GPU Comparison
Select up to 2 GPUs to analyze their pricing, performance, and specifications side-by-side.
The Radeon PRO W7900 has more VRAM (48GB vs 4GB), making it better suited for large models and memory-intensive workloads. Its memory bandwidth is 575% higher (864 GB/s vs 128 GB/s), translating directly to faster inference throughput. The Radeon PRO W6400 is $4,313 EUR cheaper than the Radeon PRO W7900.
Maximum Capacity Reached. Remove a model to add another. (2/2)
Comparable or lower specs
Radeon PRO W6400 vs Radeon PRO W7900: In-Depth Breakdown
VRAM: Radeon PRO W6400 vs Radeon PRO W7900
The Radeon PRO W7900 carries 48GB of VRAM versus 4GB on the Radeon PRO W6400. VRAM capacity is the primary constraint for running AI models without quantization — a 70B-parameter model in FP16 requires roughly 140GB, and even smaller models benefit from extra headroom. The 44GB advantage here means the Radeon PRO W7900 can run larger models natively and handle bigger batch sizes in production.
Inference Speed: Memory Bandwidth
Memory bandwidth determines how quickly data is fed to the compute units — it's the main bottleneck for autoregressive inference (token generation in LLMs). The Radeon PRO W7900 delivers 864 GB/s versus 128 GB/s on the Radeon PRO W6400, a 575% edge. For models already loaded into VRAM, token generation speed scales closely with this number: the Radeon PRO W7900 will produce tokens proportionally faster in bandwidth-bound workloads.
AI Training & Compute
For model training, scientific simulation, and rendering, FP32 throughput is the key metric. The Radeon PRO W7900 delivers 61.3 TFLOPS against 3.6 TFLOPS for the Radeon PRO W6400 — a 1603% compute advantage. Training runs and heavy matrix operations will complete proportionally faster on the Radeon PRO W7900.
Price & Value
The Radeon PRO W6400 lists from $243 EUR, $4,313 EUR less than the Radeon PRO W7900 at $4,556 EUR. For budget-constrained teams, the savings may outweigh the spec gap — especially if the smaller card covers your typical workload.
Which should you buy: Radeon PRO W6400 or Radeon PRO W7900?
Choose the Radeon PRO W7900 for maximum capacity — it leads on VRAM, bandwidth, and compute, making it the better fit for large models and training jobs. The Radeon PRO W6400 is the more budget-friendly option ($4,313 EUR less) — a solid choice if your models fit within its 4GB and inference volume is moderate.
Frequently Asked Questions
Can the Radeon PRO W6400 or Radeon PRO W7900 run large language models?
Which is faster for LLM inference, the Radeon PRO W6400 or the Radeon PRO W7900?
Which is better for AI training?
Technical Specifications Comparison
Architecture & Cores
| Specification | Radeon PRO W6400 | Radeon PRO W7900 |
|---|---|---|
| Architecture | RDNA 2 | RDNA 3 |
| CUDA Cores (Stream Processors / Stream Processors) | 768 | 6,144✓ |
Memory
| Specification | Radeon PRO W6400 | Radeon PRO W7900 |
|---|---|---|
| VRAM Capacity | 4 GB | 48 GB✓ |
| Memory Type | GDDR6 | GDDR6 |
| Memory Bus | 64-bit | 384-bit✓ |
| Bandwidth | 128 GB/s | 864 GB/s✓ |
Connectivity & Power
| Specification | Radeon PRO W6400 | Radeon PRO W7900 |
|---|---|---|
| Interface | PCIe 4.0 x4 | PCIe 4.0 x16 |
| TDP | 50 W✓ | 295 W |
| Released | Mar 2022 | Nov 2022 |
Workstation
| Specification | Radeon PRO W6400 | Radeon PRO W7900 |
|---|---|---|
| FP32 (TFLOPS) | 3.6 TFLOPS | 61.3 TFLOPS✓ |
| ECC | Yes | Yes |
| NVLink | No | No |
| Form factor | low-profile | dual-slot |