Instructions to use devin-lai/MiniMax-H3-Image-mlx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use devin-lai/MiniMax-H3-Image-mlx with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download devin-lai/MiniMax-H3-Image-mlx --local-dir MiniMax-H3-Image-mlx
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download docs/VALIDATION.md from devin-lai/MiniMax-H3-Image-mlx: direct link, hf CLI and curl.
- Browser
- Download file 2.21 kB
-
https://huggingface.co/devin-lai/MiniMax-H3-Image-mlx/resolve/main/docs/VALIDATION.md
- Command line
-
hf download hf://devin-lai/MiniMax-H3-Image-mlx/docs/VALIDATION.md
-
curl -L -o VALIDATION.md https://huggingface.co/devin-lai/MiniMax-H3-Image-mlx/resolve/main/docs/VALIDATION.md
Release validation
The v0.4.1 packaging update adds Hub download-count configuration and new component revisions; it does not change weights or inference operators. The v0.4.0 inference reproductions below remain the evidence for those files.
The v0.3.0 historical audit contains 39 passing tests and a complete generation from the built wheel. Those results describe the historical source and are not a substitute for validation of the v0.4.0 Hub packaging.
Fresh v0.4.0 results
- 53 tests pass on the local tested stack. Added checks cover selective downloads, shared-file reuse, SHA-256 rejection, immutable revisions, relocation without the original transformer, precision/schedule checks, manifest path safety and protection of existing model directories.
- Project lint passes. The built
minimax_h3_image_mlx-0.4.0wheel includes the catalog and Hub loader. Complete generations ran from the installed wheel in/tmp, with assertions rejecting checkout imports and any access to the original transformer safetensors. - Packed12: a full 2048 × 2048 product image has the same PNG SHA-256 as the recorded exact packed reference. All 16 saved trajectory tensors match in dtype, shape and every element. Receipt.
- Q4: a full 2048 × 2048 product image has the same PNG SHA-256 as the recorded online-Q4 reference. This checks that the exported weights and portable shared components preserve that existing variant's result. Receipt.
These are one-case fresh-process packaging reproductions, not new performance campaigns or broad image-quality evaluations. The published BF16, packed12, Q8, Q4 and shared files were checked against their SHA-256 manifests using Hub file metadata, and the model cards passed the Hub metadata validator. The Q8 export was not included in the fresh full-image packaging reproductions.
Source image-model files were checked against the pinned original verification
manifest in provenance/weights-manifest.json. Manifest verification of the
remote components does not by itself establish a full remote download and
end-to-end inference test on another machine.