Course logo (multiprocessing animation).ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Logo animation.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rbblUQgh5QCi"
      },
      "source": [
        "# GloVe visualisation as the course logo animation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b7vmrYy4cMwX"
      },
      "source": [
        "import os\r\n",
        "from google.colab import drive\r\n",
        "import os.path\r\n",
        "\r\n",
        "import numpy as np\r\n",
        "# from sklearn.metrics import pairwise_distances\r\n",
        "# import random\r\n",
        "\r\n",
        "import zipfile\r\n",
        "import io\r\n",
        "\r\n",
        "# import nltk\r\n",
        "# nltk.download('gutenberg')\r\n",
        "# nltk.download('brown')\r\n",
        "# from nltk.corpus import brown\r\n",
        "# nltk.download('universal_tagset')\r\n",
        "\r\n",
        "from tqdm import tqdm\r\n",
        "# import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9AOxU0Edc0V9"
      },
      "source": [
        "The data is on my drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JCy7aGhacMy1",
        "outputId": "a7a285ff-cd41-4fa8-8689-358d86b14a8d"
      },
      "source": [
        "drive.mount('/content/drive')\r\n",
        "base = \"\"\"/content/drive/MyDrive/GloVe\"\"\"\r\n",
        "assert os.path.exists(base)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Ou69fc2czEJ"
      },
      "source": [
        "Load GloVe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PtIUX_q_caM3",
        "outputId": "2e986b8d-d021-440b-f4b6-54e01bdc4e3e"
      },
      "source": [
        "if not os.path.exists(os.path.join(base, \"glove.6B.zip\")):\r\n",
        "  !wget http://nlp.stanford.edu/data/glove.6B.zip\r\n",
        "  !mv glove.6B.zip drive/MyDrive/GloVe/\r\n",
        "\r\n",
        "n_vocab = 400000\r\n",
        "n_dim = 50\r\n",
        "\r\n",
        "idx2voc = list()\r\n",
        "V = np.zeros((n_vocab, n_dim))\r\n",
        "with zipfile.ZipFile(os.path.join(base, \"glove.6B.zip\")) as archive:\r\n",
        "  with archive.open(\"glove.6B.%id.txt\" % n_dim) as raw:\r\n",
        "    for n, line in tqdm(enumerate(io.TextIOWrapper(raw, encoding=None, newline='\\n')), \r\n",
        "                     total=n_vocab):\r\n",
        "      tokens = line.split(' ')\r\n",
        "      idx2voc.append(tokens[0])\r\n",
        "      V[n, :] = np.asarray(tokens[1:], dtype=np.float32)\r\n",
        "vocabulary = set(idx2voc)\r\n",
        "voc2idx = {word:n for n, word in enumerate(idx2voc)}"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 400000/400000 [00:12<00:00, 32784.32it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rlPeh-xZcwQv"
      },
      "source": [
        "Super simple POS tagger"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OfmngVogc6KK",
        "outputId": "51ad7f41-2a1d-44bf-bc81-75e26009592a"
      },
      "source": [
        "import nltk\r\n",
        "nltk.download('brown')\r\n",
        "from nltk.corpus import brown\r\n",
        "nltk.download('universal_tagset')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data]   Unzipping corpora/brown.zip.\n",
            "[nltk_data] Downloading package universal_tagset to /root/nltk_data...\n",
            "[nltk_data]   Unzipping taggers/universal_tagset.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fxYXx4IGcvDx",
        "outputId": "a60ebf79-4a4d-46ad-e9f0-1db696837617"
      },
      "source": [
        "pos = dict()\r\n",
        "for sentence in brown.tagged_sents(tagset='universal'):\r\n",
        "  for n, (word, tag) in enumerate(sentence):\r\n",
        "    word = word.lower()\r\n",
        "    if word not in pos.keys():\r\n",
        "      pos[word] = {tag: 1}\r\n",
        "    elif tag not in pos[word].keys():\r\n",
        "      pos[word][tag] = 1\r\n",
        "    else:\r\n",
        "      pos[word][tag] += 1\r\n",
        "for word in pos.keys():\r\n",
        "  pos[word] = sorted(pos[word])[0]\r\n",
        "\r\n",
        "print(\"Found POS tags for %i words\" % len(pos.keys()))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found POS tags for 49815 words\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q6-L5KpxdCnV"
      },
      "source": [
        "Download a book"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G0ZfDQB7dCut",
        "outputId": "fd2c9c52-977a-45fe-931c-f8f1ce555149"
      },
      "source": [
        "nltk.download('gutenberg')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package gutenberg to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/gutenberg.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zdXZFPmvdP-6",
        "outputId": "6cae1802-7e7e-4efc-a2c1-248260a4d307"
      },
      "source": [
        "books = ['carroll-alice.txt', 'melville-moby_dick.txt', 'milton-paradise.txt',  \r\n",
        "         'austen-emma.txt', 'austen-persuasion.txt', 'austen-sense.txt']\r\n",
        "books = ['carroll-alice.txt']\r\n",
        "# books = ['austen-emma.txt']\r\n",
        "words = nltk.corpus.gutenberg.words(books)\r\n",
        "\r\n",
        "processed = [word.lower() for word in words if word.isalpha()]\r\n",
        "tokens = set(processed)\r\n",
        "tokencounts = dict()\r\n",
        "for word in processed:\r\n",
        "  if word not in tokencounts.keys():\r\n",
        "    tokencounts[word] = 1\r\n",
        "  else:\r\n",
        "    tokencounts[word] += 1\r\n",
        "\r\n",
        "print(\"%i tokens in the book(s)\" % len(tokens))\r\n",
        "missing = tokens.difference(set(pos.keys()))\r\n",
        "print(\"Tags are missing for %.1f%% of the tokens\" % (100*np.sum([tokencounts[token] for token in missing])/len(processed)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2569 tokens in the book(s)\n",
            "Tags are missing for 2.6% of the tokens\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kNDerwlveBeT"
      },
      "source": [
        "Find vector indeces and tags for the chosen book(s)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0-hsGzwIeBlU"
      },
      "source": [
        "idx_tag = dict()\r\n",
        "tag2idx = {tag:n for n, tag in enumerate(set(pos.values()).union({'UNK'}))}\r\n",
        "for word in set(processed).intersection(vocabulary):\r\n",
        "  if word in pos:\r\n",
        "    idx_tag[voc2idx[word]] = tag2idx[pos[word]]\r\n",
        "  else:\r\n",
        "    idx_tag[voc2idx[word]] = tag2idx['UNK']\r\n",
        "\r\n",
        "idx = list(idx_tag.keys())\r\n",
        "y = np.asarray([idx_tag[i] for i in idx])\r\n",
        "s = np.asarray([tokencounts[idx2voc[i]] for i in idx])\r\n",
        "assert len(idx) == len(y)\r\n",
        "assert len(idx) == len(s)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aW9Mr4TwdyiC"
      },
      "source": [
        "Create the tSNE embedding"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_0s8q39Fdw6z",
        "outputId": "0a2cf3ed-08ee-4dd5-db31-5770855e3787"
      },
      "source": [
        "try:\r\n",
        "  from MulticoreTSNE import MulticoreTSNE as TSNE\r\n",
        "except:\r\n",
        "  !pip install MulticoreTSNE\r\n",
        "finally:\r\n",
        "  from MulticoreTSNE import MulticoreTSNE as TSNE"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting MulticoreTSNE\n",
            "  Downloading https://files.pythonhosted.org/packages/2d/e8/2afa896fa4eebfa1d0d0ba2673fddac45582ec0f06b2bdda88108ced5425/MulticoreTSNE-0.1.tar.gz\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from MulticoreTSNE) (1.19.5)\n",
            "Requirement already satisfied: cffi in /usr/local/lib/python3.6/dist-packages (from MulticoreTSNE) (1.14.4)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi->MulticoreTSNE) (2.20)\n",
            "Building wheels for collected packages: MulticoreTSNE\n",
            "  Building wheel for MulticoreTSNE (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for MulticoreTSNE: filename=MulticoreTSNE-0.1-cp36-cp36m-linux_x86_64.whl size=68503 sha256=8a76e04715ae9b28ec7cc1b7ff9c0b1054e342a8464b5742a51e854ded645c66\n",
            "  Stored in directory: /root/.cache/pip/wheels/27/59/53/3b52ee63add3692254c30d687fa4dff4d128d0557861fb028e\n",
            "Successfully built MulticoreTSNE\n",
            "Installing collected packages: MulticoreTSNE\n",
            "Successfully installed MulticoreTSNE-0.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zp9w9CW6d5jm",
        "outputId": "3b47a835-0088-4218-beea-81e614bbe0fd"
      },
      "source": [
        "tsne = TSNE(n_components=3, n_jobs=os.cpu_count(), verbose=True, metric='cosine')\r\n",
        "V_tsne = tsne.fit_transform(V[idx, :])\r\n",
        "tsne"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<MulticoreTSNE.MulticoreTSNE at 0x7fddf08c1f28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Iqo5-vD2d8wm"
      },
      "source": [
        "Prepare plotting"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KukO-BJWd0wu"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from mpl_toolkits.mplot3d.axes3d import Axes3D"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 414
        },
        "id": "8_nNI4yxedVP",
        "outputId": "b3a36d06-c495-43ec-a4ab-37584b75c6dd"
      },
      "source": [
        "plt.style.use('dark_background')\r\n",
        "fig = plt.figure(figsize=(8, 5), dpi=100)\r\n",
        "ax = fig.add_subplot(1, 1, 1, projection='3d')\r\n",
        "ax.scatter(V_tsne[:, 0], V_tsne[:, 1], V_tsne[:, 2], c=y, s=s, cmap='tab10', marker='.', alpha=.5)\r\n",
        "# ax.scatter(V_tsne[:, 0], V_tsne[:, 1], V_tsne[:, 2], c=y, s=s, cmap='Spectral', marker='.', alpha=.3)\r\n",
        "# ax.view_init(20, 20)\r\n",
        "ax.axis('off')\r\n",
        "fig.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7--Y1tjzeo-B"
      },
      "source": [
        "Create animation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LPUH5I-BepEb",
        "outputId": "c658697d-1e6c-4fd1-ee41-04145655dd6f"
      },
      "source": [
        "from multiprocessing import Pool\r\n",
        "import io\r\n",
        "import cv2\r\n",
        "\r\n",
        "!apt-get update\r\n",
        "!apt-get install imagemagick"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\r0% [Working]\r            \rGet:1 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n",
            "\r0% [Connecting to archive.ubuntu.com (91.189.88.152)] [1 InRelease 14.2 kB/88.7\r                                                                               \rGet:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease [3,626 B]\n",
            "\r0% [Connecting to archive.ubuntu.com (91.189.88.152)] [1 InRelease 14.2 kB/88.7\r0% [Connecting to archive.ubuntu.com (91.189.88.152)] [1 InRelease 14.2 kB/88.7\r                                                                               \rIgn:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "\r0% [Connecting to archive.ubuntu.com (91.189.88.152)] [1 InRelease 14.2 kB/88.7\r0% [2 InRelease gpgv 3,626 B] [Connecting to archive.ubuntu.com (91.189.88.152)\r                                                                               \rIgn:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [1 InRelease 69.2 kB/88.7 k\r0% [2 InRelease gpgv 3,626 B] [Waiting for headers] [Waiting for headers] [Wait\r                                                                               \rHit:5 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "Hit:6 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Get:7 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease [15.9 kB]\n",
            "Hit:8 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Get:9 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n",
            "Hit:10 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n",
            "Get:11 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [1,890 kB]\n",
            "Hit:12 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Get:14 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]\n",
            "Get:16 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main Sources [1,716 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [2,321 kB]\n",
            "Get:18 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 Packages [878 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,151 kB]\n",
            "Get:20 http://archive.ubuntu.com/ubuntu bionic-updates/multiverse amd64 Packages [42.7 kB]\n",
            "Fetched 9,270 kB in 3s (2,845 kB/s)\n",
            "Reading package lists... Done\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  fonts-droid-fallback fonts-noto-mono ghostscript gsfonts\n",
            "  imagemagick-6-common imagemagick-6.q16 libcupsfilters1 libcupsimage2\n",
            "  libdjvulibre-text libdjvulibre21 libgs9 libgs9-common libijs-0.35\n",
            "  libjbig2dec0 liblqr-1-0 libmagickcore-6.q16-3 libmagickcore-6.q16-3-extra\n",
            "  libmagickwand-6.q16-3 libnetpbm10 libwmf0.2-7 netpbm poppler-data\n",
            "Suggested packages:\n",
            "  fonts-noto ghostscript-x imagemagick-doc autotrace cups-bsd | lpr | lprng\n",
            "  enscript gimp gnuplot grads hp2xx html2ps libwmf-bin mplayer povray radiance\n",
            "  sane-utils texlive-base-bin transfig ufraw-batch inkscape libjxr-tools\n",
            "  libwmf0.2-7-gtk poppler-utils fonts-japanese-mincho | fonts-ipafont-mincho\n",
            "  fonts-japanese-gothic | fonts-ipafont-gothic fonts-arphic-ukai\n",
            "  fonts-arphic-uming fonts-nanum\n",
            "The following NEW packages will be installed:\n",
            "  fonts-droid-fallback fonts-noto-mono ghostscript gsfonts imagemagick\n",
            "  imagemagick-6-common imagemagick-6.q16 libcupsfilters1 libcupsimage2\n",
            "  libdjvulibre-text libdjvulibre21 libgs9 libgs9-common libijs-0.35\n",
            "  libjbig2dec0 liblqr-1-0 libmagickcore-6.q16-3 libmagickcore-6.q16-3-extra\n",
            "  libmagickwand-6.q16-3 libnetpbm10 libwmf0.2-7 netpbm poppler-data\n",
            "0 upgraded, 23 newly installed, 0 to remove and 22 not upgraded.\n",
            "Need to get 18.4 MB of archives.\n",
            "After this operation, 66.3 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 fonts-droid-fallback all 1:6.0.1r16-1.1 [1,805 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 liblqr-1-0 amd64 0.4.2-2.1 [27.7 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 imagemagick-6-common all 8:6.9.7.4+dfsg-16ubuntu6.9 [60.0 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagickcore-6.q16-3 amd64 8:6.9.7.4+dfsg-16ubuntu6.9 [1,616 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagickwand-6.q16-3 amd64 8:6.9.7.4+dfsg-16ubuntu6.9 [293 kB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu bionic/main amd64 poppler-data all 0.4.8-2 [1,479 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu bionic/main amd64 fonts-noto-mono all 20171026-2 [75.5 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcupsimage2 amd64 2.2.7-1ubuntu2.8 [18.6 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu bionic/main amd64 libijs-0.35 amd64 0.35-13 [15.5 kB]\n",
            "Get:10 http://archive.ubuntu.com/ubuntu bionic/main amd64 libjbig2dec0 amd64 0.13-6 [55.9 kB]\n",
            "Get:11 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgs9-common all 9.26~dfsg+0-0ubuntu0.18.04.14 [5,092 kB]\n",
            "Get:12 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgs9 amd64 9.26~dfsg+0-0ubuntu0.18.04.14 [2,265 kB]\n",
            "Get:13 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 ghostscript amd64 9.26~dfsg+0-0ubuntu0.18.04.14 [51.3 kB]\n",
            "Get:14 http://archive.ubuntu.com/ubuntu bionic/main amd64 gsfonts all 1:8.11+urwcyr1.0.7~pre44-4.4 [3,120 kB]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 imagemagick-6.q16 amd64 8:6.9.7.4+dfsg-16ubuntu6.9 [423 kB]\n",
            "Get:16 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 imagemagick amd64 8:6.9.7.4+dfsg-16ubuntu6.9 [14.2 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcupsfilters1 amd64 1.20.2-0ubuntu3.1 [108 kB]\n",
            "Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libdjvulibre-text all 3.5.27.1-8ubuntu0.2 [49.3 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libdjvulibre21 amd64 3.5.27.1-8ubuntu0.2 [560 kB]\n",
