{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a3dcd777-996d-4fa7-b549-dea4f0dc76c7",
   "metadata": {},
   "source": [
    "# Digit Cleaner Idea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a309ef91-be25-45ff-ad8b-ca7d9dc28f28",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "559e1bb4-896b-4a66-8021-dfc9b9452f66",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be48691c-2396-4de8-8a41-56eb5b82f881",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import itertools\n",
    "from IPython.display import display, Image\n",
    "from aiking.data.external import * #We need to import this after fastai modules\n",
    "from ipywidgets.widgets import interact\n",
    "import warnings\n",
    "import os\n",
    "import dask.bag as db\n",
    "from fastprogress.fastprogress import master_bar, progress_bar\n",
    "from matplotlib import cm\n",
    "import PIL\n",
    "from dask.diagnostics import ProgressBar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "550a10a5-54dc-445d-9a70-b07d4dfd501f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/Landmark2/pdo/aiking/data/ultra-mnist/train/ypuccwrtnt.jpeg')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = untar_data(\"kaggle_competitions::ultra-mnist\"); path\n",
    "(path/\"train\").ls()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38c49d6f-2053-4f5a-a0db-09a3505d652a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image((path/\"train\").ls()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "189f4049-f6a5-4e4d-89db-fbdd6f42b86f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e7194b362f7048d6a2ef8f3153677947",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=14000, description='idx', max=28000), Output()), _dom_classes=('widget-i…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = (path/\"train\").ls()\n",
    "df_train = pd.read_csv(path/\"train.csv\")\n",
    "@interact(idx=(0, len(images)))\n",
    "def display_img(idx):\n",
    "    img_loc = images[idx]\n",
    "    img_name = os.path.splitext(img_loc.name)[0]\n",
    "    print(df_train[df_train['id'] == img_name]['digit_sum'].values)\n",
    "    \n",
    "    img1 = cv2.imread(str(img_loc.resolve()), cv2.IMREAD_GRAYSCALE)\n",
    "    img2 = img1/255\n",
    "    Hori = np.concatenate((img1, img2), axis=1)\n",
    "    plt.imshow(Hori, cmap='gray')\n",
    "    # return cv2.imread(img_loc)\n",
    "    \n",
    "    # return display(Image(img_loc, width=200, height=200), Image(img_loc, width=200, height=200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9c2a8f8-6da2-4499-aee5-5771233a1273",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       ...,\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255],\n",
       "       [255, 255, 255, ..., 255, 255, 255]], dtype=uint8)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imread(str(images[0].resolve()), cv2.IMREAD_GRAYSCALE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc7d0d79-5ba7-4abe-a4b9-a168abcb0561",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11333050ed30>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img1 = cv2.imread(str(images[0].resolve()), cv2.IMREAD_GRAYSCALE)\n",
    "Hori = np.concatenate((img1, img1), axis=1)\n",
    "plt.imshow(Hori, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e68fbf1d-38d4-4e9e-a40e-593967baa53b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1133304858e0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(str(images[0].resolve()), cv2.IMREAD_GRAYSCALE)\n",
    "img = img/255\n",
    "plt.imshow(img, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e75e84e4-e599-4c81-8939-4df1c9b6299a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1000 0 1000\n",
      "1.0\n",
      "0 1000 1000 2000\n",
      "1.0\n",
      "0 1000 2000 3000\n",
      "0.0\n",
      "0 1000 3000 4000\n",
      "1.0\n",
      "1000 2000 0 1000\n",
      "0.0\n",
      "1000 2000 1000 2000\n",
      "0.005666682352941176\n",
      "1000 2000 2000 3000\n",
      "0.0484751725490196\n",
      "1000 2000 3000 4000\n",
      "0.0\n",
      "2000 3000 0 1000\n",
      "0.1405221647058823\n",
      "2000 3000 1000 2000\n",
      "0.8555160588235289\n",
      "2000 3000 2000 3000\n",
      "0.003584\n",
      "2000 3000 3000 4000\n",
      "1.0\n",
      "3000 4000 0 1000\n",
      "0.9356675725490194\n",
      "3000 4000 1000 2000\n",
      "0.10501367450980394\n",
      "3000 4000 2000 3000\n",
      "0.02856782352941177\n",
      "3000 4000 3000 4000\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        print(1000*i, 1000*(i+1), 1000*j, 1000*(j+1))\n",
    "        print(np.mean(img[1000*i:1000*(i+1),1000*j:1000*(j+1)]))# >0.5\n",
    "        # print(i,j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5741b21-be85-4c3c-9cf3-4f7d9003559e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 0),\n",
       " (0, 1),\n",
       " (0, 2),\n",
       " (0, 3),\n",
       " (1, 0),\n",
       " (1, 1),\n",
       " (1, 2),\n",
       " (1, 3),\n",
       " (2, 0),\n",
       " (2, 1),\n",
       " (2, 2),\n",
       " (2, 3),\n",
       " (3, 0),\n",
       " (3, 1),\n",
       " (3, 2),\n",
       " (3, 3)]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(itertools.product(range(4), range(4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1f3e279-3a4a-4fde-80ae-1a2fc91539bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_cleaner(img, threshold=0.5):\n",
    "    img = img/255\n",
    "    for i,j in itertools.product(range(4), range(4)):\n",
    "        x1 = 1000*i\n",
    "        x2 = 1000*(i+1)\n",
    "        y1 = 1000*j\n",
    "        y2 = 1000*(j+1)\n",
    "        if np.mean(img[x1:x2, y1:y2]) > threshold:\n",
    "            img[x1:x2, y1:y2] = np.abs(img[x1:x2, y1:y2] -1)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc7489e1-a072-4843-946d-7844ac2a4dd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_cleaner2(img, threshold=0.5):\n",
    "    img = img/255\n",
    "    for i,j in itertools.product(range(4), range(4)):\n",
    "        x1 = 1000*i\n",
    "        x2 = 1000*(i+1)\n",
    "        y1 = 1000*j\n",
    "        y2 = 1000*(j+1)\n",
    "        max_xy = 4000\n",
    "        border = img[x1:x2,min(y1,max_xy -1)].sum() + img[x1:x2, y2-1].sum() + img[min(x1, max_xy-1), y1:y2].sum() + img[x2-1, y1:y2].sum()\n",
    "        if border >=2000: img[x1:x2, y1:y2] = np.abs(img[x1:x2, y1:y2] -1)\n",
    "    return img\n",
    "\n",
    "# img = cv2.imread(str(images[0].resolve()), cv2.IMREAD_GRAYSCALE)\n",
    "# # plt.imshow(image_cleaner(img), cmap='gray')\n",
    "# i, j = 2,2\n",
    "# img = img/255\n",
    "# x1 = 1000*i\n",
    "# x2 = 1000*(i+1)\n",
    "# y1 = 1000*j\n",
    "# y2 = 1000*(j+1)\n",
    "# max_xy = 4000\n",
    "# border = img[x1:x2,min(y1,max_xy -1)].sum() + img[x1:x2, y2-1].sum() + img[min(x1, max_xy-1), y1:y2].sum() + img[x2-1, y1:y2].sum()\n",
    "# if border >=2000: img[x1:x2, y1:y2] = np.abs(img[x1:x2, y1:y2] -1)\n",
    "# print(border)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31ff2d07-1a4a-49da-8972-d333d3d92443",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11331fdb3e80>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(str(images[0].resolve()), cv2.IMREAD_GRAYSCALE)\n",
    "plt.imshow(image_cleaner2(img), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a288dd0e-b636-4a43-876c-b167403ff504",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x66ace94cdc0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQgAAAD8CAYAAACLgjpEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAZn0lEQVR4nO3de5BU9Zn/8ffDXIAgCDj8GAIiGIkUMYguFbDWWEpEkSoLl7gpkqofFGrcbDBqak0FWF0kaFi32FDihQ1GIqZckagpiaUxiFKaSrgqoqiEAe9xQAUcEYEZ5tk/zncmDfRheqYvp7vn86o61ed8z+k+z5eZefieS5/H3B0RkXS6JB2AiBQvJQgRiaUEISKxlCBEJJYShIjEUoIQkVgFTxBmNsHMtplZnZnNLPT+RSRzVsj7IMysAvgrMB54H9gAfNfdXy9YECKSsUKPIL4B1Ln7Tnc/DCwHJhU4BhHJUGWB9zcQeC9l+X1gTOoGZnYtcC1Ajx49/mH48OGFi06ytmnTpqRDyIsvf/nLDBgwIOkw8mLTpk0fu3u/dOsKnSDa5O5LgCUAo0eP9o0bNyYckWTK3enSpTzPe8+YMYPZs2cnHUZemNk7cesK/dP8ADg1ZXlQaBORIlToBLEBGGZmQ82sGpgCrCxwDCKSoYIeYrh7k5ldBzwDVABL3X1rIWMQkcwV/ByEuz8FPFXo/YpI+5XnGSURyQklCBGJpQQhIrGUIEQklhKEiMRSghCRWEoQIhJLCUJEYilBiEgsJQgRiaUEISKxlCBEJJYShIjEUoIQkVhKECISSwlCRGIpQYhILCUIEYmVVYIws7fN7FUz22xmG0NbXzNbZWbbw2uf0G5mtiiU3NtiZufmogMikj+5GEFc5O6j3H10WJ4JrHb3YcDqsAxwGTAsTNcCi3OwbxHJo3wcYkwCloX5ZcAVKe0PemQt0NvMyrNUkUiZyDZBOPBHM9sUSuYB9Hf3D8N8PdA/zKcruzcwy/2LSB5l+9j78939AzP7f8AqM3szdaW7u5m1q3x4am3OwYMHZxmeiGQjqxGEu38QXncDvyOq3r2r5dAhvO4Om2dUds/dl7j7aHcf3a9f2nqiIlIgHU4QZtbDzHq2zAOXAK8RldKbFjabBjwR5lcCU8PVjLHApymHIiJShLI5xOgP/M7MWj7nf939D2a2AVhhZlcD7wDfCds/BUwE6oADwPQs9i0iBdDhBOHuO4Gz07R/AnwrTbsDMzq6PxEpPN1JKSKxlCBEJJYShIjEUoIQkVhKECISSwlCRGIpQYhILCUIEYmlBCEisZQgRCSWEoSIxFKCEJFYShAiEksJQkRiKUGISCwlCBGJpQQhIrGUIEQklhKEiMRqM0GY2VIz221mr6W0tbv+pplNC9tvN7Np6fYlIsUlkxHEA8CEY9raVX/TzPoCc4AxRLUz5rQkFREpXm0+1drdXzCzIcc0TwIuDPPLgDXAT0mpvwmsNbOW+psXAqvcfQ+Ama0iSjoPn2jff/vb35g7d26mfZGERT/27PXq1YuKigoADh48yBdffJGTz83Gs88+S2NjY9JhFJ67tzkBQ4DXUpb3pcxbyzLwJFE5vpZ1q4HRwE3AzSnttwA3xezrWmBjmFxT55vWrFnj7777rr/77rt+yy23JB5PJ5g2xv3tZ1ubs0P1N9v4vCXAEoBcfq6UjtraWk49NarS2Lt372SD6eQ6ehWjvfU3M6rLKSLFpaMJor31N58BLjGzPuHk5CWhTUSKWJuHGGb2MNFJxhoze5/oasR/0o76m+6+x8zmARvCdj9rOWEp0qJbt27069ePysqsj3wlRzK5ivHdmFXtqr/p7kuBpe2KTjqVCy64gOXLl9OrV6+kQ5FAqVqKRnV1NX36RLfHHDlyhF/+8pf86U9/Sjiqzk0JQopSY2MjM2aoGHzS9F0MEYmlBCFF4ayzzmLIkCFJhyHH0CGGJM7MWL9+fevt1VI8lCCkKHTv3r11ftGiRdTX1ycYjbSwXH3BJh90q3X569q1K5WVlezfv7+1bfjw4Wzbti3BqDqdTe4+Ot0KnYOQRN19992sX78+6TAkhhKEJGrw4MGMGDHiqLZDhw4lFI0cSwlCikpTUxMNDQ1JhyGBEoQkora2liVLljB8+PDWto0bNzJ58mQOHDiQYGSSSlcxJBE1NTV8//vfP6qtvr6e3//+9wlFJOloBCEisTSCkIL79re/fdxdk7/97W/ZtGlTMgFJLN0HIQV38OBBunbt2rrs7lRUVOTsobfSbroPQoqHmR3XpuRQnHSIIQXTt29fevXqdVSCqK+vL4rH2kt6GkFIwcyaNYvNmzdTVVXV2vbDH/6Qc845J8Go5EQ6WnrvVjP7wMw2h2liyrpZofTeNjO7NKV9QmirM7OZx+5Hyle3bt24/vrrGTNmDCeffDIQPTEKoKGhgU8//TTJ8OREMiiacwFwLkcXzrmVNIVvgBHAK0BXYCiwA6gI0w7gdKA6bDMig30nXVBEUw6mmpoaP1Zzc7MfPnzYL7744sTj0xRfOKfNEYS7vwBk+gTqScBydz/k7m8RPd36G2Gqc/ed7n4YWB62lU5q586dXHjhhWzYsKHtjSUx2ZykvM7MphKVyPs3d98LDATWpmzzfmgDeO+Y9jHpPtTMriUqvydl4KyzzqKmpuaoti1btrB9+3b+/Oc/JxSVZKqjCWIxMI9oeDIP+G/gqlwEpNJ75eXpp5+mX79+R7Wdf/75+sZmiehQgnD3XS3zZnYfUdFeOHGJPZXe64S6d+9+1E1RoK9zl5IOXeZsqcsZ/BPQcoVjJTDFzLqa2VBgGLCeqKLWMDMbambVwJSwrXQihw8fbn1y1OHDhxOORjLR0dJ7F5rZKKJDjLeBfwFw961mtgJ4HWgCZrj7kfA51xHV46wAlrr71lx3RorbHXfcwUMPPaTkUEL0XQzJq8cee6z13oe77rqLJ554oo13SAJiv4uhBCF51aXL349iU+5vkeISmyD0XQzJq+bm5qRDkCwoQZSYqqoqTjvtNC666CJqamq455579AxHyRsdYpSYRx99lBEjRrB3715GjhzJ6aefzkcffZR0WFLa9DyIcrFw4ULuu+8+BgwYwBVXXKHkIHmlQ4wSctlll3HLLbdQW1vLoUOHeO6555IOScqcRhAl5I033uDOO+9kypQpHDx4MO2TmURySSOIElBVVUVzczNvv/027733Ho888ggrVqzQFQLJOyWIEjB58mR69uzJ448/zve+9z0GDx7Md77znaTDkk5Ahxgl4MCBA0yfPp01a9Zw+eWXM3HiRI0epCB0mbNEjBw5EjNj69atNDU1JR2OlBfdai0isXQfhIi0nxKEiMRSghCRWEoQIhJLCUJEYilBiEisTErvnWpmz5vZ62a21cxuCO19zWyVmW0Pr31Cu5nZolBib4uZnZvyWdPC9tvNbFr+uiUiOZFB+bsBwLlhvifwV6ISe/8FzAztM4E7wvxE4GnAgLHAutDeF9gZXvuE+T4qvadJU+JTbOm9Nr+L4e4fAh+G+c/M7A2ialmTiJ52DbAMWAP8NLQ/6NFf+Foz6x0ek38hsMrd9wCY2SpgAvBwWzGUmx49etCjR4+kw8iL3bt3Jx1CXnTWn1m7vqxlZkOAc4B1QP+QPADqgf5hfiDHl9kbeIL2Y/dR9qX3rr/+em644Yakw8g5d2fAgAFtb1iCyvVnBlBbWxu7LuMEYWYnAY8BN7p7Q+qzCNzdc3VbdGcovXfSSSfRv3//tjcsMcV82362yvVn1paMrmKYWRVRcnjI3R8PzbtaKmyF15ZxSlz5vROV5RORIpTJVQwD7gfecPdfpKxaCUwL89OAJ1Lap4arGWOBT8OhyDPAJWbWJ1zxuCS0iUiRyuQQ4x+B/w+8amabQ9ts4D+BFWZ2NfAO0PIEk6eIrmTUAQeA6QDuvsfM5hHV6QT4WcsJSxEpTplcxfgT0SXLdL6VZnsHZsR81lJgaXsCFJHk6E5KEYmlBCEisZQgRCSWEoSIxNJj74uMu8c+sbqioqLA0UhnpwRRZJ5++mnuuOOOtOtWrVpFdXV1gSOSzkwJosjU19fzwgsvpF2nWhhSaDoHISKxNILIo4suuogLLrjguPbGxkbmzp2b9j0vvfRS7OfddtttVFVVATBlyhTOPPPM3AQqEkMJIo/GjRvHzTfffFz77NmzmT9/frs/7/bbb2+dP+ecc5QgJO90iCEisTSCyLExY8bQtWtXAE477bSEoxHJjhJEji1fvpxTT40ee9GliwZoUtqUIHKssrJSNzRJ2VCCyIG+ffu2zmc6akh9Txx3Z+/evbHrRPJNCSJLXbp04ZVXXmldzvS5hS+//HKbyaShoYGvfe1radcpQUghKEFkycwYNGhQu983aNCgNhPEvn37Ytfp/IYUghJEiWpubj5qFJH6lHGRXMmm9N6tZvaBmW0O08SU98wKpfe2mdmlKe0TQludmc3MT5c6h/nz5zN58mQmT57MnDlzkg5HylQmI4gm4N/c/SUz6wlsClWxABa6+4LUjc1sBDAF+BrwZeBZM/tqWH0PMJ6oaM4GM1vp7q/noiOdzfr161vnP/vsswQjkXKWTem9OJOA5e5+CHjLzOqAb4R1de6+E8DMlodtlSBEilQ2pff+EbjOzKYCG4lGGXuJksfalLelltg7tvTemDT7KPrSe7W1tVx55ZVA5sf+n332GcuWLQOguro6o/d17dqV6667rnV58eLFHDlypAMRi3RMNqX3FgPziKoDzwP+G7gq24BKofTekCFDuOuuu9r1nk8++YQf/ehHQPSlq0wSRPfu3Y/az69+9SslCCmojBJEutJ77r4rZf19wJNh8UQl9lR6T6SEtJkg4krvmdmAlOre/wS8FuZXAv9rZr8gOkk5DFhPVHxnmJkNJUoMU4Dv5aojndn+/ftbb9YyM0aOHJlwRFIusim9910zG0V0iPE28C8A7r7VzFYQnXxsAma4+xEAM7uOqB5nBbDU3bfmrCed2IYNGxg7diwAVVVVNDQ0JByRlItsSu89dYL33A7cnqb9qRO9TzqmubmZgwcPAugcheSU7qTMo8bGRhobGwE4cOBAwtGItJ8SRB4tXryYxYsXA7QmCpFSogSRRx999BFvvvlm0mGIdJi+ElhC9IUsKTSNIErI4sWLaWpqAuDuu+9m8+bNx21z5MgRrrnmmtblhQsX0rNnz0KFKGVGCaKETJs2rXV+5cqVaRNEc3Mz999/f+vy/PnzlSCkw3SIISKxNIIoUd/85jfp3r07ALt27WLNmjXJBiRlSQmiRN10002t888++6wShOSFDjHKgK5uSL5oBFHm3nnnHfbv3w/AKaecQq9evRKOSEqJRhBlbty4cYwaNYpRo0bx0EMPJR2OlBiNIMpc6vMqDx8+nGAkUoo0ghCRWEoQIhJLCUJEYilBiEgsnaSUknXSSSe13k36+eef66E8eZBJ6b1uZrbezF4JpffmhvahZrYulNF7xMyqQ3vXsFwX1g9J+ay0JflEOmLWrFls2bKFLVu2MGPGjKTDKUuZHGIcAsa5+9nAKGCCmY0F7iAqvXcGsBe4Omx/NbA3tC8M2x1bkm8CcK+ZVeSwL9LJ9OrVi9raWmpra/WN1TxpM0F4ZH9YrAqTA+OAR0P7MuCKMD8pLBPWfys8Or+1JJ+7vwWkluSTLPTt25fx48czfvx4Lr744qTDkTKSaeGcCmATcAZRAd4dwD53bwqbpJbXG0gosefuTWb2KXAKJy7Jl7qv1tJ7J598Mj/+8Y/b2aXCmDt3bpvbVFZWcuuttx7X3tjYmNH7M+XurY+9Bzj//PPTbrdv376c7jddHFJeMkoQoa7FKDPrDfwOGJ6vgFJL740ePdqLsbT92rVrOe+889rcbt68edx8883Htc+ePZv58+fnIzSqqqpi75i88cYbufPOO/Oy3yS8+OKLVFZW8oMf/CDpUMpWuy5zuvs+4HngPKC3mbUkmNQyeq2l98L6k4FPOHFJPpF2W7FiRevJyaqqKr70pS8lHFH5yeQqRr8wcsDMugPjgTeIEsWVYbNpwBNhfmVYJqx/zqOx50pgSrjKMZS/l+QT6bCWw5prrrmGjRs36qvvOZbJIcYAYFk4D9EFWOHuT5rZ68ByM7sNeJmofifh9TdmVgfsIbpyccKSfCLZqqmpoaamBjPTuZAcyqT03hbgnDTtO0lzFcLdDwL/HPNZaUvylaIuXf4++Gpubk67jbu3rjOzvP7v1hJPalwi2dKdlB0wfPhwnnzySSB6zPzll1+edrsHH3yQv/zlLwD079+fX//613mJZ9SoUfz85z8HlCAkt5QgOqB3795cdtllwImL5dbV1VFXVwfAkCFD8hbPKaec0hqPSC7pvxsRiaURRIE0NDSwYMECAKqrqzt0Mu3GG2+ksvL4H9kZZ5wR+55777239UtMmzZtatf+RJQgCmTPnj385Cc/AeD222/vUIKYP38+3bp1a9d7br31Vj766KN2vadUfPWrX2Xw4MFJh1HWdIghJWvGjBk888wzwNFXjCR3NIJIyOjRo9v9C62bgI7WpUuX1qs2Dz/8ML/5zW+UJHJMCSIhL774YrvfU11dnYdIysOOHTv4wx/+kHQYZUcJIiH6Y5dSoASRA3EPKzl06FBBalEcOXIk9nFruu1YsqEEkaWKigpefvnltOsWLlzIPffck/cY1q1bx9SpU9Ou27t3b973n5QPPviAV199la9//ev079+fkSNHsmXLlqTDKitKEDnwla98JW17nz59CrL/L774gh07dhRkX8VkwYIFLFq0iM8//5yrrrqKqVOn0qNHD52ozCElCClZTU1Nrbe6V1ZWpr2JTLKjf9E8uvLKKznzzDOB6HzExx9/3DrfEQsWLOCTTz4Bose8txw+1NfX5yBakeMpQeTR2Wefzdlnnw1EhwEtNRzmzJmDu7f7voYHHniArVu3AtETnRsaGnIbsMgxdCeliMTSCKJAzIz3338fiC49Llu2rN0jCDNj4MDoQeCff/55zmMsRbq7NL+UIAqkW7duDBo0CIhOrk2fPj3hiETalk3pvQfM7C0z2xymUaHdzGxRKLG3xczOTfmsaWa2PUzTYnYpkrFjbwS77bbbmDRpUkLRlJ9sSu8B/MTdR4Vpc2i7jOiJ1cOICuAsBjCzvsAcYAzRsyznmFlhbhSQsrZ7927274+Kv82aNUtP18qhbErvxZkEPBjet5aofsYA4FJglbvvcfe9wCqiGp0iHebujBw5knvvvTfpUMpSh0rvufs6M/tX4HYz+w9gNTDT3Q+RUnovaCmxF9cukpVdu3bxxz/+sfVwY926dQlHVD46VHrPzM4CZgH1QDVRqbyfAj/LNqDU2px6WpBkavXq1axevTrpMMpOR0vvTXD3D8NhxCHg1/y9RkZcib2MSu+5+xJ3H+3uo/v169ee8EQkxzpaeu/NcF4Biy5EXwG8Ft6yEpgarmaMBT519w+BZ4BLzKxPODl5SWgTkSKVTem958ysH2DAZqClxPJTwESgDjgATAdw9z1mNg/YELb7mbvvyVlPRCTnsim9Ny5mewdmxKxbCixtZ4wikhB9F0NEYilBiEgsJQgRiaUEISKxlCBEJJYShIjEUoIQkVhKECISSwlCRGIpQYhILCUIEYmlBCEisZQgRCSWEoSIxFKCEJFYShAiEksJQkRiKUGISCwlCBGJpQQhIrGUIEQklhKEiMSyY8unFxMz+wzYlnQceVIDfJx0EHlQrv2C8u3bae6etoxdRrU5E7TN3UcnHUQ+mNnGcuxbufYLyrtvcXSIISKxlCBEJFaxJ4glSQeQR+Xat3LtF5R339Iq6pOUIpKsYh9BiEiClCBEJFbRJggzm2Bm28yszsxmJh1PW8xsqZntNrPXUtr6mtkqM9seXvuEdjOzRaFvW8zs3JT3TAvbbzezaUn0JZWZnWpmz5vZ62a21cxuCO3l0LduZrbezF4JfZsb2oea2brQh0fMrDq0dw3LdWH9kJTPmhXat5nZpQl1KffcvegmoALYAZwOVAOvACOSjquNmC8AzgVeS2n7L2BmmJ8J3BHmJwJPAwaMBdaF9r7AzvDaJ8z3SbhfA4Bzw3xP4K/AiDLpmwEnhfkqYF2IeQUwJbT/D/CvYf6HwP+E+SnAI2F+RPgd7QoMDb+7FUn/TuZiKtYRxDeAOnff6e6HgeXApIRjOiF3fwHYc0zzJGBZmF8GXJHS/qBH1gK9zWwAcCmwyt33uPteYBUwIe/Bn4C7f+juL4X5z4A3gIGUR9/c3feHxaowOTAOeDS0H9u3lj4/CnzLzCy0L3f3Q+7+FlBH9Dtc8oo1QQwE3ktZfj+0lZr+7v5hmK8H+of5uP4Vdb/DkPocov9py6JvZlZhZpuB3URJawewz92bwiapcbb2Iaz/FDiFIu1bLhRrgig7Ho1FS/aaspmdBDwG3OjuDanrSrlv7n7E3UcBg4j+1x+ebETFpVgTxAfAqSnLg0JbqdkVhteE192hPa5/RdlvM6siSg4Pufvjobks+tbC3fcBzwPnER0WtXxPKTXO1j6E9ScDn1DkfctGsSaIDcCwcDa5muiE0MqEY+qIlUDL2fppwBMp7VPDGf+xwKdhuP4McImZ9QlXBS4JbYkJx9j3A2+4+y9SVpVD3/qZWe8w3x0YT3SO5XngyrDZsX1r6fOVwHNh9LQSmBKucgwFhgHrC9KJfEv6LGncRHQ2/K9Ex4T/nnQ8GcT7MPAh0Eh0DHo10fHpamA78CzQN2xrwD2hb68Co1M+5yqik1x1wPQi6Nf5RIcPW4DNYZpYJn0bCbwc+vYa8B+h/XSiP/A64LdA19DeLSzXhfWnp3zWv4c+bwMuS7pvuZp0q7WIxCrWQwwRKQJKECISSwlCRGIpQYhILCUIEYmlBCEisZQgRCTW/wHugLJf9Fdj3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16f4ac42-fdd3-40b3-b73b-d048fc60f611",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "495d601119a64d9abe97356e21719ccd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=14000, description='idx', max=28000), Output()), _dom_classes=('widget-i…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = (path/\"train\").ls()\n",
    "df_train = pd.read_csv(path/\"train.csv\")\n",
    "@interact(idx=(0, len(images)), continuous_update=False)\n",
    "def display_img(idx):\n",
    "    img_loc = images[idx]\n",
    "    img_name = os.path.splitext(img_loc.name)[0]\n",
    "    print(df_train[df_train['id'] == img_name]['digit_sum'].values)\n",
    "    \n",
    "    img1 = cv2.imread(str(img_loc.resolve()), cv2.IMREAD_GRAYSCALE)\n",
    "    Hori = np.concatenate((img1/255, image_cleaner(img1), image_cleaner2(img1)), axis=1)\n",
    "    plt.figure(figsize = (30,10))\n",
    "    plt.imshow(Hori, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a672f514-d2a4-4ec4-9e31-7266382de83f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#9) [Path('/Landmark2/pdo/aiking/data/ultra-mnist/test_black'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train_train.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/test'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/valid_train.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/ultra-mnist.zip'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample_submission.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train_black')]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60dd99b4-f2cc-4563-9abd-605e203b5892",
   "metadata": {},
   "outputs": [],
   "source": [
    "pb_train = (path/\"train_black\")\n",
    "pb_test = (path/\"test_black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79966670-f549-4bd0-bdc4-557bf6c9e254",
   "metadata": {},
   "outputs": [],
   "source": [
    "pb_train.mkdir(exist_ok=True)\n",
    "pb_test.mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c118a88-2000-4b0d-8903-793b878eb44a",
   "metadata": {},
   "outputs": [],
   "source": [
    "for img in (path/\"train\").ls()[:1]:\n",
    "    data = image_cleaner2(cv2.imread(str(img.resolve()), cv2.IMREAD_GRAYSCALE))\n",
    "    \n",
    "    cv2.imwrite(str(pb_train/img.name), data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a77fde8-cd00-418a-a31b-24193f10fbf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_clean_ds(folder=\"train\"):\n",
    "    pb_folder = path/f\"{folder}_black\"\n",
    "    for img in progress_bar((path/folder).ls()):\n",
    "        data = image_cleaner2(cv2.imread(str(img.resolve()), cv2.IMREAD_GRAYSCALE))\n",
    "        data = cv2.normalize(data, None, alpha = 0, beta = 255, norm_type = cv2.NORM_MINMAX, dtype = cv2.CV_32F).astype(np.uint8)\n",
    "        cv2.imwrite(str(pb_folder/img.name), data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af6b7565-d7d8-4980-986a-e192e254271d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='17' class='' max='28000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      0.06% [17/28000 00:04<2:11:05]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_3631/51113177.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcreate_clean_ds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/tmp/ipykernel_3631/538686461.py\u001b[0m in \u001b[0;36mcreate_clean_ds\u001b[0;34m(folder)\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mprogress_bar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mfolder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimage_cleaner2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresolve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIMREAD_GRAYSCALE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m         \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpb_folder\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "create_clean_ds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c3517da-351c-46b5-9ae7-3625fd74afd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "99444ef6-9f4c-4fd1-b433-8b481454b4ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "pb_train = (path/\"train_black\")\n",
