Yargy_2.ipynb

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      "name": "Yargy 2",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOQKF/cTw6Io4vGmHJH9R3u",
      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
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    }
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/EvGdk/Machine-Learning-HSE/blob/master/Yargy_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
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      "metadata": {
        "id": "1YnRXuRrLSkQ",
        "colab_type": "code",
        "outputId": "77831902-f28a-42fc-cb92-0cbdc4882d75",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        }
      },
      "source": [
        "!pip install ipymarkup==0.5.0 \n",
        "!pip install yargy"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting ipymarkup==0.5.0\n",
            "  Downloading https://files.pythonhosted.org/packages/d8/29/eaa1bcf649d6333dea829c05577c67f881d0555b6d77c1da72afda5c847d/ipymarkup-0.5.0-py2.py3-none-any.whl\n",
            "Requirement already satisfied: intervaltree==2.1.0 in /usr/local/lib/python3.6/dist-packages (from ipymarkup==0.5.0) (2.1.0)\n",
            "Requirement already satisfied: sortedcontainers in /usr/local/lib/python3.6/dist-packages (from intervaltree==2.1.0->ipymarkup==0.5.0) (2.1.0)\n",
            "Installing collected packages: ipymarkup\n",
            "Successfully installed ipymarkup-0.5.0\n",
            "Collecting yargy\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/8e/07/94306844e3a5cb520660612ad98bce56c168edb596679bd541e68dfde089/yargy-0.14.0-py3-none-any.whl (41kB)\n",
            "\u001b[K     |████████████████████████████████| 51kB 2.2MB/s \n",
            "\u001b[?25hCollecting pymorphy2\n",
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            "\u001b[K     |████████████████████████████████| 51kB 4.8MB/s \n",
            "\u001b[?25hCollecting dawg-python>=0.7\n",
            "  Downloading https://files.pythonhosted.org/packages/6a/84/ff1ce2071d4c650ec85745766c0047ccc3b5036f1d03559fd46bb38b5eeb/DAWG_Python-0.7.2-py2.py3-none-any.whl\n",
            "Collecting pymorphy2-dicts<3.0,>=2.4\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/02/51/2465fd4f72328ab50877b54777764d928da8cb15b74e2680fc1bd8cb3173/pymorphy2_dicts-2.4.393442.3710985-py2.py3-none-any.whl (7.1MB)\n",
            "\u001b[K     |████████████████████████████████| 7.1MB 8.4MB/s \n",
            "\u001b[?25hRequirement already satisfied: docopt>=0.6 in /usr/local/lib/python3.6/dist-packages (from pymorphy2->yargy) (0.6.2)\n",
            "Installing collected packages: dawg-python, pymorphy2-dicts, pymorphy2, yargy\n",
            "Successfully installed dawg-python-0.7.2 pymorphy2-0.8 pymorphy2-dicts-2.4.393442.3710985 yargy-0.14.0\n"
          ],
          "name": "stdout"
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VpPUKPsBLhwl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from yargy import Parser, rule, and_, or_"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7P-T6kM6Lxk-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from yargy.predicates import (\n",
        "    eq, in_, dictionary,\n",
        "    type, gram, normalized)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3LU-prasL0Z_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from yargy.interpretation import fact, attribute"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MJfSqqnbL5pI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from ipymarkup import show_box_markup\n",
        "from ipymarkup.palette import palette, RED, GREEN\n",
        "from ipymarkup import show_markup"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ypmHy6uKWW9e",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from yargy.pipelines import morph_pipeline"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7eZM3wro5foG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from IPython.display import display"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rnpp9gXPMEPW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "text = \" Купил за 5 или 6 евро,  потом 5 евро и 7 рублей, у меня украли 3000 евро\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m0AXC--ZMBZW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Measure = fact(\n",
        "    \"Measure\", [\"amount\", \"currency\"]\n",
        ")\n",
        "\n",
        "CURRENCY = morph_pipeline(['доллар', '$', 'рубль','цент','дирхам','евро', 'копейка']).interpretation(Measure.currency)\n",
        "INT = rule(type('INT'))\n",
        "FLOAT = rule(INT, in_(',.'), INT)\n",
        "\n",
        "\n",
        "RANGE = rule(eq('от'), INT, eq('до'), INT) #не работает\n",
        "RANGE2 = rule(INT, eq('-'), INT)\n",
        "VARIANCE = rule(or_(INT, FLOAT), eq('или'), or_(INT, FLOAT))\n",
        "AMOUNT = or_( INT,FLOAT,VARIANCE,\n",
        "              RANGE2, RANGE).interpretation(Measure.amount)\n",
        "\n",
        "\n",
        "\n",
        "measure = rule(AMOUNT, CURRENCY).interpretation(Measure)\n",
        "parser = Parser(measure)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UHlGwjMSKp0r",
        "colab_type": "code",
        "outputId": "300edcbb-a3f7-498f-d5d4-61ad8d3441fb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "matches = list(parser.findall(text))\n",
        "spans = [_.span for _ in matches] \n",
        "show_markup(text, spans)"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "<div class=\"tex2jax_ignore\" style=\"white-space: pre-wrap\"> Купил за <span style=\"padding: 2px; border-radius: 4px; border: 1px solid #bbdefb; background: #e3f2fd\">5 или 6 евро</span>,  потом <span style=\"padding: 2px; border-radius: 4px; border: 1px solid #bbdefb; background: #e3f2fd\">5 евро</span> и <span style=\"padding: 2px; border-radius: 4px; border: 1px solid #bbdefb; background: #e3f2fd\">7 рублей</span>, у меня украли <span style=\"padding: 2px; border-radius: 4px; border: 1px solid #bbdefb; background: #e3f2fd\">3000 евро</span></div>"
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      },
      "source": [
        "for match in matches:\n",
        "    display(match.tree.as_dot)"
      ],
      "execution_count": 64,
      "outputs": [
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