BERT.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "entitled-insurance",
   "metadata": {},
   "source": [
    "# BERT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "accompanied-relevance",
   "metadata": {},
   "source": [
    "本教程主要演示了：\n",
    "\n",
    "- 从本地加载 BERT 模型，这些模型已针对不同任务进行过培训，包括 MNLI，SQuAD 和 PubMed\n",
    "- 使用匹配的预处理模型来标记原始文本并将其转换为 id\n",
    "- 使用加载的模型从令牌输入 id 生成集合和序列输出\n",
    "- 查看不同句子的合并输出的语义相似性\n",
    "\n",
    "###### 注：本教程推荐使用GPU运行。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "periodic-eligibility",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "superior-spider",
   "metadata": {
    "execution": {
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     "iopub.status.idle": "2021-03-19T10:02:44.939596Z",
     "shell.execute_reply": "2021-03-19T10:02:44.938621Z",
     "shell.execute_reply.started": "2021-03-19T10:02:32.620538Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: http://mirrors.aliyun.com/pypi/simple/\n",
      "Collecting tensorflow_text\n",
      "  Downloading http://mirrors.aliyun.com/pypi/packages/a0/86/22ad798f94d564c3e423758b60ddd3689e83ad629b3f31ff2ae45a6e3eed/tensorflow_text-2.4.3-cp36-cp36m-manylinux1_x86_64.whl (3.4 MB)\n",
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      "Collecting tensorflow-hub>=0.8.0\n",
      "  Downloading http://mirrors.aliyun.com/pypi/packages/f4/1f/ca72fa5400954903aa6f3354142cd66374604384fb13429af9e41b12120d/tensorflow_hub-0.11.0-py2.py3-none-any.whl (107 kB)\n",
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      "Installing collected packages: tensorboard, h5py, tensorflow-hub, tensorflow-text\n",
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      "      Successfully uninstalled h5py-3.1.0\n",
      "Successfully installed h5py-2.10.0 tensorboard-2.4.1 tensorflow-hub-0.11.0 tensorflow-text-2.4.3\n"
     ]
    }
   ],
   "source": [
    "! pip install -U tensorflow_text\n",
    "\n",
    "import seaborn as sns\n",
    "from sklearn.metrics import pairwise\n",
    "\n",
    "import tensorflow as tf\n",
    "import tensorflow_hub as hub\n",
    "import tensorflow_text as text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ambient-static",
   "metadata": {},
   "source": [
    "## 配置模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "expanded-editing",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T10:02:44.941135Z",
     "iopub.status.busy": "2021-03-19T10:02:44.940963Z",
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     "shell.execute_reply": "2021-03-19T10:02:44.943912Z",
     "shell.execute_reply.started": "2021-03-19T10:02:44.941115Z"
    }
   },
   "outputs": [],
   "source": [
    "BERT_MODEL = \"./bert_model/\"\n",
    "# @param {type: \"string\"} [\"https://tfhub.dev/google/experts/bert/wiki_books/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/wiki_books/mnli/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/wiki_books/qnli/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/wiki_books/qqp/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/wiki_books/squad2/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/wiki_books/sst2/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/pubmed/2\",\n",
    "#                         \"https://tfhub.dev/google/experts/bert/pubmed/squad2/2\"]\n",
    "# 预处理必须与模型匹配，但上面所有模型都使用相同的方法。\n",
    "PREPROCESS_MODEL = \"./preprocess_model/\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "earned-raise",
