Model overview
> **Mixed weights with original-representation calibration.** The four-shard language model passed its 508-tensor structural and quantization audit. > > **Role-aware precision:** expert gate/up **IQ2_XXS**, expert down **IQ2_XS**, shared dense paths and embedded MTP **Q8_0**, media **BF16**, and numerical controls **F32**. > > **Measured GGUF storage: 93.092 GB / 86.699 GiB**, including main model, multimodal projector and separate DFlash weights. Auxiliary files and runtime memory are additional. > > Text, image, audio, video and audiovisual assets are retained. **ds4-dfm-rs on one DGX Spark GB10:** the bounded serving checks below cover two 256K text banks, serial media, live partial reuse and restart disk KV with MTP off. Prior 512K serial text and 256K serial media/DFlash checks used different configurations. The checks do not establish throughput parity or general quality retention. The 256K mixed setup uses `--max-seqs 2 --prefix-reuse partial --kv-disk-dir ... --mtp-mode off`, `DS4_MIMO2_PREFILL_CHUNK=2048`, and a VMM owner with `--no-repack-q8-aligned`. Aligned IQ2 expert weights stay enabled; disabling the optional Q8 repack saves 6.26 GiB. The two text banks hold separate KV and serialize forward passes through shared scratch. Images, video and audio use the serial lane. These are bounded functional checks, not a full-length 256K mixed request, multimodal quality, cache reuse at 1M, or throughput qualification. The serving report records the exact limits. Embedded MTP without DFlash and the external five-layer DFlash with serial media were checked separately before this setup.
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。
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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。