Quadro P6000 vs RTX 3070

PascalvsAmpereUpdated 36 days ago

The RTX 3070 claims victory for prevalent machine learning applications. It delivers 61 percent more FP16 and FP32 performance at one-thirteenth the average cloud cost of $0.08 per hour versus $1.10, with 448 GB/s bandwidth sufficing for batches in 8 GB VRAM-limited models.

Quadro P6000 from $1.10/hr

Specifications Compared

SpecQUADRO-P6000RTX-3070
TDP250W220W
VRAM24 GB8 GB
CUDA Cores3,8405,888
Memory TypeGDDR5XGDDR6
ArchitecturePascalAmpere
Form FactorsPCIePCIe
Interconnect
FP16 Performance12.6 TFLOPS20.3 TFLOPS
FP32 Performance12.6 TFLOPS20.3 TFLOPS
Memory Bandwidth432 GB/s448 GB/s

Performance Analysis

The RTX 3070's 20.3 TFLOPS in FP16 and FP32 exceeds the Quadro P6000's 12.6 TFLOPS by 61 percent, translating to faster deep learning training and inference times. For training, this boost shortens epochs on datasets using half-precision arithmetic, common in modern frameworks. Inference benefits similarly: higher throughput handles more queries per second on the 3070. Memory bandwidth of 448 GB/s on the 3070 supports larger batch sizes than the P6000's 432 GB/s in bandwidth-constrained scenarios, though the difference measures only 3.7 percent. The P6000's 24 GB VRAM accommodates models or batches exceeding 8 GB, preventing out-of-memory errors during training large transformers. The 3070's lower 220 W TDP versus 250 W aids dense cloud deployments, reducing power costs alongside its $0.04 per hour starting price.

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

Compare real-time pricing across 25+ providers

When to Choose the Quadro P6000

Select the Quadro P6000 for memory-intensive tasks like training models over 8 GB, such as certain large language models or high-resolution simulations. Its 24 GB GDDR5X VRAM fits datasets that cause swapping on the RTX 3070, justifying the $1.10 per hour average despite lower 12.6 TFLOPS.

When to Choose the RTX 3070

Opt for the RTX 3070 in performance-driven or budget-limited projects, where 20.3 TFLOPS accelerates fine-tuning and inference at $0.08 per hour average. Its Ampere architecture and 448 GB/s bandwidth excel in tasks fitting within 8 GB VRAM, like Stable Diffusion or standard ML workflows. Lower 220 W TDP enhances scalability in multi-GPU cloud setups.

Use Cases

LLM Training
Quadro P6000

The Quadro P6000's 24 GB VRAM handles large language models exceeding 8 GB, preventing memory errors during training. The RTX 3070's higher 20.3 TFLOPS cannot compensate for insufficient capacity in VRAM-heavy setups.

LLM Inference
RTX 3070

RTX 3070's 20.3 TFLOPS enables faster query throughput for inference on models fitting 8 GB VRAM. Its $0.08 per hour pricing supports high-volume deployments over the P6000's costlier 12.6 TFLOPS.

Fine-tuning
RTX 3070

Fine-tuning typically fits within 8 GB, where the RTX 3070's 61 percent compute advantage speeds iterations. Lower $0.04 per hour starting rate maximizes efficiency.

Stable Diffusion
RTX 3070

Stable Diffusion runs effectively on 8 GB VRAM, leveraging RTX 3070's 20.3 TFLOPS for quicker image generation. Bandwidth of 448 GB/s supports standard batch sizes at low $0.08 average cost.

Scientific Computing
Either

P6000's 24 GB suits memory-bound simulations; RTX 3070's 20.3 TFLOPS fits compute-heavy codes within 8 GB. Choice depends on VRAM needs versus $0.08 per hour pricing.

Frequently Asked Questions

Which GPU has more VRAM, Quadro P6000 or RTX 3070?

The Quadro P6000 provides 24 GB GDDR5X VRAM, tripling the RTX 3070's 8 GB GDDR6. This makes the P6000 preferable for large models. The 3070 suffices for tasks under 8 GB.

What is the FP32 performance difference between Quadro P6000 and RTX 3070?

RTX 3070 achieves 20.3 TFLOPS FP32, 61 percent above the Quadro P6000's 12.6 TFLOPS. This accelerates training and inference on the 3070. Both match FP16 to FP32 ratios.

How do cloud prices compare for Quadro P6000 vs RTX 3070?

Quadro P6000 averages $1.10 per hour from $1.10 across 6 offers; RTX 3070 averages $0.08 from $0.04 across 6 offers. The 3070 costs 13 times less hourly. Prices reflect live gpuperhour.com data.

Which has higher memory bandwidth?

RTX 3070 offers 448 GB/s, surpassing Quadro P6000's 432 GB/s by 3.7 percent. This aids larger batches on the 3070. VRAM capacity remains the P6000 strength.

Is RTX 3070 more power efficient than Quadro P6000?

RTX 3070 draws 220 W TDP, below Quadro P6000's 250 W. This lowers operational costs in clouds. Ampere architecture enhances efficiency alongside performance.

Can RTX 3070 replace Quadro P6000 in professional workloads?

RTX 3070 replaces P6000 where 8 GB VRAM suffices, with 20.3 TFLOPS versus 12.6. P6000 endures for 24 GB needs. Cloud pricing favors 3070 at $0.08 average.

Which is cheaper to rent, the Quadro P6000 or the RTX 3070?

Cloud rental prices for both the Quadro P6000 and RTX 3070 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 RTX 3070?

The Quadro P6000 has 24 GB of GDDR5X memory. The RTX 3070 has 8 GB of GDDR6 memory.

Can I find Quadro P6000 and RTX 3070 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 RTX 3070?

The Quadro P6000 uses the Pascal architecture (2016) while the RTX 3070 uses Ampere (2020). The RTX 3070 delivers 1.6x the FP16 throughput and 1.0x the memory bandwidth of the Quadro P6000.

Quadro P6000 vs RTX 3070: 24GB GDDR5X vs 8GB GDDR6 | GPUPerHour