Quadro RTX 4000 vs TITAN Xp

TuringvsPascalUpdated 35 days ago

The Quadro RTX 4000 emerges as the winner for most cloud users in machine learning tasks. Availability across 5 offers at $0.56/hr outweighs the TITAN Xp's advantages in 12 GB VRAM and 12.1 TFLOPS, as no live TITAN Xp instances exist. Efficiency at 160W TDP seals its practicality for inference and fine-tuning.

Quadro RTX 4000 from $0.56/hr

Specifications Compared

SpecQUADRO-RTX-4000TITAN-XP
TDP160W250W
VRAM8 GB12 GB
CUDA Cores2,3043,840
Memory TypeGDDR6GDDR5X
ArchitectureTuringPascal
Form FactorsPCIePCIe
Interconnect
Tensor Cores288
FP16 Performance7.1 TFLOPS12.1 TFLOPS
FP32 Performance7.1 TFLOPS12.1 TFLOPS
Memory Bandwidth416 GB/s548 GB/s

Performance Analysis

The TITAN Xp outperforms the Quadro RTX 4000 in raw compute: its 12.1 TFLOPS in FP16 and FP32 exceeds the 7.1 TFLOPS of the Quadro RTX 4000 by 70 percent. This delta translates to faster model training and inference times, especially in FP32-dominated scientific computing or FP16-accelerated deep learning. Higher TFLOPS on the TITAN Xp reduce epochs needed for convergence in training workloads.

Memory specifications favor the TITAN Xp for large-scale tasks. Its 12 GB GDDR5X VRAM supports bigger batch sizes in LLM training compared to the Quadro RTX 4000's 8 GB GDDR6, preventing out-of-memory errors on models exceeding 8 GB. The TITAN Xp's 548 GB/s bandwidth further aids by minimizing data transfer bottlenecks during high-throughput inference, surpassing the Quadro RTX 4000's 416 GB/s.

Power efficiency tilts toward the Quadro RTX 4000 with its 160W TDP versus the TITAN Xp's 250W. This allows sustained performance in power-constrained cloud instances without thermal throttling, though the TITAN Xp excels in scenarios tolerating higher consumption for peak throughput.

Live Cloud Pricing

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

Quadro RTX 4000

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Paperspace
Paperspace
NVIDIA Quadro RTX 4000
8GB VRAM
$0.56/GPU/hr
Available
Paperspace
Paperspace
NVIDIA Quadro RTX 4000
8GB VRAM
$0.56/GPU/hr
Available
Paperspace
Paperspace
2×NVIDIA Quadro RTX 4000
8GB VRAM
$0.56/GPU/hr
$1.12/hr total (2×)
Available
Paperspace
Paperspace
NVIDIA Quadro RTX 4000
8GB VRAM
$0.56/GPU/hr
Available
Paperspace
Paperspace
2×NVIDIA Quadro RTX 4000
8GB VRAM
$0.56/GPU/hr
$1.12/hr total (2×)
Available

Compare real-time pricing across 25+ providers

When to Choose the Quadro RTX 4000

The Quadro RTX 4000 suits cost-sensitive deployments with pricing from $0.56/hr across 5 live cloud offers. Its 160W TDP enables efficient operation in multi-GPU setups where power limits apply, unlike the TITAN Xp's 250W draw. Newer Turing architecture provides better per-watt performance for ongoing inference tasks.

Choose the Quadro RTX 4000 for readily available professional workloads like visualization or moderate ML inference, where 7.1 TFLOPS suffices without needing the TITAN Xp's unavailable instances.

When to Choose the TITAN Xp

The TITAN Xp excels in memory-intensive applications requiring 12 GB GDDR5X VRAM, such as training large LLMs that exceed the Quadro RTX 4000's 8 GB limit. Its 548 GB/s bandwidth and 12.1 TFLOPS deliver superior throughput for batch processing.

Opt for the TITAN Xp in high-compute scenarios like Stable Diffusion generation if instances become available, prioritizing raw performance over the Quadro RTX 4000's efficiency.

Use Cases

LLM Training
TITAN Xp

The TITAN Xp's 12 GB VRAM handles larger models without splitting batches, unlike the Quadro RTX 4000's 8 GB limit. Its 12.1 TFLOPS accelerates training epochs over the 7.1 TFLOPS alternative.

LLM Inference
Quadro RTX 4000

The Quadro RTX 4000's availability at $0.56/hr and 160W TDP support cost-effective, continuous inference. Sufficient 7.1 TFLOPS meets most serving needs without the TITAN Xp's unavailability.

Fine-tuning
TITAN Xp

Higher 12.1 TFLOPS on the TITAN Xp speeds up fine-tuning iterations compared to 7.1 TFLOPS. Extra 12 GB VRAM accommodates dataset buffering.

Stable Diffusion
TITAN Xp

Stable Diffusion benefits from the TITAN Xp's 12 GB VRAM for high-resolution generations, avoiding the Quadro RTX 4000's 8 GB constraints. Bandwidth at 548 GB/s enhances image throughput.

Scientific Computing
Either

Both offer identical FP16 and FP32 ratios at their respective peaks, suiting simulations. Choose Quadro RTX 4000 for availability or TITAN Xp for higher 12.1 TFLOPS if power allows.

Frequently Asked Questions

Which GPU has more VRAM?

The TITAN Xp provides 12 GB GDDR5X VRAM. The Quadro RTX 4000 offers 8 GB GDDR6. This makes the TITAN Xp better for memory-heavy workloads.

What are the FP32 performance differences?

The TITAN Xp achieves 12.1 TFLOPS in FP32. The Quadro RTX 4000 delivers 7.1 TFLOPS. Expect about 70 percent faster compute on the TITAN Xp.

How do memory bandwidths compare?

The TITAN Xp has 548 GB/s bandwidth. The Quadro RTX 4000 reaches 416 GB/s. Higher bandwidth on TITAN Xp reduces bottlenecks in data-intensive tasks.

What is the TDP for each GPU?

The Quadro RTX 4000 consumes 160W TDP. The TITAN Xp requires 250W. Lower TDP on Quadro RTX 4000 aids power-efficient deployments.

Is cloud pricing available for these GPUs?

Quadro RTX 4000 pricing starts at $0.56/hr across 5 live offers. TITAN Xp has no live cloud offers currently. Availability favors the Quadro RTX 4000.

Which architecture is newer?

Quadro RTX 4000 uses Turing from 2018. TITAN Xp employs Pascal from 2017. Turing provides modern features despite lower peak specs.

Which is cheaper to rent, the Quadro RTX 4000 or the TITAN Xp?

Cloud rental prices for both the Quadro RTX 4000 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 Quadro RTX 4000 have compared to the TITAN Xp?

The Quadro RTX 4000 has 8 GB of GDDR6 memory. The TITAN Xp has 12 GB of GDDR5X memory.

Can I find Quadro RTX 4000 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 Quadro RTX 4000 and the TITAN Xp?

The Quadro RTX 4000 uses the Turing architecture (2018) while the TITAN Xp uses Pascal (2017). The TITAN Xp delivers 1.7x the FP16 throughput and 1.3x the memory bandwidth of the Quadro RTX 4000.

Quadro RTX 4000 vs TITAN Xp: 12GB GDDR5X vs 8GB GDDR6 | GPUPerHour