hindi-graphology.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":2411593,"sourceType":"datasetVersion","datasetId":1458797}],"dockerImageVersionId":30762,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport matplotlib.pyplot as plt\nfrom tensorflow.keras.preprocessing.image import load_img, img_to_array\n\n# Define the dataset directory\ndataset_dir = '/kaggle/input/devanagari-word-dataset-for-personality-prediction/Dataset'\n\n# Define the categories based on directory names\ncategories = ['Extrovert', 'Introvert', 'Optimistic', 'Pessimistic', 'Stable_Mindset']\n\n# Function to load and display a few images from each category\ndef visualize_samples(dataset_dir, categories):\n    plt.figure(figsize=(15, 10))\n    for i, category in enumerate(categories):\n        category_dir = os.path.join(dataset_dir, category)\n        sample_image = os.listdir(category_dir)[0]  # Load the first image from the category\n        img = load_img(os.path.join(category_dir, sample_image))\n        plt.subplot(1, len(categories), i + 1)\n        plt.imshow(img)\n        plt.title(category)\n        plt.axis('off')\n    plt.show()\n\n# Visualize sample images\nvisualize_samples(dataset_dir, categories)\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-02T17:23:19.667305Z","iopub.execute_input":"2024-09-02T17:23:19.667646Z","iopub.status.idle":"2024-09-02T17:23:41.207996Z","shell.execute_reply.started":"2024-09-02T17:23:19.667608Z","shell.execute_reply":"2024-09-02T17:23:41.207042Z"},"trusted":true},"execution_count":1,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1500x1000 with 5 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n\n# Define image parameters\nimg_height = 128\nimg_width = 128\nbatch_size = 32\n\n# Create an ImageDataGenerator instance for preprocessing\ntrain_datagen = ImageDataGenerator(\n    rescale=1./255, # Normalize pixel values to [0,1]\n    validation_split=0.2 # 20% of data for validation\n)\n\n# Load training data\ntrain_generator = train_datagen.flow_from_directory(\n    dataset_dir,\n    target_size=(img_height, img_width),\n    batch_size=batch_size,\n    class_mode='categorical',\n    subset='training'\n)\n\n# Load validation data\nvalidation_generator = train_datagen.flow_from_directory(\n    dataset_dir,\n    target_size=(img_height, img_width),\n    batch_size=batch_size,\n    class_mode='categorical',\n    subset='validation'\n)\n\n# Check the class indices\nclass_indices = train_generator.class_indices\nprint(\"Class Indices:\", class_indices)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:23:46.078969Z","iopub.execute_input":"2024-09-02T17:23:46.079724Z","iopub.status.idle":"2024-09-02T17:23:46.246378Z","shell.execute_reply.started":"2024-09-02T17:23:46.079677Z","shell.execute_reply":"2024-09-02T17:23:46.245521Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Found 2583 images belonging to 5 classes.\nFound 644 images belonging to 5 classes.\nClass Indices: {'Extrovert': 0, 'Introvert': 1, 'Optimistic': 2, 'Pessimistic': 3, 'Stable_Mindset': 4}\n","output_type":"stream"}]},{"cell_type":"code","source":"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n\n# Define image parameters\nimg_height = 128\nimg_width = 128\nbatch_size = 32\n\n# Create an ImageDataGenerator instance with data augmentation for training\ntrain_datagen_augmented = ImageDataGenerator(\n    rescale=1./255, # Normalize pixel values to [0,1]\n    rotation_range=20, # Random rotation between 0-20 degrees\n    width_shift_range=0.2, # Random horizontal shift\n    height_shift_range=0.2, # Random vertical shift\n    shear_range=0.2, # Random shear transformation\n    zoom_range=0.2, # Random zoom\n    horizontal_flip=True, # Random horizontal flip\n    fill_mode='nearest', # Fill in pixels after transformation\n    validation_split=0.2 # 20% of data for validation\n)\n\n# Load training data with augmentation\ntrain_generator_augmented = train_datagen_augmented.flow_from_directory(\n    dataset_dir,\n    target_size=(img_height, img_width),\n    batch_size=batch_size,\n    class_mode='categorical',\n    subset='training'\n)\n\n# Load validation data (no augmentation, only normalization)\nvalidation_generator_augmented = train_datagen_augmented.flow_from_directory(\n    dataset_dir,\n    target_size=(img_height, img_width),\n    batch_size=batch_size,\n    class_mode='categorical',\n    subset='validation'\n)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:23:49.267741Z","iopub.execute_input":"2024-09-02T17:23:49.268113Z","iopub.status.idle":"2024-09-02T17:23:49.424909Z","shell.execute_reply.started":"2024-09-02T17:23:49.268076Z","shell.execute_reply":"2024-09-02T17:23:49.424016Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"Found 2583 images belonging to 5 classes.\nFound 644 images belonging to 5 classes.