Quadro P6000 vs Quadro RTX 4000

PascalvsTuringUpdated 35 days ago

The Quadro P6000 emerges as the winner for most compute-heavy use cases like AI training and large-model inference. Its 24 GB VRAM and 12.6 TFLOPS FP32 performance enable handling of datasets infeasible on the RTX 4000's 8 GB, despite higher $1.10 per hour cost and 250 W TDP.

Quadro P6000 from $1.10/hrQuadro RTX 4000 from $0.56/hr

Specifications Compared

SpecQUADRO-P6000QUADRO-RTX-4000
TDP250W160W
VRAM24 GB8 GB
CUDA Cores3,8402,304
Memory TypeGDDR5XGDDR6
ArchitecturePascalTuring
Form FactorsPCIePCIe
Interconnect
FP16 Performance12.6 TFLOPS7.1 TFLOPS
FP32 Performance12.6 TFLOPS7.1 TFLOPS
Memory Bandwidth432 GB/s416 GB/s

Performance Analysis

The Quadro P6000 holds a clear compute advantage: 12.6 TFLOPS FP32 performance doubles the RTX 4000's 7.1 TFLOPS, enabling faster matrix operations in training and simulation workloads. Similarly matched FP16 rates at 12.6 TFLOPS versus 7.1 TFLOPS mean equivalent half-precision benefits without tensor core disparities, supporting inference pipelines where raw throughput matters. Higher memory bandwidth of 432 GB/s on the P6000 sustains larger batch sizes than the 416 GB/s on the RTX 4000, reducing data starvation in deep learning iterations.

In real-world terms, the P6000's 24 GB VRAM accommodates massive models or datasets that exceed the RTX 4000's 8 GB limit, preventing out-of-memory errors during LLM fine-tuning or scientific simulations. The RTX 4000 counters with 36 percent lower TDP at 160 W, ideal for dense cloud clusters where power efficiency lowers operational costs. Bandwidth proximity suggests minimal differences in streaming tasks, but VRAM disparity dominates for batch scaling.

Live Cloud Pricing

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

Quadro P6000

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Paperspace
Paperspace
NVIDIA Quadro P6000
24GB VRAM
$1.10/GPU/hr
Available
Paperspace
Paperspace
NVIDIA Quadro P6000
24GB VRAM
$1.10/GPU/hr
Available
Paperspace
Paperspace
NVIDIA Quadro P6000
24GB VRAM
$1.10/GPU/hr
Available
Paperspace
Paperspace
2×NVIDIA Quadro P6000
24GB VRAM
$1.10/GPU/hr
$2.20/hr total (2×)
Available
Paperspace
Paperspace
2×NVIDIA Quadro P6000
24GB VRAM
$1.10/GPU/hr
$2.20/hr total (2×)
Available

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 P6000

The Quadro P6000 excels in memory-intensive professional applications. Its 24 GB GDDR5X VRAM handles large-scale 3D rendering, CAD assemblies, or AI models that surpass 8 GB thresholds, such as complex simulations requiring 432 GB/s bandwidth to maintain throughput. At $1.10 per hour, it suits workloads prioritizing capacity over cost, like multi-GPU visualization pipelines.

When to Choose the Quadro RTX 4000

The Quadro RTX 4000 fits budget-conscious or power-limited environments. With 160 W TDP and $0.56 per hour pricing across five offers, it powers efficient inference or lighter CAD tasks without the P6000's 250 W draw. Turing architecture enhances ray-traced rendering for modern design reviews within 8 GB VRAM constraints.

Use Cases

LLM Training
Quadro P6000

The P6000's 24 GB VRAM supports larger batch sizes and models during training, avoiding out-of-memory issues common with the RTX 4000's 8 GB limit. Its 12.6 TFLOPS FP32 outperforms the 7.1 TFLOPS alternative.

LLM Inference
Either

Both GPUs offer matched FP16 to FP32 ratios, but P6000's 24 GB VRAM aids high-concurrency inference while RTX 4000's lower $0.56 per hour cost suits lighter loads. Choice depends on model size.

Fine-tuning
Quadro P6000

Fine-tuning demands substantial VRAM for gradients and activations: P6000's 24 GB and 432 GB/s bandwidth excel over RTX 4000's 8 GB. Higher 12.6 TFLOPS accelerates iterations.

Stable Diffusion
Quadro P6000

Image generation workflows benefit from P6000's 24 GB VRAM for high-resolution batches, paired with 12.6 TFLOPS FP16. RTX 4000's 8 GB restricts output scales.

Scientific Computing
Quadro RTX 4000

RTX 4000's 160 W TDP and $0.56 per hour pricing optimize sustained simulations within 8 GB VRAM. Turing features aid ray-tracing in physics viz, sufficient for most cases.

Frequently Asked Questions

Which GPU has more VRAM?

The Quadro P6000 provides 24 GB GDDR5X VRAM, three times the Quadro RTX 4000's 8 GB GDDR6. This makes the P6000 better for large datasets. RTX 4000 suffices for smaller models.

How do their prices compare in the cloud?

Quadro RTX 4000 starts at $0.56 per hour average across five offers, half the P6000's $1.10 per hour across six offers. RTX 4000 offers better value for cost-sensitive tasks. P6000 justifies premium for memory needs.

What are the FP32 performance differences?

P6000 achieves 12.6 TFLOPS FP32, 77 percent higher than RTX 4000's 7.1 TFLOPS. This boosts training and compute speeds on P6000. Both match FP16 at those rates.

Which has lower power consumption?

Quadro RTX 4000 uses 160 W TDP, 36 percent less than P6000's 250 W. Lower TDP reduces cooling needs in clusters. It suits dense deployments.

Are they both PCIe form factor?

Yes, both Quadro P6000 and RTX 4000 use PCIe interfaces with no interconnect specified. This ensures compatibility in standard servers. Form factor supports easy cloud integration.

Which architecture is newer?

Quadro RTX 4000 employs Turing from 2018, succeeding P6000's Pascal from 2016. Turing adds ray-tracing capabilities. Pascal prioritizes raw memory and flops.

Which is cheaper to rent, the Quadro P6000 or the Quadro RTX 4000?

Cloud rental prices for both the Quadro P6000 and Quadro RTX 4000 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 P6000 have compared to the Quadro RTX 4000?

The Quadro P6000 has 24 GB of GDDR5X memory. The Quadro RTX 4000 has 8 GB of GDDR6 memory.

Can I find Quadro P6000 and Quadro RTX 4000 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 P6000 and the Quadro RTX 4000?

The Quadro P6000 uses the Pascal architecture (2016) while the Quadro RTX 4000 uses Turing (2018). The Quadro P6000 delivers 1.8x the FP16 throughput and 1.0x the memory bandwidth of the Quadro RTX 4000.

Quadro P6000 vs Quadro RTX 4000: 24GB vs 8GB | GPUPerHour