Helply 10.2b chat i1 needs ~10.2 GB VRAM. Tesla P100 16GB has 16.0 GB. With Q4_K_M quantization, expect ~69 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
69.4 tok/s
TTFT
2789 ms
Safe context
93K
Memory
10.2 GB / 16.0 GB
This setup is broadly balanced for this model.
Older PCIe generation
PCIe 3.0 is workable, but it compounds the penalty when you offload heavily or try to scale across multiple cards.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 69.4 tok/s | 1521 ms | 93K |
| Coding | C | Runs well | 69.4 tok/s | 2789 ms | 93K |
| Agentic Coding | B | Runs well | 69.4 tok/s | 4057 ms | 93K |
| Reasoning | C | Runs well | 69.4 tok/s | 3296 ms | 93K |
| RAG | B | Runs well | 69.4 tok/s | 5071 ms | 93K |
How Helply 10.2b chat i1 (10.199999809265137B params) fits at each quantization level on Tesla P100 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, Tesla P100 16GB can run Helply 10.2b chat i1 with a C grade (Runs well). Expected decode speed: 69.4 tok/s.
Helply 10.2b chat i1 (10.199999809265137B parameters) requires approximately 10.2 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 Tesla P100 16GB, Helply 10.2b chat i1 achieves approximately 69.4 tokens per second decode speed with a time-to-first-token of 2789ms using Q4_K_M quantization.
For coding workloads, Helply 10.2b chat i1 on Tesla P100 16GB receives a C grade with 69.4 tok/s and 93K context.
On Tesla P100 16GB, Helply 10.2b chat i1 can safely use up to 93K 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-tesla-p100-16gb" 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 |