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Running
on
Zero
Running
on
Zero
Update app.py
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app.py
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@@ -1,70 +1,119 @@
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import os
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import spaces
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import gradio as gr
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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#
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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#
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# β Must receive every argument the detector needs.
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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@spaces.GPU
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def run_detection(img, model_name):
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"""
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"""
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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#
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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.limit-height { max-height: 55vh; }
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"""
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def build_ui():
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with gr.Blocks(css=
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# β Header βββββββββββββββββββββββββββββββββββββββββββββββ
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with gr.Row():
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gr.HTML(
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"<h2 style='text-align:center'>
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gr.Markdown(
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"Online demo for
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"[imgutils.detect](https://dghs-imgutils.deepghs.org/main/api_doc/detect/index.html).
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"Install locally with `pip install dghs-imgutils`."
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)
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)
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return demo
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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#
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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if __name__ == "__main__":
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#
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"""
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app.py β Anime Object-Detection Space (ZeroGPU ready)
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β’ Gradio β₯ 4.44 (no more `concurrency_count=`).
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β’ Pydantic pinned (>=2.10.0,<2.11) to avoid schema bug.
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β’ One global @spaces.GPU wrapper so ZeroGPU is happy.
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β’ Each detector class gets its own tab via .make_ui().
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"""
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import os
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import gradio as gr
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import spaces
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# ---- your existing detector classes --------------------------
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from detection import (
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EyesDetection, FaceDetection, HeadDetection, PersonDetection,
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HandDetection, CensorDetection, HalfBodyDetection,
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NudeNetDetection, BooruYOLODetection,
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)
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# 0. Instantiate detectors once (they cache their models)
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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face_det = FaceDetection()
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head_det = HeadDetection()
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person_det = PersonDetection()
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halfbody_det = HalfBodyDetection()
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eyes_det = EyesDetection()
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hand_det = HandDetection()
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censor_det = CensorDetection()
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nudenet_det = NudeNetDetection()
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booruyolo_det = BooruYOLODetection()
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# A mapping so the GPU wrapper can call the right detector
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DETECTORS = {
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"face" : face_det,
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"head" : head_det,
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"person" : person_det,
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"halfbody" : halfbody_det,
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"eyes" : eyes_det,
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"hand" : hand_det,
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"censor" : censor_det,
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"nudenet" : nudenet_det,
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"booruyolo" : booruyolo_det,
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}
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# 1. Single top-level GPU function (ZeroGPU REQUIREMENT)
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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@spaces.GPU # <- makes HF allocate a ZeroGPU worker
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def run_detection(img, det_key, model_name=None):
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"""
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Parameters
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----------
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img : PIL.Image | numpy.ndarray β image from gr.Image
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det_key : str β one of DETECTORS.keys()
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model_name: str | None β optional model override
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"""
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detector = DETECTORS[det_key]
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# Every detector already exposes .detect(img, model_name=...)
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return detector.detect(img, model_name=model_name)
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# 2. Build the UI (mirrors the working public Space layout)
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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_GLOBAL_CSS = ".limit-height { max-height: 55vh; }"
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def build_ui() -> gr.Blocks:
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with gr.Blocks(css=_GLOBAL_CSS) as demo:
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with gr.Row():
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gr.HTML(
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"<h2 style='text-align:center'>Object Detections For Anime</h2>"
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gr.Markdown(
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"Online demo for detection functions of "
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"[imgutils.detect](https://dghs-imgutils.deepghs.org/main/api_doc/detect/index.html). \n"
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"Install locally with `pip install dghs-imgutils`."
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)
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with gr.Row():
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with gr.Tabs():
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# ---- each tab reuses the detector's built-in UI -----------
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with gr.Tab("Face Detection"):
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face_det.make_ui()
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with gr.Tab("Head Detection"):
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head_det.make_ui()
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with gr.Tab("Person Detection"):
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person_det.make_ui()
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with gr.Tab("Half Body Detection"):
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halfbody_det.make_ui()
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with gr.Tab("Eyes Detection"):
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eyes_det.make_ui()
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with gr.Tab("Hand Detection"):
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hand_det.make_ui()
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with gr.Tab("Censor Point Detection"):
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censor_det.make_ui()
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with gr.Tab("NudeNet"):
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nudenet_det.make_ui()
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with gr.Tab("BooruYOLO"):
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booruyolo_det.make_ui()
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return demo
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# 3. Launch (Gradio β₯4 syntax)
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# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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if __name__ == "__main__":
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demo = build_ui()
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# default_concurrency_limit β replaces old concurrency_count
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demo.queue(default_concurrency_limit=os.cpu_count()).launch()
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