Inference_CPU.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Inference CPU.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "etBfp5mEJSZy",
        "outputId": "63ced87e-2f27-4bde-eeea-3032c0b7b79e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Setup complete. Using torch 1.10.0+cu111 (CPU)\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/ultralytics/yolov5  # clone repo\n",
        "%cd yolov5\n",
        "%pip install -qr requirements.txt\n",
        "\n",
        "import torch\n",
        "from IPython.display import Image, clear_output  # to display images\n",
        "\n",
        "clear_output()\n",
        "print(f\"Setup complete. Using torch {torch.__version__} ({torch.cuda.get_device_properties(0).name if torch.cuda.is_available() else 'CPU'})\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!cat /proc/cpuinfo"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "inzLSQALUdK3",
        "outputId": "2a0e6f48-23b4-4fd2-a238-9597a28e5044"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "processor\t: 0\n",
            "vendor_id\t: GenuineIntel\n",
            "cpu family\t: 6\n",
            "model\t\t: 79\n",
            "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n",
            "stepping\t: 0\n",
            "microcode\t: 0x1\n",
            "cpu MHz\t\t: 2199.998\n",
            "cache size\t: 56320 KB\n",
            "physical id\t: 0\n",
            "siblings\t: 2\n",
            "core id\t\t: 0\n",
            "cpu cores\t: 1\n",
            "apicid\t\t: 0\n",
            "initial apicid\t: 0\n",
            "fpu\t\t: yes\n",
            "fpu_exception\t: yes\n",
            "cpuid level\t: 13\n",
            "wp\t\t: yes\n",
            "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n",
            "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n",
            "bogomips\t: 4399.99\n",
            "clflush size\t: 64\n",
            "cache_alignment\t: 64\n",
            "address sizes\t: 46 bits physical, 48 bits virtual\n",
            "power management:\n",
            "\n",
            "processor\t: 1\n",
            "vendor_id\t: GenuineIntel\n",
            "cpu family\t: 6\n",
            "model\t\t: 79\n",
            "model name\t: Intel(R) Xeon(R) CPU @ 2.20GHz\n",
            "stepping\t: 0\n",
            "microcode\t: 0x1\n",
            "cpu MHz\t\t: 2199.998\n",
            "cache size\t: 56320 KB\n",
            "physical id\t: 0\n",
            "siblings\t: 2\n",
            "core id\t\t: 0\n",
            "cpu cores\t: 1\n",
            "apicid\t\t: 1\n",
            "initial apicid\t: 1\n",
            "fpu\t\t: yes\n",
            "fpu_exception\t: yes\n",
            "cpuid level\t: 13\n",
            "wp\t\t: yes\n",
            "flags\t\t: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities\n",
            "bugs\t\t: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa\n",
            "bogomips\t: 4399.99\n",
            "clflush size\t: 64\n",
            "cache_alignment\t: 64\n",
            "address sizes\t: 46 bits physical, 48 bits virtual\n",
            "power management:\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!WANDB_MODE=\"dryrun\" python detect.py --weights /content/best.pt --source \"/content/drive/MyDrive/test_img/\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n9h1EPP1JwmR",
        "outputId": "93e1e154-5e43-4c29-cb73-dd1ad845198b"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n",
            "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['/content/best.pt'], source=/content/drive/MyDrive/test_img/, data=data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False\n",
            "YOLOv5 🚀 v6.0-232-g079b36d torch 1.10.0+cu111 CPU\n",
            "\n",
            "Fusing layers... \n",
            "Model Summary: 280 layers, 3087256 parameters, 0 gradients, 4.2 GFLOPs\n",
