GTX 1070 vs RTX 2070

PascalvsTuringUpdated 35 days ago

The RTX 2070 emerges as the superior choice for most machine learning use cases. Its 7.5 TFLOPS performance, 448 GB/s bandwidth, and cloud availability at $0.02 per hour outperform the GTX 1070's 6.5 TFLOPS and 256 GB/s, delivering better value for training and inference.

Specifications Compared

SpecGTX-1070RTX-2070
TDP150W175W
VRAM8 GB8 GB
CUDA Cores1,9202,304
Memory TypeGDDR5GDDR6
ArchitecturePascalTuring
Form FactorsPCIePCIe
InterconnectNVLink
FP16 Performance6.5 TFLOPS7.5 TFLOPS
FP32 Performance6.5 TFLOPS7.5 TFLOPS
Memory Bandwidth256 GB/s448 GB/s

Performance Analysis

Compute performance favors the RTX 2070 with 7.5 TFLOPS in FP16 and FP32, a 15 percent increase over the GTX 1070's 6.5 TFLOPS. This delta translates to faster training and inference in deep learning workloads, where FP32 handles most model computations and FP16 accelerates mixed-precision training. The Turing architecture enables tensor core utilization for FP16 tasks, enhancing efficiency beyond raw specs.

Memory bandwidth profoundly impacts real-world usage: the RTX 2070's 448 GB/s supports larger batch sizes than the GTX 1070's 256 GB/s, reducing data loading bottlenecks in memory-intensive applications like large language model inference. Higher bandwidth minimizes stalls during high-throughput scenarios, allowing the RTX 2070 to process datasets more fluidly.

Power consumption differs slightly, with the RTX 2070 at 175W TDP versus 150W for the GTX 1070. This 17 percent increase accompanies the performance gains, making the RTX 2070 suitable for sustained workloads where thermal headroom exists.

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When to Choose the GTX 1070

The GTX 1070 suits power-constrained environments due to its 150W TDP, lower than the RTX 2070's 175W. Legacy setups or local desktops with limited cooling benefit from this efficiency, especially for lighter inference tasks leveraging its 6.5 TFLOPS FP32 performance. Without cloud offers, it appeals to users with existing hardware avoiding rental costs.

When to Choose the RTX 2070

The RTX 2070 excels in modern cloud deployments at $0.02 per hour average $0.04 per hour across two offers. Its 448 GB/s bandwidth and 7.5 TFLOPS compute handle demanding training and larger batches effectively. NVLink support enables multi-GPU scaling unavailable on the GTX 1070.

Use Cases

LLM Training
RTX 2070

The RTX 2070's 7.5 TFLOPS FP32 and 448 GB/s bandwidth support larger batches and faster iterations than the GTX 1070's 6.5 TFLOPS and 256 GB/s.

LLM Inference
RTX 2070

Higher FP16 performance at 7.5 TFLOPS on the RTX 2070 accelerates real-time inference, with NVLink aiding multi-GPU setups absent on the GTX 1070.

Fine-tuning
Either

Both offer 8 GB VRAM sufficient for small models, though the RTX 2070's bandwidth edges out for medium datasets.

Stable Diffusion
RTX 2070

Turing architecture and 448 GB/s bandwidth on the RTX 2070 speed up image generation compared to Pascal's limitations on the GTX 1070.

Scientific Computing
RTX 2070

The RTX 2070's 7.5 TFLOPS FP32 and NVLink provide better scalability for simulations versus the GTX 1070's 6.5 TFLOPS.

Frequently Asked Questions

Is the RTX 2070 faster than the GTX 1070?

Yes, the RTX 2070 delivers 7.5 TFLOPS in FP16 and FP32, 15 percent above the GTX 1070's 6.5 TFLOPS. Memory bandwidth reaches 448 GB/s on the RTX 2070 versus 256 GB/s.

What is the VRAM difference between GTX 1070 and RTX 2070?

Both GPUs provide 8 GB VRAM, but the RTX 2070 uses GDDR6 while the GTX 1070 has GDDR5. This pairs with 448 GB/s bandwidth on the RTX 2070 against 256 GB/s.

Does the GTX 1070 support NVLink?

No, the GTX 1070 lacks NVLink and relies on PCIe. The RTX 2070 includes NVLink for multi-GPU connectivity.

What are the power requirements?

The GTX 1070 has a 150W TDP, lower than the RTX 2070's 175W. This makes the GTX 1070 more efficient in power-limited setups.

Is the RTX 2070 available in the cloud?

Yes, RTX 2070 cloud pricing starts at $0.02 per hour, averaging $0.04 per hour across two offers. The GTX 1070 has no live offers.

Which is better for machine learning?

The RTX 2070 outperforms with 7.5 TFLOPS and 448 GB/s bandwidth for training and inference. Its Turing architecture adds tensor core benefits over Pascal.

Which is cheaper to rent, the GTX 1070 or the RTX 2070?

Cloud rental prices for both the GTX 1070 and RTX 2070 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 1070 have compared to the RTX 2070?

The GTX 1070 has 8 GB of GDDR5 memory. The RTX 2070 has 8 GB of GDDR6 memory.

Can I find GTX 1070 and RTX 2070 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 1070 and the RTX 2070?

The GTX 1070 uses the Pascal architecture (2016) while the RTX 2070 uses Turing (2018). The RTX 2070 delivers 1.2x the FP16 throughput and 1.8x the memory bandwidth of the GTX 1070.