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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from ultralytics import YOLO\n",
"\n",
"# Load a model\n",
"model = YOLO('yolov8n-pose.pt') # pretrained YOLOv8n model"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"class PoseEstimator():\n",
" def __init__(self):\n",
" self.model = YOLO('yolov8n-pose.pt')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"WARNING ⚠️ inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory\n",
"errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.\n",
"\n",
"Example:\n",
" results = model(source=..., stream=True) # generator of Results objects\n",
" for r in results:\n",
" boxes = r.boxes # Boxes object for bbox outputs\n",
" masks = r.masks # Masks object for segment masks outputs\n",
" probs = r.probs # Class probabilities for classification outputs\n",
"\n",
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"video 1/1 (frame 373/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 199.0ms\n",
"video 1/1 (frame 374/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 168.6ms\n",
"video 1/1 (frame 375/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 150.3ms\n",
"video 1/1 (frame 376/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 220.9ms\n",
"video 1/1 (frame 377/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 157.4ms\n",
"video 1/1 (frame 378/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 185.7ms\n",
"video 1/1 (frame 379/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 157.5ms\n",
"video 1/1 (frame 380/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 139.0ms\n",
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"video 1/1 (frame 385/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 175.2ms\n",
"video 1/1 (frame 386/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 174.7ms\n",
"video 1/1 (frame 387/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 172.8ms\n",
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"video 1/1 (frame 391/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 172.0ms\n",
"video 1/1 (frame 392/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 165.4ms\n",
"video 1/1 (frame 393/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 171.5ms\n",
"video 1/1 (frame 394/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 150.2ms\n",
"video 1/1 (frame 395/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 128.8ms\n",
"video 1/1 (frame 396/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 130.4ms\n",
"video 1/1 (frame 397/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 158.4ms\n",
"video 1/1 (frame 398/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 138.2ms\n",
"video 1/1 (frame 399/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 133.4ms\n",
"video 1/1 (frame 400/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 186.8ms\n",
"video 1/1 (frame 401/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 174.7ms\n",
"video 1/1 (frame 402/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 166.3ms\n",
"video 1/1 (frame 403/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 151.0ms\n",
"video 1/1 (frame 404/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 146.7ms\n",
"video 1/1 (frame 405/465) /Users/theorousseaux/Documents/Hackathon/FitnessEquation/Modules/PoseEstimation/../../data/pose/squat.mp4: 640x576 1 person, 154.7ms\n",
"Speed: 6.5ms preprocess, 145.4ms inference, 1.3ms postprocess per image at shape (1, 3, 640, 576)\n",
"Results saved to \u001b[1m/Users/theorousseaux/Documents/Hackathon/FitnessEquation/runs/pose/predict\u001b[0m\n"
]
}
],
"source": [
"estimator = PoseEstimator()\n",
"results = estimator.model('../../data/pose/squat.mp4', save=True)"
]
}
],
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|