Instructions to use ixim/Image21-MLX-8bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use ixim/Image21-MLX-8bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download ixim/Image21-MLX-8bit --local-dir Image21-MLX-8bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download evaluation/summary.json from ixim/Image21-MLX-8bit: direct link, hf CLI and curl.
- Browser
- Download file 3.28 kB
-
https://huggingface.co/ixim/Image21-MLX-8bit/resolve/main/evaluation/summary.json
- Command line
-
hf download hf://ixim/Image21-MLX-8bit/evaluation/summary.json
-
curl -L -o summary.json https://huggingface.co/ixim/Image21-MLX-8bit/resolve/main/evaluation/summary.json
3.28 kB
| { | |
| "pairs": 7, | |
| "cases": 7, | |
| "size": 1024, | |
| "steps": 40, | |
| "warmup": true, | |
| "phase_offload": true, | |
| "bf16_mean_seconds": 491.3783866848597, | |
| "q8_mean_seconds": 561.8662204464033, | |
| "bf16_t2i_mean_seconds": 472.2269847920009, | |
| "q8_t2i_mean_seconds": 544.6779421319758, | |
| "bf16_max_peak_gib": 18.68414589576423, | |
| "q8_max_peak_gib": 16.196932649239898, | |
| "rows": [ | |
| { | |
| "case_id": "portrait", | |
| "seed": 42, | |
| "bf16_seconds": 440.9093492079992, | |
| "q8_seconds": 568.857087665936, | |
| "bf16_peak_gib": 16.41486000828445, | |
| "q8_peak_gib": 16.19291958771646, | |
| "bf16_swap_delta_gib": 0.0, | |
| "q8_swap_delta_gib": 0.0, | |
| "rgb_psnr_db": 42.02969487919134, | |
| "alpha_mae": 0.011185646057128906 | |
| }, | |
| { | |
| "case_id": "english_text", | |
| "seed": 42, | |
| "bf16_seconds": 464.31536945910193, | |
| "q8_seconds": 566.884881041944, | |
| "bf16_peak_gib": 16.431492125615478, | |
| "q8_peak_gib": 16.196902131661773, | |
| "bf16_swap_delta_gib": -0.0078125, | |
| "q8_swap_delta_gib": 0.0, | |
| "rgb_psnr_db": 19.89081080658791, | |
| "alpha_mae": 0.055230140686035156 | |
| }, | |
| { | |
| "case_id": "chinese_text", | |
| "seed": 42, | |
| "bf16_seconds": 474.137312249979, | |
| "q8_seconds": 567.4320387080079, | |
| "bf16_peak_gib": 16.43712263740599, | |
| "q8_peak_gib": 16.196932649239898, | |
| "bf16_swap_delta_gib": 0.0, | |
| "q8_swap_delta_gib": -0.0078125, | |
| "rgb_psnr_db": 36.96905851474672, | |
| "alpha_mae": 0.007161140441894531 | |
| }, | |
| { | |
| "case_id": "composition", | |
| "seed": 42, | |
| "bf16_seconds": 480.91022845893167, | |
| "q8_seconds": 562.5225267919013, | |
| "bf16_peak_gib": 16.43643598817289, | |
| "q8_peak_gib": 16.196932649239898, | |
| "bf16_swap_delta_gib": 0.0, | |
| "q8_swap_delta_gib": 0.0, | |
| "rgb_psnr_db": 37.16673614061903, | |
| "alpha_mae": 0.023729324340820312 | |
| }, | |
| { | |
| "case_id": "texture", | |
| "seed": 42, | |
| "bf16_seconds": 487.6394271670142, | |
| "q8_seconds": 445.06702766695525, | |
| "bf16_peak_gib": 16.425296997651458, | |
| "q8_peak_gib": 16.196780061349273, | |
| "bf16_swap_delta_gib": 0.0, | |
| "q8_swap_delta_gib": 0.0, | |
| "rgb_psnr_db": 38.407761046077326, | |
| "alpha_mae": 0.021371841430664062 | |
| }, | |
| { | |
| "case_id": "rgba", | |
| "seed": 42, | |
| "bf16_seconds": 485.45022220897954, | |
| "q8_seconds": 557.3040909171104, | |
| "bf16_peak_gib": 16.422336785122752, | |
| "q8_peak_gib": 16.19676480256021, | |
| "bf16_swap_delta_gib": 0.0, | |
| "q8_swap_delta_gib": 0.0, | |
| "rgb_psnr_db": 29.813264394212403, | |
| "alpha_mae": 1.0648202896118164 | |
| }, | |
| { | |
| "case_id": "edit", | |
| "seed": 1000042, | |
| "bf16_seconds": 606.2867980420124, | |
| "q8_seconds": 664.995890332968, | |
| "bf16_peak_gib": 18.68414589576423, | |
| "q8_peak_gib": 16.196322314441204, | |
| "bf16_swap_delta_gib": 0.0, | |
| "q8_swap_delta_gib": 0.0, | |
| "rgb_psnr_db": 51.09023795494214, | |
| "alpha_mae": 0.006680488586425781 | |
| } | |
| ], | |
| "limitations": "One seed per case, one machine, same pinned MLX runtime. Sequential BF16-then-Q8 desktop run without repeated or interleaved trials; order, thermal state and other applications may affect timing. Pixel similarity is not a perceptual quality score; no cross-runtime parity claim." | |
| } | |