{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# End-to-End\n",
    "\n",
    "Generate MS text -> EN Knowledge Graph Triples format."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "This tutorial is available as an IPython notebook at [Malaya-Graph/example/e2e-text-to-kg](https://github.com/huseinzol05/Malaya-Graph/tree/master/example/e2e-text-to-kg).\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "\n",
    "This module only trained on standard language structure, so it is not save to use it for local language structure.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip3 install -U git+https://github.com/huseinzol05/malaya@5.0 --no-deps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "\n",
    "logging.basicConfig(level=logging.INFO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/husein/.local/lib/python3.8/site-packages/malaya/tokenizer.py:208: FutureWarning: Possible nested set at position 3372\n",
      "  self.tok = re.compile(r'({})'.format('|'.join(pipeline)))\n",
      "/home/husein/.local/lib/python3.8/site-packages/malaya/tokenizer.py:208: FutureWarning: Possible nested set at position 3890\n",
      "  self.tok = re.compile(r'({})'.format('|'.join(pipeline)))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.01 s, sys: 3.56 s, total: 6.57 s\n",
      "Wall time: 2.14 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "import malaya_graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'4.9.2'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import malaya\n",
    "malaya.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List available HuggingFace model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:malaya_graph.text_to_kg.e2e:tested on test set translated KELM, https://huggingface.co/datasets/mesolitica/translated-KELM\n",
      "INFO:malaya_graph.text_to_kg.e2e:tested on test set translated REBEL, https://huggingface.co/datasets/mesolitica/translated-REBEL\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Size (MB)</th>\n",
       "      <th>BLEU</th>\n",
       "      <th>SacreBLEU Verbose</th>\n",
       "      <th>Suggested length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mesolitica/finetune-ttkg-t5-tiny-standard-bahasa-cased</th>\n",
       "      <td>139</td>\n",
       "      <td>61.067843</td>\n",
       "      <td>86.1/68.4/55.8/45.9 (BP = 0.980 ratio = 0.980 ...</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mesolitica/finetune-ttkg-t5-small-standard-bahasa-cased</th>\n",
       "      <td>242</td>\n",
       "      <td>61.559203</td>\n",
       "      <td>86.0/68.4/56.1/46.3 (BP = 0.984 ratio = 0.984 ...</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mesolitica/finetune-ttkg-t5-base-standard-bahasa-cased</th>\n",
       "      <td>892</td>\n",
       "      <td>58.764876</td>\n",
       "      <td>84.5/65.8/53.0/43.1 (BP = 0.984 ratio = 0.985 ...</td>\n",
       "      <td>256</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Size (MB)       BLEU  \\\n",
       "mesolitica/finetune-ttkg-t5-tiny-standard-bahas...       139  61.067843   \n",
       "mesolitica/finetune-ttkg-t5-small-standard-baha...       242  61.559203   \n",
       "mesolitica/finetune-ttkg-t5-base-standard-bahas...       892  58.764876   \n",
       "\n",
       "                                                                                    SacreBLEU Verbose  \\\n",
       "mesolitica/finetune-ttkg-t5-tiny-standard-bahas...  86.1/68.4/55.8/45.9 (BP = 0.980 ratio = 0.980 ...   \n",
       "mesolitica/finetune-ttkg-t5-small-standard-baha...  86.0/68.4/56.1/46.3 (BP = 0.984 ratio = 0.984 ...   \n",
       "mesolitica/finetune-ttkg-t5-base-standard-bahas...  84.5/65.8/53.0/43.1 (BP = 0.984 ratio = 0.985 ...   \n",
       "\n",
       "                                                   Suggested length  \n",
       "mesolitica/finetune-ttkg-t5-tiny-standard-bahas...              256  \n",
       "mesolitica/finetune-ttkg-t5-small-standard-baha...              256  \n",
       "mesolitica/finetune-ttkg-t5-base-standard-bahas...              256  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "malaya_graph.text_to_kg.e2e.available_huggingface()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load HuggingFace model\n",
    "\n",
    "```python\n",
    "def huggingface(model: str = 'mesolitica/finetune-ttkg-t5-small-standard-bahasa-cased', **kwargs):\n",
    "    \"\"\"\n",
    "    Load HuggingFace model to End-to-End text to knowledge graph.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    model: str, optional (default='mesolitica/finetune-ttkg-t5-small-standard-bahasa-cased')\n",
    "        Check available models at `malaya_graph.text_to_kg.e2e.available_huggingface()`.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    result: malaya_graph.model.text_to_kg.TexttoKG\n",
    "    \"\"\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "model = malaya_graph.text_to_kg.e2e.huggingface()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "string1 = \"Yang Berhormat Dato Sri Haji Mohammad Najib bin Tun Haji Abdul Razak ialah ahli politik Malaysia dan merupakan bekas Perdana Menteri Malaysia ke-6 yang mana beliau menjawat jawatan dari 3 April 2009 hingga 9 Mei 2018. Beliau juga pernah berkhidmat sebagai bekas Menteri Kewangan dan merupakan Ahli Parlimen Pekan Pahang\"\n",
    "string2 = \"Pahang ialah negeri yang ketiga terbesar di Malaysia Terletak di lembangan Sungai Pahang yang amat luas negeri Pahang bersempadan dengan Kelantan di utara Perak Selangor serta Negeri Sembilan di barat Johor di selatan dan Terengganu dan Laut China Selatan di timur.\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Predict\n",
    "\n",
    "```python\n",
    "def generate(self, strings: List[Dict], got_networkx: bool = True, **kwargs):\n",
    "    \"\"\"\n",
    "    Generate list of knowledge graphs from the input.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    strings : List[str]\n",
    "    got_networkx: bool, optional (default=True)\n",
    "        If True, will generate networkx.MultiDiGraph.\n",
    "    **kwargs: vector arguments pass to huggingface `generate` method.\n",
    "        Read more at https://huggingface.co/docs/transformers/main_classes/text_generation\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    result: List[List[Dict]]\n",
    "    \"\"\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = model.generate([string1, string2], max_length = 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'G': <networkx.classes.multidigraph.MultiDiGraph at 0x7fe159f77340>,\n",
       "  'triple': [{'head': 'Dato Sri Haji Mohammad Najib bin Tun Haji Abdul Razak',\n",
       "    'type': 'occupation',\n",
       "    'tail': 'Politician'},\n",
       "   {'head': 'Dato Sri Haji Mohammad Najib bin Tun Haji Abdul Razak',\n",
       "    'type': 'position held',\n",
       "    'tail': 'Prime Minister of Malaysia'},\n",
       "   {'head': 'Dato Sri Haji Mohammad Najib bin Tun Haji Abdul Razak',\n",
       "    'type': 'country of citizenship',\n",
       "    'tail': 'Malaysia'}]},\n",
       " {'G': <networkx.classes.multidigraph.MultiDiGraph at 0x7fe159e20a00>,\n",
       "  'triple': [{'head': 'Pahang', 'type': 'country', 'tail': 'Malaysia'},\n",
