Final_Captcha_Recognition_Yeongjin.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"9w55ERp_EDzg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1685358540338,"user_tz":-540,"elapsed":6555,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"9f0663ed-dbf1-45c0-9167-46f6c656b060"},"outputs":[{"output_type":"stream","name":"stdout","text":["Tensorflow version:  2.12.0\n"]}],"source":["import os\n","import cv2\n","import numpy as np \n","import pandas as pd\n","import matplotlib.pyplot as plt\n","\n","from pathlib import Path\n","from collections import Counter\n","from sklearn.model_selection import train_test_split\n","\n","import tensorflow as tf\n","from tensorflow import keras\n","from tensorflow.keras import layers\n","print(\"Tensorflow version: \", tf.__version__)\n","\n","seed = 1234\n","np.random.seed(seed)\n","tf.random.set_seed(seed)"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"S6_YOJamEMVk","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1685358556342,"user_tz":-540,"elapsed":16008,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"de40e72a-23f5-45fe-f9b1-50900e086c31"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","source":["cd '/content/drive/MyDrive/Colab Notebooks/Captcha-Recognition/images/archive'"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"O4Nh6Y1PlwSV","executionInfo":{"status":"ok","timestamp":1685358562252,"user_tz":-540,"elapsed":1161,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"cc610cb0-317b-4674-d469-ffe421e0b335"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Colab Notebooks/Captcha-Recognition/images/archive\n"]}]},{"cell_type":"code","source":["!unzip archive.zip"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IdWB2JqVEme3","executionInfo":{"status":"ok","timestamp":1685358745119,"user_tz":-540,"elapsed":180500,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"940e2775-7ba3-4317-83bc-12f8161dd5f4"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n","  inflating: CglWP.jpg              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Path to the data directory\n","data_dir = Path(\"/content/drive/MyDrive/Colab Notebooks/Captcha-Recognition/images/samples/\")\n","images = list(data_dir.glob(\"*.png\"))\n","images += list(data_dir.glob(\"*.jpg\"))\n","data_dir = Path(\"/content/drive/MyDrive/Colab Notebooks/Captcha-Recognition/images/archive/\")\n","images += list(data_dir.glob(\"*.jpg\"))\n","print(\"Number of images found: \", len(images))\n","\n","\n","# Let's take a look at some samples first. \n","# Always look at your data!\n","sample_images = images[:4]\n","\n","_,ax = plt.subplots(2,2, figsize=(5,3))\n","for i in range(4):\n","    img = cv2.imread(str(sample_images[i]))\n","    print(\"Shape of image: \", img.shape)\n","    ax[i//2, i%2].imshow(img)\n","    ax[i//2, i%2].axis('off')\n","plt.show()"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"Q5BNnNonEDzi","executionInfo":{"status":"ok","timestamp":1685358807887,"user_tz":-540,"elapsed":257,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"a7ba1a4f-b621-468b-ac02-afe6192018a1"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of unqiue charcaters in the whole dataset:  60\n","Maximum length of any captcha:  5\n","Characters present:  ['1', '2', '3', '4', '5', '6', '7', '8', '9', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z']\n","Total number of samples in the dataset:  32114\n"]},{"output_type":"execute_result","data":{"text/plain":["                                            img_path  label\n","0  /content/drive/MyDrive/Colab Notebooks/Captcha...  deUOa\n","1  /content/drive/MyDrive/Colab Notebooks/Captcha...  ByPdW\n","2  /content/drive/MyDrive/Colab Notebooks/Captcha...  BK18t\n","3  /content/drive/MyDrive/Colab Notebooks/Captcha...  cr7XG\n","4  /content/drive/MyDrive/Colab Notebooks/Captcha...  d9uH2"],"text/html":["\n","  <div id=\"df-86ecc315-cde7-4e49-9964-72859ac26e40\">\n","    <div class=\"colab-df-container\">\n","      <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>img_path</th>\n","      <th>label</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>/content/drive/MyDrive/Colab Notebooks/Captcha...</td>\n","      <td>deUOa</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>/content/drive/MyDrive/Colab Notebooks/Captcha...</td>\n","      <td>ByPdW</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>/content/drive/MyDrive/Colab Notebooks/Captcha...</td>\n","      <td>BK18t</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>/content/drive/MyDrive/Colab Notebooks/Captcha...</td>\n","      <td>cr7XG</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>/content/drive/MyDrive/Colab Notebooks/Captcha...</td>\n","      <td>d9uH2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-86ecc315-cde7-4e49-9964-72859ac26e40')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-86ecc315-cde7-4e49-9964-72859ac26e40 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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Store the length of this cpatcha\n","  captcha_length.append(len(label))\n","  # 3. Store the image-label pair info\n","  dataset.append((str(img_path), label))\n","    \n","  # 4. Store the characters present\n","  for ch in label:\n","    characters.add(ch)\n","\n","# Sort the characters        \n","characters = sorted(characters)\n","\n","# Convert the dataset info into a dataframe\n","dataset = pd.DataFrame(dataset, columns=[\"img_path\", \"label\"], index=None)\n","\n","# Shuffle the dataset\n","dataset = dataset.sample(frac=1.).reset_index(drop=True)\n","\n","\n","print(\"Number of unqiue charcaters in the whole dataset: \", len(characters))\n","print(\"Maximum length of any captcha: \", max(Counter(captcha_length).keys()))\n","print(\"Characters present: \", characters)\n","print(\"Total number of samples in the dataset: \", len(dataset))\n","dataset.head()"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"WBbGHOGzEDzi","colab":{"base_uri":"https://localhost:8080/"},"outputId":"c6ccde87-7413-4b1c-f926-eabbb1de6f59","executionInfo":{"status":"ok","timestamp":1685358877477,"user_tz":-540,"elapsed":67567,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of training samples:  28902\n","Number of validation samples:  3212\n","Number of training images:  (28902, 50, 200)\n","Number of training labels:  (28902,)\n","Number of validation images:  (3212, 50, 200)\n","Number of validation labels:  (3212,)\n"]}],"source":["# Split the dataset into training and validation sets\n","training_data, validation_data = train_test_split(dataset, test_size=0.1, random_state=seed)\n","\n","training_data = training_data.reset_index(drop=True)\n","validation_data = validation_data.reset_index(drop=True)\n","\n","print(\"Number of training samples: \", len(training_data))\n","print(\"Number of validation samples: \", len(validation_data))\n","\n","\n","\n","# Map text to numeric labels \n","char_to_labels = {char:idx for idx, char in enumerate(characters)}\n","\n","# Map numeric labels to text\n","labels_to_char = {val:key for key, val in char_to_labels.items()}\n","\n","\n","\n","# Sanity check for corrupted images\n","def is_valid_captcha(captcha):\n","    for ch in captcha:\n","        if not ch in characters:\n","            return False\n","    return True\n","\n","\n","\n","# Store arrays in memory as it's not a muvh big dataset\n","def generate_arrays(df, resize=True, img_height=50, img_width=200):\n","    \"\"\"Generates image array and labels array from a dataframe.