   "metadata": {},
   "source": [
    "## 准备数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "legal-better",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T10:02:44.945765Z",
     "iopub.status.busy": "2021-03-19T10:02:44.945603Z",
     "iopub.status.idle": "2021-03-19T10:02:44.956105Z",
     "shell.execute_reply": "2021-03-19T10:02:44.955275Z",
     "shell.execute_reply.started": "2021-03-19T10:02:44.945747Z"
    }
   },
   "outputs": [],
   "source": [
    "sentences = [\n",
    "  \"Here We Go Then, You And I is a 1999 album by Norwegian pop artist Morten Abel. It was Abel's second CD as a solo artist.\",\n",
    "  \"The album went straight to number one on the Norwegian album chart, and sold to double platinum.\",\n",
    "  \"Among the singles released from the album were the songs \\\"Be My Lover\\\" and \\\"Hard To Stay Awake\\\".\",\n",
    "  \"Riccardo Zegna is an Italian jazz musician.\",\n",
    "  \"Rajko Maksimović is a composer, writer, and music pedagogue.\",\n",
    "  \"One of the most significant Serbian composers of our time, Maksimović has been and remains active in creating works for different ensembles.\",\n",
    "  \"Ceylon spinach is a common name for several plants and may refer to: Basella alba Talinum fruticosum\",\n",
    "  \"A solar eclipse occurs when the Moon passes between Earth and the Sun, thereby totally or partly obscuring the image of the Sun for a viewer on Earth.\",\n",
    "  \"A partial solar eclipse occurs in the polar regions of the Earth when the center of the Moon's shadow misses the Earth.\",\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "phantom-trailer",
   "metadata": {},
   "source": [
    "## 运行模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "regulated-medline",
   "metadata": {},
   "source": [
    "我们将从本地加载BERT模型，使用匹配的预处理模型对句子进行标记化，然后将标记化的句子输入到模型中。为了保证效率，我们建议在GPU上运行。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fourth-balance",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T10:02:44.957463Z",
     "iopub.status.busy": "2021-03-19T10:02:44.957147Z",
     "iopub.status.idle": "2021-03-19T10:02:48.024147Z",
     "shell.execute_reply": "2021-03-19T10:02:48.023395Z",
     "shell.execute_reply.started": "2021-03-19T10:02:44.957428Z"
    }
   },
   "outputs": [],
   "source": [
    "preprocess = hub.load(PREPROCESS_MODEL)\n",
    "inputs = preprocess(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "resident-acceptance",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T10:02:48.025075Z",
     "iopub.status.busy": "2021-03-19T10:02:48.024905Z",
     "iopub.status.idle": "2021-03-19T10:03:01.290371Z",
     "shell.execute_reply": "2021-03-19T10:03:01.289260Z",
     "shell.execute_reply.started": "2021-03-19T10:02:48.025055Z"
    }
   },
   "outputs": [],
   "source": [
    "bert = hub.load(BERT_MODEL)\n",
    "outputs = bert(inputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "unavailable-shakespeare",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T10:03:01.292414Z",
     "iopub.status.busy": "2021-03-19T10:03:01.291999Z",
     "iopub.status.idle": "2021-03-19T10:03:01.323818Z",
     "shell.execute_reply": "2021-03-19T10:03:01.323089Z",
     "shell.execute_reply.started": "2021-03-19T10:03:01.292365Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentences:\n",
