Model overview
FP8 dynamic quantization of huihui-ai/Huihui-Qwen3.6-35B-A3B-abliterated, produced for inference on **NVIDIA DGX Spark (GB10, SM121)** under its 128 GB unified-memory budget. This is **the clean abliteration variant** quantized to FP8, distinct from existing Claude-distilled variants on the Hub. Uses llm-compressor `FP8_DYNAMIC` scheme + compressed-tensors `float-quantized` format. > ### ⚠️ Vision pipeline fix (2026-05-03) > > Pre-2026-05-03 uploads of this checkpoint had **broken vision input** — the model would emit `!!!!!` token loops on any image. Root cause: vLLM (≤0.20.0) expects vision tensor keys at `visual.*`, but `Qwen3_5MoeForConditionalGeneration` saves them under `model.language_model.visual.*`, so all 333 vision-tower tensors got silently skipped during load. > > **This is now fixed**: shard 19 + `model.safetensors.index.json` re-uploaded with the visual prefix stripped. Text-only output is unaffected. > > If you cloned the model before 2026-05-03, the cleanest path is `huggingface_hub.snapshot_download(..., force_download=True, allow_patterns=["model-00019-of-00019.safetensors", "model.safetensors.index.json"])` — only ~600 MB of changed weights. > > Diagnosis + remap script: see `remap_visual_path.py` in this repo.
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。