patrickhul
commited on
Commit
•
0bb2e75
1
Parent(s):
6c10dd3
remove demo file
Browse files
demo.py
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from diffusers import (
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StableDiffusionPipeline,
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PNDMScheduler,
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)
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from diffusers.models import AutoencoderKL
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import os
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import torch
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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vae = AutoencoderKL.from_pretrained(
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"stabilityai/sd-vae-ft-ema", torch_dtype=torch.float32
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)
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common_config = {"beta_start": 0.00085, "beta_end": 0.012, "beta_schedule": "scaled_linear"}
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SCHEDULER = PNDMScheduler(**common_config, skip_prk_steps=True, steps_offset=1,)
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HF_API_TOKEN = os.getenv("HF_API_TOKEN")
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shared_pipe_kwargs = dict(
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vae=vae,
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torch_dtype=torch.float32,
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revision="fp16",
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use_auth_token=HF_API_TOKEN,
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scheduler=SCHEDULER,
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)
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base_sd_pipe = StableDiffusionPipeline.from_pretrained(
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"runwayml/stable-diffusion-v1-5", **shared_pipe_kwargs
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).to(device)
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pai_model_dir = '.'
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playground_v1_model_dir = os.path.join(
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pai_model_dir, "snapshots/36c9e19103f6b897886fb019ebc4d8e86b566032"
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)
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pgv1_shared_pipe_kwargs = dict(
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vae=vae,
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torch_dtype=torch.float32,
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tokenizer=base_sd_pipe.tokenizer,
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feature_extractor=base_sd_pipe.feature_extractor,
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text_encoder=base_sd_pipe.text_encoder,
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scheduler=SCHEDULER,
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local_files_only=True,
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)
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pgv1_pipe = StableDiffusionPipeline.from_pretrained(
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playground_v1_model_dir,
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**pgv1_shared_pipe_kwargs,
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).to(device)
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img = pgv1_pipe("Frog", num_inference_steps=30)
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img[0][0].save('frog.png')
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