      "[\"Here We Go Then, You And I is a 1999 album by Norwegian pop artist Morten Abel. It was Abel's second CD as a solo artist.\", 'The album went straight to number one on the Norwegian album chart, and sold to double platinum.', 'Among the singles released from the album were the songs \"Be My Lover\" and \"Hard To Stay Awake\".', 'Riccardo Zegna is an Italian jazz musician.', 'Rajko Maksimović is a composer, writer, and music pedagogue.', 'One of the most significant Serbian composers of our time, Maksimović has been and remains active in creating works for different ensembles.', 'Ceylon spinach is a common name for several plants and may refer to: Basella alba Talinum fruticosum', 'A solar eclipse occurs when the Moon passes between Earth and the Sun, thereby totally or partly obscuring the image of the Sun for a viewer on Earth.', \"A partial solar eclipse occurs in the polar regions of the Earth when the center of the Moon's shadow misses the Earth.\"]\n",
      "\n",
      "BERT inputs:\n",
      "{'input_word_ids': <tf.Tensor: shape=(9, 128), dtype=int32, numpy=\n",
      "array([[  101,  2182,  2057, ...,     0,     0,     0],\n",
      "       [  101,  1996,  2201, ...,     0,     0,     0],\n",
      "       [  101,  2426,  1996, ...,     0,     0,     0],\n",
      "       ...,\n",
      "       [  101, 16447,  6714, ...,     0,     0,     0],\n",
      "       [  101,  1037,  5943, ...,     0,     0,     0],\n",
      "       [  101,  1037,  7704, ...,     0,     0,     0]], dtype=int32)>, 'input_mask': <tf.Tensor: shape=(9, 128), dtype=int32, numpy=\n",
      "array([[1, 1, 1, ..., 0, 0, 0],\n",
      "       [1, 1, 1, ..., 0, 0, 0],\n",
      "       [1, 1, 1, ..., 0, 0, 0],\n",
      "       ...,\n",
      "       [1, 1, 1, ..., 0, 0, 0],\n",
      "       [1, 1, 1, ..., 0, 0, 0],\n",
      "       [1, 1, 1, ..., 0, 0, 0]], dtype=int32)>, 'input_type_ids': <tf.Tensor: shape=(9, 128), dtype=int32, numpy=\n",
      "array([[0, 0, 0, ..., 0, 0, 0],\n",
      "       [0, 0, 0, ..., 0, 0, 0],\n",
      "       [0, 0, 0, ..., 0, 0, 0],\n",
      "       ...,\n",
      "       [0, 0, 0, ..., 0, 0, 0],\n",
      "       [0, 0, 0, ..., 0, 0, 0],\n",
      "       [0, 0, 0, ..., 0, 0, 0]], dtype=int32)>}\n",
      "\n",
      "Pooled embeddings:\n",
      "tf.Tensor(\n",
      "[[ 0.797612   -0.48579234  0.49783495 ... -0.34489742  0.39727738\n",
      "  -0.20637356]\n",
      " [ 0.57121664 -0.41204995  0.7048923  ... -0.35186428  0.19032961\n",
      "  -0.40419516]\n",
      " [-0.69938004  0.15860002  0.06566539 ... -0.06231857 -0.81547594\n",
      "  -0.07925265]\n",
      " ...\n",
      " [-0.35724762  0.7709031   0.15758607 ...  0.44187334 -0.86447185\n",
      "   0.04502369]\n",
      " [ 0.910772    0.41502124  0.5606318  ... -0.49264622  0.39641345\n",
      "  -0.0503603 ]\n",
      " [ 0.90503716 -0.15503626  0.72673094 ... -0.3473517   0.5052806\n",
      "  -0.19540443]], shape=(9, 768), dtype=float32)\n",
      "\n",
      "Per token embeddings:\n",
      "tf.Tensor(\n",
      "[[[ 1.0920140e+00 -5.3053808e-01  5.4642355e-01 ... -3.5964063e-01\n",
      "    4.2041197e-01 -2.0938063e-01]\n",
      "  [ 1.0143846e+00  7.8077841e-01  8.5376525e-01 ...  5.5281198e-01\n",
      "   -1.1245737e+00  5.6028640e-01]\n",
      "  [ 7.8863233e-01  7.7773780e-02  9.5151472e-01 ... -1.9076464e-01\n",
      "    5.9206724e-01  6.1911327e-01]\n",
      "  ...\n",
      "  [-3.2203680e-01 -4.2522484e-01 -1.2822986e-01 ... -3.9097166e-01\n",
