import torch
from diffusers import StableDiffusion3Pipeline
from diffusers import AutoPipelineForText2Image
from safetensors.torch import load_file

torch.backends.cuda.enable_mem_efficient_sdp(False)
torch.backends.cuda.enable_flash_sdp(False)

pipeline = AutoPipelineForText2Image.from_pretrained("stabilityai/stable-diffusion-3-medium-diffusers", torch_dtype=torch.float16).to('cuda')

pipeline.load_lora_weights("rdeinla/test-can-3", weight_name='pytorch_lora_weights.safetensors')

image = pipeline("A photo of a canola plant rosette with large green leaves. The leaves are ruffled around the edges and have prominent ridges. It is about 35 days old. It grows out of a square box covered with bright blue fabric that hides the base of the plant on a bright blue background",
guidance_scale = 5.0, negative_prompt = "blurry").images[0]

image.save("canola_3_5_1.png")