TinyML_OV7670.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TinyML_OV7670",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/theevildoof/TinyML_OV7670/blob/main/TinyML_OV7670.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": {
        "id": "kTk5P7oXsZvc"
      },
      "outputs": [],
      "source": [
        "string = 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
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(string)\n",
        "from numpy import interp"
      ],
      "metadata": {
        "id": "3RNvoZgUsa5m"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(string) *4"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g2j9NBz-sb-y",
        "outputId": "55c6d10e-7f69-4e90-aad4-809fd763f96a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "405504"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "(len(string) * 4) /16"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JVeZv_7VtOaC",
        "outputId": "f64be6e7-758d-49e8-9a09-704adfc6c250"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "25344.0"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "n = 4\n",
        "string2 = [string[i:i+n] for i in range(0, len(string), n)]\n",
        "print(\"{\", end='')\n",
        "for i in string2:\n",
        "  print('0x'+i+',', end='')\n",
        "print(\"}\", end='')"
      ],
      "metadata": {
        "id": "r0fHIhSItQav",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f5c30e52-a0c4-4516-e6db-21d692800333"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "#t = \"0001\"\n",
        "#scale = 16 ## equals to hexadecimal\n",
        "\n",
        "#num_of_bits = 8\n",
        "\n",
        "#t = bin(int(t, scale))[2:].zfill(num_of_bits)\n",
        "#print(t)"
      ],
      "metadata": {
        "id": "w9yPmX6gtvPF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#r = t[:5]\n",
        "#g = t[5:11]\n",
        "#b = t[11:]\n",
        "#r = int(r, 2)\n",
        "#print(r)\n",
        "r = []\n",
        "g = []\n",
        "b = [] "
      ],
      "metadata": {
        "id": "ahXi5_20uQjU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "scale = 16 ## equals to hexadecimal\n",
        "num_of_bits = 16\n",
        "\n",
        "r = []\n",
        "g = []\n",
        "b = []\n",
        "\n",
        "for i in range(len(string2)):\n",
        "  t = string2[i]\n",
        "  \n",
        "  t_new = bin(int('1'+t, scale))[3:]\n",
        "  #t_new = t_new[len(t_new)::-1]\n",
        "\n",
        "  r_new = t_new[:5]\n",
        "  r_new = r_new[len(r_new)::-1]\n",
        "\n",
        "  g_new = t_new[5:11]\n",
        "  g_new = g_new[len(g_new)::-1]\n",
        "\n",
        "  b_new = t_new[11:]\n",
        "  b_new = b_new[len(b_new)::-1]\n",
        "\n",
        "  r_new = int(r_new, 2)\n",
        "  #r_new = int(interp(r_new,[0,31],[0,128]))  \n",
        "\n",
        "  g_new = int(g_new, 2)\n",
        "  #g_new = int(interp(g_new,[0,63],[0,128]))\n",
        "\n",
        "  b_new = int(b_new, 2)\n",
        "  #b_new = int(interp(b_new,[0,31],[0,128]))\n",
        "\n",
        "  r.append(r_new)\n",
        "  g.append(g_new)\n",
        "  b.append(b_new)\n",
        "  \n"
      ],
      "metadata": {
