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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ultralytics import YOLO\n",
    "\n",
    "mod = YOLO('best.pt').cuda()\n",
    "\n",
    "ok = 'dist/ok.mp4'\n",
    "ng = 'dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4'\n",
    "\n",
    "\n",
    "# model(ng).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'ng', 1: 'ok'}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mod.names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING ⚠️ argument '--show' does not require leading dashes '--', updating to 'show'.\n",
      "qt.qpa.plugin: Could not find the Qt platform plugin \"wayland\" in \"/home/rakib/miniconda3/envs/dApp/lib/python3.12/site-packages/cv2/qt/plugins\"\n",
      "Ultralytics 8.3.12 🚀 Python-3.12.7 torch-2.4.1+cu118 CUDA:0 (NVIDIA GeForce RTX 4050 Laptop GPU, 5901MiB)\n",
      "Model summary (fused): 186 layers, 2,684,758 parameters, 0 gradients, 6.8 GFLOPs\n",
      "\n",
      "video 1/1 (frame 1/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 24.3ms\n",
      "video 1/1 (frame 2/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 5.9ms\n",
      "video 1/1 (frame 3/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 6.5ms\n",
      "video 1/1 (frame 4/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 4.0ms\n",
      "video 1/1 (frame 5/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 4.6ms\n",
      "video 1/1 (frame 6/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.4ms\n",
      "video 1/1 (frame 7/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 8/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 4.0ms\n",
      "video 1/1 (frame 9/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 4.4ms\n",
      "video 1/1 (frame 10/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.0ms\n",
      "video 1/1 (frame 11/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.9ms\n",
      "video 1/1 (frame 12/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.6ms\n",
      "video 1/1 (frame 13/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.9ms\n",
      "video 1/1 (frame 14/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.1ms\n",
      "video 1/1 (frame 15/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 16/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 5.2ms\n",
      "video 1/1 (frame 17/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.1ms\n",
      "video 1/1 (frame 18/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 19/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 20/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.7ms\n",
      "video 1/1 (frame 21/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.7ms\n",
      "video 1/1 (frame 22/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.7ms\n",
      "video 1/1 (frame 23/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.7ms\n",
      "video 1/1 (frame 24/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.4ms\n",
      "video 1/1 (frame 25/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.9ms\n",
      "video 1/1 (frame 26/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.1ms\n",
      "video 1/1 (frame 27/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.7ms\n",
      "video 1/1 (frame 28/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.7ms\n",
      "video 1/1 (frame 29/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 30/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.7ms\n",
      "video 1/1 (frame 31/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 4.7ms\n",
      "video 1/1 (frame 32/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.4ms\n",
      "video 1/1 (frame 33/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 34/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 5.5ms\n",
      "video 1/1 (frame 35/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 36/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.1ms\n",
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      "video 1/1 (frame 364/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 4.1ms\n",
      "video 1/1 (frame 365/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.9ms\n",
      "video 1/1 (frame 366/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.8ms\n",
      "video 1/1 (frame 367/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.9ms\n",
      "video 1/1 (frame 368/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.6ms\n",
      "video 1/1 (frame 369/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.6ms\n",
      "video 1/1 (frame 370/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.8ms\n",
      "video 1/1 (frame 371/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.9ms\n",
      "video 1/1 (frame 372/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.0ms\n",
      "video 1/1 (frame 373/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.9ms\n",
      "video 1/1 (frame 374/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 2.9ms\n",
      "video 1/1 (frame 375/375) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/ok.mp4: 384x640 1 ok, 3.0ms\n",
      "Speed: 1.1ms preprocess, 3.3ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640)\n",
      "Results saved to \u001b[1mruns/detect/predict5\u001b[0m\n",
      "💡 Learn more at https://docs.ultralytics.com/modes/predict\n"
     ]
    }
   ],
   "source": [
    "!yolo predict model='best.pt' source=dist/ok.mp4 --show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING ⚠️ argument '--show' does not require leading dashes '--', updating to 'show'.\n",
      "qt.qpa.plugin: Could not find the Qt platform plugin \"wayland\" in \"/home/rakib/miniconda3/envs/dApp/lib/python3.12/site-packages/cv2/qt/plugins\"\n",
      "Ultralytics 8.3.12 🚀 Python-3.12.7 torch-2.4.1+cu118 CUDA:0 (NVIDIA GeForce RTX 4050 Laptop GPU, 5901MiB)\n",
      "Model summary (fused): 186 layers, 2,684,758 parameters, 0 gradients, 6.8 GFLOPs\n",
      "\n",
      "video 1/1 (frame 1/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 28.6ms\n",
      "video 1/1 (frame 2/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 6.9ms\n",
      "video 1/1 (frame 3/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 5.7ms\n",
      "video 1/1 (frame 4/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 6.2ms\n",
      "video 1/1 (frame 5/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 7.6ms\n",
      "video 1/1 (frame 6/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.6ms\n",
      "video 1/1 (frame 7/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 5.0ms\n",
      "video 1/1 (frame 8/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.3ms\n",
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      "video 1/1 (frame 11/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 4.5ms\n",
      "video 1/1 (frame 12/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 2.9ms\n",
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      "video 1/1 (frame 772/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.3ms\n",
      "video 1/1 (frame 773/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.7ms\n",
      "video 1/1 (frame 774/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.5ms\n",
      "video 1/1 (frame 775/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 2.9ms\n",
      "video 1/1 (frame 776/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.1ms\n",
      "video 1/1 (frame 777/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.0ms\n",
      "video 1/1 (frame 778/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 2.9ms\n",
      "video 1/1 (frame 779/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 7.3ms\n",
      "video 1/1 (frame 780/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 4.3ms\n",
      "video 1/1 (frame 781/781) /home/rakib/Desktop/NAYM/Personal/Personal_Projects/Dapp/new/dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4: 384x640 1 ng, 3.0ms\n",
      "Speed: 1.1ms preprocess, 4.0ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
      "Results saved to \u001b[1mruns/detect/predict2\u001b[0m\n",
      "💡 Learn more at https://docs.ultralytics.com/modes/predict\n"
     ]
    }
   ],
   "source": [
    "!yolo predict model='best.pt' source=\"dist/WhatsApp Video 2024-10-15 at 2.29.03 PM.mp4\" --show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dApp",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
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