zephyr 7b beta Mistral 7B Instruct v0.2 needs ~7.6 GB VRAM. Radeon PRO W7700 16GB has 16.0 GB. With Q4_K_M quantization, expect ~80 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
Runs well
Decode
79.6 tok/s
TTFT
2433 ms
Safe context
180K
Memory
7.6 GB / 16.0 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 | C | Runs well | 79.6 tok/s | 1327 ms | 180K |
| Coding | C | Runs well | 79.6 tok/s | 2433 ms | 180K |
| Agentic Coding | C | Runs well | 79.6 tok/s | 3538 ms | 180K |
| Reasoning | C | Runs well | 79.6 tok/s | 2875 ms | 180K |
| RAG | C | Runs well | 79.6 tok/s | 4423 ms | 180K |
How zephyr 7b beta Mistral 7B Instruct v0.2 (7B params) fits at each quantization level on Radeon PRO W7700 16GB (16.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 2.7 GB | Low | C46 |
Q3_K_S | 3 | 3.4 GB | Low | C47 |
NVFP4 | 4 | 3.9 GB | Medium | C47 |
Q4_K_M | 4 | 4.3 GB | Medium | C48 |
Q5_K_M | 5 | 5.0 GB | High | C48 |
Q6_K | 6 | 5.7 GB | High | C49 |
Q8_0Best for your GPU | 8 | 7.5 GB | Very High | C51 |
F16 | 16 | 14.3 GB | Maximum | F0 |
Copy-paste commands to run zephyr 7b beta Mistral 7B Instruct v0.2 on your machine.
Run
lms load hf-maziyarpanahi--zephyr-7b-beta-mistral-7b-instruct-v0-2-gguf && lms server startYes, Radeon PRO W7700 16GB can run zephyr 7b beta Mistral 7B Instruct v0.2 with a C grade (Runs well). Expected decode speed: 79.6 tok/s.
zephyr 7b beta Mistral 7B Instruct v0.2 (7B parameters) requires approximately 7.6 GB of memory with Q4_K_M quantization.
The recommended quantization for zephyr 7b beta Mistral 7B Instruct v0.2 is Q4_K_M, which balances quality and memory efficiency.
On Radeon PRO W7700 16GB, zephyr 7b beta Mistral 7B Instruct v0.2 achieves approximately 79.6 tokens per second decode speed with a time-to-first-token of 2433ms using Q4_K_M quantization.
For coding workloads, zephyr 7b beta Mistral 7B Instruct v0.2 on Radeon PRO W7700 16GB receives a C grade with 79.6 tok/s and 180K context.
On Radeon PRO W7700 16GB, zephyr 7b beta Mistral 7B Instruct v0.2 can safely use up to 180K tokens of context. The model's official context limit is —, 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/hf-maziyarpanahi--zephyr-7b-beta-mistral-7b-instruct-v0-2-gguf-on-radeon-pro-w7700-16gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview: