[2d970e]: / classification / ERNIE / ERNIE.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 align=\"center\">Chinese eligibility criteria classification using ERNIE</h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we will \n",
    "\n",
    "<ol>\n",
    "    <li>train ERNIE model for criteria sentence classification, </li>\n",
    "    <li>and evalute the performance in test data.</li>\n",
    "</ol>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data\n",
    "* 30644 critering sentences for training\n",
    "* 7697 critering sentences for testing\n",
    "* 44 semantic categories"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|#|group topics|semantic categories|\n",
    "|---|---|----\n",
    "|1|`Health Status`|`Disease` `Symptom` `Sign` `Pregnancy-related Activity` `Neoplasm Status` `Non-Neoplasm Disease Stage` `Allergy Intolerance` `Organ or Tissue Status` `Life Expectancy` `Oral related`\n",
    "|2|`Treatment or Health Care`|`Pharmaceutical Substance or Drug` `Therapy or Surgery` `Device` `Nursing`\n",
    "|3|`Diagnostic or Lab Test`|`Diagnostic` `Laboratory Examinations` `Risk Assessment` `Receptor Status`\n",
    "|4|`Demographic Characteristics`|`Age` `Special Patient Characteristic` `Literacy` `Gender` `Education` `Address` `Ethnicity`\n",
    "|5|`Ethical Consideration`|`Consent` `Enrollment in other studies` `Researcher Decision` `Capacity` `Ethical Audit` `Compliance with Protocol`\n",
    "|6|`Lifestyle Choice`|`Addictive Behavior` `Bedtime` `Exercise` `Diet` `Alcohol Consumer` `Sexual related` `Smoking Status` `Blood Donation`\n",
    "|7|`Data or Patient Source`|`Encounter` `Disabilities` `Healthy` `Data Accessible`\n",
    "|8|`Other`|`Multiple`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "load packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from torch import nn, optim\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import transformers\n",
    "# from transformers import BertModel, BertTokenizer, AdamW, get_linear_schedule_with_warmup\n",
    "from transformers import AutoTokenizer, AutoModel, AdamW, get_linear_schedule_with_warmup\n",
    "\n",
    "import time\n",
    "import codecs\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from collections import defaultdict\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "some configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n"
     ]
    }
   ],
   "source": [
    "RANDOM_SEED = 2021\n",
    "np.random.seed(RANDOM_SEED)\n",
    "torch.manual_seed(RANDOM_SEED)\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### train data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_file = \"../data/train.txt\" \n",
    "train_data = pd.read_csv(train_file, sep=\"\\t\", header=None, names=[\"id\", \"category\", \"sentence\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train data size:30644\n",
      "train dara example:\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>id</th>\n",
       "      <th>category</th>\n",
       "      <th>sentence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Therapy or Surgery</td>\n",
       "      <td>研究开始前30天内,接受过其他临床方案治疗;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>Sign</td>\n",
       "      <td>(9)严重的听力或者视力损害</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</td>\n",
       "      <td>Addictive Behavior</td>\n",
       "      <td>10)现在或曾经滥用药物或酗酒,或者每天饮用相当于30毫升酒精的酒精饮料。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s4</td>\n",
       "      <td>Age</td>\n",
       "      <td>4.年龄小于65岁。</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s5</td>\n",
       "      <td>Disease</td>\n",
       "      <td>⑧有精神疾病患者;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id            category                                sentence\n",
       "0  s1  Therapy or Surgery                  研究开始前30天内,接受过其他临床方案治疗;\n",
       "1  s2                Sign                          (9)严重的听力或者视力损害\n",
       "2  s3  Addictive Behavior   10)现在或曾经滥用药物或酗酒,或者每天饮用相当于30毫升酒精的酒精饮料。\n",
       "3  s4                 Age                              4.年龄小于65岁。\n",
       "4  s5             Disease                               ⑧有精神疾病患者;"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"train data size:{}\".format(len(train_data)))\n",
    "print(\"train dara example:\")\n",
    "train_data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "categories and counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            category  count\n",
      "0                 Addictive Behavior    362\n",
      "1                            Address     42\n",
      "2                                Age   1221\n",
      "3                   Alcohol Consumer     23\n",
      "4                Allergy Intolerance    895\n",
      "5                            Bedtime     25\n",
      "6                     Blood Donation     40\n",
      "7                           Capacity    218\n",
      "8           Compliance with Protocol    500\n",
      "9                            Consent   1767\n",
      "10                   Data Accessible     95\n",
      "11                            Device    168\n",
      "12                        Diagnostic   1645\n",
      "13                              Diet     81\n",
      "14                      Disabilities     25\n",
      "15                           Disease   6820\n",
      "16                         Education     27\n",
      "17                         Encounter     94\n",
      "18       Enrollment in other studies    686\n",
      "19                     Ethical Audit     23\n",
      "20                         Ethnicity     18\n",
      "21                          Exercise     28\n",
      "22                            Gender     40\n",
      "23                           Healthy     51\n",
      "24           Laboratory Examinations   1516\n",
      "25                   Life Expectancy    222\n",
      "26                          Literacy     70\n",
      "27                          Multiple   6092\n",
      "28                   Neoplasm Status    180\n",
      "29        Non-Neoplasm Disease Stage    137\n",
      "30                           Nursing     34\n",
      "31                      Oral related     69\n",
      "32            Organ or Tissue Status    478\n",
      "33  Pharmaceutical Substance or Drug   1175\n",
      "34        Pregnancy-related Activity   1368\n",
      "35                   Receptor Status     38\n",
      "36               Researcher Decision    616\n",
      "37                   Risk Assessment    941\n",
      "38                    Sexual related     30\n",
      "39                              Sign    377\n",
      "40                    Smoking Status     73\n",
      "41    Special Patient Characteristic    137\n",
      "42                           Symptom    206\n",
      "43                Therapy or Surgery   1991\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 452,
       "width": 915
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_count = train_data.groupby(['category'], as_index=False)['category'].agg({'count': 'count'})\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "fig = sns.barplot(x=category_count[\"category\"], y=category_count[\"count\"], palette=\"deep\", ax=ax)\n",
    "_ = ax.set_xticklabels(labels=category_count[\"category\"], rotation=45, ha='right')\n",
    "ax.set_title(\"The eligibility criteria distribution of each semantic category in the train dataset\")\n",
    "print(category_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_file = \"../data/test.txt\" \n",
    "test_data = pd.read_csv(test_file, sep=\"\\t\", header=None, names=[\"id\", \"category\", \"sentence\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test data size:7697\n",
      "test dara example:\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>id</th>\n",
       "      <th>category</th>\n",
       "      <th>sentence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s1</td>\n",
       "      <td>Multiple</td>\n",
       "      <td>2)性别不限,年龄18~70岁;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s2</td>\n",
       "      <td>Multiple</td>\n",
       "      <td>(1)以原发性胃癌为诊断入院,年龄在18岁至70岁之间的患者;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s3</td>\n",
       "      <td>Disease</td>\n",
       "      <td>(6)合并造血系统或恶性肿瘤等严重原发性疾病;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s4</td>\n",
       "      <td>Researcher Decision</td>\n",
       "      <td>-其他研究者认为不适合参加本研究的患者</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s5</td>\n",
       "      <td>Capacity</td>\n",
       "      <td>3、儿童家长能回答或看懂研究用量表者。</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id             category                         sentence\n",
       "0  s1             Multiple                 2)性别不限,年龄18~70岁;\n",
       "1  s2             Multiple  (1)以原发性胃癌为诊断入院,年龄在18岁至70岁之间的患者;\n",
       "2  s3              Disease          (6)合并造血系统或恶性肿瘤等严重原发性疾病;\n",
       "3  s4  Researcher Decision              -其他研究者认为不适合参加本研究的患者\n",
       "4  s5             Capacity              3、儿童家长能回答或看懂研究用量表者。"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"test data size:{}\".format(len(test_data)))\n",
    "print(\"test dara example:\")\n",
    "test_data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "categories and counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            category  count\n",
      "0                 Addictive Behavior     88\n",
      "1                            Address     12\n",
      "2                                Age    305\n",
      "3                   Alcohol Consumer      6\n",
      "4                Allergy Intolerance    223\n",
      "5                            Bedtime     12\n",
      "6                     Blood Donation     11\n",
      "7                           Capacity     56\n",
      "8           Compliance with Protocol    120\n",
      "9                            Consent    433\n",
      "10                   Data Accessible     25\n",
      "11                            Device     46\n",
      "12                        Diagnostic    417\n",
      "13                              Diet     23\n",
      "14                      Disabilities      7\n",
      "15                           Disease   1698\n",
      "16                         Education      7\n",
      "17                         Encounter     25\n",
      "18       Enrollment in other studies    174\n",
      "19                     Ethical Audit     11\n",
      "20                         Ethnicity      5\n",
      "21                          Exercise      7\n",
      "22                            Gender     11\n",
      "23                           Healthy     13\n",
      "24           Laboratory Examinations    385\n",
      "25                   Life Expectancy     55\n",
      "26                          Literacy     16\n",
      "27                          Multiple   1540\n",
      "28                   Neoplasm Status     44\n",
      "29        Non-Neoplasm Disease Stage     32\n",
      "30                           Nursing      6\n",
      "31                      Oral related     19\n",
      "32            Organ or Tissue Status    120\n",
      "33  Pharmaceutical Substance or Drug    300\n",
      "34        Pregnancy-related Activity    344\n",
      "35                   Receptor Status      9\n",
      "36               Researcher Decision    151\n",
      "37                   Risk Assessment    228\n",
      "38                    Sexual related     13\n",
      "39                              Sign     97\n",
      "40                    Smoking Status     19\n",
      "41    Special Patient Characteristic     38\n",
      "42                           Symptom     50\n",
      "43                Therapy or Surgery    496\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 452,
       "width": 915
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_count = test_data.groupby(['category'], as_index=False)['category'].agg({'count': 'count'})\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "fig = sns.barplot(x=category_count[\"category\"], y=category_count[\"count\"], palette=\"deep\", ax=ax)\n",
    "_ = ax.set_xticklabels(labels=category_count[\"category\"], rotation=45, ha='right')\n",
    "ax.set_title(\"The eligibility criteria distribution of each semantic category in the test dataset\")\n",
    "print(category_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tokenizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**load a pre-trained AutoTokenizer**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9b5afbfac5fc4803b0292c5eced82ba9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/420 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "87ae8953fc4146198dad70ab3d1ed0ae",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/91.1k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "97a28aaade284f3db583d5fc33ceed5d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/112 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a281e105adbd46e9a1fd81b06d8a9630",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/62.0 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proxies = {\"https\": 'http://165.225.96.34:10015', \"http\":'http://165.225.96.34:10015'}\n",
    "# proxies = {\"https\": None, \"http\": None}\n",
    "PRE_TRAINED_MODEL_NAME = 'nghuyong/ernie-1.0'\n",
    "tokenizer = AutoTokenizer.from_pretrained(PRE_TRAINED_MODEL_NAME, proxies=proxies)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**convert the text to tokens and tokens to unique integers (ids)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Sentence: 术前有内分泌、免疫、神经及精神系统疾病\n",
      "   Tokens: ['术', '前', '有', '内', '分', '泌', '、', '免', '疫', '、', '神', '经', '及', '精', '神', '系', '统', '疾', '病']\n",
      "Token IDs: [133, 152, 9, 103, 59, 2249, 6, 783, 1546, 6, 292, 60, 107, 326, 292, 135, 214, 1095, 396]\n"
     ]
    }
   ],
   "source": [
    "sample_txt = '术前有内分泌、免疫、神经及精神系统疾病'\n",
    "tokens = tokenizer.tokenize(sample_txt)\n",
    "token_ids = tokenizer.convert_tokens_to_ids(tokens)\n",
    "print(f' Sentence: {sample_txt}')\n",
    "print(f'   Tokens: {tokens}')\n",
    "print(f'Token IDs: {token_ids}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**special tokens**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[SEP] 2\n",
      "[CLS] 1\n",
      "[PAD] 0\n",
      "[UNK] 17963\n"
     ]
    }
   ],
   "source": [
    "print(tokenizer.sep_token, tokenizer.sep_token_id)\n",
    "print(tokenizer.cls_token, tokenizer.cls_token_id)\n",
    "print(tokenizer.pad_token, tokenizer.pad_token_id)\n",
    "print(tokenizer.unk_token, tokenizer.unk_token_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**using the encode_plus() method**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['input_ids', 'attention_mask'])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoding = tokenizer.encode_plus(\n",
    "    sample_txt,\n",
    "    max_length=32,\n",
    "    add_special_tokens=True, # Add '[CLS]' and '[SEP]'\n",
    "    return_token_type_ids=False,\n",
    "    truncation=True,\n",
    "    padding='max_length',\n",
    "    return_attention_mask=True,\n",
    "    return_tensors='pt',  # Return PyTorch tensors\n",
    "    )\n",
    "encoding.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 32])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([[   1,  133,  152,    9,  103,   59, 2249,    6,  783, 1546,    6,  292,\n",
       "           60,  107,  326,  292,  135,  214, 1095,  396,    2,    0,    0,    0,\n",
       "            0,    0,    0,    0,    0,    0,    0,    0]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(encoding['input_ids'].shape)\n",
    "encoding['input_ids']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 32])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(encoding['attention_mask'].shape)\n",
    "encoding['attention_mask']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[CLS]',\n",
       " '术',\n",
       " '前',\n",
       " '有',\n",
       " '内',\n",
       " '分',\n",
       " '泌',\n",
       " '、',\n",
       " '免',\n",
       " '疫',\n",
       " '、',\n",
       " '神',\n",
       " '经',\n",
       " '及',\n",
       " '精',\n",
       " '神',\n",
       " '系',\n",
       " '统',\n",
       " '疾',\n",
       " '病',\n",
       " '[SEP]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]',\n",
       " '[PAD]']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer.convert_ids_to_tokens(encoding['input_ids'][0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### choosing max sequence length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "token_lens = []\n",
    "for s in list(train_data[\"sentence\"])+list(test_data[\"sentence\"]):\n",
    "    tokens = tokenizer.encode(s, max_length=512, truncation=True)\n",
    "    token_lens.append(len(tokens))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Token length')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 397
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(token_lens)\n",
    "plt.xlim([0, 256])\n",
    "plt.xlabel('Token length')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9106961216452362\n"
     ]
    }
   ],
   "source": [
    "print(len([i for i in token_lens if i<50]) / len(token_lens))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the criterion seem to contain less than 50 tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "MAX_LEN = 50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Loader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**create Criterion Dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CriterionDataset(Dataset):\n",
    "    def __init__(self, criterion, targets, tokenizer, max_len):\n",
    "        self.criterion = criterion\n",
    "        self.targets = targets\n",
    "        self.tokenizer = tokenizer\n",
    "        self.max_len = max_len\n",
    "    \n",
    "    def __len__(self):\n",
    "        return len(self.criterion)\n",
    "\n",
    "    def __getitem__(self, item):\n",
    "        criteria = str(self.criterion[item])\n",
    "        target = self.targets[item]\n",
    "        encoding = self.tokenizer.encode_plus(\n",
    "            criteria,\n",
    "            add_special_tokens=True,\n",
    "            max_length=self.max_len,\n",
    "            return_token_type_ids=False,\n",
    "            truncation=True,\n",
    "            padding='max_length',\n",
    "            return_attention_mask=True,\n",
    "            return_tensors='pt',)\n",
    "    \n",
    "        return {\n",
    "            'criteria': criteria,\n",
    "            'input_ids': encoding['input_ids'].flatten(),\n",
    "            'attention_mask': encoding['attention_mask'].flatten(),\n",
    "            'targets': torch.tensor(target, dtype=torch.long)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(30644, 3)\n",
      "(7697, 3)\n"
     ]
    }
   ],
   "source": [
    "print(train_data.shape)\n",
    "print(test_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**convert labels to index, index to labels**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = [\"Disease\",\"Symptom\",\"Sign\",\"Pregnancy-related Activity\",\"Neoplasm Status\",\"Non-Neoplasm Disease Stage\",\n",
    "        \"Allergy Intolerance\",\"Organ or Tissue Status\",\"Life Expectancy\",\"Oral related\",\n",
    "        \"Pharmaceutical Substance or Drug\",\"Therapy or Surgery\",\"Device\",\"Nursing\",\"Diagnostic\",\n",
    "        \"Laboratory Examinations\",\"Risk Assessment\",\"Receptor Status\",\"Age\",\"Special Patient Characteristic\",\n",
    "        \"Literacy\",\"Gender\",\"Education\",\"Address\",\"Ethnicity\",\"Consent\",\"Enrollment in other studies\",\n",
    "        \"Researcher Decision\",\"Capacity\",\"Ethical Audit\",\"Compliance with Protocol\",\"Addictive Behavior\",\n",
    "        \"Bedtime\",\"Exercise\",\"Diet\",\"Alcohol Consumer\",\"Sexual related\",\"Smoking Status\",\"Blood Donation\",\n",
    "        \"Encounter\",\"Disabilities\",\"Healthy\",\"Data Accessible\",\"Multiple\"]\n",
    "label2index = dict()\n",
    "index2label = dict()\n",
    "for (i, label) in enumerate(labels):\n",
    "    label2index[label] = i\n",
    "    index2label[i] = label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**create data loader**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_data_loader(df, tokenizer, max_len, batch_size):\n",
    "    ds = CriterionDataset(\n",
    "        criterion=df.sentence.to_numpy(),\n",
    "        targets=df.category.apply(lambda x: label2index.get(x)).to_numpy(),\n",
    "        tokenizer=tokenizer,\n",
    "        max_len=max_len)\n",
    "    return DataLoader(ds, batch_size=batch_size, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "MAX_LEN = 50\n",
    "BATCH_SIZE = 128\n",
    "train_data_loader = create_data_loader(train_data, tokenizer, MAX_LEN, BATCH_SIZE)\n",
    "test_data_loader = create_data_loader(test_data, tokenizer, MAX_LEN, BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['criteria', 'input_ids', 'attention_mask', 'targets'])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example_batch = next(iter(train_data_loader))\n",
    "example_batch.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "128  研究开始前30天内,接受过其他临床方案治疗;\n",
      "torch.Size([128, 50])\n",
      "torch.Size([128, 50])\n",
      "torch.Size([128])\n"
     ]
    }
   ],
   "source": [
    "print(len(example_batch['criteria']), example_batch['criteria'][0])\n",
    "print(example_batch['input_ids'].shape)\n",
    "print(example_batch['attention_mask'].shape)\n",
    "print(example_batch['targets'].shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ERNIE Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "classification with ernie-1.0 and hugging face"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "proxies = {\"https\": 'http://165.225.96.34:10015', \"http\":'http://165.225.96.34:10015'}\n",