            "Get:20 http://archive.ubuntu.com/ubuntu bionic/main amd64 libwmf0.2-7 amd64 0.2.8.4-12 [150 kB]\n",
            "Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmagickcore-6.q16-3-extra amd64 8:6.9.7.4+dfsg-16ubuntu6.9 [62.3 kB]\n",
            "Get:22 http://archive.ubuntu.com/ubuntu bionic/main amd64 libnetpbm10 amd64 2:10.0-15.3build1 [58.0 kB]\n",
            "Get:23 http://archive.ubuntu.com/ubuntu bionic/main amd64 netpbm amd64 2:10.0-15.3build1 [1,017 kB]\n",
            "Fetched 18.4 MB in 2s (10.4 MB/s)\n",
            "Selecting previously unselected package fonts-droid-fallback.\n",
            "(Reading database ... 146374 files and directories currently installed.)\n",
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            "Setting up imagemagick-6.q16 (8:6.9.7.4+dfsg-16ubuntu6.9) ...\n",
            "update-alternatives: using /usr/bin/compare-im6.q16 to provide /usr/bin/compare (compare) in auto mode\n",
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            "update-alternatives: using /usr/bin/stream-im6.q16 to provide /usr/bin/stream-im6 (stream-im6) in auto mode\n",
            "update-alternatives: using /usr/bin/display-im6.q16 to provide /usr/bin/display (display) in auto mode\n",
            "update-alternatives: using /usr/bin/display-im6.q16 to provide /usr/bin/display-im6 (display-im6) in auto mode\n",
            "update-alternatives: using /usr/bin/montage-im6.q16 to provide /usr/bin/montage (montage) in auto mode\n",
            "update-alternatives: using /usr/bin/montage-im6.q16 to provide /usr/bin/montage-im6 (montage-im6) in auto mode\n",
            "update-alternatives: using /usr/bin/mogrify-im6.q16 to provide /usr/bin/mogrify (mogrify) in auto mode\n",
            "update-alternatives: using /usr/bin/mogrify-im6.q16 to provide /usr/bin/mogrify-im6 (mogrify-im6) in auto mode\n",
            "Setting up libmagickcore-6.q16-3-extra:amd64 (8:6.9.7.4+dfsg-16ubuntu6.9) ...\n",
            "Setting up imagemagick (8:6.9.7.4+dfsg-16ubuntu6.9) ...\n",
            "Processing triggers for hicolor-icon-theme (0.17-2) ...\n",
            "Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1.3) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 531
        },
        "id": "SzvUUs_UKoFK",
        "outputId": "c6b88199-7265-463c-86cf-0d7b4cd4f715"
      },
      "source": [
        "def make_figure(angle):\r\n",
        "  fig = plt.figure(figsize=(9, 5), dpi=100)\r\n",
        "\r\n",
        "# plt.style.use('dark_background')\r\n",
        "# fig = plt.figure(figsize=(8, 5), dpi=100)\r\n",
        "\r\n",
        "  ax = fig.add_subplot(1, 1, 1, projection='3d')\r\n",
        "  ax.set_facecolor(\"black\")\r\n",
        "  # for label, colour in zip(np.unique(t), plt.cm.nipy_spectral(np.linspace(0, 1, len(np.unique(t))))):\r\n",
        "  ax.scatter(V_tsne[:, 0], V_tsne[:, 1], V_tsne[:, 2], c=y, s=s, cmap='tab10', marker='.', alpha=.5)\r\n",
        "  # for label, colour in zip(np.unique(t), plt.cm.tab10(np.unique(t))):\r\n",
        "  #   ax.scatter(mnist_tsne[t==label, 0], mnist_tsne[t==label, 1],\r\n",
        "  #              mnist_tsne[t==label, 2], s=30, c=np.vstack(colour).T, \r\n",
        "  #              linewidth=0, alpha=.3, label=\"%i\" % label)\r\n",
        "  # ax.legend()\r\n",
        "  # steps = 128\r\n",
        "  # angle = frame*360/steps\r\n",
        "  ax.view_init(20, angle)\r\n",
        "  ax.axis('off')\r\n",
        "  fig.tight_layout(pad=0)\r\n",
        "  return fig\r\n",
        "\r\n",
        "make_figure(10).show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 900x500 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 752
        },
        "id": "H7KlYMsSKqTE",
        "outputId": "87b48983-b173-48dc-eaaf-a2ab7b7feda8"
      },
      "source": [
        "def image_from_figure(fig, dpi=100):\r\n",
        "  buffer = io.BytesIO()\r\n",
        "  fig.savefig(buffer, format=\"png\", dpi=dpi)\r\n",
        "  buffer.seek(0)\r\n",
        "  raw = np.frombuffer(buffer.getvalue(), dtype=np.uint8)\r\n",
        "  buffer.close()\r\n",
        "  image = cv2.imdecode(raw, 1)\r\n",