\n","output_type":"stream"}]},{"cell_type":"code","source":"# Get a batch of images and labels from the augmented training data\nimages, labels = next(train_generator_augmented)\n\n# Plot the first 9 images\nplt.figure(figsize=(10, 10))\nfor i in range(9):\n    plt.subplot(3, 3, i + 1)\n    plt.imshow(images[i])\n    plt.title(\"Augmented Image\")\n    plt.axis('off')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:23:52.135920Z","iopub.execute_input":"2024-09-02T17:23:52.136780Z","iopub.status.idle":"2024-09-02T17:23:53.401406Z","shell.execute_reply.started":"2024-09-02T17:23:52.136737Z","shell.execute_reply":"2024-09-02T17:23:53.400407Z"},"trusted":true},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 9 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"from tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n\n# Build the CNN model\nmodel = Sequential([\n    Conv2D(32, (3, 3), activation='relu', input_shape=(img_height, img_width, 3)),\n    MaxPooling2D(2, 2),\n    Conv2D(64, (3, 3), activation='relu'),\n    MaxPooling2D(2, 2),\n    Conv2D(128, (3, 3), activation='relu'),\n    MaxPooling2D(2, 2),\n    Flatten(),\n    Dense(512, activation='relu'),\n    Dropout(0.5),  # Dropout to prevent overfitting\n    Dense(5, activation='softmax')  # 5 output classes corresponding to the 5 personality traits\n])\n\n# Compile the model\nmodel.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Display the model's architecture\nmodel.summary()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:24:00.210209Z","iopub.execute_input":"2024-09-02T17:24:00.211219Z","iopub.status.idle":"2024-09-02T17:24:01.391425Z","shell.execute_reply.started":"2024-09-02T17:24:00.211173Z","shell.execute_reply":"2024-09-02T17:24:01.390413Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │           \u001b[38;5;34m896\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25088\u001b[0m)          │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │    \u001b[38;5;34m12,845,568\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m)              │         \u001b[38;5;34m2,565\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">126</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">126</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">63</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">63</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">61</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">61</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25088</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │    <span style=\"color: #00af00; text-decoration-color: #00af00\">12,845,568</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>)              │         <span style=\"color: #00af00; text-decoration-color: #00af00\">2,565</span> │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m12,941,381\u001b[0m (49.37 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">12,941,381</span> (49.37 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m12,941,381\u001b[0m (49.37 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">12,941,381</span> (49.37 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n</pre>\n"},"metadata":{}}]},{"cell_type":"code","source":"from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n\n# Define the callbacks\nearly_stop = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n\ncheckpoint = ModelCheckpoint(\n    'best_graphology_model.keras',  # Updated to .keras extension\n    monitor='val_accuracy', \n    save_best_only=True, \n    mode='max',\n    verbose=1\n)\n\ncallbacks = [early_stop, checkpoint]\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:26:59.302790Z","iopub.execute_input":"2024-09-02T17:26:59.303522Z","iopub.status.idle":"2024-09-02T17:26:59.308859Z","shell.execute_reply.started":"2024-09-02T17:26:59.303483Z","shell.execute_reply":"2024-09-02T17:26:59.307833Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"# Define the number of epochs\nepochs = 50  # You can adjust this based on your requirements\n\n# Calculate steps per epoch and validation steps\nsteps_per_epoch = train_generator_augmented.samples // batch_size\nvalidation_steps = validation_generator_augmented.samples // batch_size\n\n# Train the model\nhistory = model.fit(\n    train_generator_augmented,\n    steps_per_epoch=steps_per_epoch,\n    epochs=epochs,\n    validation_data=validation_generator_augmented,\n    validation_steps=validation_steps,\n    callbacks=callbacks\n)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:27:34.989507Z","iopub.execute_input":"2024-09-02T17:27:34.990298Z","iopub.status.idle":"2024-09-02T17:30:54.937025Z","shell.execute_reply.started":"2024-09-02T17:27:34.990260Z","shell.execute_reply":"2024-09-02T17:30:54.936157Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"Epoch 