    "pb_test = (path/\"test_black\")\n",
    "pb_train.mkdir(exist_ok=True)\n",
    "pb_test.mkdir(exist_ok=True)\n",
    "def create_clean_ds2(folder=\"train\"):\n",
    "    pb_folder = path/f\"{folder}_black\"\n",
    "    def convert_image(img):\n",
    "        if not (pb_folder/img.name).exists():\n",
    "            data = image_cleaner2(cv2.imread(str(img.resolve()), cv2.IMREAD_GRAYSCALE))\n",
    "            data = cv2.normalize(data, None, alpha = 0, beta = 255, norm_type = cv2.NORM_MINMAX, dtype = cv2.CV_32F).astype(np.uint8)\n",
    "            cv2.imwrite(str(pb_folder/img.name), data)\n",
    "        return True\n",
    "    res = db.from_sequence((path/folder).ls()).map(convert_image)\n",
    "    with ProgressBar():\n",
    "        res.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c3012b82-b093-4690-a925-1eb1d46b892f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed |  1hr 30min 26.4s\n"
     ]
    }
   ],
   "source": [
    "create_clean_ds2(folder=\"train\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dcefc29d-97de-4ba0-ae77-3340f2e61435",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !mv {path}/\"test_black\" {path}/\"test_black2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9544464f-4e89-42ab-b5a3-a6fa6309dfbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#12) [Path('/Landmark2/pdo/aiking/data/ultra-mnist/train_sample.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train_train.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/test'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/train_black2'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/valid_train.csv'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/ultra-mnist.zip'),Path('/Landmark2/pdo/aiking/data/ultra-mnist/sample_submission.csv')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path.ls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2cf9504a-ea41-462e-9df2-c869c07ed7a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "img = PIL.Image.open(str((path/\"train_black2\").ls()[2800])).convert(\"L\")\n",
    "imgarr = np.array(img) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be691836-5321-4e31-831f-d5ed2edb930f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e19ef637-e86e-4198-a123-fb3aa3dd9f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.imread(str((path/\"train_black2\").ls()[2800]))\n",
    "norm_image = cv2.normalize(img, None, alpha = 0, beta = 255, norm_type = cv2.NORM_MINMAX, dtype = cv2.CV_32F)\n",
    "norm_image = norm_image.astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "623bf9a9-607f-41e5-8b58-4b6298de4604",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11331d79b430>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(norm_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b25945f-f5e2-427f-b961-7b35dd3c4e8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255]],\n",
       "\n",
       "       [[255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255]],\n",
       "\n",
       "       [[255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       [[255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       [[255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        [255, 255, 255],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]]], dtype=uint8)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img2 = cv2.imread(str((path/\"train\").ls()[2800]))\n",
    "img2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2abdc818-e6c2-4851-b449-4c8d3f7334cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_norm_ds(inp_folder=\"train_black2\", out_folder=\"train_black\"):\n",
    "    def norm_img(img_loc):\n",
    "        if not (path/out_folder/img_loc.name).exists():\n",
    "            img = cv2.imread(str(path/inp_folder/img_loc.name))\n",
    "            norm_image = cv2.normalize(img, None, alpha = 0, beta = 255, norm_type = cv2.NORM_MINMAX, dtype = cv2.CV_32F)\n",
    "            norm_image = norm_image.astype(np.uint8)\n",
    "            cv2.imwrite(str(path/out_folder/img_loc.name), norm_image)\n",