    "PRE_TRAINED_MODEL_NAME = 'nghuyong/ernie-1.0'\n",
    "ernie_model = AutoModel.from_pretrained(PRE_TRAINED_MODEL_NAME, proxies=proxies)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "use it on the encoding of our sample text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "last_hidden_state, pooled_output = ernie_model(input_ids=encoding['input_ids'],attention_mask=encoding['attention_mask'], return_dict=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 32, 768])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "last_hidden_state.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 768])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pooled_output.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "768"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ernie_model.config.hidden_size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ernie classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CriterionClassifier(nn.Module):\n",
    "    def __init__(self, n_classes):\n",
    "        super(CriterionClassifier, self).__init__()\n",
    "        self.ernie = AutoModel.from_pretrained(PRE_TRAINED_MODEL_NAME)\n",
    "        self.drop = nn.Dropout(p=0.3)\n",
    "        self.out = nn.Linear(self.ernie.config.hidden_size, n_classes)\n",
    "    def forward(self, input_ids, attention_mask):\n",
    "        _, pooled_output = self.ernie(\n",
    "            input_ids=input_ids,\n",
    "            attention_mask=attention_mask, \n",
    "            return_dict=False)\n",
    "        output = self.drop(pooled_output)\n",
    "        return self.out(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = CriterionClassifier(len(labels))\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**moving example batch of our training data to the GPU**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([128, 50])\n",
      "torch.Size([128, 50])\n"
     ]
    }
   ],
   "source": [
    "input_ids = example_batch['input_ids'].to(device)\n",
    "attention_mask = example_batch['attention_mask'].to(device)\n",
    "print(input_ids.shape) # batch size x seq length\n",
    "print(attention_mask.shape) # batch size x seq length"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**apply the softmax function to the outputs, get the predicted probabilities from our trained model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.0279, 0.0221, 0.0110,  ..., 0.0652, 0.0151, 0.0078],\n",
       "        [0.0468, 0.0226, 0.0145,  ..., 0.0617, 0.0165, 0.0094],\n",
       "        [0.0402, 0.0163, 0.0146,  ..., 0.0438, 0.0372, 0.0103],\n",
       "        ...,\n",
       "        [0.0225, 0.0116, 0.0110,  ..., 0.0298, 0.0284, 0.0156],\n",
       "        [0.0401, 0.0195, 0.0094,  ..., 0.0386, 0.0171, 0.0035],\n",
       "        [0.0270, 0.0127, 0.0149,  ..., 0.0142, 0.0157, 0.0051]],\n",
       "       device='cuda:0', grad_fn=<SoftmaxBackward>)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch.nn.functional as F\n",
    "F.softmax(model(input_ids, attention_mask), dim=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**epoch**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "EPOCHS = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**optimizer and loss**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2400\n"
     ]
    }
   ],
   "source": [
    "optimizer = AdamW(model.parameters(), lr=2e-5, correct_bias=False)\n",
    "loss_fn = nn.CrossEntropyLoss().to(device)\n",
    "total_steps = len(train_data_loader) * EPOCHS\n",
    "scheduler = get_linear_schedule_with_warmup(\n",
    "    optimizer,\n",
    "    num_warmup_steps=0,\n",
    "    num_training_steps=total_steps\n",
    ")\n",
    "print(total_steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**train epoch**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_epoch(model, data_loader, loss_fn, optimizer, device, scheduler, n_examples):\n",
    "    model = model.train()\n",
    "    losses = []\n",
    "    correct_predictions = 0\n",
    "    for d in data_loader:\n",
    "        input_ids = d[\"input_ids\"].to(device)\n",
    "        attention_mask = d[\"attention_mask\"].to(device)\n",
    "        targets = d[\"targets\"].to(device)\n",
    "        outputs = model(input_ids=input_ids, attention_mask=attention_mask)\n",
    "        _, preds = torch.max(outputs, dim=1)\n",
    "        loss = loss_fn(outputs, targets)\n",
    "        correct_predictions += torch.sum(preds == targets)\n",
    "        losses.append(loss.item())\n",
    "        loss.backward()\n",
    "        nn.utils.clip_grad_norm_(model.parameters(), max_norm=1.0)\n",
    "        optimizer.step()\n",
    "        scheduler.step()\n",
    "        optimizer.zero_grad()\n",
    "    return correct_predictions.double() / n_examples, np.mean(losses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**evaluate the model on test data loader**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eval_model(model, data_loader, loss_fn, device, n_examples):\n",
    "    model = model.eval()\n",
    "    losses = []\n",
    "    correct_predictions = 0\n",
    "    with torch.no_grad():\n",
    "        for d in data_loader:\n",
    "            input_ids = d[\"input_ids\"].to(device)\n",
    "            attention_mask = d[\"attention_mask\"].to(device)\n",
    "            targets = d[\"targets\"].to(device)\n",
    "            outputs = model(input_ids=input_ids,attention_mask=attention_mask)\n",
