GPU comparison

Gaudi 2 vs RTX 5090

Specifications and current cloud pricing, side by side.

GaudivsBlackwellUpdated 33 days ago

RTX 5090 wins for the most common use case of dense tensor workloads because it publishes dense FP16 at 209.5 TFLOPS and dense FP8 at 419 TFLOPS while Gaudi 2 provides no published equivalent figures.

Gaudi 2 listed from $0.91/GPU/hrRTX 5090 listed from $0.76/GPU/hr

Right now, from live stock

  • Cheapest right now: RTX 5090 at $0.76/hr on Vast.ai

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  • Most providers in stock: RTX 5090 (3)

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Specifications Compared

SpecGaudi 2RTX 5090
TDP600W575W
VRAM96 GB32 GB
CUDA CoresNot published21,760
FP4 (dense)Not published1,676 TFLOPS
FP8 (dense)Not published419 TFLOPS
Memory TypeHBM2eGDDR7
ArchitectureGaudiBlackwell
FP16 (dense)Not published209.5 TFLOPS
Form FactorsOAMPCIe
INT8 (dense)Not published838 TOPS
InterconnectRoCE Ethernet, PCIe 4.0PCIe 5.0
Tensor CoresNot published680
FP32 PerformanceNot published104.8 TFLOPS
FP64 PerformanceNot published1.6 TFLOPS
Memory Bandwidth2,450 GB/s1,792 GB/s
FP4 (with sparsity)Not published3,352 TFLOPS
FP8 (with sparsity)Not published838 TFLOPS
FP16 (with sparsity)Not published419 TFLOPS
INT8 (with sparsity)Not published1,676 TOPS

Performance Analysis

Gaudi 2 memory bandwidth reaches 2450 GB/s while RTX 5090 memory bandwidth measures 1792 GB/s. The higher bandwidth on Gaudi 2 supports larger batch sizes in memory intensive workloads compared to the 1792 GB/s figure. RTX 5090 lists dense FP16 performance at 209.5 TFLOPS and dense FP32 performance at 104.8 TFLOPS. Gaudi 2 lists no published dense FP16 figure so direct compute ratios remain unavailable. TDP stands at 600W for Gaudi 2 and 575W for RTX 5090.

Current On-Demand Offers

Cheapest secure on-demand offer per provider that is reported in stock right now, per GPU per hour; multi-GPU instances show the whole-instance price alongside. Deploy opens the DeployGPU console for providers on the platform, otherwise the provider's own site. Stock is rechecked every minute.

Gaudi 2

Gaudi 2 is not offered on-demand by any provider we track right now. See the Gaudi 2 rental page for last-seen listed prices and a price alert.

RTX 5090

ProviderRegionGPUsPer GPU / hrInstance / hrDeploy
Vast.aiUnited Kingdom, GB8$0.76$6.08Deploy
RunPodglobal1$1.19—Deploy
LeaderGPUThe Netherlands1$2.29—Deploy

3 providers in stock, 16 offers (cheapest per provider shown). All RTX 5090 offers, price history and alerts

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When to Choose the Gaudi 2

Gaudi 2 suits workloads that require 96 GB HBM2e capacity and 2450 GB/s bandwidth. Its RoCE Ethernet interconnect fits distributed setups that use the OAM form factor.

When to Choose the RTX 5090

RTX 5090 suits workloads that require dense FP16 performance at 209.5 TFLOPS or dense FP8 performance at 419 TFLOPS. Its PCIe 5.0 interconnect and 575W TDP fit standard server deployments.

Use Cases

LLM Training
Gaudi 2

Gaudi 2 supplies 96 GB HBM2e memory that accommodates larger models than the 32 GB GDDR7 on RTX 5090.

LLM Inference
RTX 5090

RTX 5090 delivers dense FP16 at 209.5 TFLOPS and dense FP8 at 419 TFLOPS with published numbers.

Fine-tuning
Gaudi 2

Gaudi 2 bandwidth of 2450 GB/s exceeds the 1792 GB/s on RTX 5090 for data movement during updates.

Stable Diffusion
RTX 5090

RTX 5090 provides dense FP16 at 209.5 TFLOPS along with 32 GB GDDR7 for image generation pipelines.

Scientific Computing
RTX 5090

RTX 5090 lists dense FP32 at 104.8 TFLOPS while Gaudi 2 lists no published FP32 figure.

Frequently Asked Questions

What is the TDP of RTX 5090?▾

RTX 5090 TDP measures 575W with PCIe 5.0 interconnect.

Does Gaudi 2 publish FP16 performance?▾

Gaudi 2 lists no published FP16 figure while RTX 5090 lists dense FP16 at 209.5 TFLOPS.

What interconnect does Gaudi 2 use?▾

Gaudi 2 uses RoCE Ethernet and PCIe 4.0 with OAM form factor.

How does RTX 5090 memory bandwidth compare to Gaudi 2?▾

RTX 5090 memory bandwidth reaches 1792 GB/s while Gaudi 2 reaches 2450 GB/s.

What form factor does RTX 5090 use?▾

RTX 5090 uses PCIe form factor with 32 GB GDDR7 memory.

Which is cheaper to rent, the Gaudi 2 or the RTX 5090?▾

Cloud rental prices for both the Gaudi 2 and RTX 5090 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 5090?▾

The Gaudi 2 has 96 GB of HBM2e memory. The RTX 5090 has 32 GB of GDDR7 memory.

Can I find Gaudi 2 and RTX 5090 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 5090?▾

The Gaudi 2 uses the Gaudi architecture (2022) while the RTX 5090 uses Blackwell (2025). The Gaudi 2 has 96 GB of HBM2e at 2,450 GB/s; the RTX 5090 has 32 GB of GDDR7 at 1,792 GB/s, so the Gaudi 2 has 1.4x the memory bandwidth of the RTX 5090.

Rent these GPUs

Each GPU page lists every current on-demand offer by provider, per GPU-hour, updated every minute.

Related comparisons

How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the Gaudi 2 and the RTX 5090. Dense and sparse throughput are listed separately.
  • Prices and availability are live: every offer shown is an in-stock, on-demand listing from a provider we track, rechecked every minute.
  • The written comparison (overview, performance notes, when to choose each card, verdict, use cases and FAQ) was drafted with an AI model from the specification table above and passed an automated check that rejects any figure not in that table. It was last generated on . It contains no prices; those are always read live.
  • Read how we collect the data, or report an error on this page.

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