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Create app.py
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app.py
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import torch
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from PIL import Image
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import gradio as gr
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from huggingface_hub import hf_hub_download
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from src_inference.pipeline import FluxPipeline
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from src_inference.lora_helper import set_single_lora, clear_cache
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device = "cuda" if torch.cuda.is_available() else "cpu"
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print("Running on:", device)
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# Download and load model
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base_path = hf_hub_download(repo_id="showlab/OmniConsistency", filename="OmniConsistency.safetensors", local_dir="./Model")
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pipe = FluxPipeline.from_pretrained(
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"black-forest-labs/FLUX.1-dev",
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torch_dtype=torch.bfloat16 if torch.cuda.is_available() else torch.float32
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).to(device)
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set_single_lora(pipe.transformer, base_path, lora_weights=[1], cond_size=512)
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def generate_manga(input_image, prompt):
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spatial_image = [input_image.convert("RGB")]
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image = pipe(
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prompt,
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height=1024,
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width=1024,
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guidance_scale=3.5,
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num_inference_steps=25,
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max_sequence_length=512,
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spatial_images=spatial_image,
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subject_images=[],
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cond_size=512,
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).images[0]
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clear_cache(pipe.transformer)
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return image
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demo = gr.Interface(
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fn=generate_manga,
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inputs=[
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gr.Image(type="pil", label="Input Character"),
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gr.Textbox(label="Scene Prompt")
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],
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outputs=gr.Image(label="Generated Manga Frame"),
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title="OmniConsistency Manga Generator"
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)
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demo.launch()
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