1/50\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n  self._warn_if_super_not_called()\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1725298060.011947     138 service.cc:145] XLA service 0x7bea04005720 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\nI0000 00:00:1725298060.012018     138 service.cc:153]   StreamExecutor device (0): Tesla T4, Compute Capability 7.5\nI0000 00:00:1725298060.012025     138 service.cc:153]   StreamExecutor device (1): Tesla T4, Compute Capability 7.5\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m14:39\u001b[0m 11s/step - accuracy: 0.1250 - loss: 1.6176","output_type":"stream"},{"name":"stderr","text":"I0000 00:00:1725298066.715784     138 device_compiler.h:188] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 416ms/step - accuracy: 0.2030 - loss: 1.7202\nEpoch 1: val_accuracy improved from -inf to 0.35156, saving model to best_graphology_model.keras\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m54s\u001b[0m 547ms/step - accuracy: 0.2035 - loss: 1.7190 - val_accuracy: 0.3516 - val_loss: 1.4731\nEpoch 2/50\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 23ms/step - accuracy: 0.3750 - loss: 1.4577","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/contextlib.py:153: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n  self.gen.throw(typ, value, traceback)\n","output_type":"stream"},{"name":"stdout","text":"\nEpoch 2: val_accuracy did not improve from 0.35156\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - accuracy: 0.3750 - loss: 1.4577 - val_accuracy: 0.0000e+00 - val_loss: 1.6111\nEpoch 3/50\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 204ms/step - accuracy: 0.3788 - loss: 1.4470\nEpoch 3: val_accuracy improved from 0.35156 to 0.37344, saving model to best_graphology_model.keras\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 288ms/step - accuracy: 0.3789 - loss: 1.4467 - val_accuracy: 0.3734 - val_loss: 1.4545\nEpoch 4/50\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 23ms/step - accuracy: 0.3750 - loss: 1.3421\nEpoch 4: val_accuracy improved from 0.37344 to 0.50000, saving model to best_graphology_model.keras\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 10ms/step - accuracy: 0.3750 - loss: 1.3421 - val_accuracy: 0.5000 - val_loss: 1.3774\nEpoch 5/50\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 204ms/step - accuracy: 0.4536 - loss: 1.3002\nEpoch 5: val_accuracy did not improve from 0.50000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 280ms/step - accuracy: 0.4534 - loss: 1.3004 - val_accuracy: 0.4453 - val_loss: 1.2716\nEpoch 6/50\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 22ms/step - accuracy: 0.4062 - loss: 1.3202\nEpoch 6: val_accuracy did not improve from 0.50000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 187us/step - accuracy: 0.4062 - loss: 1.3202 - val_accuracy: 0.5000 - val_loss: 1.2739\nEpoch 7/50\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 198ms/step - accuracy: 0.4712 - loss: 1.2808\nEpoch 7: val_accuracy did not improve from 0.50000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 272ms/step - accuracy: 0.4714 - loss: 1.2804 - val_accuracy: 0.4328 - val_loss: 1.3026\nEpoch 8/50\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m2s\u001b[0m 25ms/step - accuracy: 0.4062 - loss: 1.4084\nEpoch 8: val_accuracy improved from 0.50000 to 0.75000, saving model to best_graphology_model.keras\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 10ms/step - accuracy: 0.4062 - loss: 1.4084 - val_accuracy: 0.7500 - val_loss: 0.8185\nEpoch 9/50\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 201ms/step - accuracy: 0.5142 - loss: 1.1779\nEpoch 9: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 276ms/step - accuracy: 0.5140 - loss: 1.1779 - val_accuracy: 0.4516 - val_loss: 1.2555\nEpoch 10/50\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 23ms/step - accuracy: 0.4688 - loss: 1.1838\nEpoch 10: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 215us/step - accuracy: 0.4688 - loss: 1.1838 - val_accuracy: 0.5000 - val_loss: 1.1286\nEpoch 11/50\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 204ms/step - accuracy: 0.5189 - loss: 1.1701\nEpoch 11: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 277ms/step - accuracy: 0.5189 - loss: 1.1699 - val_accuracy: 0.4484 - val_loss: 1.2480\nEpoch 12/50\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 23ms/step - accuracy: 0.5938 - loss: 1.1738\nEpoch 12: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 230us/step - accuracy: 0.5938 - loss: 1.1738 - val_accuracy: 0.2500 - val_loss: 1.0268\nEpoch 13/50\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 200ms/step - accuracy: 0.5312 - loss: 1.1313\nEpoch 13: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 273ms/step - accuracy: 0.5312 - loss: 1.1312 - val_accuracy: 0.4609 - val_loss: 1.3275\n","output_type":"stream"}]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\n# Retrieve accuracy and loss from the training history\nacc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\n\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs_range = range(1, len(acc) + 1)\n\n# Plot Training and Validation Accuracy\nplt.figure(figsize=(14, 6))\n\nplt.subplot(1, 2, 1)\nplt.plot(epochs_range, acc, label='Training Accuracy', marker='o')\nplt.plot(epochs_range, val_acc, label='Validation Accuracy', marker='o')\nplt.legend(loc='lower right')\nplt.title('Training and Validation Accuracy')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.grid(True)\n\n# Plot Training and Validation Loss\nplt.subplot(1, 2, 2)\nplt.plot(epochs_range, loss, label='Training Loss', marker='o')\nplt.plot(epochs_range, val_loss, label='Validation Loss', marker='o')\nplt.legend(loc='upper right')\nplt.title('Training and Validation Loss')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.grid(True)\n\nplt.tight_layout()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:32:40.513729Z","iopub.execute_input":"2024-09-02T17:32:40.514668Z","iopub.status.idle":"2024-09-02T17:32:41.059665Z","shell.execute_reply.started":"2024-09-02T17:32:40.514617Z","shell.execute_reply":"2024-09-02T17:32:41.058561Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x600 with 2 Axes>","image/png":"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Save the final trained model\nmodel.save('graphology_model_final.h5')\nprint(\"Model saved as 'graphology_model_final.h5'\")\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:33:14.210235Z","iopub.execute_input":"2024-09-02T17:33:14.210978Z","iopub.status.idle":"2024-09-02T17:33:14.551683Z","shell.execute_reply.started":"2024-09-02T17:33:14.210939Z","shell.execute_reply":"2024-09-02T17:33:14.550711Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"Model saved as 'graphology_model_final.h5'\n","output_type":"stream"}]},{"cell_type":"code","source":"from tensorflow.keras.models import load_model\n\n# Load the saved model\nloaded_model = load_model('/kaggle/working/graphology_model_final.h5')  # or 'graphology_model_final.h5'\n\n# Verify the model\nloaded_model.summary()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:34:12.701332Z","iopub.execute_input":"2024-09-02T17:34:12.701953Z","iopub.status.idle":"2024-09-02T17:34:12.929856Z","shell.execute_reply.started":"2024-09-02T17:34:12.701911Z","shell.execute_reply":"2024-09-02T17:34:12.928857Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"sequential\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m126\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │           \u001b[38;5;34m896\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m63\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m61\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25088\u001b[0m)          │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │    \u001b[38;5;34m12,845,568\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m)              │         \u001b[38;5;34m2,565\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">126</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">126</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">63</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">63</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">61</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">61</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">28</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">14</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">25088</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │    <span style=\"color: #00af00; text-decoration-color: #00af00\">12,845,568</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>)              │         <span style=\"color: #00af00; text-decoration-color: #00af00\">2,565</span> │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m12,941,383\u001b[0m (49.37 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">12,941,383</span> (49.37 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m12,941,381\u001b[0m (49.37 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">12,941,381</span> (49.37 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m2\u001b[0m (12.00 B)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2</span> (12.00 B)\n</pre>\n"},"metadata":{}}]},{"cell_type":"code","source":"import numpy as np\nfrom tensorflow.keras.preprocessing.image import load_img, img_to_array\n\n# Function to preprocess and predict a single image\ndef predict_personality(image_path, model, target_size=(128, 128)):\n    # Load and preprocess the image\n    img = load_img(image_path, target_size=target_size)\n    