink and PCIe 5.0 interconnects. RTX 3080 Ti lacks advanced multi-GPU links.

Which is cheaper to rent, the H100 or the RTX 3080?

Cloud rental prices for both the H100 and RTX 3080 vary by provider, configuration, and availability. This page shows live pricing from 25+ providers updated every 60 seconds. Scroll to the Live Cloud Pricing section to compare current rates.

How much VRAM does the H100 have compared to the RTX 3080?

The H100 has 80 to 94 GB of HBM3 memory. The RTX 3080 has 10 to 12 GB of GDDR6X memory.

Can I find H100 and RTX 3080 GPUs available to rent right now?

Yes. This page shows real-time availability across 25+ cloud GPU providers. The Live Cloud Pricing section displays only in-stock offers with current pricing.

What is the main difference between the H100 and the RTX 3080?

The H100 uses the Hopper architecture (2022) while the RTX 3080 uses Ampere (2020). The H100 delivers 66.4x the FP16 throughput and 4.4x the memory bandwidth of the RTX 3080.

H100 NVL vs RTX 3080 Ti: 66.4x FP16 Gap, 94GB vs 12GB | GPUPerHour