            "image 1/169 /content/drive/MyDrive/test_img/car_100.jpg: 512x640 Done. (0.108s)\n",
            "image 2/169 /content/drive/MyDrive/test_img/car_104.jpg: 320x640 Done. (0.085s)\n",
            "image 3/169 /content/drive/MyDrive/test_img/car_108.jpg: 448x640 Done. (0.129s)\n",
            "image 4/169 /content/drive/MyDrive/test_img/car_120.jpg: 384x640 1 license_plate, Done. (0.092s)\n",
            "image 5/169 /content/drive/MyDrive/test_img/car_121.jpg: 512x640 1 license_plate, Done. (0.099s)\n",
            "image 6/169 /content/drive/MyDrive/test_img/car_131.jpg: 448x640 1 license_plate, Done. (0.090s)\n",
            "image 7/169 /content/drive/MyDrive/test_img/car_132.jpg: 448x640 1 license_plate, Done. (0.088s)\n",
            "image 8/169 /content/drive/MyDrive/test_img/car_134.jpg: 384x640 2 license_plates, Done. (0.077s)\n",
            "image 9/169 /content/drive/MyDrive/test_img/car_139.jpg: 448x640 2 license_plates, Done. (0.124s)\n",
            "image 10/169 /content/drive/MyDrive/test_img/car_146.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 11/169 /content/drive/MyDrive/test_img/car_152.jpg: 640x512 1 license_plate, Done. (0.103s)\n",
            "image 12/169 /content/drive/MyDrive/test_img/car_155.jpg: 512x640 Done. (0.106s)\n",
            "image 13/169 /content/drive/MyDrive/test_img/car_170.jpg: 512x640 1 license_plate, Done. (0.108s)\n",
            "image 14/169 /content/drive/MyDrive/test_img/car_177.jpg: 512x640 1 license_plate, Done. (0.100s)\n",
            "image 15/169 /content/drive/MyDrive/test_img/car_180.jpg: 384x640 Done. (0.077s)\n",
            "image 16/169 /content/drive/MyDrive/test_img/car_181.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 17/169 /content/drive/MyDrive/test_img/car_183.jpg: 448x640 1 license_plate, Done. (0.092s)\n",
            "image 18/169 /content/drive/MyDrive/test_img/car_185.jpg: 512x640 2 license_plates, Done. (0.101s)\n",
            "image 19/169 /content/drive/MyDrive/test_img/car_186.jpg: 384x640 1 license_plate, Done. (0.076s)\n",
            "image 20/169 /content/drive/MyDrive/test_img/car_192.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 21/169 /content/drive/MyDrive/test_img/car_211.jpg: 320x640 1 license_plate, Done. (0.067s)\n",
            "image 22/169 /content/drive/MyDrive/test_img/car_215.jpg: 576x640 1 license_plate, Done. (0.112s)\n",
            "image 23/169 /content/drive/MyDrive/test_img/car_216.jpg: 448x640 1 license_plate, Done. (0.085s)\n",
            "image 24/169 /content/drive/MyDrive/test_img/car_217.jpg: 448x640 2 license_plates, Done. (0.085s)\n",
            "image 25/169 /content/drive/MyDrive/test_img/car_220.jpg: 512x640 1 license_plate, Done. (0.103s)\n",
            "image 26/169 /content/drive/MyDrive/test_img/car_222.jpg: 448x640 1 license_plate, Done. (0.093s)\n",
            "image 27/169 /content/drive/MyDrive/test_img/car_223.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 28/169 /content/drive/MyDrive/test_img/car_238.jpg: 448x640 1 license_plate, Done. (0.088s)\n",
            "image 29/169 /content/drive/MyDrive/test_img/car_240.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 30/169 /content/drive/MyDrive/test_img/car_241.jpg: 384x640 1 license_plate, Done. (0.085s)\n",
            "image 31/169 /content/drive/MyDrive/test_img/car_242.jpg: 512x640 Done. (0.108s)\n",
            "image 32/169 /content/drive/MyDrive/test_img/car_243.jpg: 512x640 1 license_plate, Done. (0.097s)\n",
            "image 33/169 /content/drive/MyDrive/test_img/car_249.jpg: 256x640 1 license_plate, Done. (0.055s)\n",
            "image 34/169 /content/drive/MyDrive/test_img/car_251.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 35/169 /content/drive/MyDrive/test_img/car_254.jpg: 448x640 Done. (0.089s)\n",
