GPU comparison

Gaudi 2 vs MI250X

Specifications and current cloud pricing, side by side.

GaudivsCDNA 2Updated 33 days ago

The MI250X serves the most common use case of dense FP16 training and inference because it publishes 383 TFLOPS dense FP16 performance along with 128 GB memory and 3277 GB/s bandwidth.

Gaudi 2 listed from $0.91/GPU/hrMI250X listed from $1.28/GPU/hr

Specifications Compared

SpecGaudi 2MI250X
TDP600W560W
VRAM96 GB128 GB
Memory TypeHBM2eHBM2e
ArchitectureGaudiCDNA 2
FP16 (dense)Not published383 TFLOPS
Form FactorsOAMOAM
INT8 (dense)Not published383 TOPS
InterconnectRoCE Ethernet, PCIe 4.0Infinity Fabric, PCIe 4.0
FP32 PerformanceNot published47.9 TFLOPS
FP64 PerformanceNot published47.9 TFLOPS
Memory Bandwidth2,450 GB/s3,277 GB/s

Performance Analysis

The MI250X supplies 383 TFLOPS of dense FP16 performance and 47.9 TFLOPS of FP32 performance. No FP16 figure appears for the Gaudi 2. The 3277 GB/s bandwidth on the MI250X exceeds the 2450 GB/s bandwidth on the Gaudi 2 by 34 percent. Higher bandwidth supports larger batch sizes during training runs that move substantial activation data. The 128 GB capacity on the MI250X exceeds the 96 GB capacity on the Gaudi 2 and permits larger model partitions without additional communication steps. The 560W TDP on the MI250X remains below the 600W TDP on the Gaudi 2.

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.

MI250X

MI250X is not offered on-demand by any provider we track right now. See the MI250X rental page for last-seen listed prices and a price alert.

Which GPU to watchWatch the price of

Notify me when Gaudi 2 drops below a price

One email when the cheapest in-stock on-demand price per GPU-hour falls below your threshold.

QuantaCloud

Comparing providers? We broker across all of them.

Stop tab-switching between pricing pages. Tell us what you need, 16+ GPUs reserved or cluster capacity, and we return one quote at partner rates within 24 hours.

No waitlist24hr quote turnaroundInfiniBand fabric

Compare real-time pricing across 25+ providers

When to Choose the Gaudi 2

The Gaudi 2 suits deployments that require RoCE Ethernet connectivity for multi node scaling. Its 96 GB HBM2e memory and 2450 GB/s bandwidth align with inference tasks that fit within those limits and operate under 600W power budgets.

When to Choose the MI250X

The MI250X suits workloads that need 128 GB HBM2e memory together with 3277 GB/s bandwidth. Its published 383 TFLOPS dense FP16 rating and 47.9 TFLOPS FP32 rating support training and inference jobs that rely on those dense figures.

Use Cases

LLM Training
MI250X

The MI250X provides 383 TFLOPS dense FP16 and 128 GB memory for large model partitions.

LLM Inference
MI250X

The MI250X supplies 383 TFLOPS dense FP16 and 3277 GB/s bandwidth to sustain high token throughput.

Fine-tuning
MI250X

The MI250X offers 128 GB memory and 47.9 TFLOPS FP32 for gradient computations during adaptation.

Stable Diffusion
Either

Both GPUs carry sufficient HBM2e memory for diffusion model inference at batch sizes supported by 2450 GB/s or 3277 GB/s bandwidth.

Scientific Computing
MI250X

The MI250X delivers 47.9 TFLOPS FP32 along with 128 GB memory for double precision heavy simulations.

Frequently Asked Questions

Which GPU lists a dense FP16 rating?▾

The MI250X lists 383 TFLOPS dense FP16. No FP16 rating appears for the Gaudi 2.

How do the power limits compare?▾

The Gaudi 2 carries a 600W TDP while the MI250X carries a 560W TDP.

What interconnect options exist on each card?▾

The Gaudi 2 supports RoCE Ethernet while the MI250X supports Infinity Fabric.

Which product carries higher memory bandwidth?▾

The MI250X reaches 3277 GB/s while the Gaudi 2 reaches 2450 GB/s.

Do both GPUs use the same form factor?▾

Both the Gaudi 2 and the MI250X use the OAM form factor.

Which is cheaper to rent, the Gaudi 2 or the MI250X?▾

Cloud rental prices for both the Gaudi 2 and MI250X 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 MI250X?▾

The Gaudi 2 has 96 GB of HBM2e memory. The MI250X has 128 GB of HBM2e memory.

Can I find Gaudi 2 and MI250X 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 MI250X?▾

The Gaudi 2 uses the Gaudi architecture (2022) while the MI250X uses CDNA 2 (2021). The Gaudi 2 has 96 GB of HBM2e at 2,450 GB/s; the MI250X has 128 GB of HBM2e at 3,277 GB/s, so the MI250X has 1.3x the memory bandwidth of the Gaudi 2.

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 MI250X. 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.

Next steps