Z-Image-Turbo vs flux-ip-adapter

Specs, VRAM requirements and download trends — updated 6 August 2026.

Tongyi-MAI · A
Params
6.2 B
Context
30d
1.1 M
apache-2.0 · commercial OK
XLabs-AI · B
Params
Context
30d
16 K

Specification comparison

Differences are highlighted; identical values are muted.

Specification Z-Image-Turbo flux-ip-adapter
Parameters 6.2 B
Architecture
Context length
Licence apache-2.0 other
Commercial use Allowed Unknown
Languages 1 1
Downloads 30d 1,116,826 16,453
Downloads all time 7.8 M 513 K
Quantizations on the Hub SAFETENSORS SAFETENSORS
Gated No No
First seen on the Hub 2025-11-25 2024-08-20

Download trend

Daily snapshots, last 10 days (28 Jul – 6 Aug)

1.2 M16 K
Z-Image-Turbo flux-ip-adapter

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

flux-ip-adapter · fp16 1.6 GB / 24 GB
✅ Runs comfortably
Z-Image-Turbo · fp16 37.5 GB / 24 GB
❌ Won’t fit

Adjacent comparisons