            "image 36/169 /content/drive/MyDrive/test_img/car_258.jpg: 512x640 1 license_plate, Done. (0.096s)\n",
            "image 37/169 /content/drive/MyDrive/test_img/car_26.jpg: 576x640 1 license_plate, Done. (0.110s)\n",
            "image 38/169 /content/drive/MyDrive/test_img/car_261.jpg: 512x640 1 license_plate, Done. (0.100s)\n",
            "image 39/169 /content/drive/MyDrive/test_img/car_267.jpg: 384x640 2 license_plates, Done. (0.074s)\n",
            "image 40/169 /content/drive/MyDrive/test_img/car_273.jpg: 512x640 1 license_plate, Done. (0.110s)\n",
            "image 41/169 /content/drive/MyDrive/test_img/car_28.jpg: 384x640 2 license_plates, Done. (0.077s)\n",
            "image 42/169 /content/drive/MyDrive/test_img/car_30.jpg: 384x640 1 license_plate, Done. (0.071s)\n",
            "image 43/169 /content/drive/MyDrive/test_img/car_302.jpg: 576x640 1 license_plate, Done. (0.111s)\n",
            "image 44/169 /content/drive/MyDrive/test_img/car_31.jpg: 384x640 2 license_plates, Done. (0.079s)\n",
            "image 45/169 /content/drive/MyDrive/test_img/car_318.jpg: 512x640 2 license_plates, Done. (0.103s)\n",
            "image 46/169 /content/drive/MyDrive/test_img/car_322.jpg: 448x640 1 license_plate, Done. (0.087s)\n",
            "image 47/169 /content/drive/MyDrive/test_img/car_329.jpg: 448x640 1 license_plate, Done. (0.089s)\n",
            "image 48/169 /content/drive/MyDrive/test_img/car_335.jpg: 640x640 2 license_plates, Done. (0.140s)\n",
            "image 49/169 /content/drive/MyDrive/test_img/car_338.jpg: 512x640 1 license_plate, Done. (0.107s)\n",
            "image 50/169 /content/drive/MyDrive/test_img/car_344.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 51/169 /content/drive/MyDrive/test_img/car_345.jpg: 512x640 1 license_plate, Done. (0.102s)\n",
            "image 52/169 /content/drive/MyDrive/test_img/car_348.jpg: 384x640 1 license_plate, Done. (0.080s)\n",
            "image 53/169 /content/drive/MyDrive/test_img/car_353.jpg: 576x640 1 license_plate, Done. (0.109s)\n",
            "image 54/169 /content/drive/MyDrive/test_img/car_355.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 55/169 /content/drive/MyDrive/test_img/car_373.jpg: 448x640 1 license_plate, Done. (0.090s)\n",
            "image 56/169 /content/drive/MyDrive/test_img/car_378.jpg: 448x640 1 license_plate, Done. (0.084s)\n",
            "image 57/169 /content/drive/MyDrive/test_img/car_379.jpg: 320x640 1 license_plate, Done. (0.070s)\n",
            "image 58/169 /content/drive/MyDrive/test_img/car_38.jpg: 384x640 1 license_plate, Done. (0.076s)\n",
            "image 59/169 /content/drive/MyDrive/test_img/car_382.jpg: 448x640 1 license_plate, Done. (0.083s)\n",
            "image 60/169 /content/drive/MyDrive/test_img/car_383.jpg: 512x640 Done. (0.095s)\n",
            "image 61/169 /content/drive/MyDrive/test_img/car_384.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 62/169 /content/drive/MyDrive/test_img/car_391.jpg: 640x512 1 license_plate, Done. (0.096s)\n",
            "image 63/169 /content/drive/MyDrive/test_img/car_397.jpg: 384x640 1 license_plate, Done. (0.074s)\n",
            "image 64/169 /content/drive/MyDrive/test_img/car_398.jpg: 512x640 2 license_plates, Done. (0.100s)\n",
            "image 65/169 /content/drive/MyDrive/test_img/car_403.jpg: 640x512 1 license_plate, Done. (0.105s)\n",
            "image 66/169 /content/drive/MyDrive/test_img/car_406.jpg: 320x640 1 license_plate, Done. (0.065s)\n",
            "image 67/169 /content/drive/MyDrive/test_img/car_417.jpg: 512x640 1 license_plate, Done. (0.119s)\n",
            "image 68/169 /content/drive/MyDrive/test_img/car_42.jpg: 576x640 1 license_plate, Done. (0.115s)\n",
            "image 69/169 /content/drive/MyDrive/test_img/car_421.jpg: 384x640 1 license_plate, Done. (0.074s)\n",