       "   {'head': 'Pahang', 'type': 'instance of', 'tail': 'state'},\n",
       "   {'head': 'Pahang',\n",
       "    'type': 'located in or next to body of water',\n",
       "    'tail': 'Pahang River'},\n",
       "   {'head': 'Pahang',\n",
       "    'type': 'located in the administrative territorial entity',\n",
       "    'tail': 'Perak'},\n",
       "   {'head': 'Malaysia',\n",
       "    'type': 'contains administrative territorial entity',\n",
       "    'tail': 'Pahang'},\n",
       "   {'head': 'Malaysia',\n",
       "    'type': 'contains administrative territorial entity',\n",
       "    'tail': 'Perak'},\n",
       "   {'head': 'Malaysia',\n",
       "    'type': 'contains administrative territorial entity',\n",
       "    'tail': 'Negeri Sembilan'},\n",
       "   {'head': 'Malaysia',\n",
       "    'type': 'contains administrative territorial entity',\n",
       "    'tail': 'Johor'},\n",
       "   {'head': 'Malaysia',\n",
       "    'type': 'contains administrative territorial entity',\n",
       "    'tail': 'Terengganu'},\n",
       "   {'head': 'Malaysia',\n",
       "    'type': 'located in or next to body of water',\n",
       "    'tail': 'South China Sea'},\n",
       "   {'head': 'Pahang', 'type': 'country', 'tail': 'Malaysia'},\n",
       "   {'head': 'Kelantan', 'type': 'country', 'tail': 'Malaysia'},\n",
       "   {'head': 'Perak', 'type': 'country', 'tail': 'Malaysia'},\n",
       "   {'head': 'Negeri Sembilan', 'type': 'country', 'tail': 'Malaysia'},\n",
       "   {'head': 'Johor',\n",
       "    'type': 'located in the administrative territorial entity',\n",
       "    'tail': 'Malaysia'},\n",
       "   {'head': 'South China Sea', 'type': 'country', 'tail': 'Malaysia'}]}]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "\n",
    "g = r[0]['G']\n",
    "plt.figure(figsize=(6, 6))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = r[1]['G']\n",
    "plt.figure(figsize=(6, 6))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine multiple texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://ms.wikipedia.org/wiki/Malaysia\n",
    "\n",
    "string = \"\"\"\n",
    "Malaysia secara rasminya Persekutuan Malaysia ialah sebuah negara raja berperlembagaan persekutuan di Asia Tenggara yang terdiri daripada tiga belas negeri dan tiga wilayah persekutuan, yang menduduki bumi berkeluasan 330,803 kilometer persegi (127,720 bt2). Malaysia terbahagi kepada dua kawasan yang mengapit Laut China Selatan, iaitu Semenanjung Malaysia dan Borneo Malaysia (juga Malaysia Barat dan Timur). Malaysia berkongsi sempadan darat dengan Thailand, Indonesia, dan Brunei dan juga sempadan laut dengan Singapura dan Filipina. Ibu negara Malaysia ialah Kuala Lumpur, manakala Putrajaya merupakan pusat kerajaan persekutuan. Pada tahun 2009, Malaysia diduduki oleh 28 juta penduduk dan pada tahun 2017 dianggarkan telah mencecah lebih 30 juta orang yang menduduki di Malaysia.\n",
    "\n",
    "Malaysia berakar-umbikan Kerajaan-kerajaan Melayu yang wujud di wilayahnya dan menjadi taklukan Empayar British sejak abad ke-18. Wilayah British pertama di sini dikenali sebagai Negeri-Negeri Selat. Semenanjung Malaysia yang ketika itu dikenali sebagai Tanah Melayu atau Malaya, mula-mula disatukan di bawah komanwel pada tahun 1946, sebelum menjadi Persekutuan Tanah Melayu pada tahun 1948. Pada tahun 1957 Semenanjung Malaysia mencapai Kemerdekaan dan bebas daripada penjajah dan sekali gus menjadi catatan sejarah terpenting bagi Malaysia. Pada tahun 1963, Tanah Melayu bersatu bersama dengan negara Sabah, Sarawak, dan Singapura bagi membentuk Malaysia. Pada tahun 1965, Singapura keluar dari persekutuan untuk menjadi negara kota yang bebas. Semenjak itu, Malaysia menikmati antara ekonomi yang terbaik di Asia, dengan purata pertumbuhan keluaran dalam negara kasarnya (KDNK) kira-kira 6.5% selama 50 tahun pertama kemerdekaannya. \n",
    "\n",
    "Ekonomi negara yang selama ini dijana oleh sumber alamnya kini juga berkembang dalam sektor-sektor ukur tanah, sains, kejuruteraan, pendidikan, pelancongan, perkapalan, perdagangan dan perubatan.\n",
    "\n",
    "Ketua negara Malaysia ialah Yang di-Pertuan Agong, iaitu raja elektif yang terpilih dan diundi dari kalangan sembilan raja negeri Melayu. Ketua kerajaannya pula ialah Perdana Menteri. Sistem kerajaan Malaysia banyak berdasarkan sistem parlimen Westminster, dan sistem perundangannya juga berasaskan undang-undang am Inggeris.\n",
    "\n",
    "Malaysia terletak berdekatan dengan khatulistiwa dan beriklim tropika, serta mempunyai kepelbagaian flora dan fauna, sehingga diiktiraf menjadi salah satu daripada 17 negara megadiversiti. Di Malaysia terletaknya Tanjung Piai, titik paling selatan di seluruh tanah besar Eurasia. Malaysia ialah sebuah negara perintis Persatuan Negara-Negara Asia Tenggara dan Pertubuhan Persidangan Islam, dan juga anggota Kerjasama Ekonomi Asia-Pasifik, Negara-Negara Komanwel, dan Pergerakan Negara-Negara Berkecuali.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Malaysia secara rasminya Persekutuan Malaysia ialah sebuah negara raja berperlembagaan persekutuan di Asia Tenggara yang terdiri daripada tiga belas negeri dan tiga wilayah persekutuan yang menduduki bumi berkeluasan 330803 kilometer persegi (127720 bt2)',\n",
       " 'Malaysia terbahagi kepada dua kawasan yang mengapit Laut China Selatan iaitu Semenanjung Malaysia dan Borneo Malaysia (juga Malaysia Barat dan Timur)',\n",
       " 'Malaysia berkongsi sempadan darat dengan Thailand Indonesia dan Brunei dan juga sempadan laut dengan Singapura dan Filipina',\n",
       " 'Ibu negara Malaysia ialah Kuala Lumpur manakala Putrajaya merupakan pusat kerajaan persekutuan Pada tahun 2009 Malaysia diduduki oleh 28 juta penduduk dan pada tahun 2017 dianggarkan telah mencecah lebih 30 juta orang yang menduduki di Malaysia',\n",
       " 'Malaysia berakar-umbikan Kerajaan-kerajaan Melayu yang wujud di wilayahnya dan menjadi taklukan Empayar British sejak abad ke-18 Wilayah British pertama di sini dikenali sebagai Negeri-Negeri Selat',\n",
       " 'Semenanjung Malaysia yang ketika itu dikenali sebagai Tanah Melayu atau Malaya mula-mula disatukan di bawah komanwel pada tahun 1946 sebelum menjadi Persekutuan Tanah Melayu pada tahun 1948 Pada tahun 1957 Semenanjung Malaysia mencapai Kemerdekaan dan bebas daripada penjajah dan sekali gus menjadi catatan sejarah terpenting bagi Malaysia',\n",
       " 'Pada tahun 1963 Tanah Melayu bersatu bersama dengan negara Sabah Sarawak dan Singapura bagi membentuk Malaysia',\n",
       " 'Pada tahun 1965 Singapura keluar dari persekutuan untuk menjadi negara kota yang bebas',\n",
       " 'Semenjak itu Malaysia menikmati antara ekonomi yang terbaik di Asia dengan purata pertumbuhan keluaran dalam negara kasarnya (KDNK) kira-kira 65% selama 50 tahun pertama kemerdekaannya',\n",
       " 'Ekonomi negara yang selama ini dijana oleh sumber alamnya kini juga berkembang dalam sektor-sektor ukur tanah sains kejuruteraan pendidikan pelancongan perkapalan perdagangan dan perubatan',\n",
       " 'Ketua negara Malaysia ialah Yang di-Pertuan Agong iaitu raja elektif yang terpilih dan diundi dari kalangan sembilan raja negeri Melayu',\n",