      "   -7.9094762e-01  4.2235282e-01]\n",
      "  [-3.1043321e-02  2.3982941e-01 -2.1991566e-01 ... -1.1443775e-01\n",
      "   -1.2680360e+00 -1.6137382e-01]\n",
      "  [-4.2064303e-01  5.4971081e-01 -3.2442385e-01 ... -1.8481740e-01\n",
      "   -1.1342851e+00 -5.8993611e-02]]\n",
      "\n",
      " [[ 6.4932680e-01 -4.3807790e-01  8.7695825e-01 ... -3.6756986e-01\n",
      "    1.9267917e-01 -4.2865318e-01]\n",
      "  [-1.1248691e+00  2.9929295e-01  1.1799328e+00 ...  4.8730731e-01\n",
      "    5.3398579e-01  2.2838120e-01]\n",
      "  [-2.7055988e-01  3.2352999e-02  1.0425739e+00 ...  5.8994138e-01\n",
      "    1.5367934e+00  5.8424366e-01]\n",
      "  ...\n",
      "  [-1.4762479e+00  1.8236820e-01  5.5901527e-02 ... -1.6732943e+00\n",
      "   -6.7393589e-01 -7.2453177e-01]\n",
      "  [-1.5138226e+00  5.8182889e-01  1.6143382e-01 ... -1.2640746e+00\n",
      "   -4.0267691e-01 -9.7198737e-01]\n",
      "  [-4.7156811e-01  2.2815931e-01  5.2775866e-01 ... -7.5483751e-01\n",
      "   -9.0900314e-01 -1.6956842e-01]]\n",
      "\n",
      " [[-8.6608595e-01  1.5995029e-01  6.5760016e-02 ... -6.2399447e-02\n",
      "   -1.1431614e+00 -7.9419203e-02]\n",
      "  [ 7.7122390e-01  7.0803249e-01  1.1349496e-01 ...  7.8830236e-01\n",
      "   -3.1437087e-01 -9.7488147e-01]\n",
      "  [-4.4000861e-01 -3.0056140e-01  3.5478795e-01 ...  7.9707593e-02\n",
      "   -4.7395453e-01 -1.1001797e+00]\n",
      "  ...\n",
      "  [-1.0205480e+00  2.6939002e-01 -4.7308952e-01 ... -6.6319919e-01\n",
      "   -1.4579339e+00 -3.4668028e-01]\n",
      "  [-9.7003007e-01 -4.5034930e-02 -5.9782010e-01 ... -3.0524787e-01\n",
      "   -1.2743701e+00 -2.8053457e-01]\n",
      "  [-7.3144484e-01  1.7699458e-01 -4.6258676e-01 ... -1.6062608e-01\n",
      "   -1.6345820e+00 -3.2062107e-01]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[-3.7372732e-01  1.0225497e+00  1.5891033e-01 ...  4.7455627e-01\n",
      "   -1.3107767e+00  4.5054149e-02]\n",
      "  [-4.1587466e-01  5.0020003e-01 -4.5841897e-01 ...  4.1481632e-01\n",
      "   -6.2064779e-01 -7.1555942e-01]\n",
      "  [-1.2504203e+00  5.0937134e-01 -5.7103240e-01 ...  3.5491523e-01\n",
      "    2.4371192e-01 -2.0577357e+00]\n",
      "  ...\n",
      "  [ 1.3393044e-01  1.1859322e+00 -2.2169919e-01 ... -8.1948882e-01\n",
      "   -1.6737285e+00 -3.9692074e-01]\n",
      "  [-3.3661288e-01  1.6556132e+00 -3.7813795e-01 ... -9.6744388e-01\n",
      "   -1.4801105e+00 -8.3329952e-01]\n",
      "  [-2.2649007e-01  1.6178353e+00 -6.7044377e-01 ... -4.9078155e-01\n",
      "   -1.4535666e+00 -7.1706015e-01]]\n",
      "\n",
      " [[ 1.5320345e+00  4.4166213e-01  6.3375413e-01 ... -5.3954864e-01\n",
      "    4.1938651e-01 -5.0402943e-02]\n",
      "  [ 8.9379960e-01  8.9397973e-01  3.0646548e-02 ...  5.9029914e-02\n",
      "   -2.0648549e-01 -8.4809470e-01]\n",
      "  [-1.8550370e-02  1.0479171e+00 -1.3329488e+00 ... -1.3868776e-01\n",
      "   -3.7880635e-01 -4.9067128e-01]\n",
      "  ...\n",
      "  [ 1.4275830e+00  1.0698112e-01 -4.0614024e-02 ... -3.1778932e-02\n",
      "   -4.1457680e-01  7.0037234e-01]\n",
      "  [ 1.1286796e+00  1.4549987e-01 -6.1368597e-01 ...  4.7493839e-01\n",
      "   -3.9847511e-01  4.3124139e-01]\n",
      "  [ 1.4393364e+00  1.8031934e-01 -4.2850536e-01 ... -2.5022137e-01\n",
      "   -1.0000018e+00  3.5987234e-01]]\n",
      "\n",
