ChenyangSi commited on
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5be7294
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1 Parent(s): 3712e44
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  1. C +0 -108
C DELETED
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- import gradio as gr
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- from PIL import Image
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- import torch
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- from muse import PipelineMuse
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- from diffusers import AutoPipelineForText2Image, UniPCMultistepScheduler
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-
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- muse_512 = PipelineMuse.from_pretrained("openMUSE/muse-512").to("cuda", dtype=torch.float16)
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- muse_512.transformer.enable_xformers_memory_efficient_attention()
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-
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- muse_512_fine = PipelineMuse.from_pretrained("openMUSE/muse-512-finetuned").to("cuda", dtype=torch.float16)
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- muse_512_fine.transformer.enable_xformers_memory_efficient_attention()
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-
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-
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- sdv1_5 = AutoPipelineForText2Image.from_pretrained("runwayml/stable-diffusion-v1-5", variant="fp16").to("cuda", dtype=torch.float16)
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- sdv1_5.scheduler = UniPCMultistepScheduler.from_config(sdv1_5.scheduler.config)
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- sdv1_5.enable_xformers_memory_efficient_attention()
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-
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- def infer(prompt, negative):
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- print("Generating:")
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-
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- muse_512_image = muse_512(
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- prompt, timesteps=16, guidance_scale=10, transformer_seq_len=1024, use_fp16=True, temperature=(2, 0),
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- )[0]
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-
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- muse_512_fine_image = muse_512_fine(
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- prompt, timesteps=16, guidance_scale=10, transformer_seq_len=1024, use_fp16=True, temperature=(2, 0),
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- )[0]
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-
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- sdv1_5_image = sdv1_5(prompt, num_inference_steps=25).images[0]
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-
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- images = [muse_512_image, muse_512_fine_image, sdv1_5_image]
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-
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- return images
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-
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-
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- examples = [
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- [
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- 'A high tech solarpunk utopia in the Amazon rainforest',
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- 'low quality',
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- 10,
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- ],
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- [
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- 'A pikachu fine dining with a view to the Eiffel Tower',
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- 'low quality',
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- 10,
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- ],
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- [
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- 'A mecha robot in a favela in expressionist style',
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- 'low quality, 3d, photorealistic',
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- 10,
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- ],
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- [
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- 'an insect robot preparing a delicious meal',
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- 'low quality, illustration',
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- 10,
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- ],
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- [
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- "A small cabin on top of a snowy mountain in the style of Disney, artstation",
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- 'low quality, ugly',
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- 10,
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- ],
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- ]
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-
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-
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- css = """
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- h1 {
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- text-align: center;
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- }
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-
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- #component-0 {
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- max-width: 730px;
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- margin: auto;
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- }
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- """
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-
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- block = gr.Blocks(css=css)
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-
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- with block:
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- gr.Markdown("MUSE is an upcoming fast text2image model.")
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- with gr.Group():
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- with gr.Row(elem_id="prompt-container").style(mobile_collapse=False, equal_height=True):
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- with gr.Column():
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- text = gr.Textbox(
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- label="Enter your prompt",
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- show_label=False,
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- max_lines=1,
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- placeholder="Enter your prompt",
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- container=False,
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- )
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- btn = gr.Button("Generate image", scale=0)
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-
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- gallery = gr.Gallery(
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- label="Generated images", show_label=False,
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- ).style()
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-
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- with gr.Accordion("Advanced settings", open=False):
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- guidance_scale = gr.Slider(
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- label="Guidance Scale", minimum=0, maximum=20, value=10, step=0.1
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- )
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-
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- ex = gr.Examples(examples=examples, fn=infer, inputs=[text, negative, guidance_scale], outputs=gallery, cache_examples=False)
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- ex.dataset.headers = [""]
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-
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- text.submit(infer, inputs=[text, negative, guidance_scale], outputs=gallery)
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- negative.submit(infer, inputs=[text, negative, guidance_scale], outputs=gallery)
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- btn.click(infer, inputs=[text, negative, guidance_scale], outputs=gallery)
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-
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- block.launch()