img_array = img_to_array(img)\n    img_array = img_array / 255.0  # Normalize\n    img_array = np.expand_dims(img_array, axis=0)  # Add batch dimension\n\n    # Make prediction\n    predictions = model.predict(img_array)\n    predicted_class = np.argmax(predictions, axis=1)\n\n    # Map class indices to labels\n    class_labels = {v: k for k, v in train_generator_augmented.class_indices.items()}\n    predicted_label = class_labels[predicted_class[0]]\n\n    return predicted_label\n\n# Example usage\nsample_image_path = '/kaggle/input/devanagari-word-dataset-for-personality-prediction/Dataset/Introvert/IN_100.jpg'\npersonality = predict_personality(sample_image_path, model)\nprint(f\"The predicted personality trait is: {personality}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:35:31.120790Z","iopub.execute_input":"2024-09-02T17:35:31.121189Z","iopub.status.idle":"2024-09-02T17:35:31.753713Z","shell.execute_reply.started":"2024-09-02T17:35:31.121151Z","shell.execute_reply":"2024-09-02T17:35:31.752728Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 550ms/step\nThe predicted personality trait is: Introvert\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate the model on the validation set\nloss, accuracy = model.evaluate(validation_generator_augmented, steps=validation_steps)\n\nprint(f\"Validation Loss: {loss}\")\nprint(f\"Validation Accuracy: {accuracy}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:36:46.424781Z","iopub.execute_input":"2024-09-02T17:36:46.425169Z","iopub.status.idle":"2024-09-02T17:36:52.890674Z","shell.execute_reply.started":"2024-09-02T17:36:46.425136Z","shell.execute_reply":"2024-09-02T17:36:52.889826Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"\u001b[1m20/20\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 288ms/step - accuracy: 0.3826 - loss: 1.3814\nValidation Loss: 1.3054451942443848\nValidation Accuracy: 0.42656248807907104\n","output_type":"stream"}]},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.metrics import confusion_matrix, classification_report\nimport seaborn as sns\n\n# Generate predictions\nY_pred = model.predict(validation_generator_augmented, validation_steps)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Get the ground truth labels\ny_true = validation_generator_augmented.classes\n\n# Compute the confusion matrix\ncm = confusion_matrix(y_true, y_pred)\n\n# Plot the confusion matrix\nplt.figure(figsize=(10, 8))\nsns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=categories, yticklabels=categories)\nplt.xlabel('Predicted')\nplt.ylabel('True')\nplt.title('Confusion Matrix')\nplt.show()\n\n# Print a classification report\nprint('Classification Report')\nprint(classification_report(y_true, y_pred, target_names=categories))\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:37:28.374287Z","iopub.execute_input":"2024-09-02T17:37:28.374706Z","iopub.status.idle":"2024-09-02T17:37:36.886572Z","shell.execute_reply.started":"2024-09-02T17:37:28.374666Z","shell.execute_reply":"2024-09-02T17:37:36.885393Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 284ms/step\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x800 with 2 Axes>","image/png":"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"},"metadata":{}},{"name":"stdout","text":"Classification Report\n                precision    recall  f1-score   support\n\n     Extrovert       0.18      0.31      0.23       133\n     Introvert       0.21      0.08      0.12       120\n    Optimistic       0.27      0.16      0.20       133\n   Pessimistic       0.16      0.16      0.16       126\nStable_Mindset       0.20      0.25      0.22       132\n\n      accuracy                           0.19       644\n     macro avg       0.20      0.19      0.19       644\n  weighted avg       0.20      0.19      0.19       644\n\n","output_type":"stream"}]},{"cell_type":"code","source":"from tensorflow.keras.applications import VGG16\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.layers import Dense, Flatten, Dropout\n\n# Load the VGG16 model, excluding the top dense layers\nbase_model = VGG16(weights='imagenet', include_top=False, input_shape=(img_height, img_width, 3))\n\n# Freeze the base model layers\nfor layer in base_model.layers:\n    layer.trainable = False\n\n# Add custom layers on top\nx = base_model.output\nx = Flatten()(x)\nx = Dense(512, activation='relu')(x)\nx = Dropout(0.5)(x)\npredictions = Dense(5, activation='softmax')(x)\n\n# Create the final model\nmodel_transfer = Model(inputs=base_model.input, outputs=predictions)\n\n# Compile the model\nmodel_transfer.