import torch
from diffusers import DiffusionPipeline
# switch to "mps" for apple devices
pipe = DiffusionPipeline.from_pretrained("SDXL", dtype=torch.bfloat16, device_map="cuda")
pipe.load_lora_weights("jarod2212/WorldScape_XL")
prompt = "-"
image = pipe(prompt).images[0]World Scape XL
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Model description
World_Scapes_XL — Universal Outdoor Environment Engine (No Fauna) Trigger word: wsxl Recommended strength: 0.7 – 1.2
⭐ Overview WorldScapes XL is a modular outdoor environment engine for SDXL, trained to generate clean, realistic, and coherent natural landscapes without fauna. It provides:
consistent natural lighting
realistic vegetation
atmospheric depth
accurate materials
zero drift
zero stylization
zero animals
This LoRA is designed as a foundation module: use it alone for pure environments, or combine it with portrait LoRAs, wildlife LoRAs, cinematic LoRAs, or any other style.
🌿 Supported Environments (10 Biomes) WorldScapes XL is trained on 10 curated biomes, each represented by its own folder in the dataset:
Hot Desert
Rocky Desert
Savanna
Tropical Jungle
Temperate Forests
Taiga / Boreal Forest
Mountains / Alps
Coasts, Cliffs & Beaches
Arctic / Polar
Steppe
Dataset: 300 high‑quality images (30 per biome), manually curated and balanced.
🔧 Modular Design WorldScapes XL is built to be fully modular:
works alone for pure landscapes
stacks perfectly with other LoRAs
does not override styles
does not impose color grading
does not introduce artifacts
This makes it a universal base for outdoor scenes.
🧪 10 Official Prompts (one per folder) All prompts include the trigger word wsxl and are optimized for SDXL.
Hot Desert wsxl, hot desert, wide dunes, warm sunlight, soft sand textures, clear sky, natural atmosphere
Rocky Desert wsxl, rocky desert, layered red rocks, harsh sunlight, dry soil, warm tones, realistic shadows
Savanna wsxl, african savanna, tall dry grass, warm golden light, dusty air, natural depth
Tropical Jungle wsxl, tropical jungle, dense foliage, humidity haze, filtered canopy light, rich greens
Temperate Forests wsxl, temperate forest, soft morning light, green undergrowth, natural shadows, atmospheric depth
Taiga / Boreal Forest wsxl, boreal forest, tall pines, cold mist, soft daylight, deep atmospheric layers
Mountains / Alps wsxl, alpine mountains, rocky terrain, cold air, crisp light, sparse vegetation, natural clarity
Coasts, Cliffs & Beaches wsxl, coastal cliffs and beach, wet rocks, soft sea haze, natural sunlight, realistic textures
Arctic / Polar wsxl, arctic landscape, snow-covered ground, cold blue light, wind-blown snow, minimal vegetation
Steppe wsxl, open steppe, dry grass plains, soft wind, warm sunlight, wide horizon, natural tones
Trigger words
You should use wsxl to trigger the image generation.
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