Model overview
GGUF builds of **deepseek-ai/DeepSeek-V4-Flash-0731** (the official release of DeepSeek V4 Flash: 304B total parameters, hybrid CSA+HCA attention, 1M context) for the **ds4 / DwarfStar** inference engine. Runs fully resident on a single 128 GB Apple Silicon machine. Quantized in the asymmetric style of antirez/deepseek-v4-gguf: crush the routed experts (they are almost all of the weights), keep the decision-making parts high precision. **The filename is the spec.** > 📊 **The imatrix is published here too**, not just the models it produced: > `imatrix/DeepSeek-V4-Flash-0731-chat-v2-routed-moe-ds4-1p5m.dat` > (430 MB), collected **on the `0731` weights themselves**, 2729 prompts / 1.5M tokens / > 387M routed-expert observations, 129 entries (43 layers × gate/up/down, full coverage, > zero missing tensors). Reuse it with `deepseek4-quantize --imatrix` to build your own > mix, or to check mine.
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。