Model_Wrapper.ipynb

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  "metadata": {
    "colab": {
      "name": "Model-Wrapper.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Model-Wrapper**"
      ],
      "metadata": {
        "id": "lTmqT7yfb1ML"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#External libs\n",
        "!pip install transformers\n",
        "!pip install tensorflow-cpu\n",
        "!pip install numpy\n",
        "!pip install gdown==4.1.1"
      ],
      "metadata": {
        "id": "I3j_Oi40dnR8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Library\n",
        "from transformers import BertTokenizer\n",
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "import json\n",
        "import gdown\n",
        "import os"
      ],
      "metadata": {
        "id": "y-epiBfD22AY"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#bert_classifier Class\n",
        "class bert_classifier:\n",
        "    def __init__(self):\n",
        "        path='./static/MODELS/bert_classifier'\n",
        "        url='https://drive.google.com/drive/folders/1u8pPnb2qPTt67Yf3v8enC2pF2HpyWaEc'\n",
        "        if not os.path.isdir(path):\n",
        "            gdown.download_folder(url,output=path, quiet=False)\n",
        "        self.tokenizer = BertTokenizer.from_pretrained('bert-base-cased')\n",
        "        self.model = tf.keras.models.load_model(path) \n",
        "\n",
        "    def preprocessing(self, input_data):\n",
        "        tokens = self.tokenizer.encode_plus(input_data, max_length=50,\n",
        "                                   truncation=True, padding='max_length',\n",
        "                                   add_special_tokens=True, return_token_type_ids=False,\n",
        "                                   return_tensors='tf')\n",
        "        # tokenizer returns int32 tensors, we need to return float64, so we use tf.cast\n",
        "        in_tensor = {'input_ids': tf.cast(tokens['input_ids'], tf.float64),\n",
        "            'attention_mask': tf.cast(tokens['attention_mask'], tf.float64)}\n",
        "        return in_tensor \n",
        "\n",
        "    def predict(self, input_data):\n",
        "        return self.model.predict(input_data)[0]\n",
        "\n",
        "    def postprocessing(self, input_data):\n",
        "        bins={1:'key',2:'value',0:'other'}\n",
        "        return bins[np.argmax(input_data)],str(np.max(input_data))\n",
        "\n",
        "    def compute_prediction(self, input_data):\n",
        "        try:\n",
        "            input_data = self.preprocessing(input_data)\n",
        "            prediction = self.predict(input_data)\n",
        "            prediction = self.postprocessing(prediction)\n",
        "        except Exception as e:\n",
        "            return {\"status\": \"Error\", \"message\": str(e)}\n",
        "        return prediction\n",
        "\n",
        "#linking Classifier Class\n",
        "class linking_classifier:\n",
        "  def __init__(self):\n",
        "    path='./static/MODELS/linking'\n",
        "    url='https://drive.google.com/drive/folders/1vDUBSS6cXyZdQTwtcXhg8BXBGGR_s7FT'\n",
        "    if not os.path.isdir(path):\n",
        "      gdown.download_folder(url,output=path, quiet=False)\n",
        "    self.model = tf.keras.models.load_model(path)  \n",
        " \n",
        "  def ext(self,box):\n",
        "    width=box[2]-box[0]\n",
        "    height=box[3]-box[1]\n",
        "    c_x=(box[0]+box[2])/2\n",
        "    c_y=(box[1]+box[3])/2\n",
        "    return c_x,c_y,width,height\n",
        "\n",
        "  def preprocessing(self, input_data1,input_data2):\n",
        "    b1=self.ext(input_data1)\n",
        "    b2=self.ext(input_data2)\n",
        "    dis=(b1[0]-b2[0])**2 + (b1[1]-b2[1])**2\n",
        "    dis=dis**0.5\n",
        "    sin=(b1[1]-b2[1])/dis\n",
        "    sin*= -1 if sin<0 else 1\n",
        "    relative_width = b1[2]/b2[2] if b2[2]>b1[2] else b2[2]/b1[2]\n",
        "    relative_height = b1[3]/b2[3] if b2[3]>b1[3] else b2[3]/b1[3]\n",
        "    return [dis/1000,sin,relative_width,relative_height]\n",
        "\n",
        "  def predict(self, input_data):\n",
        "    return self.model.predict(np.array([input_data]))[0]\n",
        "\n",
        "  def postprocessing(self, input_data):\n",
        "    bins={1:'linked',0:'unlinked'}\n",
        "    return bins[np.argmax(input_data)],str(np.max(input_data))\n",
        "\n",
        "  def compute_prediction(self, input_data1,input_data2):\n",
        "    try:\n",
        "      input_data = self.preprocessing(input_data1,input_data2)\n",
        "      prediction = self.predict(input_data)\n",
        "      prediction = self.postprocessing(prediction)\n",
        "    except Exception as e:\n",
        "      return {\"status\": \"Error\", \"message\": str(e)}\n",
        "    return prediction\n",
        "\n",
        "#Wrapper Class\n",
        "class Wrapper:\n",
        "  def __init__(self,classifier,linker):\n",
        "    self.data = None\n",
        "    self.classifier = classifier\n",