            "image 70/169 /content/drive/MyDrive/test_img/car_426.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 71/169 /content/drive/MyDrive/test_img/car_43.jpg: 384x640 Done. (0.077s)\n",
            "image 72/169 /content/drive/MyDrive/test_img/car_430.jpg: 448x640 2 license_plates, Done. (0.085s)\n",
            "image 73/169 /content/drive/MyDrive/test_img/car_433.jpg: 448x640 Done. (0.091s)\n",
            "image 74/169 /content/drive/MyDrive/test_img/car_434.jpg: 384x640 1 license_plate, Done. (0.076s)\n",
            "image 75/169 /content/drive/MyDrive/test_img/car_435.jpg: 512x640 1 license_plate, Done. (0.103s)\n",
            "image 76/169 /content/drive/MyDrive/test_img/car_437.jpg: 448x640 1 license_plate, Done. (0.090s)\n",
            "image 77/169 /content/drive/MyDrive/test_img/car_443.jpg: 512x640 1 license_plate, Done. (0.109s)\n",
            "image 78/169 /content/drive/MyDrive/test_img/car_447.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 79/169 /content/drive/MyDrive/test_img/car_450.jpg: 512x640 1 license_plate, Done. (0.099s)\n",
            "image 80/169 /content/drive/MyDrive/test_img/car_451.jpg: 448x640 Done. (0.091s)\n",
            "image 81/169 /content/drive/MyDrive/test_img/car_452.jpg: 384x640 5 license_plates, Done. (0.075s)\n",
            "image 82/169 /content/drive/MyDrive/test_img/car_453.jpg: 512x640 1 license_plate, Done. (0.101s)\n",
            "image 83/169 /content/drive/MyDrive/test_img/car_455.jpg: 448x640 2 license_plates, Done. (0.088s)\n",
            "image 84/169 /content/drive/MyDrive/test_img/car_457.jpg: 448x640 Done. (0.091s)\n",
            "image 85/169 /content/drive/MyDrive/test_img/car_46.jpg: 576x640 1 license_plate, Done. (0.114s)\n",
            "image 86/169 /content/drive/MyDrive/test_img/car_460.jpg: 448x640 3 license_plates, Done. (0.096s)\n",
            "image 87/169 /content/drive/MyDrive/test_img/car_464.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 88/169 /content/drive/MyDrive/test_img/car_467.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 89/169 /content/drive/MyDrive/test_img/car_468.jpg: 448x640 1 license_plate, Done. (0.087s)\n",
            "image 90/169 /content/drive/MyDrive/test_img/car_469.jpg: 512x640 1 license_plate, Done. (0.099s)\n",
            "image 91/169 /content/drive/MyDrive/test_img/car_472.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 92/169 /content/drive/MyDrive/test_img/car_478.jpg: 448x640 1 license_plate, Done. (0.088s)\n",
            "image 93/169 /content/drive/MyDrive/test_img/car_48.jpg: 448x640 1 license_plate, Done. (0.090s)\n",
            "image 94/169 /content/drive/MyDrive/test_img/car_484.jpg: 384x640 Done. (0.078s)\n",
            "image 95/169 /content/drive/MyDrive/test_img/car_485.jpg: 512x640 1 license_plate, Done. (0.105s)\n",
            "image 96/169 /content/drive/MyDrive/test_img/car_486.jpg: 448x640 1 license_plate, Done. (0.098s)\n",
            "image 97/169 /content/drive/MyDrive/test_img/car_494.jpg: 512x640 1 license_plate, Done. (0.103s)\n",
            "image 98/169 /content/drive/MyDrive/test_img/car_50.jpg: 640x512 1 license_plate, Done. (0.100s)\n",
            "image 99/169 /content/drive/MyDrive/test_img/car_508.jpg: 448x640 1 license_plate, Done. (0.092s)\n",
            "image 100/169 /content/drive/MyDrive/test_img/car_510.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 101/169 /content/drive/MyDrive/test_img/car_515.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 102/169 /content/drive/MyDrive/test_img/car_516.jpg: 512x640 Done. (0.102s)\n",
            "image 103/169 /content/drive/MyDrive/test_img/car_517.jpg: 448x640 Done. (0.092s)\n",
            "image 104/169 /content/drive/MyDrive/test_img/car_528.jpg: 384x640 1 license_plate, Done. (0.088s)\n",
            "image 105/169 /content/drive/MyDrive/test_img/car_529.jpg: 448x640 1 license_plate, Done. (0.096s)\n",
