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
File size: 3,175 Bytes
7ee5393 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 | {
"method": "Separate local processes; 1024x1024, two denoising steps, seed 42, cold start, phase loading; diagnostic only",
"models": {
"bf16": {
"model": "Image21-MLX-bf16",
"size": 1024,
"steps": 2,
"warmup": false,
"diagnostic_only": true,
"note": "Compute peak resets after loading; next load peak can include the prior phase still resident at transition. Cold two-step times are not comparable with formal 40-step results.",
"total_seconds": 17.3185,
"events": [
{
"phase": "text_encoder",
"load_seconds": 2.4333,
"load_peak_gib": 16.3307,
"active_after_load_gib": 16.3307,
"compute_seconds": 0.1586,
"compute_peak_gib": 16.3877,
"active_after_compute_gib": 16.331,
"cache_after_compute_gib": 0.0599
},
{
"phase": "transformer",
"load_seconds": 1.9974,
"load_peak_gib": 13.2532,
"active_after_load_gib": 13.2532,
"compute_seconds": 10.7757,
"compute_peak_gib": 16.197,
"active_after_compute_gib": 13.2579,
"cache_after_compute_gib": 3.9134
},
{
"phase": "vae",
"load_seconds": 0.3024,
"load_peak_gib": 1.2612,
"active_after_load_gib": 1.2612,
"compute_seconds": 1.5496,
"compute_peak_gib": 16.1927,
"active_after_compute_gib": 1.2626,
"cache_after_compute_gib": 41.9682
}
]
},
"8bit": {
"model": "Image21-MLX-8bit",
"size": 1024,
"steps": 2,
"warmup": false,
"diagnostic_only": true,
"note": "Compute peak resets after loading; next load peak can include the prior phase still resident at transition. Cold two-step times are not comparable with formal 40-step results.",
"total_seconds": 17.352,
"events": [
{
"phase": "text_encoder",
"load_seconds": 1.5567,
"load_peak_gib": 10.2662,
"active_after_load_gib": 10.2662,
"compute_seconds": 0.1065,
"compute_peak_gib": 10.3455,
"active_after_compute_gib": 10.2665,
"cache_after_compute_gib": 0.079
},
{
"phase": "transformer",
"load_seconds": 1.1146,
"load_peak_gib": 7.1595,
"active_after_load_gib": 7.1595,
"compute_seconds": 12.6051,
"compute_peak_gib": 10.1033,
"active_after_compute_gib": 7.1641,
"cache_after_compute_gib": 3.9446
},
{
"phase": "vae",
"load_seconds": 0.2663,
"load_peak_gib": 1.2612,
"active_after_load_gib": 1.2612,
"compute_seconds": 1.6047,
"compute_peak_gib": 16.1927,
"active_after_compute_gib": 1.2626,
"cache_after_compute_gib": 41.9682
}
]
}
},
"interpretation": "The unquantized FP32 VAE decode is the shared active-allocation floor at this resolution. Cache entries are unused buffers, not minimum physical RAM. Cold two-step timings do not replace the formal 40-step benchmark."
}
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