Helply 10.2b chat i1 needs ~13.4 GB VRAM. RTX A6000 48GB has 48.0 GB. With Q4_K_M quantization, expect ~94 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
93.8 tok/s
TTFT
2064 ms
Safe context
479K
Memory
13.4 GB / 48.0 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 | 93.8 tok/s | 1126 ms | 479K |
| Coding | C | Runs well | 93.8 tok/s | 2064 ms | 479K |
| Agentic Coding | C | Runs well | 93.8 tok/s | 3002 ms | 479K |
| Reasoning | C | Runs well | 93.8 tok/s | 2439 ms | 479K |
| RAG | C | Runs well | 93.8 tok/s | 3752 ms | 479K |
How Helply 10.2b chat i1 (10.199999809265137B params) fits at each quantization level on RTX A6000 48GB (48.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 4.0 GB | Low | C41 |
Q3_K_S | 3 | 5.0 GB | Low | C41 |
NVFP4 | 4 | 5.7 GB | Medium | C41 |
Q4_K_M | 4 | 6.2 GB | Medium | C41 |
Q5_K_M | 5 | 7.3 GB | High | C42 |
Q6_K | 6 | 8.4 GB | High | C42 |
Q8_0 | 8 | 10.9 GB | Very High | C42 |
F16Best for your GPU | 16 | 20.9 GB | Maximum | C46 |
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, RTX A6000 48GB can run Helply 10.2b chat i1 with a C grade (Runs well). Expected decode speed: 93.8 tok/s.
Helply 10.2b chat i1 (10.199999809265137B parameters) requires approximately 13.4 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 RTX A6000 48GB, Helply 10.2b chat i1 achieves approximately 93.8 tokens per second decode speed with a time-to-first-token of 2064ms using Q4_K_M quantization.
For coding workloads, Helply 10.2b chat i1 on RTX A6000 48GB receives a C grade with 93.8 tok/s and 479K context.
On RTX A6000 48GB, Helply 10.2b chat i1 can safely use up to 479K 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-a6000-48gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview: