application_model_zoo/Example - BDD100K dataset with TensorRT optimization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/Tessellate-Imaging/Monk_Object_Detection/blob/master/application_model_zoo/Example%20-%20BDD100K%20dataset%20with%20TensorRT%20optimization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Table of contents\n",
    "\n",
    "\n",
    "## 1. Installation Instructions\n",
    "\n",
    "\n",
    "\n",
    "## 2. Use trained model to detect vehicles on road\n",
    "\n",
    "\n",
    "\n",
    "## 3. How to train using Tensorflow object detection API wrapper and BDD100K dataset\n",
    "\n",
    "\n",
    "\n",
    "## 4. Model optimization using TensorRT\n",
    "\n",
    "\n",
    "\n",
    "## 5. Inferecing on unoptimized and optimized models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  More examples on \n",
    "  - Tensorflow object detection API 1.0 - https://github.com/Tessellate-Imaging/Monk_Object_Detection/tree/master/example_notebooks/12_tf_obj_1\n",
    "  - Tensorflow object detection API 2.0 - https://github.com/Tessellate-Imaging/Monk_Object_Detection/tree/master/example_notebooks/13_tf_obj_2 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Installation\n",
    "\n",
    " - Run these commands\n",
    "     \n",
    "     - git clone https://github.com/Tessellate-Imaging/Monk_Object_Detection.git\n",
    "     \n",
    "     - cd Monk_Object_Detection/13_tf_obj_2/installation\n",
    "     \n",
    " - Select the right file and run\n",
    " \n",
    "     - chmod +x install_cuda10.sh && ./install_cuda10.sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! git clone https://github.com/Tessellate-Imaging/Monk_Object_Detection.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For colab use the command below\n",
    "! cd Monk_Object_Detection/13_tf_obj_2/installation && chmod +x install_colab.sh && ./install_colab.sh\n",
    "# Restart colab runtime now\n",
    "\n",
    "# For Local systems and cloud select the right CUDA version\n",
    "# ! cd Monk_Object_Detection/13_tf_obj_2/installation && chmod +x install_cuda10.sh && ./install_cuda10.sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check TF version\n",
    "import tensorflow as tf\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use already trained model for demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append(\"Monk_Object_Detection/13_tf_obj_2/lib/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from infer_detector import Infer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf = Infer();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! wget --load-cookies /tmp/cookies.txt \"https://docs.google.com/uc?export=download&confirm=$(wget --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://docs.google.com/uc?export=download&id=1ukYu1AVfQ5SAmKeiXXYM9vvZJN6ZaV4Q' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\\1\\n/p')&id=1ukYu1AVfQ5SAmKeiXXYM9vvZJN6ZaV4Q\" -O obj_bdd_trained.zip && rm -rf /tmp/cookies.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! unzip -qq obj_bdd_trained.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "! wget --load-cookies /tmp/cookies.txt \"https://docs.google.com/uc?export=download&confirm=$(wget --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://docs.google.com/uc?export=download&id=1nEkL_0yx0jEbS08oMOg-5qSIqsz8Bj4x' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\\1\\n/p')&id=1nEkL_0yx0jEbS08oMOg-5qSIqsz8Bj4x\" -O labelmap.txt && rm -rf /tmp/cookies.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:5 out of the last 5 calls to <function recreate_function.<locals>.restored_function_body at 0x7f8b84e6ff28> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"
     ]
    }
   ],
   "source": [
    "# For unoptimized model uncomment the following\n",
    "#gtf.set_model_params(exported_model_dir = 'obj_bdd_trained/export_dir')\n",
    "\n",
    "# For tensorRT optimized model uncomment the following\n",
    "gtf.set_model_params(exported_model_dir = 'obj_bdd_trained/trt_dir_int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image loading and preproc time - 0.017968416213989258\n",
      "Inference time - 2.2490639686584473\n",
      "Extracting results and priting on image time - 0.0376889705657959\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('obj_bdd_trained/test/1.jpg', thresh=0.5);\n",
    "from IPython.display import Image\n",
    "Image(filename='output.jpg') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image loading and preproc time - 0.013666868209838867\n",
      "Inference time - 0.01823282241821289\n",
