""" Created By: ishwor subedi Date: 2024-05-19 """ from PIL import Image import numpy as np import gradio as gr import os import replicate from supabase import create_client def example_inference(image_bytes): output = replicate.run( "cjwbw/rembg:fb8af171cfa1616ddcf1242c093f9c46bcada5ad4cf6f2fbe8b81b330ec5c003", input={ "image": "https://replicate.delivery/pbxt/Ho28olmw8dnOffOz7yjuPK6UGsOPqFUfpCnq1ur8zaAKxiPH/animal-1.jpeg" } ) return output[0] original_image, binary_image = None, None colors = [Image.open(path) for path in [os.path.join("bg_images/color", file) for file in os.listdir("bg_images/color")]] houses = [Image.open(path) for path in [os.path.join("bg_images/house", file) for file in os.listdir("bg_images/house")]] natures = [Image.open(path) for path in [os.path.join("bg_images/nature", file) for file in os.listdir("bg_images/nature")]] studios = [Image.open(path) for path in [os.path.join("bg_images/studio", file) for file in os.listdir("bg_images/studio")]] walls = [Image.open(path) for path in [os.path.join("bg_images/wall", file) for file in os.listdir("bg_images/wall")]] woods = [Image.open(path) for path in [os.path.join("bg_images/wood", file) for file in os.listdir("bg_images/wood")]] with gr.Blocks( theme=gr.themes.Default(primary_hue=gr.themes.colors.red, secondary_hue=gr.themes.colors.indigo)) as demo: with gr.Row(): input_img = gr.Image(label="Input", interactive=True, type='pil') hidden_img = gr.Image(label="Chosen Background", visible=False) output_img = gr.Image(label="Output", interactive=False, type='pil') def clearFunc(): global original_image global binary_image def update_visibility(): return gr.Image(visible=True) torch.cuda.empty_cache() gc.collect() return gr.Image(visible=False, value=None) with gr.Row(): examples = gr.Examples(examples=studios, inputs=[hidden_img], label="Studio Backgrounds") with gr.Row(): examples6 = gr.Examples(examples=colors, inputs=[hidden_img], label="Color Backgrounds") with gr.Row(): examples2 = gr.Examples(examples=walls, inputs=[hidden_img], label="Wall Backgrounds") examples3 = gr.Examples(examples=natures, inputs=[hidden_img], label="Nature Backgrounds") with gr.Row(): examples4 = gr.Examples(examples=houses, inputs=[hidden_img], label="House Backgrounds") examples5 = gr.Examples(examples=woods, inputs=[hidden_img], label="Wood Backgrounds") with gr.Row(): submit = gr.Button("Submit") clear = gr.ClearButton(components=[input_img, output_img, hidden_img], value="Reset", variant="stop") def generate_img(image, background): orig_img = example_inference(image) width, height = orig_img.size background = Image.fromarray(background).resize((width, height)) orig_img = Image.fromarray(np.array(orig_img)).resize((width, height)) background.paste(orig_img, (0, 0), mask=orig_img) return background hidden_img.change(fn=update_visibility, inputs=[], outputs=[hidden_img]) submit.click(generate_img, inputs=[input_img, hidden_img], outputs=[output_img]) clear.click(fn=clearFunc, inputs=[], outputs=[hidden_img]) demo.launch(share=True, debug=True)