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Resolve merge conflicts and continue rebase

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  1. LICENSE +201 -0
  2. README.md +20 -2
  3. app.py +77 -0
  4. requirements.txt +5 -0
LICENSE ADDED
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README.md CHANGED
@@ -1,5 +1,5 @@
1
  ---
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- title: Samewind
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  emoji: 🔥
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  colorFrom: purple
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  colorTo: pink
@@ -9,4 +9,22 @@ app_file: app.py
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  pinned: false
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
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+ title: SpecDETR
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  emoji: 🔥
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  colorFrom: purple
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  colorTo: pink
 
9
  pinned: false
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  ---
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12
+ # SpecDETR Hugging Face Space
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+
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+ This repository contains a Gradio demo for SpecDETR, supporting both image and video detection.
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+
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+ ## Usage
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+ - Upload your model config (.py) and checkpoint (.pth) files to the interface.
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+ - Test detection on images or videos using the Gradio UI.
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+
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+ ## Files
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+ - `app.py`: Gradio app entry point.
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+ - `requirements.txt`: Python dependencies for Hugging Face Spaces.
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+ - `download_spod.py`: (Optional) Script for dataset download and config update.
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+
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+ ## Deployment
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+ 1. Push this repo to your Hugging Face Space.
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+ 2. The Space will auto-build and launch the Gradio demo.
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+
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+ ## Note
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+ - If you need to add default configs or checkpoints, place them in the repo and update `app.py` accordingly.
app.py ADDED
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+ import gradio as gr
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+ import os
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+ import tempfile
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+ import cv2
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+ import numpy as np
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+ from mmdet.apis import DetInferencer
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+
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+ # Helper to load model
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+ inferencer = None
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+ def load_model(config_path, checkpoint_path):
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+ global inferencer
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+ inferencer = DetInferencer(model=config_path, weights=checkpoint_path)
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+ return "Model loaded."
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+
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+ def infer_image(image):
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+ if inferencer is None:
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+ return "Please load a model first.", None
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+ result = inferencer(image)
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+ vis = result["visualization"]
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+ if isinstance(vis, list):
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+ vis = vis[0]
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+ return "", vis
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+
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+ def infer_video(video):
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+ if inferencer is None:
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+ return "Please load a model first.", None
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+ temp_dir = tempfile.mkdtemp()
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+ cap = cv2.VideoCapture(video)
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+ fps = cap.get(cv2.CAP_PROP_FPS)
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+ w = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
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+ h = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))
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+ out_path = os.path.join(temp_dir, "result.mp4")
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+ fourcc = cv2.VideoWriter_fourcc(*"mp4v")
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+ out = cv2.VideoWriter(out_path, fourcc, fps, (w, h))
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+ while True:
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+ ret, frame = cap.read()
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+ if not ret:
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+ break
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+ result = inferencer(frame)
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+ vis = result["visualization"]
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+ if isinstance(vis, list):
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+ vis = vis[0]
43
+ out.write(vis[:,:,::-1])
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+ cap.release()
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+ out.release()
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+ return "", out_path
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+
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+ def ui():
49
+ with gr.Blocks() as demo:
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+ gr.Markdown("# SpecDETR Demo: Image and Video Detection\nUpload your config (.py) and checkpoint (.pth) to start.")
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+ with gr.Row():
52
+ config = gr.File(label="Config File (.py)")
53
+ checkpoint = gr.File(label="Checkpoint (.pth)")
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+ load_btn = gr.Button("Load Model")
55
+ load_status = gr.Textbox(label="Status", interactive=False)
56
+ load_btn.click(load_model, inputs=[config, checkpoint], outputs=load_status)
57
+ with gr.Tab("Image"):
58
+ img_input = gr.Image(type="numpy")
59
+ img_output = gr.Image()
60
+ img_btn = gr.Button("Detect on Image")
61
+ img_status = gr.Textbox(label="Status", interactive=False)
62
+ img_btn.click(infer_image, inputs=img_input, outputs=[img_status, img_output])
63
+ with gr.Tab("Video"):
64
+ vid_input = gr.Video()
65
+ vid_output = gr.Video()
66
+ vid_btn = gr.Button("Detect on Video")
67
+ vid_status = gr.Textbox(label="Status", interactive=False)
68
+ vid_btn.click(infer_video, inputs=vid_input, outputs=[vid_status, vid_output])
69
+ return demo
70
+
71
+ demo = ui()
72
+
73
+ def main():
74
+ demo.launch()
75
+
76
+ if __name__ == "__main__":
77
+ main()
requirements.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ gradio>=3.0.0
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+ opencv-python
3
+ mmdet
4
+ mmcv
5
+ numpy