        "    self.linker=linker\n",
        "    self.keys=[]\n",
        "    self.values=[]\n",
        "\n",
        "  def preprocessing(self,json):\n",
        "    self.data=None\n",
        "    self.data=json\n",
        "    self.keys=[]\n",
        "    self.values=[]\n",
        "    try:\n",
        "      for i in self.data:\n",
        "        del i['label']\n",
        "        del i ['linking']\n",
        "    except:\n",
        "      pass\n",
        "\n",
        "  def classification(self):\n",
        "    for i in self.data['form']:\n",
        "      i['linking']=[]\n",
        "      i['label']=list(self.classifier.compute_prediction(i['text']))\n",
        "      if i['label'][0]=='key':\n",
        "        self.keys.append(i['id'])\n",
        "      if i['label'][0]=='value':\n",
        "        self.values.append(i['id'])\n",
        "\n",
        "  def linking(self):\n",
        "    for i in self.keys:\n",
        "      for j in self.values:\n",
        "        link = list(self.linker.compute_prediction(self.data['form'][i]['box'],self.data['form'][j]['box']))\n",
        "        if link[0] == 'linked':\n",
        "          self.data['form'][i]['linking'].append([i,j,link[1]])\n",
        "          self.data['form'][j]['linking'].append([i,j,link[1]])\n",
        "\n",
        "  def generate(self,json):\n",
        "    self.preprocessing(json)\n",
        "    self.classification()\n",
        "    self.linking()\n",
        "    return self.data"
      ],
      "metadata": {
        "id": "Lh5Ej-bJ1-Vx"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#initiating Models\n",
        "classifier = bert_classifier()\n",
        "linker = linking_classifier() \n",
        "\n",
        "#initiating Wrapper\n",
        "wrapper = Wrapper(classifier,linker)"
      ],
      "metadata": {
        "id": "8sKg8M0sA3UX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**`wrapper.generate(Input_json) ==> Output_json`**"
      ],
      "metadata": {
        "id": "sCRGO5DL83Jr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Download Dataset For Testing\n",
        "!git clone https://github.com/ML9-FORCES/extractify-doc"
      ],
      "metadata": {
        "id": "ERAlKB4Xj2Lq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "55d6b0ed-d3a2-407b-cfd2-367d69f7acf5"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'extractify-doc'...\n",
            "remote: Enumerating objects: 428, done.\u001b[K\n",
            "remote: Counting objects: 100% (428/428), done.\u001b[K\n",
            "remote: Compressing objects: 100% (225/225), done.\u001b[K\n",
            "remote: Total 428 (delta 205), reused 422 (delta 202), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (428/428), 16.03 MiB | 31.50 MiB/s, done.\n",
            "Resolving deltas: 100% (205/205), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Testing on a JSON file\n",
        "path='/content/extractify-doc/dataset/testing_data/annotations/82092117.json'\n",
        "\n",
        "input_json=json.load(open(path,'r'))     #Input OCR data\n",
        "output_json=wrapper.generate(input_json) #Output data with Classification & linking\n",
        "\n",
        "print(json.dumps(output_json,indent=4))"
      ],
      "metadata": {
        "id": "_zmoB93yhwm6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "72054f05-6a34-466f-eb72-972eb58a082b"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "            ],\n",
            "            \"text\": \"\",\n",
            "            \"label\": [\n",
            "                \"other\",\n",
            "                \"0.5835624\"\n",
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            "            \"box\": [\n",
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            "            \"text\": \"Fax:\",\n",
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            "            \"text\": \"NOTE:\",\n",
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            "            \"words\": [\n",
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            "                    \"text\": \"82092117\"\n",
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            "        },\n",
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            "            \"text\": \"Dec 10 '98 17 :46 P. 01\",\n",
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            "                {\n",
            "                    \"text\": \"P.\",\n",
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            "            \"text\": \"Attorney General Betty D. Montgomery\",\n",
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            "                },\n",
            "                {\n",
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            "                },\n",
            "                {\n",
            "                    \"text\": \"D.\",\n",
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            "                },\n",
            "                {\n",
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