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import logging
import torch
from diffusers import StableDiffusionPipeline, DPMSolverMultistepSchedule
from towhee.operator import PyOperator
log = logging.getLogger(PyOperator)
class StableDiffusion(PyOperator):
def __init__(self,model_id='stabilityai/stable-diffusion-2-1',pipe='StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float32'):
self._model_id=model_id
self.pipe = pipe
def __call__(self, prompt:str):
# pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
image = pipe(prompt).images[0]
return image