        "  image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\r\n",
        "  return image\r\n",
        "\r\n",
        "img = image_from_figure(make_figure(30))\r\n",
        "plt.figure()\r\n",
        "plt.imshow(img)\r\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 900x500 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "txRVPQNBKwHy",
        "outputId": "0f73a1b7-9a3e-46c3-d9bd-5f942738f848"
      },
      "source": [
        "n_frames = 100\r\n",
        "\r\n",
        "def render_frame(n):\r\n",
        "  fig = make_figure(n)\r\n",
        "  image = image_from_figure(fig)\r\n",
        "  plt.close(fig)\r\n",
        "  return image\r\n",
        "\r\n",
        "# Create temporary space\r\n",
        "if not os.path.exists(\"frames\"):\r\n",
        "  os.mkdir(\"frames\")\r\n",
        "else:\r\n",
        "  files = [\"frames/\" + fn for fn in os.listdir(\"frames\") if fn[-3:] == \"png\"]\r\n",
        "  for file in files:\r\n",
        "    os.remove(file)\r\n",
        "\r\n",
        "# Render frames\r\n",
        "images = list()\r\n",
        "with Pool(os.cpu_count()) as pool:\r\n",
        "  for i, image in tqdm(enumerate(pool.imap(render_frame, np.linspace(0, 360, n_frames, endpoint=False))),\r\n",
        "                         total=n_frames, desc=\"Rendering frames\"):\r\n",
        "    images.append(image)\r\n",
        "\r\n",
        "# Global crop\r\n",
        "acc = images[0].copy()\r\n",
        "for image in images[1:]:\r\n",
        "  acc += image\r\n",
        "acc = np.sum(acc, axis=2)\r\n",
        "h1, h2 = np.where(np.sum(acc, axis=1)>1)[0][[0, -1]]\r\n",
        "w1, w2 = np.where(np.sum(acc, axis=0)>1)[0][[0, -1]]\r\n",
        "border = 1\r\n",
        "images = [image[h1-border:h2+border, w1-border:w2+border, :] for image in images]\r\n",
        "\r\n",
        "# Write images\r\n",
        "for n, image in enumerate(images):\r\n",
        "  cv2.imwrite(\"frames/frame%03i.png\" % n, image)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Rendering frames: 100%|██████████| 100/100 [00:16<00:00,  6.21it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q1Wz08s5Opwp",
        "outputId": "5c04a2ad-fb10-462f-ced2-5f9bedea25c7"
      },
      "source": [
        "# height: 146px;\r\n",
        "# width: 262px;\r\n",
        "\r\n",
        "!convert -resize 262x146 -delay 10 -loop 0 -depth 6 frames/frame*.png ml_logo.gif\r\n",
        "!convert -resize 131x73 -delay 10 -loop 0 frames/frame*.png ml_logo_small.gif\r\n",
        "# !convert -resize 131x73 -background \"rgb(0,0,0)\" -delay 10 -loop 0 frames/frame*.png ml_logo.gif\r\n",
        "\r\n",
        "!convert ml_logo.gif -fuzz 5% -layers Optimize ml_logo_optim.gif\r\n",
        "!convert ml_logo_small.gif -fuzz 5% -layers Optimize ml_logo_small_optim.gif\r\n",
        "\r\n",
        "!ls -l"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 2856\n",
            "drwx------ 5 root root    4096 Jan 26 11:26 drive\n",
            "drwxr-xr-x 2 root root    4096 Jan 26 11:43 frames\n",
            "-rw-r--r-- 1 root root 1154642 Jan 26 11:46 ml_logo.gif\n",
            "-rw-r--r-- 1 root root 1025842 Jan 26 11:46 ml_logo_optim.gif\n",
            "-rw-r--r-- 1 root root  438982 Jan 26 11:46 ml_logo_small.gif\n",
            "-rw-r--r-- 1 root root  284489 Jan 26 11:46 ml_logo_small_optim.gif\n",
            "drwxr-xr-x 1 root root    4096 Jan 20 17:27 sample_data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6k1ZteBXNG1z",
        "outputId": "36d652a8-e184-47c6-a559-de93a40b2084"
      },
      "source": [
        " !identify ml_logo_optim.gif"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ml_logo_optim.gif[0] GIF 125x73 125x73+0+0 8-bit sRGB 256c 186KB 0.000u 0:00.000\n",
            "ml_logo_optim.gif[1] GIF 108x70 125x73+14+3 8-bit sRGB 256c 186KB 0.010u 0:00.000\n",
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            "ml_logo_optim.gif[5] GIF 111x70 125x73+7+3 8-bit sRGB 256c 186KB 0.010u 0:00.000\n",
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          ],
          "name": "stdout"
        }
      ]
    }
  ]
}