            "image 106/169 /content/drive/MyDrive/test_img/car_538.jpg: 320x640 1 license_plate, Done. (0.065s)\n",
            "image 107/169 /content/drive/MyDrive/test_img/car_545.jpg: 512x640 1 license_plate, Done. (0.107s)\n",
            "image 108/169 /content/drive/MyDrive/test_img/car_547.jpg: 576x640 2 license_plates, Done. (0.113s)\n",
            "image 109/169 /content/drive/MyDrive/test_img/car_548.jpg: 448x640 2 license_plates, Done. (0.088s)\n",
            "image 110/169 /content/drive/MyDrive/test_img/car_549.jpg: 384x640 1 license_plate, Done. (0.083s)\n",
            "image 111/169 /content/drive/MyDrive/test_img/car_550.jpg: 512x640 1 license_plate, Done. (0.104s)\n",
            "image 112/169 /content/drive/MyDrive/test_img/car_553.jpg: 512x640 Done. (0.106s)\n",
            "image 113/169 /content/drive/MyDrive/test_img/car_556.jpg: 576x640 1 license_plate, Done. (0.114s)\n",
            "image 114/169 /content/drive/MyDrive/test_img/car_564.jpg: 448x640 1 license_plate, Done. (0.085s)\n",
            "image 115/169 /content/drive/MyDrive/test_img/car_565.jpg: 384x640 1 license_plate, Done. (0.078s)\n",
            "image 116/169 /content/drive/MyDrive/test_img/car_567.jpg: 512x640 4 license_plates, Done. (0.101s)\n",
            "image 117/169 /content/drive/MyDrive/test_img/car_568.jpg: 512x640 1 license_plate, Done. (0.099s)\n",
            "image 118/169 /content/drive/MyDrive/test_img/car_570.jpg: 448x640 2 license_plates, Done. (0.088s)\n",
            "image 119/169 /content/drive/MyDrive/test_img/car_571.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 120/169 /content/drive/MyDrive/test_img/car_573.jpg: 512x640 1 license_plate, Done. (0.102s)\n",
            "image 121/169 /content/drive/MyDrive/test_img/car_575.jpg: 448x640 Done. (0.088s)\n",
            "image 122/169 /content/drive/MyDrive/test_img/car_577.jpg: 320x640 1 license_plate, Done. (0.064s)\n",
            "image 123/169 /content/drive/MyDrive/test_img/car_578.jpg: 448x640 1 license_plate, Done. (0.089s)\n",
            "image 124/169 /content/drive/MyDrive/test_img/car_58.jpg: 640x640 2 license_plates, Done. (0.129s)\n",
            "image 125/169 /content/drive/MyDrive/test_img/car_581.jpg: 448x640 1 license_plate, Done. (0.088s)\n",
            "image 126/169 /content/drive/MyDrive/test_img/car_583.jpg: 448x640 1 license_plate, Done. (0.084s)\n",
            "image 127/169 /content/drive/MyDrive/test_img/car_585.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 128/169 /content/drive/MyDrive/test_img/car_587.jpg: 448x640 2 license_plates, Done. (0.088s)\n",
            "image 129/169 /content/drive/MyDrive/test_img/car_588.jpg: 384x640 1 license_plate, Done. (0.077s)\n",
            "image 130/169 /content/drive/MyDrive/test_img/car_589.jpg: 640x512 2 license_plates, Done. (0.103s)\n",
            "image 131/169 /content/drive/MyDrive/test_img/car_591.jpg: 448x640 1 license_plate, Done. (0.085s)\n",
            "image 132/169 /content/drive/MyDrive/test_img/car_594.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 133/169 /content/drive/MyDrive/test_img/car_598.jpg: 512x640 1 license_plate, Done. (0.104s)\n",
            "image 134/169 /content/drive/MyDrive/test_img/car_6.jpg: 576x640 1 license_plate, Done. (0.113s)\n",
            "image 135/169 /content/drive/MyDrive/test_img/car_60.jpg: 384x640 1 license_plate, Done. (0.076s)\n",
            "image 136/169 /content/drive/MyDrive/test_img/car_604.jpg: 448x640 1 license_plate, Done. (0.093s)\n",
            "image 137/169 /content/drive/MyDrive/test_img/car_609.jpg: 512x640 1 license_plate, Done. (0.103s)\n",
            "image 138/169 /content/drive/MyDrive/test_img/car_611.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 139/169 /content/drive/MyDrive/test_img/car_612.jpg: 512x640 1 license_plate, Done. (0.099s)\n",
