Commit
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6fad636
1
Parent(s):
0a231ab
Add application file
Browse files
app.py
ADDED
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "81598ea8-8e97-4ad7-a45f-bd928d0ef416",
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"metadata": {},
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"outputs": [],
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"source": [
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"import gradio as gr\n",
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"from ultralytics import YOLO\n",
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"import cv2\n",
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"import os\n",
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"\n",
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"def predict_image(image_input):\n",
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" image = cv2.imread(image_input)\n",
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" # load model\n",
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" model = YOLO(\"best.pt\")\n",
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" #run predict\n",
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" outputs = model.predict(source=image_input)\n",
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" results = output[0].cpu().numpy()\n",
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" for i, det in enumerate(results.boxes.xyxy):\n",
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" cv2.rectangle(image, (int(det[0]), int(det[1]), int(det[2]), int(det[3]),\n",
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" color=(0, 0, 255), thickness=2, lineType=cv2.Line_AA)\n",
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" return cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
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"\n",
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"inputs_image = [gr.components.Image(type=\"filepath\", label=\"Input Image\")]\n",
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"outputs_image = [gr.components.Image(type=\"numpy\", label=\"Output Image\")]\n",
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"\n",
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"interface_image = gr.Interface(fn = predict_image, inputs=inputs_image, outputs=outputs_image, \n",
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" title=\"Fire & Smoke Detector\", cache_examples=False)\n",
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"\n",
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"interface_image.launch(Debug=True)\n"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.18"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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