    "            _, preds = torch.max(outputs, dim=1)\n",
    "            loss = loss_fn(outputs, targets)\n",
    "            correct_predictions += torch.sum(preds == targets)\n",
    "            losses.append(loss.item())\n",
    "    return correct_predictions.double() / n_examples, np.mean(losses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**training loop, training history**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "----------\n",
      "Train loss 0.9220170435806115 accuracy 0.7507831875734239\n",
      "Test  loss 0.6017856832410469 accuracy 0.8269455632064441\n",
      "\n",
      "Epoch 2/10\n",
      "----------\n",
      "Train loss 0.4419889292369286 accuracy 0.8653243701866598\n",
      "Test  loss 0.524322222002217 accuracy 0.845524230219566\n",
      "\n",
      "Epoch 3/10\n",
      "----------\n",
      "Train loss 0.3364668459321062 accuracy 0.8961950137057826\n",
      "Test  loss 0.5159638748794305 accuracy 0.8482525659347797\n",
      "\n",
      "Epoch 4/10\n",
      "----------\n",
      "Train loss 0.27298640850931405 accuracy 0.9151873123613106\n",
      "Test  loss 0.5257487372785318 accuracy 0.8517604261400545\n",
      "\n",
      "Epoch 5/10\n",
      "----------\n",
      "Train loss 0.2269181562277178 accuracy 0.93121002480094\n",
      "Test  loss 0.5487428625098995 accuracy 0.8481226451864362\n",
      "\n",
      "Epoch 6/10\n",
      "----------\n",
      "Train loss 0.1916548043489456 accuracy 0.9427620415089415\n",
      "Test  loss 0.572598501795628 accuracy 0.8505911394049629\n",
      "\n",
      "Epoch 7/10\n",
      "----------\n",
      "Train loss 0.16228983484519025 accuracy 0.9526171518078581\n",
      "Test  loss 0.5934204058568986 accuracy 0.8473431206963752\n",
      "\n",
      "Epoch 8/10\n",
      "----------\n",
      "Train loss 0.14585605055714648 accuracy 0.9576752382195537\n",
      "Test  loss 0.6087896960680602 accuracy 0.8469533584513447\n",
      "\n",
      "Epoch 9/10\n",
      "----------\n",
      "Train loss 0.13184730915042261 accuracy 0.96270069181569\n",
      "Test  loss 0.6148176662257461 accuracy 0.8468234377030012\n",
      "\n",
      "Epoch 10/10\n",
      "----------\n",
      "Train loss 0.12436454397781442 accuracy 0.9654418483226733\n",
      "Test  loss 0.6156330313838896 accuracy 0.8483824866831232\n",
      "\n",
      "CPU times: user 15min 52s, sys: 9min 26s, total: 25min 19s\n",
      "Wall time: 25min 29s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "history = defaultdict(list)\n",
    "best_accuracy = 0\n",
    "for epoch in range(EPOCHS):\n",
    "    print(f'Epoch {epoch + 1}/{EPOCHS}')\n",
    "    print('-' * 10)\n",
    "    train_acc, train_loss = train_epoch(model, train_data_loader, loss_fn, optimizer, device, scheduler, len(train_data))\n",
    "    print(f'Train loss {train_loss} accuracy {train_acc}')\n",
    "    test_acc, test_loss = eval_model(model, test_data_loader, loss_fn, device, len(test_data))\n",
    "    print(f'Test  loss {test_loss} accuracy {test_acc}')\n",
    "    print()\n",
    "    history['train_acc'].append(train_acc)\n",
    "    history['train_loss'].append(train_loss)\n",
    "    history['test_acc'].append(test_acc)\n",
    "    history['test_loss'].append(test_loss)\n",
    "    if test_acc > best_accuracy:\n",
    "        torch.save(model.state_dict(), 'best_model_state.bin')\n",
    "        best_accuracy = test_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**plot loss**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 385
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history['train_loss'], label='train loss')\n",
    "plt.plot(history['test_loss'], label='test loss')\n",
    "plt.title('Training history')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend()\n",
    "plt.ylim([0, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**plot accuracy**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 385
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history['train_acc'], label='train accuracy')\n",
    "plt.plot(history['test_acc'], label='test accuracy')\n",
    "plt.title('Training history')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend()\n",
    "plt.ylim([0, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**get prediction of test data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_predictions(model, data_loader):\n",
    "    model = model.eval()\n",
    "    criterion = []\n",
    "    predictions = []\n",
    "    prediction_probs = []\n",
    "    real_values = []\n",
    "    with torch.no_grad():\n",
    "        for d in data_loader:\n",
    "            criteria = d[\"criteria\"]\n",
    "            input_ids = d[\"input_ids\"].to(device)\n",
    "            attention_mask = d[\"attention_mask\"].to(device)\n",
    "            targets = d[\"targets\"].to(device)\n",
    "            outputs = model(input_ids=input_ids, attention_mask=attention_mask)\n",
    "            _, preds = torch.max(outputs, dim=1)\n",
    "            criterion.extend(criteria)\n",
    "            predictions.extend(preds)\n",
    "            prediction_probs.extend(outputs)\n",
    "            real_values.extend(targets)\n",
    "    predictions = torch.stack(predictions).cpu()\n",
    "    prediction_probs = torch.stack(prediction_probs).cpu()\n",
    "    real_values = torch.stack(real_values).cpu()\n",