            "image 140/169 /content/drive/MyDrive/test_img/car_613.jpg: 448x640 1 license_plate, Done. (0.095s)\n",
            "image 141/169 /content/drive/MyDrive/test_img/car_62.jpg: 320x640 Done. (0.071s)\n",
            "image 142/169 /content/drive/MyDrive/test_img/car_622.jpg: 448x640 1 license_plate, Done. (0.086s)\n",
            "image 143/169 /content/drive/MyDrive/test_img/car_623.jpg: 512x640 2 license_plates, Done. (0.111s)\n",
            "image 144/169 /content/drive/MyDrive/test_img/car_627.jpg: 512x640 2 license_plates, Done. (0.102s)\n",
            "image 145/169 /content/drive/MyDrive/test_img/car_63.jpg: 640x448 1 license_plate, Done. (0.090s)\n",
            "image 146/169 /content/drive/MyDrive/test_img/car_633.jpg: 640x512 1 license_plate, Done. (0.101s)\n",
            "image 147/169 /content/drive/MyDrive/test_img/car_636.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 148/169 /content/drive/MyDrive/test_img/car_637.jpg: 448x640 2 license_plates, Done. (0.094s)\n",
            "image 149/169 /content/drive/MyDrive/test_img/car_644.jpg: 448x640 1 license_plate, Done. (0.089s)\n",
            "image 150/169 /content/drive/MyDrive/test_img/car_648.jpg: 448x640 1 license_plate, Done. (0.089s)\n",
            "image 151/169 /content/drive/MyDrive/test_img/car_649.jpg: 384x640 1 license_plate, Done. (0.074s)\n",
            "image 152/169 /content/drive/MyDrive/test_img/car_653.jpg: 512x640 1 license_plate, Done. (0.101s)\n",
            "image 153/169 /content/drive/MyDrive/test_img/car_655.jpg: 384x640 1 license_plate, Done. (0.085s)\n",
            "image 154/169 /content/drive/MyDrive/test_img/car_656.jpg: 576x640 1 license_plate, Done. (0.115s)\n",
            "image 155/169 /content/drive/MyDrive/test_img/car_657.jpg: 512x640 1 license_plate, Done. (0.098s)\n",
            "image 156/169 /content/drive/MyDrive/test_img/car_662.jpg: 320x640 1 license_plate, Done. (0.065s)\n",
            "image 157/169 /content/drive/MyDrive/test_img/car_664.jpg: 512x640 1 license_plate, Done. (0.102s)\n",
            "image 158/169 /content/drive/MyDrive/test_img/car_665.jpg: 384x640 1 license_plate, Done. (0.075s)\n",
            "image 159/169 /content/drive/MyDrive/test_img/car_666.jpg: 640x512 1 license_plate, Done. (0.099s)\n",
            "image 160/169 /content/drive/MyDrive/test_img/car_667.jpg: 384x640 1 license_plate, Done. (0.076s)\n",
            "image 161/169 /content/drive/MyDrive/test_img/car_68.jpg: 448x640 3 license_plates, Done. (0.095s)\n",
            "image 162/169 /content/drive/MyDrive/test_img/car_7.jpg: 640x640 1 license_plate, Done. (0.131s)\n",
            "image 163/169 /content/drive/MyDrive/test_img/car_77.jpg: 256x640 1 license_plate, Done. (0.053s)\n",
            "image 164/169 /content/drive/MyDrive/test_img/car_79.jpg: 512x640 1 license_plate, Done. (0.104s)\n",
            "image 165/169 /content/drive/MyDrive/test_img/car_80.jpg: 512x640 Done. (0.099s)\n",
            "image 166/169 /content/drive/MyDrive/test_img/car_87.jpg: 448x640 1 license_plate, Done. (0.099s)\n",
            "image 167/169 /content/drive/MyDrive/test_img/car_95.jpg: 640x640 1 license_plate, Done. (0.123s)\n",
            "image 168/169 /content/drive/MyDrive/test_img/car_96.jpg: 256x640 1 license_plate, Done. (0.057s)\n",
            "image 169/169 /content/drive/MyDrive/test_img/car_98.jpg: 512x640 Done. (0.096s)\n",
            "Speed: 1.4ms pre-process, 91.5ms inference, 0.7ms NMS per image at shape (1, 3, 640, 640)\n",
            "Results saved to \u001b[1mruns/detect/exp\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# FPS = 1/inference\n",
        "total inference time = 91.5ms = 0.0915sec\n",
        "\n",
        "FPS = 1/0.0915sec = 10.92 FPS"
      ],
      "metadata": {
        "id": "XqAj8CeiUxkh"
      }
    }
  ]
}