      "Extracting results and priting on image time - 0.05319070816040039\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('obj_bdd_trained/test/2.jpg', thresh=0.3);\n",
    "from IPython.display import Image\n",
    "Image(filename='output.jpg') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image loading and preproc time - 0.013952255249023438\n",
      "Inference time - 0.018201112747192383\n",
      "Extracting results and priting on image time - 0.049465179443359375\n"
     ]
    },
    {
     "data": {
      "image/jpeg": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('obj_bdd_trained/test/3.jpg', thresh=0.4);\n",
    "from IPython.display import Image\n",
    "Image(filename='output.jpg') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset download\n",
    "  - Dataset credits: - https://www.kaggle.com/solesensei/solesensei_bdd100k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: kaggle in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (1.5.6)\n",
      "Requirement already satisfied: certifi in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (2020.6.20)\n",
      "Requirement already satisfied: six>=1.10 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (1.15.0)\n",
      "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (1.24.3)\n",
      "Requirement already satisfied: requests in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (2.24.0)\n",
      "Requirement already satisfied: python-slugify in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (4.0.1)\n",
      "Requirement already satisfied: tqdm in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (4.48.2)\n",
      "Requirement already satisfied: python-dateutil in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from kaggle) (2.8.1)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from requests->kaggle) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from requests->kaggle) (2.10)\n",
      "Requirement already satisfied: text-unidecode>=1.3 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from python-slugify->kaggle) (1.3)\n"
     ]
    }
   ],
   "source": [
    "! pip install kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /home/ubuntu/.kaggle/kaggle.json'\n",
      "Downloading solesensei_bdd100k.zip to /home/ubuntu/Desktop/bdd\n",
      "100%|█████████████████████████████████████▉| 7.60G/7.61G [03:16<00:00, 81.4MB/s]\n",
      "100%|██████████████████████████████████████| 7.61G/7.61G [03:16<00:00, 41.5MB/s]\n"
     ]
    }
   ],
   "source": [
    "! kaggle datasets download solesensei/solesensei_bdd100k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "! unzip -qq solesensei_bdd100k.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0m\u001b[01;34mimages\u001b[0m/\r\n"
     ]
    }
   ],
   "source": [
    "ls bdd100k/bdd100k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bdd100k_labels_images_train.json  bdd100k_labels_images_val.json\r\n"
     ]
    }
   ],
   "source": [
    "ls bdd100k_labels_release/bdd100k/labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "! mkdir dataset\n",
    "\n",
    "! mkdir dataset/train/\n",
    "! mkdir dataset/train/annos/\n",
    "\n",
    "! mkdir dataset/val/\n",
    "! mkdir dataset/val/annos/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "! find bdd100k/bdd100k/images/100k/train/trainA/ -name '*.jpg*' -exec mv {} bdd100k/bdd100k/images/100k/train/ \\;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "! find bdd100k/bdd100k/images/100k/train/trainB/ -name '*.jpg*' -exec mv {} bdd100k/bdd100k/images/100k/train/ \\;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "! find bdd100k/bdd100k/images/100k/train/testA/ -name '*.jpg*' -exec mv {} bdd100k/bdd100k/images/100k/train/ \\;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "! find bdd100k/bdd100k/images/100k/train/testB/ -name '*.jpg*' -exec mv {} bdd100k/bdd100k/images/100k/train/ \\;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pascal-voc-writer\n",
      "  Downloading pascal_voc_writer-0.1.4-py2.py3-none-any.whl (4.0 kB)\n",
      "Requirement already satisfied: jinja2 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from pascal-voc-writer) (2.11.2)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /home/ubuntu/.virtualenvs/bdd/lib/python3.6/site-packages (from jinja2->pascal-voc-writer) (1.1.1)\n",
      "Installing collected packages: pascal-voc-writer\n",
      "Successfully installed pascal-voc-writer-0.1.4\n"
     ]
    }
   ],
   "source": [
    "! pip install pascal-voc-writer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_dir = \"bdd100k/bdd100k/images/100k/train/\";\n",
    "anno_file = \"bdd100k_labels_release/bdd100k/labels/bdd100k_labels_images_train.json\";\n",
    "output_dir = \"dataset/train/annos/\";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open(anno_file) as json_file:\n",
    "    data = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69863"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['name', 'attributes', 'timestamp', 'labels'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pascal_voc_writer import Writer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 69863/69863 [15:09<00:00, 76.82it/s]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "\n",
    "for i in tqdm(range(len(data))):\n",
    "    name = data[i][\"name\"];\n",
    "    labels = data[i][\"labels\"];\n",
    "    #print(img_dir + \"/\" + name)\n",
    "    img = cv2.imread(img_dir + \"/\" + name);\n",
    "    h, w, c = img.shape;\n",
    "    writer = Writer(name, w, h)\n",
    "    for j in range(len(labels)):\n",
    "        obj = labels[j];\n",
    "        if(\"box2d\" in obj.keys()):\n",
    "            category = obj[\"category\"];\n",
    "            x1 = int(obj[\"box2d\"][\"x1\"]);\n",
    "            y1 = int(obj[\"box2d\"][\"y1\"]);\n",
    "            x2 = int(obj[\"box2d\"][\"x2\"]);\n",
    "            y2 = int(obj[\"box2d\"][\"y2\"]);\n",
    "            writer.addObject(category, x1, y1, x2, y2);\n",
    "    \n",
    "    writer.save(output_dir + \"/\" + name.split(\".\")[0] + \".xml\")\n",
    "\n",
    "        \n",
    "    #break;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_dir = \"bdd100k/bdd100k/images/100k/val/\";\n",
    "anno_file = \"bdd100k_labels_release/bdd100k/labels/bdd100k_labels_images_val.json\";\n",
    "output_dir = \"dataset/val/annos/\";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open(anno_file) as json_file:\n",
    "    data = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10000"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pascal_voc_writer import Writer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10000/10000 [02:10<00:00, 76.85it/s]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "\n",
    "for i in tqdm(range(len(data))):\n",
    "    name = data[i][\"name\"];\n",
    "    labels = data[i][\"labels\"];\n",
    "    #print(img_dir + \"/\" + name)\n",
    "    img = cv2.imread(img_dir + \"/\" + name);\n",
    "    h, w, c = img.shape;\n",
    "    writer = Writer(name, w, h)\n",
    "    for j in range(len(labels)):\n",
    "        obj = labels[j];\n",
    "        if(\"box2d\" in obj.keys()):\n",
    "            category = obj[\"category\"];\n",
    "            x1 = int(obj[\"box2d\"][\"x1\"]);\n",
    "            y1 = int(obj[\"box2d\"][\"y1\"]);\n",
    "            x2 = int(obj[\"box2d\"][\"x2\"]);\n",
    "            y2 = int(obj[\"box2d\"][\"y2\"]);\n",
    "            writer.addObject(category, x1, y1, x2, y2);\n",
    "    \n",
    "    writer.save(output_dir + \"/\" + name.split(\".\")[0] + \".xml\")\n",
    "\n",
    "        \n",
    "    #break;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "anno_file = \"bdd100k_labels_release/bdd100k/labels/bdd100k_labels_images_train.json\";\n",
    "import json\n",
    "with open(anno_file) as json_file:\n",
    "    data = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 69863/69863 [00:00<00:00, 96579.03it/s]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "classes = [];\n",
    "\n",
    "for i in tqdm(range(len(data))):\n",
    "    name = data[i][\"name\"];\n",
    "    labels = data[i][\"labels\"];\n",
    "    for j in range(len(labels)):\n",
    "        obj = labels[j];\n",
    "        if(\"box2d\" in obj.keys()):\n",
    "            category = obj[\"category\"];\n",
    "            if(category not in classes):\n",
    "                classes.append(category)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['traffic light',\n",
       " 'traffic sign',\n",
       " 'car',\n",
       " 'person',\n",
       " 'bus',\n",
       " 'truck',\n",
       " 'rider',\n",
       " 'bike',\n",
       " 'motor',\n",
       " 'train']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open(\"classes.txt\", 'w');\n",
    "for i in range(len(classes)):\n",
    "    f.write(classes[i] + \"\\n\");\n",
    "f.close();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training your own network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append(\"Monk_Object_Detection/13_tf_obj_2/lib/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from train_detector import Detector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf = Detector();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. Model Name: ssd_mobilenet_v2_320\n",
