Helply 10.2b chat i1 needs ~9.9 GB VRAM. RX 6800 16GB has 16.0 GB. With Q4_K_M quantization, expect ~45 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
45.3 tok/s
TTFT
4278 ms
Safe context
97K
Memory
9.9 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 | 45.3 tok/s | 2333 ms | 97K |
| Coding | C | Runs well | 45.3 tok/s | 4278 ms | 97K |
| Agentic Coding | C | Runs well | 45.3 tok/s | 6222 ms | 97K |
| Reasoning | C | Runs well | 45.3 tok/s | 5055 ms | 97K |
| RAG | C | Runs well | 45.3 tok/s | 7777 ms | 97K |
How Helply 10.2b chat i1 (10.199999809265137B params) fits at each quantization level on RX 6800 16GB (16.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 4.0 GB | Low | C47 |
Q3_K_S | 3 | 5.0 GB | Low | C48 |
NVFP4 | 4 |
Copy-paste commands to run Helply 10.2b chat i1 on your machine.
Run
lms load hf-mradermacher--helply-10-2b-chat-i1-gguf && lms server startYes, RX 6800 16GB can run Helply 10.2b chat i1 with a C grade (Runs well). Expected decode speed: 45.3 tok/s.
Helply 10.2b chat i1 (10.199999809265137B parameters) requires approximately 9.9 GB of memory with Q4_K_M quantization.
The recommended quantization for Helply 10.2b chat i1 is Q4_K_M, which balances quality and memory efficiency.
On RX 6800 16GB, Helply 10.2b chat i1 achieves approximately 45.3 tokens per second decode speed with a time-to-first-token of 4278ms using Q4_K_M quantization.
For coding workloads, Helply 10.2b chat i1 on RX 6800 16GB receives a C grade with 45.3 tok/s and 97K context.
On RX 6800 16GB, Helply 10.2b chat i1 can safely use up to 97K 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-mradermacher--helply-10-2b-chat-i1-gguf-on-rx-6800-16gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview:
| Medium |
| C49 |
Q4_K_M | 4 | 6.2 GB | Medium | C49 |
Q5_K_M | 5 | 7.3 GB | High | C51 |
Q6_K | 6 | 8.4 GB | High | C51 |
Q8_0Best for your GPU | 8 | 10.9 GB | Very High | C50 |
F16 | 16 | 20.9 GB | Maximum | F0 |