\n","    \n","    Args:\n","        df: dataframe from which we want to read the data\n","        resize (bool)    : whether to resize images or not\n","        img_weidth (int): width of the resized images\n","        img_height (int): height of the resized images\n","        \n","    Returns:\n","        images (ndarray): grayscale images\n","        labels (ndarray): corresponding encoded labels\n","    \"\"\"\n","    \n","    num_items = len(df)\n","    images = np.zeros((num_items, img_height, img_width), dtype=np.float32)\n","    labels = [0]*num_items\n","    \n","    for i in range(num_items):\n","        img = cv2.imread(df[\"img_path\"][i])\n","        img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n","        \n","        if resize: \n","            img = cv2.resize(img, (img_width, img_height))\n","        \n","        img = (img/255.).astype(np.float32)\n","        label = df[\"label\"][i]\n","        \n","        # Add only if it is a valid captcha\n","        if is_valid_captcha(label):\n","            images[i, :, :] = img\n","            labels[i] = label\n","    \n","    return images, np.array(labels)\n","\n","\n","\n","# Build training data\n","training_data, training_labels = generate_arrays(df=training_data)\n","print(\"Number of training images: \", training_data.shape)\n","print(\"Number of training labels: \", training_labels.shape)\n","\n","\n","# Build validation data\n","validation_data, validation_labels = generate_arrays(df=validation_data)\n","print(\"Number of validation images: \", validation_data.shape)\n","print(\"Number of validation labels: \", validation_labels.shape)"]},{"cell_type":"code","execution_count":8,"metadata":{"id":"Vjq5ccynEDzj","executionInfo":{"status":"ok","timestamp":1685358880716,"user_tz":-540,"elapsed":285,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"outputs":[],"source":["class DataGenerator(keras.utils.Sequence):\n","    \"\"\"Generates batches from a given dataset.\n","    \n","    Args:\n","        data: training or validation data\n","        labels: corresponding labels\n","        char_map: dictionary mapping char to labels\n","        batch_size: size of a single batch\n","        img_width: width of the resized\n","        img_height: height of the resized\n","        downsample_factor: by what factor did the CNN downsample the images\n","        max_length: maximum length of any captcha\n","        shuffle: whether to shuffle data or not after each epoch\n","    Returns:\n","        batch_inputs: a dictionary containing batch inputs \n","        batch_labels: a batch of corresponding labels \n","    \"\"\"\n","    \n","    def __init__(self,\n","                 data,\n","                 labels,\n","                 char_map,\n","                 batch_size=16,\n","                 img_width=200,\n","                 img_height=50,\n","                 downsample_factor=4,\n","                 max_length=5,\n","                 shuffle=True\n","                ):\n","        self.data = data\n","        self.labels = labels\n","        self.char_map = char_map\n","        self.batch_size = batch_size\n","        self.img_width = img_width\n","        self.img_height = img_height\n","        self.downsample_factor = downsample_factor\n","        self.max_length = max_length\n","        self.shuffle = shuffle\n","        self.indices = np.arange(len(data))    \n","        self.on_epoch_end()\n","        \n","    def __len__(self):\n","        return int(np.ceil(len(self.data) / self.batch_size))\n","    \n","    def __getitem__(self, idx):\n","        # 1. Get the next batch indices\n","        curr_batch_idx = self.indices[idx*self.batch_size:(idx+1)*self.batch_size]\n","        \n","        # 2. This isn't necessary but it can help us save some memory\n","        # as not all batches the last batch may not have elements\n","        # equal to the batch_size \n","        batch_len = len(curr_batch_idx)\n","        \n","        # 3. Instantiate batch arrays\n","        batch_images = np.ones((batch_len, self.img_width, self.img_height, 1),\n","                               dtype=np.float32)\n","        batch_labels = np.ones((batch_len, self.max_length), dtype=np.float32)\n","        input_length = np.ones((batch_len, 1), dtype=np.int64) * \\\n","                                (self.img_width // self.downsample_factor - 2)\n","        label_length = np.zeros((batch_len, 1), dtype=np.int64)\n","        \n","        \n","        for j, idx in enumerate(curr_batch_idx):\n","            # 1. Get the image and transpose it\n","            img = self.data[idx].T\n","            # 2. Add extra dimenison\n","            img = np.expand_dims(img, axis=-1)\n","            # 3. Get the correpsonding label\n","            text = self.labels[idx]\n","            # 4. Include the pair only if the captcha is valid\n","            if is_valid_captcha(text):\n","                label = [self.char_map[ch] for ch in text]\n","                batch_images[j] = img\n","                batch_labels[j] = label\n","                label_length[j] = len(text)\n","        \n","        batch_inputs = {\n","                'input_data': batch_images,\n","                'input_label': batch_labels,\n","                'input_length': input_length,\n","                'label_length': label_length,\n","                }\n","        return batch_inputs, np.zeros(batch_len).astype(np.float32)\n","        \n","    \n","    def on_epoch_end(self):\n","        if self.shuffle:\n","            np.random.shuffle(self.indices)"]},{"cell_type":"code","execution_count":9,"metadata":{"id":"7nF9oQhsEDzk","executionInfo":{"status":"ok","timestamp":1685358883107,"user_tz":-540,"elapsed":2,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"outputs":[],"source":["# Batch size for training and validation\n","batch_size = 64\n","\n","# Desired