    "    return criterion, predictions, prediction_probs, real_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_criterion, y_pred, y_pred_probs, y_test = get_predictions(model, test_data_loader)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**classification report**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                  precision    recall  f1-score   support\n",
      "\n",
      "                         Disease       0.88      0.87      0.88      1698\n",
      "                         Symptom       0.57      0.58      0.57        50\n",
      "                            Sign       0.48      0.45      0.47        97\n",
      "      Pregnancy-related Activity       0.95      0.97      0.96       344\n",
      "                 Neoplasm Status       0.59      0.59      0.59        44\n",
      "      Non-Neoplasm Disease Stage       0.57      0.50      0.53        32\n",
      "             Allergy Intolerance       0.93      0.94      0.93       223\n",
      "          Organ or Tissue Status       0.88      0.85      0.86       120\n",
      "                 Life Expectancy       0.95      0.96      0.95        55\n",
      "                    Oral related       0.78      0.95      0.86        19\n",
      "Pharmaceutical Substance or Drug       0.88      0.88      0.88       300\n",
      "              Therapy or Surgery       0.82      0.85      0.84       496\n",
      "                          Device       0.62      0.54      0.58        46\n",
      "                         Nursing       0.60      0.50      0.55         6\n",
      "                      Diagnostic       0.78      0.87      0.82       417\n",
      "         Laboratory Examinations       0.89      0.82      0.85       385\n",
      "                 Risk Assessment       0.92      0.86      0.89       228\n",
      "                 Receptor Status       0.57      0.44      0.50         9\n",
      "                             Age       0.99      0.98      0.99       305\n",
      "  Special Patient Characteristic       0.57      0.42      0.48        38\n",
      "                        Literacy       0.54      0.44      0.48        16\n",
      "                          Gender       1.00      1.00      1.00        11\n",
      "                       Education       0.75      0.86      0.80         7\n",
      "                         Address       0.75      0.75      0.75        12\n",
      "                       Ethnicity       1.00      1.00      1.00         5\n",
      "                         Consent       0.94      0.95      0.94       433\n",
      "     Enrollment in other studies       0.95      0.97      0.96       174\n",
      "             Researcher Decision       0.93      0.97      0.95       151\n",
      "                        Capacity       0.67      0.70      0.68        56\n",
      "                   Ethical Audit       1.00      1.00      1.00        11\n",
      "        Compliance with Protocol       0.79      0.82      0.80       120\n",
      "              Addictive Behavior       0.92      0.89      0.90        88\n",
      "                         Bedtime       1.00      0.83      0.91        12\n",
      "                        Exercise       0.86      0.86      0.86         7\n",
      "                            Diet       0.83      0.87      0.85        23\n",
      "                Alcohol Consumer       0.55      1.00      0.71         6\n",
      "                  Sexual related       0.80      0.92      0.86        13\n",
      "                  Smoking Status       1.00      1.00      1.00        19\n",
      "                  Blood Donation       0.62      0.91      0.74        11\n",
      "                       Encounter       0.69      0.72      0.71        25\n",
      "                    Disabilities       1.00      0.86      0.92         7\n",
      "                         Healthy       0.62      0.77      0.69        13\n",
      "                 Data Accessible       0.84      0.84      0.84        25\n",
      "                        Multiple       0.78      0.77      0.77      1540\n",
      "\n",
      "                        accuracy                           0.85      7697\n",
      "                       macro avg       0.80      0.81      0.80      7697\n",
      "                    weighted avg       0.85      0.85      0.85      7697\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred, target_names=labels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**confusion matrix**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1034,
       "width": 1094
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "confusion = confusion_matrix(y_test, y_pred)\n",
    "plt.figure(figsize=(16,16))\n",
    "plt.imshow(confusion, cmap=plt.cm.Blues)\n",
    "indices = range(len(confusion))\n",
    "plt.xticks(indices, labels, rotation=45, ha='right')\n",
    "plt.yticks(indices, labels)\n",
    "# plt.colorbar()\n",
    "plt.xlabel('predict')\n",
    "plt.ylabel('true')\n",
    "for first_index in range(len(confusion)):\n",
    "    for second_index in range(len(confusion[first_index])):\n",
    "        plt.text(first_index, second_index, confusion[first_index][second_index])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**save predict results**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "with codecs.open(\"ERNIE_test_pred.txt\", \"w\", encoding=\"utf-8\") as outf:\n",
    "    for (i, c, s) in zip(test_data[\"id\"], y_pred.tolist(), test_data[\"sentence\"]):\n",
