Tesla P100 vs RTX 3070 Ti

PascalvsAmpereUpdated 35 days ago

The RTX 3070 Ti emerges as the winner for most common use cases like machine learning training and inference. Its 20.3 TFLOPS doubles the P100's 9.3 TFLOPS while costing a fraction at $0.08 per hour average versus $0.60. Superior price-performance outweighs the P100's memory edge unless VRAM is critical.

Tesla P100 from $0.60/hr

Specifications Compared

SpecP100RTX-3070
TDP250W220W
VRAM16 GB8 GB
CUDA Cores3,5845,888
Memory TypeHBM2GDDR6
ArchitecturePascalAmpere
Form FactorsSXM2, PCIePCIe
InterconnectNVLink
FP16 Performance9.3 TFLOPS20.3 TFLOPS
FP32 Performance9.3 TFLOPS20.3 TFLOPS
FP64 Performance4.7 TFLOPS
Memory Bandwidth732 GB/s448 GB/s

Performance Analysis

The RTX 3070 Ti outperforms the P100 in raw compute with 20.3 TFLOPS in FP16 and FP32 compared to 9.3 TFLOPS, enabling faster model training and inference passes. Training large neural networks benefits from this 118 percent increase, as more floating-point operations process per second. Inference workloads similarly accelerate, reducing latency for real-time applications. The P100 counters with superior memory specs: 16 GB HBM2 VRAM versus 8 GB GDDR6 and 732 GB/s bandwidth against 448 GB/s. Higher bandwidth sustains larger batch sizes in memory-bound scenarios, preventing bottlenecks during data loading. For example, training with batch sizes exceeding what 8 GB VRAM allows requires the P100. Overall, Ampere's efficiency shines in compute-heavy tasks, while Pascal's HBM2 aids data-intensive ones.

Live Cloud Pricing

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

Tesla P100

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
LeaderGPU
LeaderGPU
2×NVIDIA Tesla P100
16GB VRAM
$0.60/GPU/hr
$1.20/hr total (2×)
Available

Compare real-time pricing across 25+ providers

When to Choose the Tesla P100

Select the P100 for workloads demanding high memory capacity or bandwidth. Its 16 GB HBM2 VRAM handles larger models or datasets that exceed the RTX 3070 Ti's 8 GB limit. The 732 GB/s bandwidth supports massive batch sizes in scientific simulations or legacy Pascal-optimized code. NVLink interconnect enables multi-GPU scaling unavailable on the RTX 3070 Ti.

When to Choose the RTX 3070 Ti

The RTX 3070 Ti suits cost-sensitive modern machine learning projects. It delivers 20.3 TFLOPS at an average $0.08 per hour, over seven times cheaper than the P100's $0.60 per hour. Lower 220W TDP and PCIe form factor simplify deployment in consumer-grade clouds for training or inference.

Use Cases

LLM Training
RTX 3070 Ti

The RTX 3070 Ti's 20.3 TFLOPS FP32 performance doubles the P100's 9.3 TFLOPS for faster training iterations. Lower $0.08 per hour cost scales economically for extended runs.

LLM Inference
RTX 3070 Ti

Higher 20.3 TFLOPS FP16 throughput on RTX 3070 Ti reduces inference latency compared to P100's 9.3 TFLOPS. Budget pricing at $0.06 per hour from supports high-volume deployments.

Fine-tuning
RTX 3070 Ti

RTX 3070 Ti accelerates fine-tuning with 118 percent more FP32 performance at 20.3 TFLOPS. PCIe compatibility fits diverse cloud setups affordably.

Stable Diffusion
Either

RTX 3070 Ti handles generation quickly via 20.3 TFLOPS, but P100's 16 GB VRAM aids high-resolution batches. Choice depends on memory needs versus speed.

Scientific Computing
Tesla P100

P100's 732 GB/s bandwidth and 16 GB HBM2 excel in data-heavy simulations. NVLink supports multi-GPU precision computing.

Frequently Asked Questions

Which GPU has more VRAM: P100 or RTX 3070 Ti?

The P100 provides 16 GB HBM2 VRAM, double the RTX 3070 Ti's 8 GB GDDR6. This makes P100 better for memory-intensive tasks. Bandwidth also favors P100 at 732 GB/s over 448 GB/s.

What is the FP32 performance difference between P100 and RTX 3070 Ti?

RTX 3070 Ti achieves 20.3 TFLOPS FP32, more than double the P100's 9.3 TFLOPS. This boosts training and inference speeds significantly. FP16 matches this delta at identical rates per GPU.

How do cloud prices compare for P100 versus RTX 3070 Ti?

P100 rents from $0.60 per hour on average across one offer. RTX 3070 Ti starts at $0.06 per hour, averaging $0.08 across two offers. The Ti offers better value for compute.

Does P100 or RTX 3070 Ti have higher memory bandwidth?

P100 leads with 732 GB/s bandwidth from HBM2, versus RTX 3070 Ti's 448 GB/s GDDR6. Higher bandwidth aids large batch processing. This impacts memory-bound workloads directly.

What architectures do P100 and RTX 3070 Ti use?

P100 uses Pascal from 2016, while RTX 3070 Ti employs Ampere from 2020. Ampere doubles FP performance to 20.3 TFLOPS. Pascal offers NVLink for interconnect.

Which has lower power consumption: P100 or RTX 3070 Ti?

RTX 3070 Ti consumes 220W TDP, below P100's 250W. This eases cooling in clouds. Performance per watt favors Ampere at 20.3 TFLOPS.

Which is cheaper to rent, the P100 or the RTX 3070?

Cloud rental prices for both the P100 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 P100 have compared to the RTX 3070?

The P100 has 16 GB of HBM2 memory. The RTX 3070 has 8 GB of GDDR6 memory.

Can I find P100 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 P100 and the RTX 3070?

The P100 uses the Pascal architecture (2016) while the RTX 3070 uses Ampere (2020). The RTX 3070 delivers 2.2x the FP16 throughput and 1.6x the memory bandwidth of the P100.

Tesla P100 vs RTX 3070 Ti: 2.2x FP16 Gap, 8GB vs 16GB | GPUPerHour