image dimensions\n","img_width=200\n","img_height=50 \n","\n","# Factor  by which the image is going to be downsampled\n","# by the convolutional blocks\n","downsample_factor=4\n","\n","# Maximum length of any captcha in the data\n","max_length=5\n","\n","# Get a generator object for the training data\n","train_data_generator = DataGenerator(data=training_data,\n","                                     labels=training_labels,\n","                                     char_map=char_to_labels,\n","                                     batch_size=batch_size,\n","                                     img_width=img_width,\n","                                     img_height=img_height,\n","                                     downsample_factor=downsample_factor,\n","                                     max_length=max_length,\n","                                     shuffle=True\n","                                    )\n","\n","# Get a generator object for the validation data \n","valid_data_generator = DataGenerator(data=validation_data,\n","                                     labels=validation_labels,\n","                                     char_map=char_to_labels,\n","                                     batch_size=batch_size,\n","                                     img_width=img_width,\n","                                     img_height=img_height,\n","                                     downsample_factor=downsample_factor,\n","                                     max_length=max_length,\n","                                     shuffle=False\n","                                    )"]},{"cell_type":"code","execution_count":10,"metadata":{"id":"5lZKA31nEDzk","executionInfo":{"status":"ok","timestamp":1685358884252,"user_tz":-540,"elapsed":1,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"outputs":[],"source":["class CTCLayer(layers.Layer):\n","    def __init__(self, name=None):\n","        super().__init__(name=name)\n","        self.loss_fn = keras.backend.ctc_batch_cost\n","\n","    def call(self, y_true, y_pred, input_length, label_length):\n","        # Compute the training-time loss value and add it\n","        # to the layer using `self.add_loss()`.\n","        loss = self.loss_fn(y_true, y_pred, input_length, label_length)\n","        self.add_loss(loss)\n","        \n","        # On test time, just return the computed loss\n","        return loss\n","\n","\n","\n","def build_model():\n","    # Inputs to the model\n","    input_img = layers.Input(shape=(img_width, img_height, 1),\n","                            name='input_data',\n","                            dtype='float32')\n","    labels = layers.Input(name='input_label', shape=[max_length], dtype='float32')\n","    input_length = layers.Input(name='input_length', shape=[1], dtype='int64')\n","    label_length = layers.Input(name='label_length', shape=[1], dtype='int64')\n","    \n","    # First conv block\n","    x = layers.Conv2D(32,\n","               (3,3),\n","               activation='relu',\n","               kernel_initializer='he_normal',\n","               padding='same',\n","               name='Conv1')(input_img)\n","    x = layers.MaxPooling2D((2,2), name='pool1')(x)\n","    \n","    # Second conv block\n","    x = layers.Conv2D(64,\n","               (3,3),\n","               activation='relu',\n","               kernel_initializer='he_normal',\n","               padding='same',\n","               name='Conv2')(x)\n","    x = layers.MaxPooling2D((2,2), name='pool2')(x)\n","    \n","    # We have used two max pool with pool size and strides of 2.\n","    # Hence, downsampled feature maps are 4x smaller. The number of\n","    # filters in the last layer is 64. Reshape accordingly before\n","    # passing it to RNNs\n","    new_shape = ((img_width // 4), (img_height // 4)*64)\n","    x = layers.Reshape(target_shape=new_shape, name='reshape')(x)\n","    x = layers.Dense(64, activation='relu', name='dense1')(x)\n","    x = layers.Dropout(0.2)(x)\n","    \n","    # RNNs\n","    x = layers.Bidirectional(layers.LSTM(128,\n","                                         return_sequences=True,\n","                                         dropout=0.2))(x)\n","    x = layers.Bidirectional(layers.LSTM(64,\n","                                         return_sequences=True,\n","                                         dropout=0.25))(x)\n","    \n","    # Predictions\n","    x = layers.Dense(len(characters)+1,\n","              activation='softmax', \n","              name='dense2',\n","              kernel_initializer='he_normal')(x)\n","    \n","    # Calculate CTC\n","    output = CTCLayer(name='ctc_loss')(labels, x, input_length, label_length)\n","    \n","    # Define the model\n","    model = keras.models.Model(inputs=[input_img,\n","                                       labels,\n","                                       input_length,\n","                                       label_length],\n","                                outputs=output,\n","                                name='ocr_model_v1')\n","    \n","    # Optimizer\n","    sgd = tf.keras.optimizers.legacy.SGD(learning_rate=0.002,\n","                                  decay=1e-6,\n","                                  momentum=0.9,\n","                                  nesterov=True,\n","                                  clipnorm=5)\n","    \n","    # Compile the model and return \n","    model.compile(optimizer='adam', metrics=['accuracy'])\n","    return model"]},{"cell_type":"code","execution_count":11,"metadata":{"id":"f64H4_eLEDzk","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1685358890979,"user_tz":-540,"elapsed":5290,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"e516eda9-3802-421c-d112-80e45c6924ca"},"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"ocr_model_v1\"\n","__________________________________________________________________________________________________\n"," Layer (type)                   Output Shape         Param #     Connected to                     \n","==================================================================================================\n"," input_data (InputLayer)        [(None, 200, 50, 1)  0           []                               \n","                                ]                                                                 \n","                                                                                                  \n"," Conv1 (Conv2D)                 (None, 200, 50, 32)  320         ['input_data[0][0]']             \n","                                                                                                  \n"," pool1 (MaxPooling2D)           (None, 