Intel Gaudi 2 vs RTX 3060 Ti

GaudivsAmpereUpdated 35 days ago

Gaudi 2 emerges as the superior choice for demanding AI tasks like LLM training, where 420 TFLOPS FP16 and 96 GB VRAM deliver unmatched scale versus RTX 3060 Ti's 12.7 TFLOPS and 12 GB. Despite $1.08 per hour average cost, performance justifies it for production; RTX 3060 Ti suits only light use.

Intel Gaudi 2 from $0.91/hrRTX 3060 Ti from $0.23/hr

Specifications Compared

SpecGAUDI2RTX-3060
TDP600W170W
VRAM96 GB12 GB
Memory TypeHBM2eGDDR6
ArchitectureGaudiAmpere
Form FactorsOAMPCIe
InterconnectEthernet
FP16 Performance420 TFLOPS12.7 TFLOPS
FP32 Performance420 TFLOPS12.7 TFLOPS
Memory Bandwidth2,460 GB/s360 GB/s

Performance Analysis

Gaudi 2's 420 TFLOPS in both FP16 and FP32 enables rapid matrix operations critical for deep learning, handling models infeasible on RTX 3060 Ti's 12.7 TFLOPS: training times shrink by factors of 30 or more for equivalent workloads. Equal FP16 and FP32 rates on Gaudi 2 optimize both training and inference without tensor core limitations seen in NVIDIA consumer cards. The 96 GB HBM2e VRAM versus 12 GB GDDR6 supports batch sizes up to 8 times larger, reducing overhead in large language models or simulations. Gaudi 2's 2460 GB/s bandwidth, exceeding RTX 3060 Ti's 360 GB/s by nearly 7 times, accelerates data movement: larger batches process without stalling, vital for throughput in inference serving. RTX 3060 Ti's 170W TDP allows dense deployments, but Gaudi 2's 600W suits high-performance racks.

Live Cloud Pricing

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

Intel Gaudi 2

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
LeaderGPU
LeaderGPU
8×Intel Gaudi 2
96GB VRAM
$0.91/GPU/hr
$7.29/hr total (8×)
Available
Denvr
Denvr
8×Intel Gaudi 2
96GB VRAM
$1.25/GPU/hr
$10.00/hr total (8×)

RTX 3060 Ti

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
Vast.ai
Vast.ai
NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
Available
Vast.ai
Vast.ai
NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
Available
Vast.ai
Vast.ai
2×NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
$0.45/hr total (2×)
Available
Vast.ai
Vast.ai
2×NVIDIA GeForce RTX 3060
12GB VRAM
$0.23/GPU/hr
$0.45/hr total (2×)
Available

Compare real-time pricing across 25+ providers

When to Choose the Intel Gaudi 2

Select Gaudi 2 for enterprise AI training where 96 GB VRAM handles massive datasets: large LLMs or scientific computing exceed RTX 3060 Ti limits. Its 420 TFLOPS FP16 and 2460 GB/s bandwidth excel in multi-node Ethernet scaling for production pipelines. Cloud pricing at $0.91 per hour justifies speed gains over consumer alternatives.

When to Choose the RTX 3060 Ti

Opt for RTX 3060 Ti in budget-constrained prototyping or small-scale inference: 12 GB VRAM suffices for Stable Diffusion or fine-tuning compact models at $0.03 per hour. Low 170W TDP enables affordable, high-density cloud instances without data center power needs. It fits hobbyist or startup experimentation where 12.7 TFLOPS meets modest demands.

Use Cases

LLM Training
Intel Gaudi 2

Gaudi 2's 96 GB HBM2e VRAM and 420 TFLOPS FP16 support massive models and batches unattainable on RTX 3060 Ti's 12 GB. Bandwidth of 2460 GB/s accelerates convergence.

LLM Inference
Intel Gaudi 2

High 420 TFLOPS FP16 throughput and 96 GB VRAM enable serving large models at scale. RTX 3060 Ti's 12.7 TFLOPS limits concurrency.

Fine-tuning
Intel Gaudi 2

Gaudi 2 handles parameter-heavy fine-tuning with 96 GB VRAM; 2460 GB/s bandwidth speeds iterations. RTX 3060 Ti restricts to small models.

Stable Diffusion
RTX 3060 Ti

RTX 3060 Ti's 12 GB GDDR6 and 12.7 TFLOPS suffice for image generation at $0.03 per hour. Gaudi 2 overkill for consumer creative tasks.

Scientific Computing
Intel Gaudi 2

Gaudi 2's 420 TFLOPS FP32 and Ethernet interconnect scale simulations across nodes. RTX 3060 Ti's PCIe limits distributed workloads.

Frequently Asked Questions

How much more VRAM does Gaudi 2 have than RTX 3060 Ti?

Gaudi 2 provides 96 GB HBM2e VRAM, eight times the RTX 3060 Ti's 12 GB GDDR6. This enables larger models and batch sizes in AI tasks. Bandwidth also differs: 2460 GB/s versus 360 GB/s.

What is the FP16 performance difference?

Gaudi 2 achieves 420 TFLOPS FP16, over 33 times the RTX 3060 Ti's 12.7 TFLOPS. This translates to faster training and inference for deep learning. FP32 matches at 420 TFLOPS on Gaudi 2.

Which has lower cloud pricing?

RTX 3060 Ti starts at $0.03 per hour, averaging $0.06 across offers, versus Gaudi 2's $0.91 minimum and $1.08 average. Cost favors RTX for light use. Performance gap justifies Gaudi for heavy workloads.

Can RTX 3060 Ti handle LLM training?

RTX 3060 Ti's 12 GB VRAM limits it to small LLMs; larger ones require Gaudi 2's 96 GB. Its 12.7 TFLOPS FP16 slows training significantly. Use for prototyping only.

What are the power requirements?

Gaudi 2 draws 600W TDP in OAM form for data centers, while RTX 3060 Ti uses 170W in PCIe. Lower power aids dense RTX deployments. Gaudi suits high-output racks.

Which supports better interconnects?

Gaudi 2 uses Ethernet for multi-GPU scaling, ideal for distributed training. RTX 3060 Ti lacks specified interconnect beyond PCIe. Gaudi excels in clusters.

Which is cheaper to rent, the Gaudi 2 or the RTX 3060?

Cloud rental prices for both the Gaudi 2 and RTX 3060 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 Gaudi 2 have compared to the RTX 3060?

The Gaudi 2 has 96 GB of HBM2e memory. The RTX 3060 has 12 GB of GDDR6 memory.

Can I find Gaudi 2 and RTX 3060 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 Gaudi 2 and the RTX 3060?

The Gaudi 2 uses the Gaudi architecture (2022) while the RTX 3060 uses Ampere (2021). The Gaudi 2 delivers 33.1x the FP16 throughput and 6.8x the memory bandwidth of the RTX 3060.

Intel Gaudi 2 vs RTX 3060 Ti: Intel 96GB vs NVIDIA 12GB | GPUPerHour