Model overview
APEX (**A**daptive **P**recision for **EX**pert models) quantizations of empero-ai/Qwen3.8-35B-A3B-Distill, covering every deployment scenario from maximum quality down to ~10 GB. APEX assigns quantization precision per tensor role (routed expert / shared expert / attention / SSM) and per layer position (edge layers high, middle layers compressed), exploiting the sparsity of Mixture-of-Experts models. On the APEX reference model (Qwen3.5-35B-A3B), APEX tiers match or beat Q8_0 quality at ~60% of the size — see the APEX technical report for details. > **Note on the hardware-compatibility widget:** Hugging Face detects quantization variants from standard quant names (`Q4_K_M` etc.) in the filename. APEX tiers are mixed-precision and use APEX names, so the widget cannot classify them (this also affects other APEX repos). Use the table below for sizes; mmproj and MTP files are never classified by the widget by design.
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。