100, 25, 32)  0           ['Conv1[0][0]']                  \n","                                                                                                  \n"," Conv2 (Conv2D)                 (None, 100, 25, 64)  18496       ['pool1[0][0]']                  \n","                                                                                                  \n"," pool2 (MaxPooling2D)           (None, 50, 12, 64)   0           ['Conv2[0][0]']                  \n","                                                                                                  \n"," reshape (Reshape)              (None, 50, 768)      0           ['pool2[0][0]']                  \n","                                                                                                  \n"," dense1 (Dense)                 (None, 50, 64)       49216       ['reshape[0][0]']                \n","                                                                                                  \n"," dropout (Dropout)              (None, 50, 64)       0           ['dense1[0][0]']                 \n","                                                                                                  \n"," bidirectional (Bidirectional)  (None, 50, 256)      197632      ['dropout[0][0]']                \n","                                                                                                  \n"," bidirectional_1 (Bidirectional  (None, 50, 128)     164352      ['bidirectional[0][0]']          \n"," )                                                                                                \n","                                                                                                  \n"," input_label (InputLayer)       [(None, 5)]          0           []                               \n","                                                                                                  \n"," dense2 (Dense)                 (None, 50, 61)       7869        ['bidirectional_1[0][0]']        \n","                                                                                                  \n"," input_length (InputLayer)      [(None, 1)]          0           []                               \n","                                                                                                  \n"," label_length (InputLayer)      [(None, 1)]          0           []                               \n","                                                                                                  \n"," ctc_loss (CTCLayer)            (None, 1)            0           ['input_label[0][0]',            \n","                                                                  'dense2[0][0]',                 \n","                                                                  'input_length[0][0]',           \n","                                                                  'label_length[0][0]']           \n","                                                                                                  \n","==================================================================================================\n","Total params: 437,885\n","Trainable params: 437,885\n","Non-trainable params: 0\n","__________________________________________________________________________________________________\n"]}],"source":["model = build_model()\n","model.summary()"]},{"cell_type":"code","execution_count":12,"metadata":{"id":"3_Ly3zwGEDzk","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"error","timestamp":1685361133879,"user_tz":-540,"elapsed":2224203,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"b168e461-2e14-434f-b91a-62b823a33cc7"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/200\n","452/452 [==============================] - 43s 52ms/step - loss: 22.3051 - accuracy: 0.0000e+00 - val_loss: 20.9829 - val_accuracy: 0.0000e+00\n","Epoch 2/200\n","452/452 [==============================] - 22s 48ms/step - loss: 20.8979 - accuracy: 0.0000e+00 - val_loss: 20.4533 - val_accuracy: 0.0000e+00\n","Epoch 3/200\n","452/452 [==============================] - 22s 49ms/step - loss: 20.0947 - accuracy: 0.0000e+00 - val_loss: 19.9258 - val_accuracy: 0.0000e+00\n","Epoch 4/200\n","452/452 [==============================] - 21s 47ms/step - loss: 19.9214 - accuracy: 0.0000e+00 - val_loss: 19.8606 - val_accuracy: 0.0000e+00\n","Epoch 5/200\n","452/452 [==============================] - 22s 49ms/step - loss: 19.7539 - accuracy: 0.0000e+00 - val_loss: 19.6355 - val_accuracy: 0.0000e+00\n","Epoch 6/200\n","452/452 [==============================] - 22s 48ms/step - loss: 19.4369 - accuracy: 0.0000e+00 - val_loss: 19.0070 - val_accuracy: 0.0000e+00\n","Epoch 7/200\n","452/452 [==============================] - 21s 47ms/step - loss: 18.5411 - accuracy: 0.0000e+00 - val_loss: 17.9135 - val_accuracy: 0.0000e+00\n","Epoch 8/200\n","452/452 [==============================] - 22s 48ms/step - loss: 17.4857 - accuracy: 0.0000e+00 - val_loss: 16.6553 - val_accuracy: 0.0000e+00\n","Epoch 9/200\n","452/452 [==============================] - 22s 49ms/step - loss: 16.3819 - accuracy: 0.0000e+00 - val_loss: 15.4657 - val_accuracy: 0.0000e+00\n","Epoch 10/200\n","452/452 [==============================] - 23s 50ms/step - loss: 15.1359 - accuracy: 0.0000e+00 - val_loss: 13.9857 - val_accuracy: 0.0000e+00\n","Epoch 11/200\n","452/452 [==============================] - 23s 50ms/step - loss: 13.7776 - accuracy: 0.0000e+00 - val_loss: 12.5807 - val_accuracy: 0.0000e+00\n","Epoch 12/200\n","452/452 [==============================] - 22s 48ms/step - loss: 12.5963 - accuracy: 0.0000e+00 - val_loss: 11.3867 - val_accuracy: 0.0000e+00\n","Epoch 13/200\n","452/452 [==============================] - 22s 49ms/step - loss: 11.5399 - accuracy: 0.0000e+00 - val_loss: 10.5116 - val_accuracy: 0.0000e+00\n","Epoch 14/200\n","452/452 [==============================] - 22s 49ms/step - loss: 10.6079 - accuracy: 0.0000e+00 - val_loss: 9.6649 - val_accuracy: 0.0000e+00\n","Epoch 15/200\n","452/452 [==============================] - 22s 48ms/step - loss: 9.8365 - accuracy: 0.0000e+00 - val_loss: 8.8620 - val_accuracy: 0.0000e+00\n","Epoch 16/200\n","452/452 [==============================] - 22s 49ms/step - loss: 9.1827 - accuracy: 0.0000e+00 - val_loss: 8.3071 - val_accuracy: 0.0000e+00\n","Epoch 17/200\n","452/452 [==============================] - 22s 50ms/step - loss: 8.6509 - accuracy: 0.0000e+00 - val_loss: 7.8362 - val_accuracy: 0.0000e+00\n","Epoch 18/200\n","452/452 [==============================] - 22s 48ms/step - loss: 8.1531 - accuracy: 0.0000e+00 - val_loss: 7.4768 - val_accuracy: 0.0000e+00\n","Epoch 19/200\n","452/452 [==============================] - 22s 48ms/step - loss: 7.7606 - accuracy: 6.9199e-05 - val_loss: 7.1049 - val_accuracy: 3.1133e-04\n","Epoch 20/200\n","452/452 [==============================] - 21s 47ms/step - loss: 7.3951 - accuracy: 3.1140e-04 - val_loss: 6.7944 - val_accuracy: 0.0016\n","Epoch 21/200\n","452/452 [==============================] - 21s 47ms/step - loss: 7.0769 - accuracy: 7.9579e-04 - val_loss: 6.5301 - val_accuracy: 0.0031\n","Epoch 22/200\n","452/452 [==============================] - 21s 47ms/step - loss: 6.7868 - accuracy: 0.0011 - val_loss: 6.2401 - val_accuracy: 0.0031\n","Epoch 23/200\n","452/452 [==============================] - 22s 48ms/step - loss: 6.5225 - accuracy: 0.0017 - val_loss: 6.0048 - val_accuracy: 0.0059\n","Epoch 24/200\n","452/452 [==============================] - 22s 48ms/step - loss: 6.2843 - accuracy: 0.0026 - val_loss: 5.7870 - val_accuracy: 0.0056\n","Epoch 25/200\n","452/452 [==============================] - 21s 47ms/step - loss: 6.0864 - accuracy: 0.0033 - val_loss: 5.6095 - val_accuracy: 0.0062\n","Epoch 26/200\n","452/452 [==============================] - 21s 47ms/step - loss: 5.8644 - accuracy: 0.0043 - val_loss: 5.5715 - val_accuracy: 0.0087\n","Epoch 27/200\n","452/452 [==============================] - 20s 45ms/step - loss: 5.6949 - accuracy: 0.0047 - val_loss: 5.3338 - val_accuracy: 0.0090\n","Epoch 28/200\n","452/452 [==============================] - 21s 46ms/step - loss: 5.5009 - accuracy: 0.0054 - val_loss: 5.2455 - val_accuracy: 0.0106\n","Epoch 29/200\n","452/452 [==============================] - 21s 46ms/step - loss: 5.3745 - accuracy: 0.0064 - val_loss: 5.0714 - val_accuracy: 0.0103\n","Epoch 30/200\n","452/452 [==============================] - 21s 47ms/step - loss: 5.2168 - accuracy: 0.0064 - val_loss: 4.9635 - val_accuracy: 0.0143\n","Epoch 31/200\n","452/452 [==============================] - 21s 47ms/step - loss: 5.0670 - accuracy: 0.0088 - val_loss: 4.8876 - val_accuracy: 0.0171\n","Epoch 32/200\n","452/452 [==============================] - 21s 46ms/step - loss: 4.9312 - accuracy: 0.0099 - val_loss: 4.7277 - val_accuracy: 0.0159\n","Epoch 33/200\n","452/452 [==============================] - 22s 48ms/step - loss: 4.8253 - accuracy: 0.0098 - val_loss: 4.6686 - val_accuracy: 0.0187\n","Epoch 34/200\n","452/452 [==============================] - 22s 49ms/step - loss: 4.6828 - accuracy: 0.0113 - val_loss: 4.6519 - val_accuracy: 0.0187\n","Epoch 35/200\n","452/452 [==============================] - 21s 47ms/step - loss: 4.5942 - accuracy: 0.0118 - val_loss: 4.5183 - val_accuracy: 0.0255\n","Epoch 36/200\n","452/452 [==============================] - 21s 47ms/step - loss: 4.4682 - accuracy: 0.0139 - val_loss: 4.4208 - val_accuracy: 0.0255\n","Epoch 37/200\n","452/452 [==============================] - 20s 45ms/step - loss: 4.3679 - accuracy: 0.0162 - val_loss: 4.3784 - val_accuracy: 0.0271\n","Epoch 38/200\n","452/452 [==============================] - 21s 46ms/step - loss: 4.2888 - accuracy: 0.0164 - val_loss: 4.4539 - val_accuracy: 0.0342\n","Epoch 39/200\n","452/452 [==============================] - 20s 45ms/step - loss: 4.1641 - accuracy: 0.0192 - val_loss: 4.2729 - val_accuracy: 0.0355\n","Epoch 40/200\n","452/452 [==============================] - 21s 46ms/step - loss: 4.1241 - accuracy: 0.0202 - val_loss: 4.2466 - val_accuracy: 0.0380\n","Epoch 41/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.9949 - accuracy: 0.0236 - val_loss: 4.1525 - val_accuracy: 0.0408\n","Epoch 42/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.9227 - accuracy: 0.0253 - val_loss: 4.2571 - val_accuracy: 0.0470\n","Epoch 43/200\n","452/452 [==============================] - 20s 45ms/step - loss: 3.8763 - accuracy: 0.0271 - val_loss: 4.1069 - val_accuracy: 0.0408\n","Epoch 44/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.8525 - accuracy: 0.0280 - val_loss: 4.0612 - val_accuracy: 0.0445\n","Epoch 45/200\n","452/452 [==============================] - 21s 47ms/step - loss: 3.7402 - accuracy: 0.0315 - val_loss: 3.8527 - val_accuracy: 0.0548\n","Epoch 46/200\n","452/452 [==============================] - 21s 45ms/step - loss: 3.6499 - accuracy: 0.0338 - val_loss: 3.9436 - val_accuracy: 0.0657\n","Epoch 47/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.6735 - accuracy: 0.0364 - val_loss: 3.9116 - val_accuracy: 0.0588\n","Epoch 48/200\n","452/452 [==============================] - 20s 45ms/step - loss: 3.6089 - accuracy: 0.0385 - val_loss: 3.8070 - val_accuracy: 0.0697\n","Epoch 49/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.5812 - accuracy: 0.0394 - val_loss: 3.7470 - val_accuracy: 0.0704\n","Epoch 50/200\n","452/452 [==============================] - 20s 45ms/step - loss: 3.4988 - accuracy: 0.0431 - val_loss: 3.7339 - val_accuracy: 0.0704\n","Epoch 51/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.4832 - accuracy: 0.0457 - val_loss: 3.7626 - val_accuracy: 0.0744\n","Epoch 52/200\n","452/452 [==============================] - 20s 45ms/step - loss: 3.3623 - accuracy: 0.0508 - val_loss: 3.5971 - val_accuracy: 0.0959\n","Epoch 53/200\n","452/452 [==============================] - 21s 46ms/step - loss: 3.4237 - accuracy: 0.0486 - val_loss: 3.7186 - val_accuracy: 0.0816\n","Epoch 54/200\n","452/452 [==============================] - 20s 45ms/step - loss: 3.4339 - accuracy: 0.0519 - val_loss: 3.4545 - val_accuracy: 0.0791\n","Epoch 55/200\n","452/452 [==============================] - 21s 45ms/step - loss: 3.4220 - accuracy: 0.0557 - val_loss: 2.9467 - val_accuracy: 0.1538\n","Epoch 56/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.9236 - accuracy: 0.1160 - val_loss: 2.7101 - val_accuracy: 0.2005\n","Epoch 57/200\n","452/452 [==============================] - 21s 47ms/step - loss: 2.6881 - accuracy: 0.1455 - val_loss: 2.5960 - val_accuracy: 0.2369\n","Epoch 58/200\n","452/452 [==============================] - 21s 47ms/step - loss: 2.6130 - accuracy: 0.1673 - val_loss: 2.5419 - val_accuracy: 0.2509\n","Epoch 59/200\n","452/452 [==============================] - 21s 47ms/step - loss: 2.5428 - accuracy: 0.1771 - val_loss: 2.4759 - val_accuracy: 0.2653\n","Epoch 60/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.4823 - accuracy: 0.1885 - val_loss: 2.4053 - val_accuracy: 0.2799\n","Epoch 61/200\n","452/452 [==============================] - 21s 45ms/step - loss: 2.4171 - accuracy: 0.1991 - val_loss: 2.3938 - val_accuracy: 0.2911\n","Epoch 62/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.3739 - accuracy: 0.2098 - val_loss: 2.3899 - val_accuracy: 0.2758\n","Epoch 63/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.3179 - accuracy: 0.2189 - val_loss: 2.3904 - val_accuracy: 0.2852\n","Epoch 