      "2. Model Name: ssd_mobilenet_v1_fpn_640\n",
      "3. Model Name: ssd_mobilenet_v2_fpnlite_320\n",
      "4. Model Name: ssd_mobilenet_v2_fpnlite_640\n",
      "5. Model Name: ssd_resnet50_v1_fpn_320\n",
      "6. Model Name: ssd_resnet50_v1_fpn_640\n",
      "7. Model Name: ssd_resnet101_v1_fpn_320\n",
      "8. Model Name: ssd_resnet101_v1_fpn_640\n",
      "9. Model Name: ssd_resnet152_v1_fpn_320\n",
      "10. Model Name: ssd_resnet152_v1_fpn_640\n",
      "11. Model Name: faster_rcnn_resnet50_v1_640\n",
      "12. Model Name: faster_rcnn_resnet50_v1_1024\n",
      "13. Model Name: faster_rcnn_resnet101_v1_640\n",
      "14. Model Name: faster_rcnn_resnet101_v1_1024\n",
      "15. Model Name: faster_rcnn_resnet152_v1_640\n",
      "16. Model Name: faster_rcnn_resnet152_v1_1024\n",
      "17. Model Name: faster_rcnn_inception_resnet_v2_640\n",
      "18. Model Name: faster_rcnn_inception_resnet_v2_1024\n",
      "19. Model Name: efficientdet_d0\n",
      "20. Model Name: efficientdet_d1\n",
      "21. Model Name: efficientdet_d2\n",
      "22. Model Name: efficientdet_d3\n",
      "23. Model Name: efficientdet_d4\n",
      "24. Model Name: efficientdet_d5\n",
      "25. Model Name: efficientdet_d6\n",
      "26. Model Name: efficientdet_d7\n"
     ]
    }
   ],
   "source": [
    "gtf.list_models();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dataset details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_img_dir = \"bdd100k/bdd100k/images/100k/train/\";\n",
    "train_anno_dir = \"dataset/train/annos/\";\n",
    "class_list_file = \"classes.txt\";\n",
    "\n",
    "gtf.set_train_dataset(train_img_dir, train_anno_dir, class_list_file, batch_size=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_img_dir = \"bdd100k/bdd100k/images/100k/val/\";\n",
    "val_anno_dir = \"dataset/val/annos/\";\n",
    "\n",
    "gtf.set_val_dataset(val_img_dir, val_anno_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create tf record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training tfrecord already present at data_tfrecord/train.record.\n",
      "Validation tfrecord already present at data_tfrecord/val.record.\n"
     ]
    }
   ],
   "source": [
    "gtf.create_tfrecord(data_output_dir=\"data_tfrecord\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model and hyper params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading Model\n",
      "Model Download\n",
      "Model name set as ssd_resnet50_v1_fpn_640x640_coco17_tpu-8\n"
     ]
    }
   ],
   "source": [
    "gtf.set_model_params(model_name=\"ssd_resnet50_v1_fpn_640\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf.set_hyper_params(num_train_steps=100000, lr=0.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Directory to store inference graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf.export_params(output_directory=\"export_dir\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# (Optional) Optimize using TensorRT - Feature Not tested on colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf.TensorRT_Optimization_Params(conversion_type=\"INT8\", trt_dir=\"trt_dir_int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# training\n",
    "# tf.app.run() executes sys.exit() function hence cannot run in a jupyter notebook directory\n",
    "# Run in a terminal - python Monk_Object_Detection/13_tf_obj_2/lib/train.py\n",
    "# or\n",
    "# Run the following command from notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run Monk_Object_Detection/13_tf_obj_2/lib/train.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# exportaing trained model\n",
    "# tf.app.run() executes sys.exit() function hence cannot run in a jupyter notebook directory\n",
    "# Run in a terminal - python Monk_Object_Detection/13_tf_obj_2/lib/export.py\n",
    "# or\n",
    "# Run the following command from notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run Monk_Object_Detection/13_tf_obj_2/lib/export.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Optimizing For TensorRT - Feature Not tested on colab\n",
    "# This requires TensorRT 6.0.1 to be installed\n",
    "# Go to https://developer.nvidia.com/tensorrt\n",
    "# Download \n",
    "#  - nv-tensorrt-repo-ubuntu1804-cuda10.1-trt6.0.1.5-ga-20190913_1-1_amd64.deb (For Ubuntu18.04)\n",
    "#  - nv-tensorrt-repo-ubuntu1604-cuda10.1-trt6.0.1.5-ga-20190913_1-1_amd64.deb (For Ubuntu16.04)\n",
    "# Run the following commands to install trt (in a terminal)\n",