        "id": "bKhEfTmNvfty"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "width = 28\n",
        "height = 28\n",
        "import numpy as np\n",
        "r_new = np.reshape(r, (height, width)).T\n",
        "g_new = np.reshape(g, (height, width)).T\n",
        "b_new = np.reshape(b, (height, width)).T"
      ],
      "metadata": {
        "id": "1OGUf_gnwWoI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(r_new)"
      ],
      "metadata": {
        "id": "NbRniK2VxjTL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "926a921f-b0bb-4ece-d82d-8ee17cdbc5a2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[16 23 23 16 16 16 23 19 19 23 19 16 23 23 16 23 23 19 16 16 19 21 19 21\n",
            "  19 19 23 23]\n",
            " [23 16 16 16 23 19 19 23 19 19 19 23 19 23 23 23 16 16 16 23 16 19 19 19\n",
            "  19 19 19 19]\n",
            " [23 16 23 16 23 19 19 23 19 19 19 19 19 19 23 19 20 16 16 16 19 19 19 19\n",
            "  19 23 19 19]\n",
            " [23 16 16 19 23 23 23 23 23 19 19 19 19 19 23 23 23 19 19 23 23 19 19 19\n",
            "  19 19 19 19]\n",
            " [23 23 23 23 19 23 23 23 23 21 21 19 19 19 19 23 23 19 19 23 19 19 19 19\n",
            "  19 19 19 21]\n",
            " [23 19 19 19 23 23 23 19 23 19 21 23 19 19 19 23 19 21 19 19 19 19 19 19\n",
            "  19 19 19 19]\n",
            " [23 19 19 23 23 23 23 19 23 21 19 23 19 19 23 19 19 19 19 19 19 19 19 19\n",
            "  19 19 23 19]\n",
            " [23 19 23 23 16 23 19 19 19 19 19 23 19 23 23 19 19 21 21 21 19 19 21 21\n",
            "  19 19 19 23]\n",
            " [23 19 23 23 23 23 19 19 19 19 19 23 23 23 23 19 19 21 21 21 19 19 16 19\n",
            "  19 19 23 23]\n",
            " [16 23 23 23 23 23 23 23 23 23 23 16 23 19 19 23 19 19 19 21 19 19 23 19\n",
            "  19 19 19 19]\n",
            " [19 19 23 23 23 23 16 20 16 16 16 16 16 23 19 19 23 19 19 23 21 23 23 19\n",
            "  19 19 19 19]\n",
            " [19 23 23 23 20 23 22 23 23 16 16 16 16 23 23 21 19 19 19 19 23 23 23 19\n",
            "  19 19 19 19]\n",
            " [21 23 23 16 23 18 20 23 23 16 23 23 16 23 23 21 19 19 19 19 23 19 23 19\n",
            "  19 19 19 21]\n",
            " [21 23 23 23 16 18 20 23 19 19 23 23 23 23 23 16 19 19 19 21 23 19 23 19\n",
            "  19 23 23 23]\n",
            " [21 19 23 23 16 20 20 16 16 16 19 23 23 23 23 19 19 19 19 19 16 16 23 16\n",
            "  20 16 18 18]\n",
            " [19 21 19 19 23 16 20 16 16 20 19 23 23 19 23 19 19 19 19 19 23 16 22 22\n",
            "  17 19  8 15]\n",
            " [19 19 19 19 19 23 23 16 16 23 23 23 23 19 20 21 21 23 16 18 21 21 12 14\n",
            "   9 11 13 11]\n",
            " [21 19 19 23 23 16 16 16 23 19 19 21 21 21 19 23 16 22 19 23  8  9 11 15\n",
            "   8 10 14  9]\n",
            " [19 19 19 23 23 16 16 16 20 16 16 16 21 23 16 22 22 23 10  9 11 12 12 14\n",
            "  15 12 12 10]\n",
            " [19 19 19 19 19 23 20 20 19 17 17 17 17 17 11 15 12 13 15 15 10  9 12 12\n",
            "  10 14  9  9]\n",
            " [21 19 23 16 22 17 13 13 10 12 10 12 14 14 13 14  8 10 13 13 15  8 14 14\n",
            "   9  9  9  9]\n",
            " [17 23 23 14 21 15 14 14 11 11 11  8  8 12 12 10 14 13  8 12 10 14 14 14\n",
