GTX 1080 vs TITAN Xp

PascalvsPascalUpdated 35 days ago

The TITAN Xp emerges as the superior choice for performance-intensive machine learning due to 12.1 TFLOPS FP16/FP32, 12 GB VRAM, and 548 GB/s bandwidth versus GTX 1080's 8.9 TFLOPS, 8 to 11 GB, and 320 GB/s. However, with no live cloud offers for TITAN Xp, the GTX 1080 wins practically at $0.30 per hour for most users prioritizing availability.

GTX 1080 from $0.30/hr

Specifications Compared

SpecGTX-1080TITAN-XP
TDP180W250W
VRAM8-11 GB12 GB
CUDA Cores2,5603,840
Memory TypeGDDR5XGDDR5X
ArchitecturePascalPascal
Form FactorsPCIePCIe
Interconnect
FP16 Performance8.9 TFLOPS12.1 TFLOPS
FP32 Performance8.9 TFLOPS12.1 TFLOPS
Memory Bandwidth320 GB/s548 GB/s

Performance Analysis

The TITAN Xp outperforms the GTX 1080 in raw compute with 12.1 TFLOPS FP16 and FP32 versus 8.9 TFLOPS, enabling 36 percent faster matrix operations in training workloads. This delta accelerates gradient computations during model training, reducing epochs needed for convergence. For inference, the higher FP16 throughput on TITAN Xp supports more simultaneous queries per second in deployment scenarios.

Memory bandwidth stands out as a key differentiator: 548 GB/s on TITAN Xp versus 320 GB/s on GTX 1080. Higher bandwidth permits larger batch sizes without throughput bottlenecks, crucial for processing extensive datasets in fine-tuning. The TITAN Xp's 12 GB VRAM exceeds the GTX 1080's 8 to 11 GB, accommodating larger models or higher resolutions in Stable Diffusion tasks.

Power draw differs at 250W TDP for TITAN Xp against 180W for GTX 1080, impacting cloud costs in prolonged runs. Both use PCIe form factors with no multi-GPU interconnects specified.

Live Cloud Pricing

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

GTX 1080

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
LeaderGPU
LeaderGPU
4×NVIDIA GeForce GTX 1080
8GB VRAM
$0.30/GPU/hr
$1.20/hr total (4×)
Available
LeaderGPU
LeaderGPU
8×NVIDIA GeForce GTX 1080 Ti
11GB VRAM
$0.60/GPU/hr
$4.80/hr total (8×)
Available

Compare real-time pricing across 25+ providers

When to Choose the GTX 1080

The GTX 1080 suits budget-conscious users targeting light machine learning inference or fine-tuning small models. Its pricing from $0.30 per hour average $0.45 per hour across two live offers provides accessibility where TITAN Xp lacks availability. Lower 180W TDP reduces power-related expenses in cost-sensitive cloud environments.

Choose GTX 1080 for workloads fitting within 8 to 11 GB VRAM, such as basic Stable Diffusion or scientific simulations with 320 GB/s bandwidth sufficiency.

When to Choose the TITAN Xp

The TITAN Xp excels in demanding tasks requiring maximum Pascal-era performance. Its 12.1 TFLOPS FP32 and 548 GB/s bandwidth handle larger batch sizes and complex models better than the GTX 1080's 8.9 TFLOPS and 320 GB/s.

Opt for TITAN Xp when 12 GB VRAM enables training mid-sized LLMs or high-resolution generative tasks unavailable on GTX 1080.

Use Cases

LLM Training
TITAN Xp

TITAN Xp's 12.1 TFLOPS FP16 and 12 GB VRAM support larger models and batches better than GTX 1080's 8.9 TFLOPS and 8 to 11 GB.

LLM Inference
TITAN Xp

Higher 12.1 TFLOPS FP16 on TITAN Xp enables more queries per second; 548 GB/s bandwidth aids high-throughput serving.

Fine-tuning
Either

Both handle small to medium models adequately with Pascal FP32 at 8.9 or 12.1 TFLOPS; choose GTX 1080 for cost at $0.30 per hour.

Stable Diffusion
TITAN Xp

TITAN Xp's 12 GB VRAM and 548 GB/s bandwidth manage higher resolutions without swapping, outperforming GTX 1080's 8 to 11 GB.

Scientific Computing
GTX 1080

GTX 1080's lower 180W TDP and $0.30 per hour pricing fit extended simulations within 320 GB/s bandwidth limits.

Frequently Asked Questions

Which has more VRAM: GTX 1080 or TITAN Xp?

The TITAN Xp provides 12 GB GDDR5X VRAM. The GTX 1080 offers 8 to 11 GB GDDR5X. This makes TITAN Xp better for memory-intensive tasks.

What is the FP32 performance difference?

TITAN Xp delivers 12.1 TFLOPS FP32. GTX 1080 achieves 8.9 TFLOPS FP32. TITAN Xp provides 36 percent higher compute for training.

How do cloud prices compare?

GTX 1080 rents from $0.30 per hour, averaging $0.45 per hour across two offers. TITAN Xp has no live cloud offers available.

Which GPU has higher memory bandwidth?

TITAN Xp features 548 GB/s bandwidth. GTX 1080 has 320 GB/s. Higher bandwidth on TITAN Xp supports larger batches.

What are the TDP ratings?

GTX 1080 consumes 180W TDP. TITAN Xp requires 250W TDP. Lower TDP on GTX 1080 lowers power costs in clouds.

Are these GPUs still viable for ML in 2024?

Both Pascal GPUs suit legacy or budget ML with 8.9 or 12.1 TFLOPS FP16. GTX 1080 availability at $0.30 per hour aids entry-level use.

Which is cheaper to rent, the GTX 1080 or the TITAN Xp?

Cloud rental prices for both the GTX 1080 and TITAN Xp 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 GTX 1080 have compared to the TITAN Xp?

The GTX 1080 has 8 to 11 GB of GDDR5X memory. The TITAN Xp has 12 GB of GDDR5X memory.

Can I find GTX 1080 and TITAN Xp 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 GTX 1080 and the TITAN Xp?

The GTX 1080 uses the Pascal architecture (2016) while the TITAN Xp uses Pascal (2017). The TITAN Xp delivers 1.4x the FP16 throughput and 1.7x the memory bandwidth of the GTX 1080.

GTX 1080 vs TITAN Xp: 12GB GDDR5X vs 11GB GDDR5X | GPUPerHour