---
license: mit
base_model: XiaomiMiMo/MiMo-V2.6-Flash-RL
base_model_relation: quantized
library_name: gguf
pipeline_tag: text-generation
tags:
  - gguf
  - mimo_v2
  - mxfp4
  - calibration
---

# MiMo-V2.6-Flash-RL GGUF — calibration reference

This repository holds intermediate artifacts actually generated while building [MiMo-V2.6-Flash-RL Mixed-Quant GGUF](https://huggingface.co/Baekpica/MiMo-V2.6-Flash-RL-Mixed-Quant-GGUF). The final compact mixed variant belongs in that separate repository.

The source is [XiaomiMiMo/MiMo-V2.6-Flash-RL](https://huggingface.co/XiaomiMiMo/MiMo-V2.6-Flash-RL), pinned to [`3b38d063180c3e4aed9691fdc735f3d10b266ee4`](https://huggingface.co/XiaomiMiMo/MiMo-V2.6-Flash-RL/tree/3b38d063180c3e4aed9691fdc735f3d10b266ee4).

## Reference representation

The four `MXFP4-BF16` shards preserve the original routed experts through an exact MXFP4 repack and expand source FP8 dense matrices to BF16. Control tensors are stored as F32. **This is not a full-BF16 source checkpoint or a Q8_0 baseline.** It provides original-checkpoint values for importance-matrix collection without recalibrating from the final IQ2 weights.

| Shard | Bytes |
|---|---:|
| `MiMo-V2.6-Flash-RL-MXFP4-BF16-00001-of-00004.gguf` | 44,499,128,352 |
| `MiMo-V2.6-Flash-RL-MXFP4-BF16-00002-of-00004.gguf` | 44,493,179,840 |
| `MiMo-V2.6-Flash-RL-MXFP4-BF16-00003-of-00004.gguf` | 44,493,179,840 |
| `MiMo-V2.6-Flash-RL-MXFP4-BF16-00004-of-00004.gguf` | 41,422,766,592 |
| **Total** | **174,908,254,624** |

Keep all shards together and open the first shard. The language artifact includes the checkpoint's three embedded MTP blocks; this is not evidence of validated speculative decoding. Multimodal encoders and the separate DFlash model are separate components and are not supplied by these four shards alone. They are included as the auxiliary files listed below.

## Auxiliary artifacts

| File | Role | Validation |
|---|---|---|
| `mmproj-MiMo-V2.6-Flash-RL-BF16.gguf` | BF16 image/audio input encoders and projector, about 2.75 GB | One-image native/GGUF numerical comparison; full runtime media validation pending |
| `MiMo-V2.6-Flash-RL-DFlash-Q8_0.gguf` | Five-layer Q8_0 draft, about 1.56 GB | 63-tensor mapping/shape audit, exact F32 and sampled Q8 error checks; runtime acceptance untested |
| `dflash/` | Original config, learned mask embedding, upstream example, and explicit runtime contract | Source files retained byte for byte |

The DFlash GGUF explicitly preserves 64 rotary dimensions per 128-dimensional head
and attention value scale 0.612. Its config, sinks, target-layer mapping, and learned
mask embedding must be consumed by a compatible runtime. The bundled upstream
Python example does not implement every MiMo-specific draft setting; the runtime
contract records the production reference. No stock-runtime compatibility is claimed.

The projector records the production MiMo image pixel bounds (8,192–8,388,608),
alongside production ImageNet normalization. The pixel-bound correction preserved
all 811 tensor payloads; see `projector-bounds-audit.json`. Both temporal patch
weight slices match the source exactly (`video-patch-weight-audit.json`).

## Validation status

- All 90 downloaded source repository files passed Hub checksum verification.
- Independent MXFP4 repacking and tensor-parallel QKV ordering checks passed.
- All 36,096 expert matrices were covered by a deterministic **sampled-row** audit: 108,257 rows matched the independently repacked source. See `reference-audit.json`; this is not an exhaustive payload comparison.
- The reference loaded on a B300 GPU and passed a short arithmetic decode check.
- Original-representation text imatrix collection is running as of 2026-09-22.
- Final mixed-model quality, multimodal end-to-end behavior, MTP/DFlash execution, and DGX Spark serving remain pending. No throughput or benchmark qualification is claimed here.

`artifact-manifest.json` records exact file sizes and SHA-256 digests. `SHA256SUMS` can be checked after download:

```bash
hf download Baekpica/MiMo-V2.6-Flash-RL-GGUF --local-dir ./MiMo-reference
cd ./MiMo-reference
sha256sum -c SHA256SUMS
```

## Chat template and reproduction

`chat_template.jinja` is copied byte for byte from the pinned source. Use the original MiMo tokenizer and special-token mapping. Correct image, audio, and video processing additionally requires the corresponding native encoder and input protocol.

The conversion uses a local MXFP4 extension to llama.cpp revision `5836771`. Reproduction scripts will accompany the mixed release and private Spark handoff. The reference's approximately 175 GB file size is not the compact DGX Spark target; see the separate mixed model card for that recipe and its current estimates.

## License

MIT, inherited from the pinned upstream model.