MODEL PROFILE · 模型档案

MiMo-V2.6-Flash-RL-Mixed-Quant-GGUF

Baekpica · MiMo-V2.6-Flash-RL-Mixed-Quant-GGUF

> **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.

译文排队中,当前展示来源原文。

视觉问答multimodallicense:mit
上下文窗口来源未披露
输入 → 输出文本、图像 → 文本
模型权重待核验
档案更新时间2026/10/31 12:57:13
OVERVIEW

模型介绍

> **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.

主要特点

特点摘要待依据来源补齐,不凭模型名称推断能力。

局限与注意事项

暂无足够来源支持具体缺点结论。请重点验证实际任务表现、时延、数据政策、许可与版本生命周期。

PRICING & COST

来源报价与费用分析

同一模型在不同渠道、地区和配置下可能采用不同价格。下表独立保留各渠道报价,不将渠道价格视为厂商官方统一价格。

来源 / 渠道输入输出计费单位采集时间
暂未取得可核验报价,请查阅来源渠道。

按月估算基础 Token 费用

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预估不包含缓存优惠、阶梯定价、多模态附加费用、网络检索、税费及推理额外输出。

INDEPENDENT BENCHMARKS

公开评测与运行配置

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。

查看完整已收录榜单 →

常见问题

开放权重是否代表可以免费商用?

不一定。应核对具体版本许可证、商用门槛和使用政策。自部署还会产生算力和维护成本。

这些价格是实时结算价格吗?

不是实时结算价格,而是带采集时间的来源报价快照。请到对应渠道核对当前版本、区域、折扣和计费方式。

资料来源与可追溯记录

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。