YongLD commited on
Commit
e5f2ff8
1 Parent(s): 9b46133

Add application files

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Files changed (2) hide show
  1. app.py +30 -0
  2. requirements.txt +2 -0
app.py ADDED
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+
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+ from diffusers import LDMTextToImagePipeline
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+ import gradio as gr
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+ import PIL.Image
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+ import numpy as np
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+ import random
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+ import torch
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+
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+ ldm_pipeline = LDMTextToImagePipeline.from_pretrained("dalle-mini/dalle-mega")
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+
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+ def predict(prompt, steps=100, seed=42, guidance_scale=6.0):
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+ torch.cuda.empty_cache()
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+ generator = torch.manual_seed(seed)
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+ images = ldm_pipeline([prompt], generator=generator, num_inference_steps=steps, eta=0.3, guidance_scale=guidance_scale)["sample"]
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+ return images[0]
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+
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+ random_seed = random.randint(0, 2147483647)
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+ gr.Interface(
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+ predict,
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+ inputs=[
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+ gr.inputs.Textbox(label='Prompt', default='a chalk pastel drawing of a llama wearing a wizard hat'),
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+ gr.inputs.Slider(1, 100, label='Inference Steps', default=50, step=1),
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+ gr.inputs.Slider(0, 2147483647, label='Seed', default=random_seed, step=1),
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+ gr.inputs.Slider(1.0, 20.0, label='Guidance Scale - how much the prompt will influence the results', default=6.0, step=0.1),
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+ ],
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+ outputs=gr.Image(shape=[256,256], type="pil", elem_id="output_image"),
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+ css="#output_image{width: 256px}",
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+ title="Text-To-Image - 🧨 diffusers library",
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+ description="This Spaces contains a text-to-image Latent Diffusion process for the <a href=\"https://huggingface.co/spaces/LDY/TextToImage\">main Spaces</a>.",
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+ ).launch()
requirements.txt ADDED
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+ diffusers==0.1.1
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+ transformers