Specifications Compared
| Spec | GAUDI2 | QUADRO-RTX-6000 |
|---|---|---|
| TDP | 600W | 260W |
| VRAM | 96 GB | 24 GB |
| Memory Type | HBM2e | GDDR6 |
| Architecture | Gaudi | Turing |
| Form Factors | OAM | PCIe |
| Interconnect | Ethernet | NVLink |
| FP16 Performance | 420 TFLOPS | 16.3 TFLOPS |
| FP32 Performance | 420 TFLOPS | 16.3 TFLOPS |
| Memory Bandwidth | 2,460 GB/s | 672 GB/s |
Performance Analysis
Gaudi 2's identical 420 TFLOPS ratings in FP16 and FP32 enable balanced mixed-precision training, where FP16 speeds up forward and backward passes while FP32 maintains precision in weight updates. This contrasts with Quadro RTX 6000's 16.3 TFLOPS in both, restricting it to smaller datasets or inference-only scenarios due to compute bottlenecks.
The 2460 GB/s memory bandwidth on Gaudi 2 supports larger batch sizes in training loops, minimizing data loading stalls and accelerating convergence on models exceeding 24 GB VRAM capacity of Quadro RTX 6000. Quadro's 672 GB/s bandwidth suffices for modest inference but falters in memory-intensive tasks like multi-layer transformer processing.
Higher 600W TDP on Gaudi 2 reflects its datacenter orientation, versus Quadro's efficient 260W for edge deployments, influencing power-cost tradeoffs in prolonged runs.
Live Cloud Pricing
Real-time prices from 25+ providers. Updated every 60 seconds.
Gaudi 2
| Provider | GPU Model | VRAM | Host Specs | Region | Price | Status | Action | |
|---|---|---|---|---|---|---|---|---|
 LeaderGPU | 8×Intel Gaudi 2 96GB VRAM | 96GB | 64 vCPU 2048GB RAM 96174GB Storage | Netherlands | $0.91/GPU/hr $7.29/hr total (8×) | Available | ||
 Denvr | 8×Intel Gaudi 2 96GB VRAM | 96GB | 160 vCPU 1024GB RAM 30400GB Storage | Virginia | $1.25/GPU/hr $10.00/hr total (8×) |
When to Choose the Gaudi 2
Select Gaudi 2 for large-scale AI training requiring over 24 GB VRAM, such as LLMs with billions of parameters. Its 96 GB HBM2e and 2460 GB/s bandwidth handle massive batches efficiently, with cloud pricing from $0.91 per hour enabling scalable deployments across Ethernet-interconnected nodes.
Gaudi 2 excels in inference for high-throughput services, leveraging 420 TFLOPS FP16 to process more requests per second than Quadro RTX 6000's 16.3 TFLOPS.
When to Choose the Quadro RTX 6000
Choose Quadro RTX 6000 for workstation-based visualization or fine-tuning small models under 24 GB VRAM. Its PCIe form factor and 260W TDP integrate easily into desktops without datacenter power infrastructure.
It suits low-latency inference in NVLink-connected setups where cloud access is unavailable, avoiding Gaudi 2's 600W demands.
Use Cases
Gaudi 2's 96 GB HBM2e VRAM and 420 TFLOPS FP16 handle large language models exceeding Quadro RTX 6000's 24 GB limit. Its 2460 GB/s bandwidth supports efficient large-batch training.
Gaudi 2 delivers 420 TFLOPS FP16 for high-throughput serving of LLMs. The 96 GB capacity accommodates full model loading unlike Quadro RTX 6000's 24 GB.
Gaudi 2's 420 TFLOPS FP32 matches training needs for fine-tuning mid-sized models. Superior 2460 GB/s bandwidth enables larger batches than Quadro RTX 6000's 672 GB/s.
Quadro RTX 6000's 24 GB GDDR6 suffices for standard Stable Diffusion at 16.3 TFLOPS. Gaudi 2's excess 96 GB aids high-resolution batches but may overprovision.
Gaudi 2's 420 TFLOPS FP32 accelerates simulations with large datasets fitting 96 GB VRAM. Quadro RTX 6000's 16.3 TFLOPS limits complex computations.
Frequently Asked Questions
What is the VRAM difference between Gaudi 2 and Quadro RTX 6000?▾
Gaudi 2 offers 96 GB HBM2e VRAM, while Quadro RTX 6000 provides 24 GB GDDR6. This quadruples capacity for Gaudi 2, enabling larger models in AI tasks.
How do their FP16 performances compare?▾
Gaudi 2 achieves 420 TFLOPS FP16, over 25 times higher than Quadro RTX 6000's 16.3 TFLOPS. This gap favors Gaudi 2 in accelerated inference and training.
What are the memory bandwidth specs?▾
Gaudi 2 delivers 2460 GB/s, compared to Quadro RTX 6000's 672 GB/s. Higher bandwidth on Gaudi 2 supports bigger batch sizes in deep learning.
What is the cloud pricing for Gaudi 2?▾
Gaudi 2 starts at $0.91 per hour, averaging $1.08 per hour across two live offers. Quadro RTX 6000 has no current live cloud offers.
Which has higher power consumption?▾
Gaudi 2's TDP is 600W, double Quadro RTX 6000's 260W. Gaudi 2 suits datacenters, while Quadro fits power-constrained workstations.
What interconnects do they use?▾
Gaudi 2 uses Ethernet for scalable clusters, versus Quadro RTX 6000's NVLink for node linking. Ethernet aids Gaudi 2 in cloud multi-GPU setups.
Which is cheaper to rent, the Gaudi 2 or the Quadro RTX 6000?▾
Cloud rental prices for both the Gaudi 2 and Quadro RTX 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 Quadro RTX 6000?▾
The Gaudi 2 has 96 GB of HBM2e memory. The Quadro RTX 6000 has 24 GB of GDDR6 memory.
Can I find Gaudi 2 and Quadro RTX 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 Quadro RTX 6000?▾
The Gaudi 2 uses the Gaudi architecture (2022) while the Quadro RTX 6000 uses Turing (2018). The Gaudi 2 delivers 25.8x the FP16 throughput and 3.7x the memory bandwidth of the Quadro RTX 6000.