# 采样方法字典 - 包含28种采样方法及其枚举值和推荐度
SAMPLING_METHODS = {
    "Euler a": 0,
    "Euler": 1,
    "LMS": 2,
    "Heun": 3,
    "DPM2": 4,
    "DPM2 a": 5,
    "DPM++ 2S a": 6,
    "DPM++ 2M": 7,
    "DPM++ SDE": 8,
    "DPM fast": 9,
    "DPM adaptive": 10,
    "LMS Karras": 11,
    "DPM2 Karras": 12,
    "DPM2 a Karras": 13,
    "DPM++ 2S a Karras": 14,
    "DPM++ 2M Karras": 15,
    "DPM++ SDE Karras": 16,
    "DDIM": 17,
    "PLMS": 18,
    "UNIPC": 19,
    "DPM++ 2M SDE Karras": 20,
    "DPM++ 2M SDE EXPONENTIAL": 21,
    "DPM++ 2M SDE Heun Karras": 24,
    "DPM++ 2M SDE Heun Exponential": 25,
    "DPM++ 3M SDE Karras": 27,
    "DPM++ 3M SDE Exponential": 28,
    "Restart": 29,
    "LCM": 30
}