Granite 4.1 30B needs ~26.3 GB VRAM. Radeon Pro W7800 32GB has 32.0 GB. With Q4_K_M quantization, expect ~20 tok/s.
Operating mode
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Tight fit
Decode
20.0 tok/s
TTFT
9698 ms
Safe context
39K
Memory
26.3 GB / 32.0 GB
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | A | Runs well | 20.0 tok/s | 5290 ms | 39K |
| Coding | A | Tight fit | 20.0 tok/s | 9698 ms | 39K |
| Agentic Coding | A | Tight fit | 20.0 tok/s | 14106 ms | 39K |
| Reasoning | A | Tight fit | 20.0 tok/s | 11461 ms | 39K |
| RAG | A | Tight fit | 20.0 tok/s | 17632 ms | 39K |
How Granite 4.1 30B (30B params) fits at each quantization level on Radeon Pro W7800 32GB (32.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 11.7 GB | Low | A79 |
Q3_K_S | 3 | 14.7 GB | Low | A81 |
NVFP4 | 4 |
Copy-paste commands to run Granite 4.1 30B on your machine.
Run
ollama run granite4.1:30bYour hardware
| Model | Params | Grade | Decode | Capabilities |
|---|---|---|---|---|
| 30.5B | S | 51.4 tok/s | ||
| 35B | S | 43.2 tok/s |
Yes, Radeon Pro W7800 32GB can run Granite 4.1 30B with a A grade (Tight fit). Expected decode speed: 20.0 tok/s.
Granite 4.1 30B (30B parameters) requires approximately 26.3 GB of memory with Q4_K_M quantization.
The recommended quantization for Granite 4.1 30B is Q4_K_M, which balances quality and memory efficiency.
On Radeon Pro W7800 32GB, Granite 4.1 30B achieves approximately 20.0 tokens per second decode speed with a time-to-first-token of 9698ms using Q4_K_M quantization.
For coding workloads, Granite 4.1 30B on Radeon Pro W7800 32GB receives a A grade with 20.0 tok/s and 39K context.
On Radeon Pro W7800 32GB, Granite 4.1 30B can safely use up to 39K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.
Paste this snippet into any page to show a live fit card.
<iframe src="https://willitrunai.com/embed/granite-4.1-30b-on-radeon-pro-w7800-32gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview:
16.8 GB |
| Medium |
| A82 |
Q4_K_M | 4 | 18.3 GB | Medium | A82 |
Q5_K_M | 5 | 21.6 GB | High | A81 |
Q6_KBest for your GPU | 6 | 24.6 GB | High | A81 |
Q8_0 | 8 | 32.1 GB | Very High | F0 |
F16 | 16 | 61.5 GB | Maximum | F0 |
| 35B | S | 47 tok/s |
| 32B | S | 18.9 tok/s |
| 30.5B | S | 51.4 tok/s |