Spaces:
Runtime error
Runtime error
fix: memory efficient
Browse files
app.py
CHANGED
@@ -1,6 +1,7 @@
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import gradio as gr
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from setup import setup
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import
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from PIL import Image
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from manga_line_extraction.model import MangaLineExtractor
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from anime2sketch.model import Anime2Sketch
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@@ -9,24 +10,36 @@ setup()
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print("Setup finished")
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extractor = MangaLineExtractor("./models/erika.pth", "cpu")
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to_sketch = Anime2Sketch("./models/netG.pth", "cpu")
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def extract(image):
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def convert_to_sketch(image):
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def start(image):
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return [extract(image), convert_to_sketch(Image.fromarray(image).convert("RGB"))]
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def ui():
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with gr.Blocks() as blocks:
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gr.Markdown(
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@@ -43,7 +56,8 @@ def ui():
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with gr.Column():
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input_img = gr.Image(label="Input", interactive=True)
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extract_btn = gr.Button("
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with gr.Column():
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# with gr.Row():
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@@ -78,6 +92,12 @@ def ui():
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outputs=[extract_output_img, to_sketch_output_img],
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)
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return blocks
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import gradio as gr
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from setup import setup
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import torch
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import gc
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from PIL import Image
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from manga_line_extraction.model import MangaLineExtractor
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from anime2sketch.model import Anime2Sketch
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print("Setup finished")
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def flush():
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gc.collect()
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torch.cuda.empty_cache()
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def extract(image):
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extractor = MangaLineExtractor("./models/erika.pth", "cpu")
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result = extractor.predict(image)
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del extractor
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flush()
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return result
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def convert_to_sketch(image):
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to_sketch = Anime2Sketch("./models/netG.pth", "cpu")
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result = to_sketch.predict(image)
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del to_sketch
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flush()
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return result
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def start(image):
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return [extract(image), convert_to_sketch(Image.fromarray(image).convert("RGB"))]
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def clear():
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return [None, None]
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def ui():
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with gr.Blocks() as blocks:
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gr.Markdown(
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with gr.Column():
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input_img = gr.Image(label="Input", interactive=True)
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extract_btn = gr.Button("Start", variant="primary")
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clear_btn = gr.Button("Clear", variant="secondary")
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with gr.Column():
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# with gr.Row():
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outputs=[extract_output_img, to_sketch_output_img],
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)
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clear_btn.click(
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fn=clear,
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inputs=[],
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outputs=[extract_output_img, to_sketch_output_img],
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)
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return blocks
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