Text-to-Image
MLX
MiniMax H3
Safetensors
English
apple-silicon
macos
image-to-image
image-editing
image-generation
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 reports/optimization-r3/STATUS.json from devin-lai/MiniMax-H3-Image-mlx: direct link, hf CLI and curl.
- Browser
- Download file 1.55 kB
-
https://huggingface.co/devin-lai/MiniMax-H3-Image-mlx/resolve/main/reports/optimization-r3/STATUS.json
- Command line
-
hf download hf://devin-lai/MiniMax-H3-Image-mlx/reports/optimization-r3/STATUS.json
-
curl -L -o STATUS.json https://huggingface.co/devin-lai/MiniMax-H3-Image-mlx/resolve/main/reports/optimization-r3/STATUS.json
1.55 kB
| { | |
| "state": "complete", | |
| "active_session": null, | |
| "current_log": null, | |
| "runtime_frozen": "h3_mlx source matches outputs/optimization-r3-qk/source-manifest.json", | |
| "complete": [ | |
| "72 matrix settings, 6 attention layouts, 12 unpack settings, native-order norm/QK block tests", | |
| "24 research images all tensors/pixels exact", | |
| "20 full-norm production images all tensors/pixels exact, +5.2357% latency reduction, +1.04094% physical peak => strict memory gate failed", | |
| "39 tests passed", | |
| "512MiB cache screen rejected: slower and no footprint saving", | |
| "Dense QK+FC2 production: measured_improvement, 5.0685% latency reduction, 0.9451% physical peak reduction, all four cases tensor/pixel exact.", | |
| "Packed: measured_improvement, 3.5667% latency reduction, all four cases tensor/pixel exact, 32.56GiB maximum across candidate cases.", | |
| "Actual 0.3.0 wheel CLI from /tmp: complete 2K pixels and every trajectory tensor identical to immutable reference.", | |
| "12 case galleries, three four-case stacks, README and results complete; 39 tests and project lint pass." | |
| ], | |
| "next": [], | |
| "global_gpu_deadline_utc": "2026-11-12 10:02:00", | |
| "remaining_budget_note": "One GPU job at a time; retain <=5GiB new artifacts; no user background apps changed.", | |
| "finished_utc": "2026-11-12T09:59:25.739751+00:00", | |
| "artifacts": [ | |
| "reports/optimization-r3/RESULTS.md", | |
| "comparisons/optimization-r3/index.html", | |
| "dist/minimax_h3_image_mlx-0.3.0-py3-none-any.whl", | |
| "reports/optimization-r3/artifact-manifest.json" | |
| ] | |
| } | |