Model overview
This tiny model preserves the full architecture of the base model: - Hybrid attention: **KDA linear attention** (`linear_attention`) layers **and** **DeepSeek sparse attention / MLA** (`deepseek_sparse_attention`) layers with the token indexer. - Mixed FFN schedule: **dense** MLP layers (first 3) **and** **sparse MoE** layers (routed experts + shared expert). - Manifold-Constrained **Hyper-Connections** (mHC) at every attention/FFN site. - The **vision tower** (`Glm5NextVisionModel`) and multimodal projector. The model is a bf16 dense checkpoint (the base model's fp8 `quantization_config` was removed so the tiny model can be randomly initialized and fine-tuned). Per-layer schedules were regenerated for the reduced depth: - `layer_types`: `[linear, linear, linear, deepseek_sparse_attention, linear]` - `mlp_layer_types`: `[dense, dense, dense, sparse, sparse]` - `indexer_types`: `[full, full, full, full, full]`
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:mit。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。