GPU comparison

B300 vs Gaudi 2

Specifications and current cloud pricing, side by side.

Blackwell UltravsGaudiUpdated 33 days ago

The B300 wins for the most common use case of LLM training. Its 262 to 288 GB memory capacity, 8000 GB/s bandwidth, and 2250 TFLOPS dense FP16 rating exceed the corresponding published specifications of the Gaudi 2.

B300 listed from $0.50/GPU/hrGaudi 2 listed from $0.91/GPU/hr

Specifications Compared

SpecB300Gaudi 2
TDP1400W600W
VRAM262-288 GB96 GB
FP4 (dense)13,500 TFLOPSNot published
FP8 (dense)4,500 TFLOPSNot published
Memory TypeHBM3eHBM2e
ArchitectureBlackwell UltraGaudi
FP16 (dense)2,250 TFLOPSNot published
Form FactorsSXM6OAM
INT8 (dense)187.5 TOPSNot published
InterconnectNVLink, PCIe 6.0, InfiniBandRoCE Ethernet, PCIe 4.0
FP32 Performance75 TFLOPSNot published
FP64 Performance1.25 TFLOPSNot published
Memory Bandwidth8,000 GB/s2,450 GB/s
FP4 (with sparsity)18,000 TFLOPSNot published
FP8 (with sparsity)9,000 TFLOPSNot published
FP16 (with sparsity)4,500 TFLOPSNot published
INT8 (with sparsity)375 TOPSNot published

Performance Analysis

The B300 delivers 2250 TFLOPS in dense FP16 and 75 TFLOPS in FP32. The Gaudi 2 does not publish FP16 or FP32 figures. Higher memory bandwidth of 8000 GB/s on the B300 versus 2450 GB/s on the Gaudi 2 supports larger batch sizes during both training and inference passes. The B300 also lists 4500 TFLOPS dense FP8 and 13500 TFLOPS dense FP4. These dense figures allow direct comparison only against other dense measurements. The 262 to 288 GB memory capacity on the B300 enables handling of models that exceed the 96 GB limit of 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.

B300

B300 is not offered on-demand by any provider we track right now. See the B300 rental page for last-seen listed prices and a price alert.

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.

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When to Choose the B300

The B300 suits workloads that require the 262 to 288 GB memory capacity and 8000 GB/s bandwidth. Large model training sessions benefit from the 2250 TFLOPS dense FP16 rating and the 1400W TDP configuration in SXM6 form factor with NVLink interconnect.

When to Choose the Gaudi 2

The Gaudi 2 suits deployments that operate within the 600W TDP limit and the OAM form factor. Workloads that fit inside 96 GB memory and use RoCE Ethernet or PCIe 4.0 interconnects align with the Gaudi 2 specifications.

Use Cases

LLM Training
B300

The B300 supplies 262 to 288 GB memory and 8000 GB/s bandwidth that exceed the 96 GB and 2450 GB/s of the Gaudi 2.

LLM Inference
B300

The B300 provides 2250 TFLOPS dense FP16 and 4500 TFLOPS dense FP8 that support larger batch processing than the Gaudi 2 allows.

Fine-tuning
B300

The B300 memory range of 262 to 288 GB accommodates fine tuning of models that surpass the 96 GB capacity of the Gaudi 2.

Stable Diffusion
B300

The B300 bandwidth of 8000 GB/s and dense FP16 rating of 2250 TFLOPS enable higher throughput than the Gaudi 2 specifications support.

Scientific Computing
B300

The B300 FP32 rating of 75 TFLOPS combined with 8000 GB/s bandwidth addresses compute needs beyond the published limits of the Gaudi 2.

Frequently Asked Questions

How does memory bandwidth differ between the B300 and Gaudi 2?▾

The B300 reaches 8000 GB/s memory bandwidth. The Gaudi 2 reaches 2450 GB/s memory bandwidth.

What is the TDP of each GPU?▾

The B300 has a TDP of 1400W. The Gaudi 2 has a TDP of 600W.

Which interconnects does the B300 support?▾

The B300 supports NVLink, PCIe 6.0, and InfiniBand. The Gaudi 2 supports RoCE Ethernet and PCIe 4.0.

What dense FP16 performance does the B300 list?▾

The B300 lists 2250 TFLOPS in dense FP16. The Gaudi 2 does not publish an FP16 figure.

Which is cheaper to rent, the B300 or the Gaudi 2?▾

Cloud rental prices for both the B300 and Gaudi 2 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 B300 have compared to the Gaudi 2?▾

The B300 has 262 to 288 GB of HBM3e memory. The Gaudi 2 has 96 GB of HBM2e memory.

Can I find B300 and Gaudi 2 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 B300 and the Gaudi 2?▾

The B300 uses the Blackwell Ultra architecture (2025) while the Gaudi 2 uses Gaudi (2022). The B300 has 262-288 GB of HBM3e at 8,000 GB/s; the Gaudi 2 has 96 GB of HBM2e at 2,450 GB/s, so the B300 has 3.3x the memory bandwidth of the Gaudi 2.

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Related comparisons

How this page is made

  • Specifications come from the NVIDIA, AMD and Intel datasheets for the B300 and the Gaudi 2. 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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