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Duplicate from gradio-templates/text-to-image-gradio-template

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Co-authored-by: Sylvain Filoni <[email protected]>

Files changed (4) hide show
  1. .gitattributes +35 -0
  2. README.md +12 -0
  3. app.py +146 -0
  4. requirements.txt +6 -0
.gitattributes ADDED
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README.md ADDED
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+ ---
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+ title: Text-to-Image Gradio Template
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+ emoji: 🖼
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+ colorFrom: purple
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+ colorTo: red
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+ sdk: gradio
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+ sdk_version: 4.26.0
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+ app_file: app.py
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+ pinned: false
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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+ import gradio as gr
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+ import numpy as np
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+ import random
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+ from diffusers import DiffusionPipeline
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+ import torch
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+
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+ device = "cuda" if torch.cuda.is_available() else "cpu"
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+
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+ if torch.cuda.is_available():
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+ torch.cuda.max_memory_allocated(device=device)
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+ pipe = DiffusionPipeline.from_pretrained("stabilityai/sdxl-turbo", torch_dtype=torch.float16, variant="fp16", use_safetensors=True)
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+ pipe.enable_xformers_memory_efficient_attention()
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+ pipe = pipe.to(device)
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+ else:
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+ pipe = DiffusionPipeline.from_pretrained("stabilityai/sdxl-turbo", use_safetensors=True)
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+ pipe = pipe.to(device)
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+
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+ MAX_SEED = np.iinfo(np.int32).max
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+ MAX_IMAGE_SIZE = 1024
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+
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+ def infer(prompt, negative_prompt, seed, randomize_seed, width, height, guidance_scale, num_inference_steps):
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+
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+ if randomize_seed:
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+ seed = random.randint(0, MAX_SEED)
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+
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+ generator = torch.Generator().manual_seed(seed)
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+
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+ image = pipe(
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+ prompt = prompt,
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+ negative_prompt = negative_prompt,
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+ guidance_scale = guidance_scale,
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+ num_inference_steps = num_inference_steps,
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+ width = width,
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+ height = height,
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+ generator = generator
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+ ).images[0]
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+
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+ return image
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+
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+ examples = [
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+ "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k",
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+ "An astronaut riding a green horse",
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+ "A delicious ceviche cheesecake slice",
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+ ]
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+
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+ css="""
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+ #col-container {
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+ margin: 0 auto;
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+ max-width: 520px;
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+ }
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+ """
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+
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+ if torch.cuda.is_available():
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+ power_device = "GPU"
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+ else:
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+ power_device = "CPU"
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+
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+ with gr.Blocks(css=css) as demo:
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+
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+ with gr.Column(elem_id="col-container"):
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+ gr.Markdown(f"""
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+ # Text-to-Image Gradio Template
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+ Currently running on {power_device}.
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+ """)
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+
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+ with gr.Row():
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+
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+ prompt = gr.Text(
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+ label="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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+
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+ run_button = gr.Button("Run", scale=0)
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+
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+ result = gr.Image(label="Result", show_label=False)
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+
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+ with gr.Accordion("Advanced Settings", open=False):
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+
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+ negative_prompt = gr.Text(
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+ label="Negative prompt",
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+ max_lines=1,
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+ placeholder="Enter a negative prompt",
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+ visible=False,
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+ )
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+
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+ seed = gr.Slider(
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+ label="Seed",
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+ minimum=0,
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+ maximum=MAX_SEED,
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+ step=1,
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+ value=0,
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+ )
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+
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+ randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
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+
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+ with gr.Row():
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+
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+ width = gr.Slider(
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+ label="Width",
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+ minimum=256,
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+ maximum=MAX_IMAGE_SIZE,
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+ step=32,
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+ value=512,
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+ )
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+
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+ height = gr.Slider(
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+ label="Height",
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+ minimum=256,
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+ maximum=MAX_IMAGE_SIZE,
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+ step=32,
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+ value=512,
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+ )
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+
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+ with gr.Row():
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+
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+ guidance_scale = gr.Slider(
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+ label="Guidance scale",
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+ minimum=0.0,
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+ maximum=10.0,
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+ step=0.1,
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+ value=0.0,
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+ )
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+
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+ num_inference_steps = gr.Slider(
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+ label="Number of inference steps",
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+ minimum=1,
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+ maximum=12,
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+ step=1,
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+ value=2,
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+ )
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+
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+ gr.Examples(
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+ examples = examples,
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+ inputs = [prompt]
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+ )
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+
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+ run_button.click(
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+ fn = infer,
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+ inputs = [prompt, negative_prompt, seed, randomize_seed, width, height, guidance_scale, num_inference_steps],
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+ outputs = [result]
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+ )
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+
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+ demo.queue().launch()
requirements.txt ADDED
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+ accelerate
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+ diffusers
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+ invisible_watermark
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+ torch
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+ transformers
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+ xformers