    "        return True\n",
    "    res = db.from_sequence((path/inp_folder).ls()).map(norm_img)\n",
    "    with ProgressBar():\n",
    "        res.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73e88bcf-ac1f-439c-922f-26ac01a5291d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[                                        ] | 0% Completed |  1min 37.0s\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/site-packages/dask/multiprocessing.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(dsk, keys, num_workers, func_loads, func_dumps, optimize_graph, pool, chunksize, **kwargs)\u001b[0m\n\u001b[1;32m    218\u001b[0m         \u001b[0;31m# Run\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 219\u001b[0;31m         result = get_async(\n\u001b[0m\u001b[1;32m    220\u001b[0m             \u001b[0mpool\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubmit\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/site-packages/dask/local.py\u001b[0m in \u001b[0;36mget_async\u001b[0;34m(submit, num_workers, dsk, result, cache, get_id, rerun_exceptions_locally, pack_exception, raise_exception, callbacks, dumps, loads, chunksize, **kwargs)\u001b[0m\n\u001b[1;32m    495\u001b[0m                 \u001b[0mfire_tasks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunksize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 496\u001b[0;31m                 \u001b[0;32mfor\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mres_info\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfailed\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mqueue_get\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mqueue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    497\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mfailed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/site-packages/dask/local.py\u001b[0m in \u001b[0;36mqueue_get\u001b[0;34m(q)\u001b[0m\n\u001b[1;32m    133\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mqueue_get\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 134\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mq\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    135\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/queue.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m    170\u001b[0m                 \u001b[0;32mwhile\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_qsize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 171\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnot_empty\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    172\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/threading.py\u001b[0m in \u001b[0;36mwait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    311\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 312\u001b[0;31m                 \u001b[0mwaiter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    313\u001b[0m                 \u001b[0mgotit\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: ",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_3631/992931216.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcreate_norm_ds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/tmp/ipykernel_3631/4181445123.py\u001b[0m in \u001b[0;36mcreate_norm_ds\u001b[0;34m(inp_folder, out_folder)\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_sequence\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0minp_folder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mls\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnorm_img\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mProgressBar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m         \u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/site-packages/dask/base.py\u001b[0m in \u001b[0;36mcompute\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m    286\u001b[0m         \u001b[0mdask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbase\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompute\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    287\u001b[0m         \"\"\"\n\u001b[0;32m--> 288\u001b[0;31m         \u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtraverse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    289\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    290\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/site-packages/dask/base.py\u001b[0m in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m    569\u001b[0m         \u001b[0mpostcomputes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__dask_postcompute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    570\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 571\u001b[0;31m     \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mschedule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdsk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    572\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mrepack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpostcomputes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    573\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/site-packages/dask/multiprocessing.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(dsk, keys, num_workers, func_loads, func_dumps, optimize_graph, pool, chunksize, **kwargs)\u001b[0m\n\u001b[1;32m    232\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    233\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcleanup\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 234\u001b[0;31m             \u001b[0mpool\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshutdown\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    235\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/concurrent/futures/process.py\u001b[0m in \u001b[0;36mshutdown\u001b[0;34m(self, wait, cancel_futures)\u001b[0m\n\u001b[1;32m    738\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    739\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_executor_manager_thread\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 740\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_executor_manager_thread\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    741\u001b[0m         \u001b[0;31m# To reduce the risk of opening too many files, remove references to\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    742\u001b[0m         \u001b[0;31m# objects that use file descriptors.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/threading.py\u001b[0m in \u001b[0;36mjoin\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1051\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1052\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1053\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_wait_for_tstate_lock\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1054\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1055\u001b[0m             \u001b[0;31m# the behavior of a negative timeout isn't documented, but\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/anaconda/envs/aiking/lib/python3.9/threading.py\u001b[0m in \u001b[0;36m_wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m   1067\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlock\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# already determined that the C code is done\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1068\u001b[0m             \u001b[0;32massert\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_is_stopped\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1069\u001b[0;31m         \u001b[0;32melif\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0macquire\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1070\u001b[0m             \u001b[0mlock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelease\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1071\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "create_norm_ds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce2e2ff2-8368-4e02-8bbb-7cc21c43b308",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:aiking] *",
   "language": "python",
   "name": "conda-env-aiking-py"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}