    "# $ sudo dpkg -i nv-tensorrt-repo-ubuntu1804-cuda10.1-trt6.0.1.5-ga-20190913_1-1_amd64.deb\n",
    "# $ sudo apt-key add /var/nv-tensorrt-repo-cuda10.1-trt6.0.1.5-ga-20190913/7fa2af80.pub\n",
    "# $ sudo apt-get update\n",
    "# $ sudo apt-get install tensorrt\n",
    "# $ sudo apt-get install uff-converter-tf\n",
    "# $ sudo apt-get install python3-libnvinfer-dev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Linked TensorRT version: (6, 0, 1)\n",
      "INFO:tensorflow:Loaded TensorRT version: (6, 0, 1)\n",
      "image_size =  640\n",
      "INFO:tensorflow:Assets written to: trt_dir_int/saved_model/assets\n"
     ]
    }
   ],
   "source": [
    "%run Monk_Object_Detection/13_tf_obj_2/lib/optimize.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference on exported model (Unoptimized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append(\"Monk_Object_Detection/13_tf_obj_2/lib/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from infer_detector import Infer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf = Infer();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf.set_model_params(exported_model_dir = 'export_dir')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "img_list = os.listdir(\"bdd100k/bdd100k/images/100k/test/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "293"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(img_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('bdd100k/bdd100k/images/100k/test/' + img_list[0], thresh=0.5);\n",
    "from IPython.display import Image\n",
    "Image(filename='output.jpg') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('bdd100k/bdd100k/images/100k/test/' + img_list[10], thresh=0.3);\n",
    "from IPython.display import Image\n",
    "Image(filename='output.png') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Image loading time: 0.01160893201828003\n",
      "Average Inference time: 0.03466294050216675\n",
      "Result extraction time: 0.08286280155181885\n",
      "total_time = 3.466294050216675\n",
      "images_per_sec = 28\n",
      "99th_percentile = 36.33475303649902\n",
      "latency_mean  = 34.66294050216675\n",
      "latency_median = 34.737467765808105\n",
      "latency_min = 32.674551010131836\n"
     ]
    }
   ],
   "source": [
    "gtf.benchmark_for_speed('bdd100k/bdd100k/images/100k/test/' + img_list[10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference on TensorRT optimized model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append(\"Monk_Object_Detection/13_tf_obj_2/lib/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from infer_detector import Infer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gtf = Infer();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:5 out of the last 5 calls to <function recreate_function.<locals>.restored_function_body at 0x7fc483678ea0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"
     ]
    }
   ],
   "source": [
    "gtf.set_model_params(exported_model_dir = 'trt_dir_int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "img_list = os.listdir(\"bdd100k/bdd100k/images/100k/test/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "293"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(img_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image loading and preproc time - 0.01483464241027832\n",
      "Inference time - 0.019663572311401367\n",
      "Extracting results and priting on image time - 0.04001164436340332\n"
     ]
    }
   ],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('bdd100k/bdd100k/images/100k/test/' + img_list[0], thresh=0.5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image loading and preproc time - 0.014383077621459961\n",
      "Inference time - 0.01693415641784668\n",
      "Extracting results and priting on image time - 0.08312678337097168\n"
     ]
    }
   ],
   "source": [
    "scores, bboxes, labels = gtf.infer_on_image('bdd100k/bdd100k/images/100k/test/' + img_list[10], thresh=0.3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Image loading time: 0.011514503955841065\n",
      "Average Inference time: 0.0170498251914978\n",
      "Result extraction time: 0.0828728723526001\n",
      "total_time = 1.7049825191497803\n",
      "images_per_sec = 58\n",
      "99th_percentile = 18.044471740722656\n",
      "latency_mean  = 17.049825191497803\n",
      "latency_median = 16.902923583984375\n",
      "latency_min = 16.246795654296875\n"
     ]
    }
   ],
   "source": [
    "gtf.benchmark_for_speed('bdd100k/bdd100k/images/100k/test/' + img_list[10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}