Diffusers How to use choquinlabs/tortera-v1-qwen-image-2512 with Diffusers:
pip install -U diffusers transformers accelerate
import torch
from diffusers import DiffusionPipeline
# switch to "mps" for apple devices
pipe = DiffusionPipeline.from_pretrained("Qwen/Qwen-Image-2512", dtype=torch.bfloat16, device_map="cuda")
pipe.load_lora_weights("choquinlabs/tortera-v1-qwen-image-2512")
prompt = "A pale, humanoid figure lunges toward the camera inside a dimly lit interior room, creating a strong sense of motion and immediacy. The figure’s mouth is open wide, revealing teeth, and its eyes appear light-colored and unfocused, giving an intense, unsettling expression. Long, dark, messy hair is thrown backward and outward, frozen mid-swing, suggesting rapid movement. One arm is extended forward with an open hand, fingers spread and elongated, dominating the foreground and appearing closer to the viewer than the rest of the body. The skin on the face, arms, and hands looks grayish and uneven, with a rough, mottled texture. The figure is wearing a dark sleeveless garment that contrasts with the pale skin. The background shows a modest, enclosed room with light-colored walls. On the left, a table lamp with a fabric shade sits near the wall, and several narrow decorative panels hang vertically. On the right, wooden shelves hold various small containers, cups, and household items arranged in rows. A circular wall decoration with radiating lines is visible further to the right. The overall color palette is cool and desaturated, with bluish tones that emphasize the stark lighting and dramatic shadows. The image captures a moment of aggressive forward motion within an otherwise ordinary domestic setting."
image = pipe(prompt).images[0] 