       " 'Sistem kerajaan Malaysia banyak berdasarkan sistem parlimen Westminster dan sistem perundangannya juga berasaskan undang-undang am Inggeris',\n",
       " 'Malaysia terletak berdekatan dengan khatulistiwa dan beriklim tropika serta mempunyai kepelbagaian flora dan fauna sehingga diiktiraf menjadi salah satu daripada 17 negara megadiversiti',\n",
       " 'Di Malaysia terletaknya Tanjung Piai titik paling selatan di seluruh tanah besar Eurasia',\n",
       " 'Malaysia ialah sebuah negara perintis Persatuan Negara-Negara Asia Tenggara dan Pertubuhan Persidangan Islam dan juga anggota Kerjasama Ekonomi Asia-Pasifik Negara-Negara Komanwel dan Pergerakan Negara-Negara Berkecuali']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def simple_cleaning(string):\n",
    "    return ''.join([s for s in string if s not in ',.\\'\";'])\n",
    "\n",
    "string = malaya.text.function.split_into_sentences(string)\n",
    "string = [simple_cleaning(s) for s in string if len(s) > 50]\n",
    "string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = model.generate(string, max_length = 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = r[0]['G']\n",
    "\n",
    "for i in range(1, len(r), 1):\n",
    "    g.update(r[i]['G'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAmUKwBAAAAAAAAJlCsAQAAAAAAACZQrAEAAAAAAAAm/D9DVik4cdGcegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1224x1224 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(17, 17))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://www.utusan.com.my/terkini/2021/07/agong-dukacita-ketua-pembangkang-tuntut-pm-letak-jawatan/\n",
    "# https://www.hmetro.com.my/mutakhir/2021/07/736206/kediaman-pm-jadi-tumpuan-media\n",
    "\n",
    "string = \"\"\"\n",
    "KUALA LUMPUR: Ketua Pembangkang, Datuk Seri Anwar Ibrahim menggesa Perdana Menteri, Tan Sri Muhyiddin Yassin meletak jawatan susulan kenyataan dikeluarkan Istana Negara berhubung isu Proklamasi Darurat.\n",
    "\n",
    "“Ini menunjukkan Kabinet yang diketuai Tan Sri Muhyiddin melanggar Perlembagaan menghina instusi raja Perlembagaan termasuk menteri di Jabatan Perdana Menteri mengelirukan Dewan.\n",
    "\n",
    "“Oleh yang demikian, kita menuntut Perdana Menteri meletak jawatan,” ujarnya hari ini.\n",
    "\n",
    "Terdahulu, Yang di-Pertuan Agong, Al-Sultan Abdullah Ri’ayatuddin Al-Mustafa Billah Shah menzahirkan rasa dukacita dengan pengumuman pembatalan darurat di Parlimen.\n",
    "\n",
    "Perkara itu dimaklumkan Datuk Pengelola Bijaya Diraja Istana Negara, Datuk Indera Ahmad Fadil Shamsudddin dalam satu kenyataan hari ini.\n",
    "\n",
    "“Sehubungan dengan itu, Seri Paduka Baginda menzahirkan rasa amat dukacita dengan kenyataan yang telah dibuat pada 26 Julai, 2021 lalu bahawa kerajaan telah membatalkan semua Ordinan Darurat yang telah dimasyhurkan oleh Baginda sepanjang tempoh darurat walhal belum lagi diperkenan baginda,” katanya.\n",
    "\n",
    "Kuala Lumpur: Kediaman Perdana Menteri Tan Sri Muhyiddin Yassin menjadi tumpuan petugas media susulan kenyataan yang dikeluarkan Istana Negara berhubung isu pembatalan Ordinan Darurat hari ini.\n",
    "\n",
    "Petugas media dilihat mula 'berkampung' di rumah Perdana Menteri yang terletak di Bukit Damansara di sini, sejak 1 tengah hari ini.\n",
    "\n",
    "Pemerhatian Bernama mendapati beberapa kenderaan dipercayai membawa menteri dan Peguam Negara memasuki pekarangan kediaman Perdana Menteri pada 1.30 tengah hari.\n",
    "\n",
    "Dalam kenyataan Istana Negara itu, Yang di-Pertuan Agong Al-Sultan Abdullah Ri'ayatuddin Al-Mustafa Billah Shah menzahirkan rasa amat dukacita dengan kenyataan di Parlimen pada Isnin bahawa kerajaan membatalkan semua Ordinan Darurat walhal ia belum lagi diperkenan Seri Paduka.\n",
