Slow Download and VRAM Issues | Generated by AI

Home 2026.07

Here’s the summary of issues:

1. 🚧 Model is Gated

You had to accept terms on HuggingFace first, then pass a token. (Fixed ✓ — token works now)

2. 🐢 Extremely Slow Download (~24 GB)

The model is 12 billion parameters — roughly 24 GB of weights.

3. 💾 GPU VRAM Bottleneck

Your GPU has 12 GB VRAM, but the model needs ~24 GB in bfloat16. → The script uses CPU offloading, which trades VRAM for much slower inference.

Options to speed things up

Option What to do
Let it finish Run overnight — download will complete eventually
Use a smaller model Try black-forest-labs/FLUX.1-dev (same size) or a distilled version
Use an API instead https://fal.ai/models/fal-ai/flux/schnell — no download, pay per image
Use a faster connection Download elsewhere and copy the cache folder

Want me to let it continue downloading in the background? Or would you like to try a different approach?


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