Model overview
- **Weights:** MXFP4 (OCP microscaling FP4, group size 32, E8M0 shared scale) - **Activations:** MXFP4, dynamic (per-block, computed at runtime) - **Algorithm:** AWQ - **Calibration:** 128 samples, seq_len 512, `pileval` dataset (Quark default) - **Base model:** Qwen/Qwen3.8-27B (bf16) - **Vision tower:** left unquantized (bf16) — only the language-model decoder (`model.language_model.layers`) is quantized; `model.visual.*` is excluded Recovery % is computed on the flexible-extract metric (`this model / bf16 base`). Non-thinking mode: the raw-completions endpoint used above doesn't support passing `enable_thinking=False` through a chat template, so non-thinking mode is approximated with a custom task that pre-closes an empty ` ` block in the prompt:
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。