      " [[ 1.4993857e+00 -1.5629666e-01  9.2176402e-01 ... -3.6242896e-01\n",
      "    5.5637193e-01 -1.9795005e-01]\n",
      "  [ 1.1110711e+00  3.6652789e-01  3.5507253e-01 ... -5.4297835e-01\n",
      "    1.4474231e-01 -3.1673789e-01]\n",
      "  [ 2.4051058e-01  3.8115686e-01 -5.9178674e-01 ...  3.7409651e-01\n",
      "   -5.9829152e-01 -1.0166264e+00]\n",
      "  ...\n",
      "  [ 1.0158784e+00  5.0260490e-01  1.0739820e-01 ... -9.5644087e-01\n",
      "   -4.1036958e-01 -2.6757893e-01]\n",
      "  [ 1.1849135e+00  6.5479219e-01  1.0448843e-03 ... -8.6154038e-01\n",
      "   -8.8010013e-02 -3.0634817e-01]\n",
      "  [ 1.2669331e+00  4.7766271e-01  6.6538751e-03 ... -1.1585574e+00\n",
      "   -7.0642412e-02 -1.8676391e-01]]], shape=(9, 128, 768), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "print(\"Sentences:\")\n",
    "print(sentences)\n",
    "\n",
    "print(\"\\nBERT inputs:\")\n",
    "print(inputs)\n",
    "\n",
    "print(\"\\nPooled embeddings:\")\n",
    "print(outputs[\"pooled_output\"])\n",
    "\n",
    "print(\"\\nPer token embeddings:\")\n",
    "print(outputs[\"sequence_output\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "significant-swing",
   "metadata": {},
   "source": [
    "## 语义相似性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "entertaining-david",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T08:45:40.580926Z",
     "iopub.status.busy": "2021-03-19T08:45:40.580243Z",
     "iopub.status.idle": "2021-03-19T08:45:40.589511Z",
     "shell.execute_reply": "2021-03-19T08:45:40.587732Z",
     "shell.execute_reply.started": "2021-03-19T08:45:40.580863Z"
    }
   },
   "source": [
    "现在让我们来看看我们的句子的 `pooled_output` 嵌入，并比较它们在不同句子之间的相似度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "indian-regression",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-03-19T10:03:01.324551Z",
     "iopub.status.busy": "2021-03-19T10:03:01.324399Z",
     "iopub.status.idle": "2021-03-19T10:03:02.203111Z",
     "shell.execute_reply": "2021-03-19T10:03:02.202461Z",
     "shell.execute_reply.started": "2021-03-19T10:03:01.324534Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_similarity(features, labels):\n",
    "  \"\"\"绘制嵌入物的相似度矩阵。\"\"\"\n",
    "  cos_sim = pairwise.cosine_similarity(features)\n",
    "  sns.set(font_scale=1.2)\n",
    "  cbar_kws=dict(use_gridspec=False, location=\"left\")\n",
    "  g = sns.heatmap(\n",
    "      cos_sim, xticklabels=labels, yticklabels=labels,\n",
    "      vmin=0, vmax=1, cmap=\"Blues\", cbar_kws=cbar_kws)\n",
    "  g.tick_params(labelright=True, labelleft=False)\n",
    "  g.set_yticklabels(labels, rotation=0)\n",
    "  g.set_title(\"Semantic Textual Similarity\")\n",
    "    \n",
    "plot_similarity(outputs[\"pooled_output\"], sentences)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "plain-chicago",
   "metadata": {},
   "source": [
    "## 了解更多"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "jewish-internet",
   "metadata": {},
   "source": [
    "在 [TensorFlow Hub](https://tfhub.dev) 上找到更多的 BERT 模型。<br>\n",
    "这个 notebook 演示了使用 BERT 进行简单的推理，你可以在 [tensorflow.org/official_models/fine_tuning_bert](https://www.tensorflow.org/official_models/fine_tuning_bert) 上找到更高级的关于微调 BERT 的教程。<br>\n",
    "在 [tensorflow.org/tutorials/distribute/save_and_load](https://www.tensorflow.org/tutorials/distribute/save_and_load) 了解更多关于如何使用 tf.distribute 加载模型的信息。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}