Model overview
> [!IMPORTANT] > **Generation is validated on one physical NVIDIA DGX Spark.** Use the pinned > Docker recipe below. Stock vLLM, stock ExLlamaV3, and a bare > `--tensor-parallel-size 1` command cannot load this TP4 rank-sliced artifact > correctly. This is a REAP-pruned, 3.0 bpw EXL3/Trellis build of `deepseek-ai/DeepSeek-V4-Flash-0731`, packaged for a **single 128 GB DGX Spark** through `local-inference-lab/sparkinfer`. - **Runtime repository:** `0xSero/deepseek-v4-flash-0731-spark-sparkinfer` - **Pinned public image:** `ghcr.io/0xsero/deepseek-v4-flash-0731-spark-sparkinfer@sha256:2e077489a83a0360952828051fe7f7a32c1801e5ce8436d85f7267583d614ff4` - **Pinned model revision:** `22f28d32b9b29b4352eaa380ff8c2c170b2847ab` - **API:** OpenAI-compatible server on `http://127.0.0.1:8000` - **Configured model limit:** 262,144 tokens
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。