Model overview
The same bytes you know from kaushikvira/Qwen3.8-27B-nvfp4full-dflash2-NInfer (v2), migrated to the **NInfer v3 artifact container** (upstream `f76e19c0`, model/weight decoupling). Weight tensors are **bit-preserved** — this is a packaging upgrade, not a re-quantization. > ## 🔑 No engine patch needed anymore > > The v2 artifact required a *forked* NInfer engine: the `qwen3.8-27b/nvfp4full` > weights profile had to be registered in C++ (4 files: profile enum, resolver, > binder, workspace cases). **NInfer v3's loader is data-driven** — every weight > binds from the artifact's own logical bindings and per-tensor formats — so > this artifact needs **no model-support patch of any kind**. Any NInfer engine > at upstream v3 (`Neroued/ninfer` master ≥ `f76e19c0`, 2026-09-13) loads and > serves it. Our previous fork's C++ registration commits were deleted during > the v3 rebase and the model still passes the full quality gate (see below), > which is the proof: the engine path in our build *is* upstream's. > > The only fork-local piece left is one allow-list line in the *offline upgrade > tool* (to produce v3 files like this one) — not in the engine, not needed to > serve. Input must match SHA-256 `373dab08…937de1`; output must match `74d2fc17742537defa6897583caaabcc9adfc99bdfbea402ec5e8facd0d5fdfc`.
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。