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@@ -1,48 +0,0 @@
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import torch
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from diffusers import AutoencoderKL
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def get_vae(version, file_path=None, fp16=False):
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"""Load VAE from file or default hf repo. fp16 only works from hf"""
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vae = None
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dtype = torch.float16 if fp16 else torch.float32
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if version == "v1" and file_path:
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vae = AutoencoderKL.from_single_file(
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file_path,
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image_size=512,
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)
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elif version == "v1":
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vae = AutoencoderKL.from_pretrained(
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"runwayml/stable-diffusion-v1-5",
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subfolder="vae",
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torch_dtype=dtype,
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)
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elif version == "v2" and file_path:
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vae = AutoencoderKL.from_single_file(
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file_path,
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image_size=768,
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)
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elif version == "v2":
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vae = AutoencoderKL.from_pretrained(
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"stabilityai/stable-diffusion-2-1",
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subfolder="vae",
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torch_dtype=dtype,
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)
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elif version == "xl" and file_path:
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vae = AutoencoderKL.from_single_file(
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file_path,
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image_size=1024
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)
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elif version == "xl" and fp16:
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vae = AutoencoderKL.from_pretrained(
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"madebyollin/sdxl-vae-fp16-fix",
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torch_dtype=torch.float16,
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)
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elif version == "xl":
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vae = AutoencoderKL.from_pretrained(
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"stabilityai/stable-diffusion-xl-base-1.0",
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subfolder="vae"
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)
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else:
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input("Invalid VAE version. Press any key to exit")
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exit(1)
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return vae
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