            "   9  9 14 14]\n",
            " [19 15 14  8 14  9 15  8 12 10 14 13 11 15 15  8 12 12 10 10  9  9  9  9\n",
            "   9  9 10 14]\n",
            " [20 23 12 13  8  8 14 11 11 11  8 10 10 14 10 12 10 14 14 14  9  9  9 14\n",
            "   9  9 10 14]\n",
            " [23  9  9  8 14 11 12 12  8  8 12 10 10 14 14 10 10 14 14 14 14  9 14 14\n",
            "  10 10 12  8]\n",
            " [10 15 12  9  8 10 10 12 12 12 12 14 14 14 14 14 14 14 14 14 14 14 14 14\n",
            "  10 12  8 13]\n",
            " [11 10 14 11 10 10 10 12  8 12 12 14 10 14 14 14 14 14 14 14 10 14 14  9\n",
            "   8 11 11 14]\n",
            " [12  9  8 10 10 10 10 12 12 12 12 10 10 14 14 14 10 14 14 14 10 10 10 12\n",
            "  15  9 14 19]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(g_new)"
      ],
      "metadata": {
        "id": "v0XT0LGK5F5T",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a6dcf390-c54e-475a-b8ec-9dd18c7c8973"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[37 37 37 35 35 39 35 39 39 35 37 35 33 37 37 35 37 37 37 37 37 33 33 33\n",
            "  33 38 33 37]\n",
            " [37 37 37 37 37 35 35 37 35 35 33 33 33 37 37 37 33 33 37 37 37 33 33 38\n",
            "  38 38 38 33]\n",
            " [37 37 37 37 37 35 37 37 35 35 37 33 33 37 37 33 37 33 37 37 33 33 33 38\n",
            "  38 38 38 33]\n",
            " [37 37 35 37 37 37 33 33 33 37 37 33 33 33 33 33 33 38 33 33 38 33 33 33\n",
            "  33 33 38 33]\n",
            " [33 37 37 37 37 37 33 33 33 37 33 33 33 33 33 33 33 38 33 38 38 33 33 33\n",
            "  33 38 38 33]\n",
            " [37 37 37 37 37 33 33 33 33 33 38 33 33 33 33 37 33 33 33 33 33 38 33 33\n",
            "  33 33 33 33]\n",
            " [37 37 37 37 37 33 33 33 33 33 33 33 33 33 33 33 33 33 33 33 38 38 33 33\n",
            "  38 33 33 33]\n",
            " [33 37 37 33 33 33 37 37 33 33 33 33 33 38 33 33 33 37 37 33 37 33 38 38\n",
            "  38 33 38 38]\n",
            " [33 37 37 33 33 37 37 37 33 33 33 33 33 33 33 33 33 37 37 33 37 33 33 38\n",
            "  38 33 38 38]\n",
            " [37 37 33 33 37 37 37 33 33 33 33 33 33 38 38 33 38 37 37 38 37 38 38 34\n",
            "  34 38 34 38]\n",
            " [33 33 33 33 37 37 37 37 33 33 33 33 33 38 33 33 38 37 37 33 33 33 38 38\n",
            "  34 38 34 34]\n",
            " [33 33 33 33 37 33 35 33 37 33 33 33 33 33 33 38 33 33 33 38 38 38 38 38\n",
            "  38 38 33 38]\n",
            " [33 33 33 33 33 37 37 33 37 33 38 33 33 33 33 38 33 33 33 38 38 38 38 38\n",
            "  38 38 33 38]\n",
            " [33 33 37 37 33 37 33 38 38 38 38 33 33 33 33 33 38 38 33 38 33 38 38 38\n",
            "  38 38 33 33]\n",
            " [33 33 37 37 37 37 33 38 33 33 38 33 33 33 33 33 38 38 33 38 33 33 38 33\n",
            "  33 33 19 37]\n",
            " [33 33 33 33 37 37 37 38 38 38 38 33 33 33 33 38 33 33 38 33 33 37 19 21\n",
            "  19 23 20 16]\n",
            " [33 33 33 33 33 33 33 38 34 34 38 38 33 33 37 38 38 33 33 19 23 23 20 52\n",
            "  50 54 49 49]\n",
            " [38 38 33 38 33 37 37 33 38 38 38 38 38 38 38 33 21 21 23 23 16 52 50 54\n",