    "        outf.write(\"{}\\t{}\\t{}\\r\\n\".format(i, index2label.get(c), s))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**precision, recall, F1 score**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**************************************** Evaluation results*****************************************\n",
      "                                       Precision.       Recall.          f1.            \n",
      "                 Addictive Behavior    0.9176           0.8864           0.9017         \n",
      "                            Address    0.7500           0.7500           0.7500         \n",
      "                                Age    0.9868           0.9836           0.9852         \n",
      "                   Alcohol Consumer    0.5455           1.0000           0.7059         \n",
      "                Allergy Intolerance    0.9251           0.9417           0.9333         \n",
      "                            Bedtime    1.0000           0.8333           0.9091         \n",
      "                     Blood Donation    0.6250           0.9091           0.7407         \n",
      "                           Capacity    0.6724           0.6964           0.6842         \n",
      "           Compliance with Protocol    0.7903           0.8167           0.8033         \n",
      "                            Consent    0.9384           0.9492           0.9437         \n",
      "                    Data Accessible    0.8400           0.8400           0.8400         \n",
      "                             Device    0.6250           0.5435           0.5814         \n",
      "                         Diagnostic    0.7763           0.8657           0.8186         \n",
      "                               Diet    0.8333           0.8696           0.8511         \n",
      "                       Disabilities    1.0000           0.8571           0.9231         \n",
      "                            Disease    0.8846           0.8716           0.8781         \n",
      "                          Education    0.7500           0.8571           0.8000         \n",
      "                          Encounter    0.6923           0.7200           0.7059         \n",
      "        Enrollment in other studies    0.9494           0.9713           0.9602         \n",
      "                      Ethical Audit    1.0000           1.0000           1.0000         \n",
      "                          Ethnicity    1.0000           1.0000           1.0000         \n",
      "                           Exercise    0.8571           0.8571           0.8571         \n",
      "                             Gender    1.0000           1.0000           1.0000         \n",
      "                            Healthy    0.6250           0.7692           0.6897         \n",
      "            Laboratory Examinations    0.8880           0.8234           0.8544         \n",
      "                    Life Expectancy    0.9464           0.9636           0.9550         \n",
      "                           Literacy    0.5385           0.4375           0.4828         \n",
      "                           Multiple    0.7751           0.7656           0.7703         \n",
      "                    Neoplasm Status    0.5909           0.5909           0.5909         \n",
      "         Non-Neoplasm Disease Stage    0.5714           0.5000           0.5333         \n",
      "                            Nursing    0.6000           0.5000           0.5455         \n",
      "                       Oral related    0.7826           0.9474           0.8571         \n",
      "             Organ or Tissue Status    0.8793           0.8500           0.8644         \n",
      "   Pharmaceutical Substance or Drug    0.8804           0.8833           0.8819         \n",
      "         Pregnancy-related Activity    0.9489           0.9709           0.9598         \n",
      "                    Receptor Status    0.5714           0.4444           0.5000         \n",
      "                Researcher Decision    0.9299           0.9669           0.9481         \n",
      "                    Risk Assessment    0.9163           0.8640           0.8894         \n",
      "                     Sexual related    0.8000           0.9231           0.8571         \n",
      "                               Sign    0.4783           0.4536           0.4656         \n",
      "                     Smoking Status    1.0000           1.0000           1.0000         \n",
      "     Special Patient Characteristic    0.5714           0.4211           0.4848         \n",
      "                            Symptom    0.5686           0.5800           0.5743         \n",
      "                 Therapy or Surgery    0.8182           0.8528           0.8351         \n",
      "                                       ---------------  ---------------  ---------------\n",
      "                    Overall (micro)    0.8484           0.8484           0.848382       \n",
      "                    Overall (macro)    0.7964           0.8074           0.798004\n"
     ]
    }
   ],
   "source": [
    "import evaluation # our defined evaluation metrics.\n",
    "results = evaluation.Record_results('../data/test.txt', 'ERNIE_test_pred.txt')\n",
    "evaluation = evaluation.Evaluation(results.records)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "* https://curiousily.com/posts/sentiment-analysis-with-bert-and-hugging-face-using-pytorch-and-python/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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