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Create app.py
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app.py
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import gradio as gr
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import numpy as np
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import os
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import cv2
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from PIL import Image, ImageDraw
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import insightface
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from insightface.app import FaceAnalysis
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# Insightface model
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app = FaceAnalysis(name='buffalo_l')
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app.prepare(ctx_id=0, det_size=(640, 640))
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def generate_image(src_img, dest_img):
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# Convert to RGB
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src_img = src_img.convert(mode='RGB')
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dest_img = dest_img.convert(mode='RGB')
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# Convert to array
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src_img_arr = np.asarray(src_img)
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dest_img_arr = np.asarray(dest_img)
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# Face detection
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src_faces = app.get(src_img_arr)
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dest_faces = app.get(dest_img_arr)
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# Initialize swapper
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swapper = insightface.model_zoo.get_model('./inswapper_128.onnx', download=False, download_zip=False)
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#swapper = insightface.model_zoo.get_model('./inswapper_128.onnx')
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# Swap face
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res = dest_img_arr.copy()
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for face in dest_faces:
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res = swapper.get(res, face, src_faces[0], paste_back=True)
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# Convert to PIL image
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final_image = Image.fromarray(np.uint8(res)).convert('RGB')
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return final_image
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iface = gr.Interface(fn=generate_image, inputs=[
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gr.Image(type="pil", label="Source Image"),
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gr.Image(type="pil", label="Destination Image")],
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outputs=gr.Image(type="pil", label="Final Image"),
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theme=gr.themes.Base(primary_hue=gr.themes.colors.teal, font=["helvetica"]),
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examples=[["Images/kim.jpg", "Images/marilyn.jpg"]],
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description=
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""" # Face Swap
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by <a href="https://www.tonyassi.com/" style="color: #97d8be;">Tony Assi</a>
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Try out [Video Face Swap](https://huggingface.co/spaces/tonyassi/video-face-swap). Please ❤️ this Space.
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"""
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)
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iface.launch()
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