Specifications Compared
| Spec | Gaudi 2 | Quadro RTX 4000 |
|---|---|---|
| TDP | 600W | 125W |
| VRAM | 96 GB | 8 GB |
| CUDA Cores | Not published | 2,304 |
| Memory Type | HBM2e | GDDR6 |
| Architecture | Gaudi | Turing |
| FP16 (dense) | Not published | 57 TFLOPS |
| Form Factors | OAM | PCIe |
| Interconnect | RoCE Ethernet, PCIe 4.0 | PCIe 3.0 |
| Tensor Cores | Not published | 288 |
| FP32 Performance | Not published | 7.1 TFLOPS |
| Memory Bandwidth | 2,450 GB/s | 416 GB/s |
Performance Analysis
Memory bandwidth differences shape batch size capabilities directly. The Gaudi 2 memory bandwidth of 2450 GB/s exceeds the Quadro RTX 4000 memory bandwidth of 416 GB/s by a factor derived from those exact figures and supports larger batches in memory intensive tasks. The Quadro RTX 4000 supplies 57 TFLOPS in dense FP16 and 7.1 TFLOPS in dense FP32 with no corresponding published figures available for the Gaudi 2. TDP values of 600W for the Gaudi 2 and 125W for the Quadro RTX 4000 further differentiate thermal and power delivery requirements in deployment.
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.
Quadro RTX 4000
| Provider | Region | GPUs | Per GPU / hr | Instance / hr | Deploy |
|---|---|---|---|---|---|
| Paperspace | ams1 | 1 | $0.56 | — | Deploy |
1 provider in stock, 5 offers (cheapest per provider shown). All Quadro RTX 4000 offers, price history and alerts
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When to Choose the Gaudi 2
The Gaudi 2 suits scenarios that demand 96 GB HBM2e memory and 2450 GB/s memory bandwidth for handling extensive data volumes. Its 2022 architecture and RoCE Ethernet interconnect align with distributed setups that require high capacity memory configurations.
When to Choose the Quadro RTX 4000
The Quadro RTX 4000 fits environments limited to 125W TDP and PCIe 3.0 interconnect where 8 GB GDDR6 memory suffices. Its published 57 TFLOPS dense FP16 and 7.1 TFLOPS dense FP32 figures support workloads that benefit from those specific dense tensor rates within a PCIe form factor.
Use Cases
The Gaudi 2 supplies 96 GB HBM2e memory that accommodates larger models than the 8 GB GDDR6 memory of the Quadro RTX 4000.
The Gaudi 2 memory bandwidth of 2450 GB/s enables higher throughput for inference batches compared with the 416 GB/s bandwidth of the Quadro RTX 4000.
The Gaudi 2 96 GB HBM2e memory supports fine tuning of models that exceed the 8 GB capacity of the Quadro RTX 4000.
The Quadro RTX 4000 provides 57 TFLOPS dense FP16 that can be applied directly to diffusion workloads within its 125W TDP limit.
The Quadro RTX 4000 lists 7.1 TFLOPS dense FP32 for scientific tasks that fit within its PCIe 3.0 interface and 8 GB GDDR6 memory.
Frequently Asked Questions
What memory does the Gaudi 2 contain?▾
The Gaudi 2 contains 96 GB HBM2e memory with 2450 GB/s memory bandwidth and operates at 600W TDP in an OAM form factor.
What memory does the Quadro RTX 4000 contain?▾
The Quadro RTX 4000 contains 8 GB GDDR6 memory with 416 GB/s memory bandwidth and operates at 125W TDP in a PCIe form factor.
Which GPU has published FP16 performance?▾
The Quadro RTX 4000 lists 57 TFLOPS in dense FP16 while the Gaudi 2 has no published FP16 figure.
What interconnects do these GPUs use?▾
The Gaudi 2 uses RoCE Ethernet and PCIe 4.0 while the Quadro RTX 4000 uses PCIe 3.0.
Which is cheaper to rent, the Gaudi 2 or the Quadro RTX 4000?▾
Cloud rental prices for both the Gaudi 2 and Quadro RTX 4000 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 4000?▾
The Gaudi 2 has 96 GB of HBM2e memory. The Quadro RTX 4000 has 8 GB of GDDR6 memory.
Can I find Gaudi 2 and Quadro RTX 4000 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 4000?▾
The Gaudi 2 uses the Gaudi architecture (2022) while the Quadro RTX 4000 uses Turing (2018). The Gaudi 2 has 96 GB of HBM2e at 2,450 GB/s; the Quadro RTX 4000 has 8 GB of GDDR6 at 416 GB/s, so the Gaudi 2 has 5.9x the memory bandwidth of the Quadro RTX 4000.
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 Quadro RTX 4000. 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
- Rent GAUDI2Every current offer by provider, daily price history and a price alert.
- Rent QUADRO RTX 4000Every current offer by provider, daily price history and a price alert.
- GPU price indexHow on-demand prices for the major GPUs have moved, updated daily.
- All GPUsEvery GPU we track, with current lows and provider counts.