            "  49  9  9  9]\n",
            " [38 38 33 33 33 37 37 33 33 33 33 33 23 33 33 19 23 23 20 50 54 54 54 13\n",
            "  15 15 47 47]\n",
            " [38 38 33 33 37 37 35 35 23 21 19 23 21 19 16 16 48 52 50 54 14 14 13 13\n",
            "  45 43 43 45]\n",
            " [38 38 33 35 23 23 16 16 16 16 20 52 52 50 54 50  9 14 13 11 13 13 43 43\n",
            "  43 43 43 45]\n",
            " [38 33 35 16 23 16 20 52 50 50 54 49 49 54 14  9 14  9 13 13 45 45 45 45\n",
            "  45 45 43 45]\n",
            " [33 16 16 18 52 54 49 49 54 54 13 15 15 11 11 15 43 43 43 43 43 43 45 43\n",
            "  45 45 45 45]\n",
            " [33 19 50 49 50 50 14  9 13  9  9 13 45 45 45 45 45 45 45 45 45 45 45 45\n",
            "  45 45 45 45]\n",
            " [23 52 54 53  9 13 13 13 13 13 13 45 45 45 45 45 45 45 45 45 45 45 45 45\n",
            "  41 41  9  9]\n",
            " [16 52 54 14 13 13 13 13 13  9  9 41 41 41 41 45 45 45 45 45 45 45 45 45\n",
            "  41  9 14 10]\n",
            " [50 54  9  9 43 13 13 13 13  9  9 41 41 41 41 41 45 45 45 45 45 45 45 45\n",
            "   9 10 10 52]\n",
            " [50 14  9 45 45 45 45  9  9  9  9 41 41 41 41 41 41 45 45 45 45 41 41 14\n",
            "  14 10 52 55]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(b_new)"
      ],
      "metadata": {
        "id": "FxZ__ax_5GP4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d022e47b-ef4e-4677-9a2d-268ce096d736"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[10 18 18  9 10  9 18 18 18 18 17  9 17 17  9 17 17 19  9  9 17 18 18 18\n",
            "  18 18 16 18]\n",
            " [18 10 10 10 18 17 18 18 18 18 17 17 18 17 17 17  9  9  9 18  9 18 18 18\n",
            "  18 18 18 18]\n",
            " [18 10 18 10 18 17 18 18 18 18 17 18 17 17 17 18  9  9  9  9 18 18 18 18\n",
            "  18 18 16 16]\n",
            " [18 10 10 16 17 17 18 18 18 18 17 17 17 18 18 18 18 18 18 18 18 18 18 18\n",
            "  18 18 18 18]\n",
            " [16 16 16 18 18 18 18 18 18 18 18 17 17 18 18 18 18 18 18 18 18 18 18 18\n",
            "  18 18 18 18]\n",
            " [18 18 16 16 18 18 18 18 18 18 16 18 18 18 16 16 16 18 18 18 18 18 18 18\n",
            "  18 18 18 18]\n",
            " [18 18 18 16 18 18 18 18 18 18 18 18 18 18 18 16 16 18 18 18 18 18 18 18\n",
            "  18 18 18 18]\n",
            " [18 18 18 18 10 18 18 17 17 18 18 18 18 18 18 16 16 18 18 18 18 18 16 18\n",
            "  18 18 18 16]\n",
            " [18 18 18 18 18 18 18 17 17 18 18 18 18 18 18 16 16 18 18 18 18 18  9 18\n",
            "  18 18 18 18]\n",
            " [ 9 18 18 17 17 17 18 18 18 18 18 10 18 18 18 18 16 16 18 18 18 16 18 18\n",
            "  18 18 18 18]\n",
            " [18 18 18 17 17 17 10  9  9 10 10 10 10 18 17 18 16 16 18 18 18 18 18 18\n",
            "  18 18 18 18]\n",
            " [18 18 18 18 11 17 11 17 17 10 10 10 10 18 18 18 17 18 18 18 18 18 18 17\n",
            "  18 18 18 18]\n",
            " [18 18 18 10 17 11  9 17 17 10 18 18 10 17 17 18 17 18 18 18 18 18 18 17\n",
            "  17 18 18 18]\n",
            " [18 18 18 17  9  9  9 17 17 17 18 18 18 18 18  9 18 18 18 18 17 18 18 17\n",
            "  17 17 17 17]\n",