    "\n",
    "Yang di-Pertuan Agong juga amat dukacita kerana apa yang diperkenan dan dititahkan kepada Menteri di Jabatan Perdana Menteri (Parlimen dan Undang-Undang) Datuk Seri Takiyuddin Hassan serta Peguam Negara Tan Sri Idrus Harun bahawa cadangan pembatalan semua Ordinan Darurat dibentang dan dibahaskan di Parlimen bagi tujuan diungkaikan tidak dilaksanakan.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['KUALA LUMPUR: Ketua Pembangkang Datuk Seri Anwar Ibrahim menggesa Perdana Menteri Tan Sri Muhyiddin Yassin meletak jawatan susulan kenyataan dikeluarkan Istana Negara berhubung isu Proklamasi Darurat',\n",
       " 'Ini menunjukkan Kabinet yang diketuai Tan Sri Muhyiddin melanggar Perlembagaan menghina instusi raja Perlembagaan termasuk menteri di Jabatan Perdana Menteri mengelirukan Dewan',\n",
       " 'Oleh yang demikian kita menuntut Perdana Menteri meletak jawatan ujarnya hari ini',\n",
       " 'Terdahulu Yang di-Pertuan Agong Al-Sultan Abdullah Riayatuddin Al-Mustafa Billah Shah menzahirkan rasa dukacita dengan pengumuman pembatalan darurat di Parlimen',\n",
       " 'Perkara itu dimaklumkan Datuk Pengelola Bijaya Diraja Istana Negara Datuk Indera Ahmad Fadil Shamsudddin dalam satu kenyataan hari ini',\n",
       " 'Sehubungan dengan itu Seri Paduka Baginda menzahirkan rasa amat dukacita dengan kenyataan yang telah dibuat pada 26 Julai 2021 lalu bahawa kerajaan telah membatalkan semua Ordinan Darurat yang telah dimasyhurkan oleh Baginda sepanjang tempoh darurat walhal belum lagi diperkenan baginda katanya',\n",
       " 'Kuala Lumpur: Kediaman Perdana Menteri Tan Sri Muhyiddin Yassin menjadi tumpuan petugas media susulan kenyataan yang dikeluarkan Istana Negara berhubung isu pembatalan Ordinan Darurat hari ini',\n",
       " 'Petugas media dilihat mula berkampung di rumah Perdana Menteri yang terletak di Bukit Damansara di sini sejak 1 tengah hari ini',\n",
       " 'Pemerhatian Bernama mendapati beberapa kenderaan dipercayai membawa menteri dan Peguam Negara memasuki pekarangan kediaman Perdana Menteri pada 130 tengah hari',\n",
       " 'Dalam kenyataan Istana Negara itu Yang di-Pertuan Agong Al-Sultan Abdullah Riayatuddin Al-Mustafa Billah Shah menzahirkan rasa amat dukacita dengan kenyataan di Parlimen pada Isnin bahawa kerajaan membatalkan semua Ordinan Darurat walhal ia belum lagi diperkenan Seri Paduka',\n",
       " 'Yang di-Pertuan Agong juga amat dukacita kerana apa yang diperkenan dan dititahkan kepada Menteri di Jabatan Perdana Menteri (Parlimen dan Undang-Undang) Datuk Seri Takiyuddin Hassan serta Peguam Negara Tan Sri Idrus Harun bahawa cadangan pembatalan semua Ordinan Darurat dibentang dan dibahaskan di Parlimen bagi tujuan diungkaikan tidak dilaksanakan']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def simple_cleaning(string):\n",
    "    return ''.join([s for s in string if s not in ',.\\'\";'])\n",
    "\n",
    "string = malaya.text.function.split_into_sentences(string)\n",
    "string = [simple_cleaning(s) for s in string if len(s) > 50]\n",
    "string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = model.generate(string, max_length = 256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = r[0]['G']\n",
    "\n",
    "for i in range(1, len(r), 1):\n",
    "    g.update(r[i]['G'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(17, 17))\n",
    "pos = nx.spring_layout(g)\n",
    "nx.draw(g, with_labels=True, node_color='skyblue', edge_cmap=plt.cm.Blues, pos = pos)\n",
    "nx.draw_networkx_edge_labels(g, pos=pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}