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", 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

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

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: undistilled foundation image model. Supports CFG (4.0), negative prompts, LoRA/ControlNet. 28-50 steps.

Available quantizations

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

Recommended settings

From the source model card (adjust to taste):

Parameter Value
Steps 28-50
CFG / Guidance scale 3.0-5.0
Resolution 512-2048 (total pixels)
Notes Supports CFG and negative prompts; good for LoRA/ControlNet

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 garden bench under a blooming cherry
tree, petals falling, soft spring light. A 33-year-old woman with an oval face
and brown eyes. She has a graceful build and a gentle smile. She wears a floral
dress and a sun hat, holding a book, mid-read, candid and relaxed.

Fashion photography (magazine cover style):

Fashion photography, magazine cover style: a 33-year-old woman with oval face,
brown eyes, and soft lips; wearing a floral maxi dress, straw hat, sandals;
garden backlight, elegant typography, 8K, sharp focus.

Scenery:

Scenery: a lavender field in Provence at golden hour, purple rows, stone
farmhouse, soft light, bees, photorealistic, 8K.
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Collection including Rin247/Z-Image