Model overview
NVFP4 (W4A4) quantization of `wangzhang/Qwen3.5-122B-A10B-abliterix` — the 122B/A10B Abliterix-abliterated (uncensored) Qwen3.5 MoE — packaged for vLLM serving on NVIDIA Blackwell hardware (DGX Spark GB10 / SM121). The Abliterix-trained uncensored behavior (0.5% refusal rate, KL divergence 0.0115 vs the Qwen3.5-122B-A10B baseline) is preserved while dropping weight memory from BF16 (~230 GB) to NVFP4 (~70 GB) — fitting comfortably on two DGX Spark nodes (2 × 119 GiB unified memory) with headroom for KV-cache, with the same compressed-tensors runtime path as the FP8 sibling. Compared to the FP8 W8A8 variant (bjk110/Qwen3.5-122B-A10B-abliterix-FP8, 116 GB), this NVFP4 build cuts another ~40% off-disk and unlocks the **FlashInfer-CUTLASS NVFP4 MoE backend** for higher throughput on Blackwell.
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。