64/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.3600 - accuracy: 0.2125 - val_loss: 2.2648 - val_accuracy: 0.3113\n","Epoch 65/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.2594 - accuracy: 0.2319 - val_loss: 2.2850 - val_accuracy: 0.3157\n","Epoch 66/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.2553 - accuracy: 0.2352 - val_loss: 2.2195 - val_accuracy: 0.3207\n","Epoch 67/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.2404 - accuracy: 0.2419 - val_loss: 2.1891 - val_accuracy: 0.3207\n","Epoch 68/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.1473 - accuracy: 0.2577 - val_loss: 2.1515 - val_accuracy: 0.3559\n","Epoch 69/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.1461 - accuracy: 0.2577 - val_loss: 2.2292 - val_accuracy: 0.3359\n","Epoch 70/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.1532 - accuracy: 0.2596 - val_loss: 2.1220 - val_accuracy: 0.3422\n","Epoch 71/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.1073 - accuracy: 0.2720 - val_loss: 2.1804 - val_accuracy: 0.3496\n","Epoch 72/200\n","452/452 [==============================] - 21s 47ms/step - loss: 2.1879 - accuracy: 0.2602 - val_loss: 2.2180 - val_accuracy: 0.3341\n","Epoch 73/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.1453 - accuracy: 0.2631 - val_loss: 2.1908 - val_accuracy: 0.3639\n","Epoch 74/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.1129 - accuracy: 0.2748 - val_loss: 2.1096 - val_accuracy: 0.3549\n","Epoch 75/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.0351 - accuracy: 0.2847 - val_loss: 2.1040 - val_accuracy: 0.3559\n","Epoch 76/200\n","452/452 [==============================] - 22s 48ms/step - loss: 2.1927 - accuracy: 0.2733 - val_loss: 2.3812 - val_accuracy: 0.3085\n","Epoch 77/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.0808 - accuracy: 0.2808 - val_loss: 2.1866 - val_accuracy: 0.3568\n","Epoch 78/200\n","452/452 [==============================] - 21s 45ms/step - loss: 2.0017 - accuracy: 0.2975 - val_loss: 2.0336 - val_accuracy: 0.3938\n","Epoch 79/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.0289 - accuracy: 0.2940 - val_loss: 1.9837 - val_accuracy: 0.3851\n","Epoch 80/200\n","452/452 [==============================] - 20s 45ms/step - loss: 1.9550 - accuracy: 0.3076 - val_loss: 2.1807 - val_accuracy: 0.3590\n","Epoch 81/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.2362 - accuracy: 0.2643 - val_loss: 2.0352 - val_accuracy: 0.3714\n","Epoch 82/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.0465 - accuracy: 0.2895 - val_loss: 1.9770 - val_accuracy: 0.3814\n","Epoch 83/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.2458 - accuracy: 0.2603 - val_loss: 2.1160 - val_accuracy: 0.3655\n","Epoch 84/200\n","452/452 [==============================] - 21s 46ms/step - loss: 1.9633 - accuracy: 0.3072 - val_loss: 2.6211 - val_accuracy: 0.2961\n","Epoch 85/200\n","452/452 [==============================] - 20s 44ms/step - loss: 2.1176 - accuracy: 0.2841 - val_loss: 2.1406 - val_accuracy: 0.3773\n","Epoch 86/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.0517 - accuracy: 0.2978 - val_loss: 1.9644 - val_accuracy: 0.3985\n","Epoch 87/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.7157 - accuracy: 0.2187 - val_loss: 2.1966 - val_accuracy: 0.3403\n","Epoch 88/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.3694 - accuracy: 0.2370 - val_loss: 2.1238 - val_accuracy: 0.3630\n","Epoch 89/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.5776 - accuracy: 0.2251 - val_loss: 3.0807 - val_accuracy: 0.2279\n","Epoch 90/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.7675 - accuracy: 0.1897 - val_loss: 2.3391 - val_accuracy: 0.2945\n","Epoch 91/200\n","452/452 [==============================] - 20s 45ms/step - loss: 3.0241 - accuracy: 0.1753 - val_loss: 2.3079 - val_accuracy: 0.2914\n","Epoch 92/200\n","452/452 [==============================] - 21s 45ms/step - loss: 2.6225 - accuracy: 0.1989 - val_loss: 2.2666 - val_accuracy: 0.3070\n","Epoch 93/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.4853 - accuracy: 0.2228 - val_loss: 1.9857 - val_accuracy: 0.3727\n","Epoch 94/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.2662 - accuracy: 0.2537 - val_loss: 2.1156 - val_accuracy: 0.3275\n","Epoch 95/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.6674 - accuracy: 0.2027 - val_loss: 2.2168 - val_accuracy: 0.3216\n","Epoch 96/200\n","452/452 [==============================] - 20s 44ms/step - loss: 2.4513 - accuracy: 0.2372 - val_loss: 2.3648 - val_accuracy: 0.3048\n","Epoch 97/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.4160 - accuracy: 0.2335 - val_loss: 2.1539 - val_accuracy: 0.3596\n","Epoch 98/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.2667 - accuracy: 0.2567 - val_loss: 1.9297 - val_accuracy: 0.4035\n","Epoch 99/200\n","452/452 [==============================] - 21s 46ms/step - loss: 2.5850 - accuracy: 0.2236 - val_loss: 3.4745 - val_accuracy: 0.2005\n","Epoch 100/200\n","452/452 [==============================] - 20s 45ms/step - loss: 2.6076 - accuracy: 0.2163 - val_loss: 1.9654 - val_accuracy: 0.3845\n","Epoch 101/200\n"," 51/452 [==>...........................] - ETA: 15s - loss: 2.6179 - accuracy: 0.2075"]},{"output_type":"error","ename":"KeyboardInterrupt","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)","\u001b[0;32m<ipython-input-12-1015162dea7d>\u001b[0m in \u001b[0;36m<cell line: 7>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;31m# Train the model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m history = model.fit(train_data_generator,\n\u001b[0m\u001b[1;32m      8\u001b[0m                     \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalid_data_generator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m                     \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     63\u001b[0m         \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     66\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m             \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m   1683\u001b[0m                         ):\n\u001b[1;32m   1684\u001b[0m                             \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_train_batch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1685\u001b[0;31m                             \u001b[0mtmp_logs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1686\u001b[0m                             \u001b[0;32mif\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshould_sync\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1687\u001b[0m                                 \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masync_wait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/util/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    148\u001b[0m     \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    149\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 150\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    151\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    152\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/eager/polymorphic_function/polymorphic_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m    892\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    893\u001b[0m       \u001b[0;32mwith\u001b[0m \u001b[0mOptionalXlaContext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jit_compile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 894\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    895\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    896\u001b[0m       \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperimental_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/eager/polymorphic_function/polymorphic_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m    924\u001b[0m       \u001b[0;31m# In this case we have created variables on the first call, so we run the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    925\u001b[0m       \u001b[0;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 926\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_no_variable_creation_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# pylint: disable=not-callable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    927\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_variable_creation_fn\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    928\u001b[0m       \u001b[0;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/eager/polymorphic_function/tracing_compiler.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    141\u001b[0m       (concrete_function,\n\u001b[1;32m    142\u001b[0m        filtered_flat_args) = self._maybe_define_function(args, kwargs)\n\u001b[0;32m--> 143\u001b[0;31m     return concrete_function._call_flat(\n\u001b[0m\u001b[1;32m    144\u001b[0m         filtered_flat_args, captured_inputs=concrete_function.captured_inputs)  # pylint: disable=protected-access\n\u001b[1;32m    145\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/eager/polymorphic_function/monomorphic_function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m   1755\u001b[0m         and executing_eagerly):\n\u001b[1;32m   1756\u001b[0m       \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1757\u001b[0;31m       return self._build_call_outputs(self._inference_function.call(\n\u001b[0m\u001b[1;32m   1758\u001b[0m           ctx, args, cancellation_manager=cancellation_manager))\n\u001b[1;32m   1759\u001b[0m     forward_backward = self._select_forward_and_backward_functions(\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/eager/polymorphic_function/monomorphic_function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m    379\u001b[0m       \u001b[0;32mwith\u001b[0m \u001b[0m_InterpolateFunctionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    380\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcancellation_manager\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 381\u001b[0;31m           outputs = execute.execute(\n\u001b[0m\u001b[1;32m    382\u001b[0m               \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msignature\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    383\u001b[0m               \u001b[0mnum_outputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_outputs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m     50\u001b[0m   \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     51\u001b[0m     \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 52\u001b[0;31m     tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0m\u001b[1;32m     53\u001b[0m                                         inputs, attrs, num_outputs)\n\u001b[1;32m     54\u001b[0m   \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyboardInterrupt\u001b[0m: "]}],"source":["# Add early stopping\n","es = keras.callbacks.EarlyStopping(monitor='val_loss',\n","                                   patience=20,\n","                                   restore_best_weights=True)\n","\n","# Train the model\n","history = model.fit(train_data_generator,\n","                    validation_data=valid_data_generator,\n","                    epochs=200,\n","                    callbacks=[es])"]},{"cell_type":"code","execution_count":13,"metadata":{"id":"18etAjGrEDzl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1685361137900,"user_tz":-540,"elapsed":262,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"b2821a2f-b26e-4dd3-835a-dff80fa4b9b6"},"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"model\"\n","_________________________________________________________________\n"," Layer (type)                Output Shape              Param #   \n","=================================================================\n"," input_data (InputLayer)     [(None, 200, 50, 1)]      0         \n","                                                                 \n"," Conv1 (Conv2D)              (None, 200, 50, 32)       320       \n","                                                                 \n"," pool1 (MaxPooling2D)        (None, 100, 25, 32)       0         \n","                                                                 \n"," Conv2 (Conv2D)              (None, 100, 25, 64)       18496     \n","                                                                 \n"," pool2 (MaxPooling2D)        (None, 50, 12, 64)        0         \n","                                                                 \n"," reshape (Reshape)           (None, 50, 768)           0         \n","                                                                 \n"," dense1 (Dense)              (None, 50, 64)            49216     \n","                                                                 \n"," dropout (Dropout)           (None, 50, 64)            0         \n","                                                                 \n"," bidirectional (Bidirectiona  (None, 50, 256)          197632    \n"," l)                                                              \n","                                                                 \n"," bidirectional_1 (Bidirectio  (None, 50, 128)          164352    \n"," nal)                                                            \n","                                                                 \n"," dense2 (Dense)              (None, 50, 61)            7869      \n","                                                                 \n","=================================================================\n","Total params: 437,885\n","Trainable params: 437,885\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["prediction_model = keras.models.Model(model.get_layer(name='input_data').input,\n","                                        model.get_layer(name='dense2').output)\n","prediction_model.summary()"]},{"cell_type":"code","execution_count":14,"metadata":{"id":"rFhHc3cVEDzl","executionInfo":{"status":"ok","timestamp":1685361140415,"user_tz":-540,"elapsed":3,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"outputs":[],"source":["# A utility to decode the output of the network\n","def decode_batch_predictions(pred):\n","    pred = pred[:, :-2]\n","    input_len = np.ones(pred.shape[0])*pred.shape[1]\n","    \n","    # Use greedy search. For complex tasks, you can use beam search\n","    results = keras.backend.ctc_decode(pred, \n","                                        input_length=input_len,\n","                                        greedy=True)[0][0]\n","    \n","    # Iterate over the results and get back the text\n","    output_text = []\n","    for res in results.numpy():\n","        outstr = ''\n","        for c in res:\n","            if c < len(characters) and c >=0:\n","                outstr += labels_to_char[c]\n","        output_text.append(outstr)\n","    \n","    # return final text results\n","    return output_text"]},{"cell_type":"code","execution_count":15,"metadata":{"id":"fALGor7SEDzl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1685361144689,"user_tz":-540,"elapsed":1432,"user":{"displayName":"김영진","userId":"12908536806954163386"}},"outputId":"6087db72-c121-4fe2-bc64-d0e257bc356f"},"outputs":[{"output_type":"stream","name":"stdout","text":["2/2 [==============================] - 1s 8ms/step\n","Ground truth: 9p56D \t Predicted: 9p96D\n","Ground truth: 613IG \t Predicted: 613lG\n","Ground truth: AKEbX \t Predicted: AKEbX\n","Ground truth: 46Vl4 \t Predicted: 1wv1a\n","Ground truth: bLgUG \t Predicted: bLgUG\n","Ground truth: 9OyhZ \t Predicted: 9OyhZ\n","Ground truth: 1luQX \t Predicted: 1luiQX\n","Ground truth: zv4up \t Predicted: zv4Hp\n","Ground truth: 4O9qb \t Predicted: 4O9QB\n","Ground truth: 58ntZ \t Predicted: 58Ntz\n","Ground truth: clMzJ \t Predicted: dlMzJ\n","Ground truth: ag9gL \t Predicted: ag9gL\n","Ground truth: d7Xnh \t Predicted: d7xnh\n","Ground truth: dF8i1 \t Predicted: DF8t1\n","Ground truth: 7inhh \t Predicted: 7iuhh\n","Ground truth: d26pN \t Predicted: D26pn\n","Ground truth: 3DdbW \t Predicted: 3DdbW\n","Ground truth: AU3f6 \t Predicted: AU3f6\n","Ground truth: 7z4Ct \t Predicted: 2z4Ct\n","Ground truth: cQYmU \t Predicted: cQYmU\n","Ground truth: DEEnA \t Predicted: DEEnA\n","Ground truth: zRKTE \t Predicted: zRKTe\n","Ground truth: 3NDuL \t Predicted: 3NDuL\n","Ground truth: 8bEzY \t Predicted: 8bEZY\n","Ground truth: 2cVCS \t Predicted: 2cVCS\n","Ground truth: 1LfWv \t Predicted: 1LfWv\n","Ground truth: BJuiR \t Predicted: BJniR\n","Ground truth: 2TRHd \t Predicted: 2TRHd\n","Ground truth: 1ag4b \t Predicted: bg4b\n","Ground truth: 1TD48 \t Predicted: 1TD48\n","Ground truth: Asc9Q \t Predicted: Asc9Q\n","Ground truth: 7vj7l \t Predicted: 7vJ7l\n","Ground truth: zu3Cj \t Predicted: zn3Cj\n","Ground truth: CH5yk \t Predicted: C19yk\n","Ground truth: 3TJNC \t Predicted: 3TjNC\n","Ground truth: DAYsN \t Predicted: DAYsN\n","Ground truth: 4MyUO \t Predicted: 4MyUO\n","Ground truth: Cl7Te \t Predicted: CI7Te\n","Ground truth: A1veU \t Predicted: A1veU\n","Ground truth: 3znyj \t Predicted: 3znyj\n","Ground truth: 2rtpw \t Predicted: 2rfhw\n","Ground truth: 2yT5t \t Predicted: 2yT5t\n","Ground truth: ATHCa \t Predicted: ATHCa\n","Ground truth: 39VK9 \t Predicted: 39vK9\n","Ground truth: 1LUpN \t Predicted: 1LUpN\n","Ground truth: aYRyL \t Predicted: aYRyL\n","Ground truth: anXIm \t Predicted: anXIm\n","Ground truth: n3bm6 \t Predicted: n3bm6\n","Ground truth: bgkGx \t Predicted: bgkGs\n","Ground truth: 9LUDj \t Predicted: 9LUDj\n","Ground truth: 2rpq5 \t Predicted: 2rpq5\n","Ground truth: 4kXEW \t Predicted: 4kXEW\n","Ground truth: BBjJh \t Predicted: BBjJn\n","Ground truth: 86Fx1 \t Predicted: 86Fx1\n","Ground truth: cprWj \t Predicted: cprWj\n","Ground truth: bgt7i \t Predicted: bgt7i\n","Ground truth: AME5P \t Predicted: AME5P\n","Ground truth: bpxL7 \t Predicted: bpxL7\n","Ground truth: cTK3W \t Predicted: cTk3W\n","Ground truth: cmOKR \t Predicted: cmOKR\n","Ground truth: 7w1QH \t Predicted: 7w1QH\n","Ground truth: Avelm \t Predicted: AveUw\n","Ground truth: Cm2SA \t Predicted: Cm2sA\n","Ground truth: 1vwIN \t Predicted: 1vwN\n"]}],"source":["#  Let's check results on some validation samples\n","for p, (inp_value, _) in enumerate(valid_data_generator):\n","    bs = inp_value['input_data'].shape[0]\n","    X_data = inp_value['input_data']\n","    labels = inp_value['input_label']\n","    \n","    preds = prediction_model.predict(X_data)\n","    pred_texts = decode_batch_predictions(preds)\n","    \n","    \n","    orig_texts = []\n","    for label in labels:\n","        text = ''.join([labels_to_char[int(x)] for x in label])\n","        orig_texts.append(text)\n","        \n","    for i in range(bs):\n","        print(f'Ground truth: {orig_texts[i]} \\t Predicted: {pred_texts[i]}')\n","    break"]},{"cell_type":"markdown","metadata":{"id":"nE673nHJEDzl"},"source":["**Please upvote if you liked the notebook.**"]},{"cell_type":"code","execution_count":16,"metadata":{"id":"gyBVytqeR9FL","executionInfo":{"status":"ok","timestamp":1685361153210,"user_tz":-540,"elapsed":260,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"outputs":[],"source":["model.save('/content/drive/MyDrive/Colab Notebooks/Captcha-Recognition/Model/captcha_recognition_32000_model.h5')"]},{"cell_type":"code","source":["model.save('/content/drive/MyDrive/Colab Notebooks/Captcha-Recognition/captcha_recognition_32000_model.h5')"],"metadata":{"id":"4Veguj_YDRlU","executionInfo":{"status":"ok","timestamp":1685361162024,"user_tz":-540,"elapsed":262,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["model.save('/content/drive/MyDrive/captcha_recognition_32000_model.h5')"],"metadata":{"id":"lV-X_XC3WnOI","executionInfo":{"status":"ok","timestamp":1685361178044,"user_tz":-540,"elapsed":2,"user":{"displayName":"김영진","userId":"12908536806954163386"}}},"execution_count":19,"outputs":[]}],"metadata":{"accelerator":"GPU","colab":{"machine_shape":"hm","provenance":[],"gpuType":"V100"},"kernelspec":{"display_name":"Python 3","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":"3.7.6"}},"nbformat":4,"nbformat_minor":0}