How to use from the
Use from the
Diffusers library
pip install -U diffusers transformers accelerate
import torch
from diffusers import DiffusionPipeline

# switch to "mps" for apple devices
pipe = DiffusionPipeline.from_pretrained("Rin247/Z-Image-Turbo", dtype=torch.bfloat16, device_map="cuda")

prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k"
image = pipe(prompt).images[0]

Z-Image-Turbo

Quantised media packages of Tongyi-MAI/Z-Image-Turbo.

MECHA Forge

MECHA — Model Engineering & Contextual Hearth Assembly

These media packages have been forged and optimized in the MECHA Forge. Each one holds the Denoiser, Text Encoder, and VAE components packaged together for easier deployment.

Description

Z-Image Turbo: distilled fast variant. 8 steps, no CFG. Fast inference.

Available quantizations

Quant Denoiser Text encoder VAE
FP4 FP4 FP4 FP8
FP8 FP8 FP8 FP8
INT4 INT4 INT4 INT8
INT8 INT8 INT8 INT8

The VAE is shared between formats: FP4 reuses the FP8 file, INT4 reuses the INT8 file.

Recommended settings

From the source model card (adjust to taste):

Parameter Value
Steps 8 (9 DiT forwards)
CFG / Guidance scale 0.0 (distilled)
Resolution 512-2048 (total pixels)
Notes Turbo distilled; guidance disabled

Example prompts

Caught in the moment (candid, slice of life):

masterpiece, best quality, highres, absurdres, very aesthetic, safe, 1woman,
solo, candid moment, natural lighting. A cafe terrace in Paris, croissants on a
plate, a coffee cup, morning light. A 24-year-old woman with a round face and
dark eyes. She has a petite build and a bright smile. She wears a striped top
and beret, holding a croissant, mid-bite, candid and relaxed.

Fashion photography (magazine cover style):

Fashion photography, magazine cover style: a 24-year-old woman with round face,
dark eyes, and a small nose; wearing a denim jacket and beret, red lipstick;
Paris street, soft light, editorial, 8K, sharp focus.

Scenery:

Scenery: a Parisian cafe terrace at dusk, warm light, cobblestones, cafe chairs,
wine glasses, photorealistic, 8K.
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