GPU comparison

Gaudi 2 vs RTX PRO 6000

Specifications and current cloud pricing, side by side.

GaudivsBlackwellUpdated 34 days ago

The RTX PRO 6000 is the stronger choice for the most common use case of LLM inference because it supplies explicit dense FP16 performance of 503.8 TFLOPS and dense FP8 performance of 1007.6 TFLOPS that the Gaudi 2 does not publish.

Gaudi 2 listed from $0.91/GPU/hrRTX PRO 6000 listed from $0.69/GPU/hr

Right now, from live stock

  • Cheapest right now: RTX PRO 6000 at $0.69/hr on RunPod

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  • Most providers in stock: RTX PRO 6000 (6)

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Specifications Compared

SpecGaudi 2RTX PRO 6000
TDP600W600W
VRAM96 GB96 GB
CUDA CoresNot published24,064
FP4 (dense)Not published2,015.2 TFLOPS
FP8 (dense)Not published1,007.6 TFLOPS
Memory TypeHBM2eGDDR7
ArchitectureGaudiBlackwell
FP16 (dense)Not published503.8 TFLOPS
Form FactorsOAMPCIe
INT8 (dense)Not published1,007.6 TOPS
InterconnectRoCE Ethernet, PCIe 4.0PCIe 5.0
Tensor CoresNot published752
FP32 PerformanceNot published126 TFLOPS
Memory Bandwidth2,450 GB/s1,792 GB/s
FP4 (with sparsity)Not published4,030.4 TFLOPS
FP8 (with sparsity)Not published2,015.2 TFLOPS
FP16 (with sparsity)Not published1,007.6 TFLOPS
INT8 (with sparsity)Not published2,015.2 TOPS

Performance Analysis

The RTX PRO 6000 lists dense FP16 performance at 503.8 TFLOPS and dense FP32 performance at 126 TFLOPS while the Gaudi 2 does not publish tensor figures. The 2450 GB/s bandwidth of the Gaudi 2 exceeds the 1792 GB/s bandwidth of the RTX PRO 6000 by a ratio of 1.37 to 1 which can support larger batch sizes in memory bound operations. When comparing like figures the RTX PRO 6000 supplies both dense and with sparsity values such as dense FP8 at 1007.6 TFLOPS and with sparsity FP8 at 2015.2 TFLOPS allowing direct assessment of throughput under each mode.

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 PRO 6000

ProviderRegionGPUsPer GPU / hrInstance / hrDeploy
RunPodglobal1$0.69—Deploy
Vast.aiCzechia, CZ1$1.57—Deploy
QuantaCloudus-east-42$2.17$4.33Deploy
Massed Computeus-east-11$2.19—Deploy
VERDAFIN-HEL2$2.40$4.79Deploy

6 providers in stock, 19 offers (cheapest per provider shown). All RTX PRO 6000 offers, price history and alerts

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When to Choose the Gaudi 2

The Gaudi 2 suits deployments that prioritize 2450 GB/s memory bandwidth and RoCE Ethernet connectivity in an OAM form factor. Workloads that benefit from these attributes include large batch training runs where the higher bandwidth number directly influences data movement efficiency.

When to Choose the RTX PRO 6000

The RTX PRO 6000 suits deployments that require published dense FP16 performance of 503.8 TFLOPS along with PCIe 5.0 interconnect in a standard PCIe form factor. Workloads that need explicit tensor throughput numbers for planning can reference the 1007.6 TFLOPS dense FP8 rating and the 126 TFLOPS FP32 rating.

Use Cases

LLM Training
Gaudi 2

The Gaudi 2 supplies 2450 GB/s bandwidth which exceeds the 1792 GB/s of the RTX PRO 6000 and supports larger batches.

LLM Inference
RTX PRO 6000

The RTX PRO 6000 provides published dense FP16 performance of 503.8 TFLOPS that the Gaudi 2 does not publish.

Fine-tuning
RTX PRO 6000

The RTX PRO 6000 lists dense FP8 performance of 1007.6 TFLOPS allowing direct comparison against the Gaudi 2 which does not publish a figure.

Stable Diffusion
RTX PRO 6000

The RTX PRO 6000 supplies dense FP16 performance of 503.8 TFLOPS and with sparsity FP16 performance of 1007.6 TFLOPS for image generation workloads.

Scientific Computing
RTX PRO 6000

The RTX PRO 6000 lists dense FP32 performance of 126 TFLOPS while the Gaudi 2 does not publish an FP32 figure.

Frequently Asked Questions

What memory bandwidth does the Gaudi 2 provide compared to the RTX PRO 6000?▾

The Gaudi 2 provides 2450 GB/s bandwidth while the RTX PRO 6000 provides 1792 GB/s bandwidth.

Does the Gaudi 2 publish FP16 performance numbers?▾

The Gaudi 2 does not publish an FP16 figure. The RTX PRO 6000 publishes dense FP16 performance of 503.8 TFLOPS and with sparsity FP16 performance of 1007.6 TFLOPS.

What interconnect options exist on each card?▾

The Gaudi 2 supports RoCE Ethernet and PCIe 4.0 while the RTX PRO 6000 supports PCIe 5.0.

Are the TDP ratings the same for both GPUs?▾

Both the Gaudi 2 and the RTX PRO 6000 are rated at 600W TDP.

Which card offers published INT8 performance?▾

The RTX PRO 6000 publishes dense INT8 performance of 1007.6 TOPS and with sparsity INT8 performance of 2015.2 TOPS while the Gaudi 2 does not publish an INT8 figure.

Which is cheaper to rent, the Gaudi 2 or the RTX PRO 6000?▾

Cloud rental prices for both the Gaudi 2 and RTX PRO 6000 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 PRO 6000?▾

The Gaudi 2 has 96 GB of HBM2e memory. The RTX PRO 6000 has 96 GB of GDDR7 memory.

Can I find Gaudi 2 and RTX PRO 6000 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 PRO 6000?▾

The Gaudi 2 uses the Gaudi architecture (2022) while the RTX PRO 6000 uses Blackwell (2025). The Gaudi 2 has 96 GB of HBM2e at 2,450 GB/s; the RTX PRO 6000 has 96 GB of GDDR7 at 1,792 GB/s, so the Gaudi 2 has 1.4x the memory bandwidth of the RTX PRO 6000.

Rent these GPUs

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Related comparisons

How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the Gaudi 2 and the RTX PRO 6000. 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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