Model overview
> **Updated 2026-10-13: `AP-Q5_K_M`.** Same file name, size and tensor types, better weights from an improved encode: > KL divergence **0.0771** and top-1 agreement **86.95 %** on held-out text, **0.0181** on code: > level with unsloth's UD-Q4_K_XL on held-out text and ahead on code, in the same VRAM. Download the file again. > > **Updated 2026-10-12: `AP-Q4_K_XL`.** KL divergence **0.0886** and top-1 agreement **86.14 %** on held-out text, > **0.0206** on code. 0 loops in a 45-run loop stress test. Quantized for accuracy per gigabyte of VRAM, and measured — every tier below is scored against the same reference on a held-out corpus. Method and full results . Each tier varies the quant type per tensor group rather than using one type throughout, to get the most accuracy per gigabyte of VRAM.
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：other。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。