            " [18 18 18 17  9  9  9  9 11  9 18 18 18 18 18 18 18 18 17 18  9  9 17 11\n",
            "  11 11  8 11]\n",
            " [18 18 18 17 17  9  9  9  9  9 18 18 18 18 17 18 17 17 18 17 17 11  8 10\n",
            "  10  9 27  9]\n",
            " [18 18 18 17 17 17 18 10  9 18 18 18 18 18 11 18 18 17 11  8 10  9 27 26\n",
            "  25 25 25 25]\n",
            " [18 18 18 18 17  9  9 10 18 18 18 18 18 18 18 19  8  8 10  9 27 26 25 27\n",
            "   7  4  6  6]\n",
            " [18 18 18 18 17  9  9 10  9  9  9  9  8 17  9 10 10  9 27 24 25  7  7  6\n",
            "   5 23 20 20]\n",
            " [18 18 18 17 17 17 11 11  8  8  8 10  8 10 11 11 26 25 25 27  4  6 23 23\n",
            "  20 20 20 20]\n",
            " [18 18 18 11  8  8 10  8 25 25 27 24 24 26 25 25  4  4  6  5  7 23 20 20\n",
            "  20 20 20 20]\n",
            " [18 17 19 10  9 11 27 24 26 25 25  7  7  7  4  4  6  5 23 23 20 20 20 20\n",
            "  22 22 22 20]\n",
            " [17  9  8 27 24 26 25  5  7  7  4  5  5  5  7 23 20 20 20 20 20 20 20 22\n",
            "  22 22 20 20]\n",
            " [11  9 24 25  5  7  4  6  5  5 23 23 20 20 20 20 20 20 20 20 20 22 22 22\n",
            "  22 22 20 20]\n",
            " [ 9 24 26  7  4  5 23 21 21 23 23 20 20 20 20 20 20 20 20 20 20 20 22 20\n",
            "  20 20 23 21]\n",
            " [27 25  7  6 23 23 23 23 23 23 23 20 20 22 20 22 20 20 20 22 20 20 20 20\n",
            "  20 23 21  6]\n",
            " [26  7  6  5 20 23 23 23 23 23 23 20 20 22 22 20 20 20 20 20 20 20 20 22\n",
            "  23  5  6  7]\n",
            " [ 7  6 23 20 20 20 20 23 23 23 23 20 20 20 20 20 20 20 20 20 20 20 20 21\n",
            "   6  4  7 26]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_image = np.stack([r_new, g_new, b_new], axis=2)\n",
        "print(final_image.shape)\n",
        "final_image = final_image * 2"
      ],
      "metadata": {
        "id": "JkKBgDyc16Pz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c5ac0317-3758-45bd-9a45-57989bc13629"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(28, 28, 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(final_image[1][:][0])"
      ],
      "metadata": {
        "id": "iQ78ddvY2yFd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "54d0cfa6-1836-4d0d-f163-8db8b5dc7981"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[46 74 36]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.pyplot import figure\n",
        "figure(figsize=(8, 6))\n",
        "plt.plot(180)\n",
        "#plt.imshow(final_image)\n",
        "plt.axis(\"off\")\n",
        "import scipy.ndimage as ndimage\n",
        "new_data = ndimage.rotate(final_image, 90, reshape=True)\n",
        "plt.imshow(new_data, origin = 'lower')"
      ],
      "metadata": {
        "id": "ivmdk5GyOUDc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "outputId": "0906ecff-fb5d-427a-9efd-431feb6102e6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f4c57a1c210>"
            ]
          },
          "metadata": {},
          "execution_count": 135
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "9TYKS98kuZh3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "sui4uiZYvDR1"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}