File size: 1,910 Bytes
58a7875 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 |
# util.py
def get_default_hyperparameters(model_name):
"""
Returns default hyperparameters based on the model name.
Args:
model_name (str): Name of the selected model.
Returns:
dict: A dictionary of default hyperparameters.
"""
# Define default hyperparameters for each model
default_hyperparameters = {
"black-forest-labs/FLUX.1-schnell": {
"guidance_scale": 0,
"width": 1024,
"height": 1024,
"num_inference_steps": 4,
"seed": 0
},
"black-forest-labs/FLUX.1-dev": {
"guidance_scale": 3.5,
"width": 1024,
"height": 1024,
"num_inference_steps": 28,
"seed": 0
},
"strangerzonehf/Flux-Midjourney-Mix2-LoRA": {
"guidance_scale": 3.5,
"width": 1024,
"height": 1024,
"num_inference_steps": 28,
"seed": 0
},
"stabilityai/stable-diffusion-3.5-large": {
"guidance_scale": 4.5,
"width": 1024,
"height": 1024,
"num_inference_steps": 35,
"seed": 0
},
"stabilityai/stable-diffusion-xl-base-1.0": {
"guidance_scale": 7,
"width": 1024,
"height": 1024,
"num_inference_steps": 30,
"seed": 0
},
"stable-diffusion-v1-5/stable-diffusion-v1-5": {
"guidance_scale": 5.0,
"width": 512,
"height": 512,
"num_inference_steps": 20,
"seed": 0
}
}
# Return the hyperparameters for the selected model or a default set if not found
return default_hyperparameters.get(model_name, {
"guidance_scale": 7.5,
"width": 512,
"height": 512,
"num_inference_steps": 20,
"seed": 42
}) |