Model overview
An **all-NVFP4 abliterated** artifact of ukisai/Swift-1.5-Qwen3.8-27b for the NInfer engine (v3 container), with z-lab's DFlash2 speculative drafter and indexed proposal head embedded. Uncensored sibling of Qwen3.8-27B-swift15-nvfp4full-dflash2-NInfer-v3. All credit for the underlying model belongs to the original authors. This artifact is a format conversion + quantization + refusal-direction ablation — **no fine-tuning of our own**. 1. **Abliteration** — single-direction Arditi-style ablation: orcarouter's refusal direction r, recovered from their Qwen3.8-27B-Uncensored weights, projected out of 131 residual-writing tensors of Swift-1.5 (o_proj, GDN out_proj, mlp.down_proj, embed_tokens) in float32, exactly as ajgazin's release. 2. **All-NVFP4 quantization** with `llm-compressor` (512 Ultrachat calibration samples, seq 2048, sequential CPU pipeline): NVFP4 W4A4 group-16 on every text projection, W8G32 token embedding + output head, official q6/q8 vision allocation, MTP + DFlash2 BF16. 3. **Global-divisor normalization** across each fused packing group (worst re-encode rel err 79.25%), then v3 conversion with the fork converter (`--components text,vision,mtp,dflash2 --proposal`).
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。