Model overview
A 2-bit **ROCmFPX** GGUF of a distilled Qwen3.6-35B-A3B (MoE, 256 experts / ~3B active), sized to run on a **16GB consumer GPU**. Ships with the MTP (`nextn`) head and build instructions for the matching runtime. > **Honest status:** this is a proof-of-concept. On the internal 10-task smoke eval the distilled > model **tied its base** (6/10 vs 6/10) — no regression, no measurable gain yet — and it is now > quantized to 2-bit, which trades quality for fit. Publishing it as a reproducible artifact of the > pipeline (distill → graft MTP → ROCmFPX 2-bit GGUF), **not** as a benchmark-winning coder. > The quality fix is a larger, tool-calling-heavy corpus — a separate follow-up run. 16GB card: context and concurrency share one KV pool — pick single-stream long context (`-c 32768 -np 1`) **or** many short sessions (`-c 8192 -np 8`).
Key features
特点摘要待依据来源补齐,不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证:apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。