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n\n# Train the model with transfer learning\nhistory_transfer = model_transfer.fit(\n    train_generator_augmented,\n    steps_per_epoch=steps_per_epoch,\n    epochs=fine_tune_epochs,\n    validation_data=validation_generator_augmented,\n    validation_steps=validation_steps,\n    callbacks=callbacks\n)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:46:56.507944Z","iopub.execute_input":"2024-09-02T17:46:56.508348Z","iopub.status.idle":"2024-09-02T17:49:19.100495Z","shell.execute_reply.started":"2024-09-02T17:46:56.508309Z","shell.execute_reply":"2024-09-02T17:49:19.099717Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n\u001b[1m58889256/58889256\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\nEpoch 1/10\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 281ms/step - accuracy: 0.3424 - loss: 2.0183\nEpoch 1: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 371ms/step - accuracy: 0.3433 - loss: 2.0125 - val_accuracy: 0.4609 - val_loss: 1.2401\nEpoch 2/10\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m4s\u001b[0m 57ms/step - accuracy: 0.4688 - loss: 1.4049\nEpoch 2: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 28ms/step - accuracy: 0.4688 - loss: 1.4049 - val_accuracy: 0.7500 - val_loss: 0.8420\nEpoch 3/10\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 212ms/step - accuracy: 0.5256 - loss: 1.1912\nEpoch 3: val_accuracy did not improve from 0.75000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 293ms/step - accuracy: 0.5256 - loss: 1.1911 - val_accuracy: 0.4406 - val_loss: 1.2834\nEpoch 4/10\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m4s\u001b[0m 57ms/step - accuracy: 0.3750 - loss: 1.2696\nEpoch 4: val_accuracy improved from 0.75000 to 1.00000, saving model to best_graphology_model.keras\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - accuracy: 0.3750 - loss: 1.2696 - val_accuracy: 1.0000 - val_loss: 0.7199\nEpoch 5/10\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 210ms/step - accuracy: 0.5124 - loss: 1.1568\nEpoch 5: val_accuracy did not improve from 1.00000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 286ms/step - accuracy: 0.5126 - loss: 1.1566 - val_accuracy: 0.4688 - val_loss: 1.2128\nEpoch 6/10\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m4s\u001b[0m 57ms/step - accuracy: 0.5000 - loss: 1.2390\nEpoch 6: val_accuracy did not improve from 1.00000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 389us/step - accuracy: 0.5000 - loss: 1.2390 - val_accuracy: 0.2500 - val_loss: 1.3638\nEpoch 7/10\n\u001b[1m79/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 210ms/step - accuracy: 0.5608 - loss: 1.0869\nEpoch 7: val_accuracy did not improve from 1.00000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m24s\u001b[0m 284ms/step - accuracy: 0.5608 - loss: 1.0869 - val_accuracy: 0.5109 - val_loss: 1.1403\nEpoch 8/10\n\u001b[1m 1/80\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m4s\u001b[0m 57ms/step - accuracy: 0.5312 - loss: 1.2716\nEpoch 8: val_accuracy did not improve from 1.00000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 322us/step - accuracy: 0.5312 - loss: 1.2716 - val_accuracy: 0.7500 - val_loss: 1.0755\nEpoch 9/10\n\u001b[1m79/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 214ms/step - accuracy: 0.5553 - loss: 1.0835\nEpoch 9: val_accuracy did not improve from 1.00000\n\u001b[1m80/80\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 287ms/step - accuracy: 0.5556 - loss: 1.0831 - val_accuracy: 0.5031 - val_loss: 1.1116\n","output_type":"stream"}]},{"cell_type":"code","source":"# Save the final trained model\nmodel_transfer.save('graphology_model_final_transfer.h5')\nprint(\"Model saved as 'graphology_model_final_transfer.h5'\")\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:56:29.819824Z","iopub.execute_input":"2024-09-02T17:56:29.820570Z","iopub.status.idle":"2024-09-02T17:56:30.021036Z","shell.execute_reply.started":"2024-09-02T17:56:29.820529Z","shell.execute_reply":"2024-09-02T17:56:30.020078Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Model saved as 'graphology_model_final_transfer.h5'\n","output_type":"stream"}]},{"cell_type":"code","source":"from tensorflow.keras.models import load_model\n\n# Load the saved model\nloaded_model = load_model('/kaggle/working/graphology_model_final_transfer.h5')  # or 'graphology_model_final.h5'\n\n# Verify the model\nloaded_model.summary()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:58:17.803030Z","iopub.execute_input":"2024-09-02T17:58:17.803714Z","iopub.status.idle":"2024-09-02T17:58:18.051014Z","shell.execute_reply.started":"2024-09-02T17:58:17.803672Z","shell.execute_reply":"2024-09-02T17:58:18.050150Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_12\"\u001b[0m\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_12\"</span>\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ input_layer_1 (\u001b[38;5;33mInputLayer\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │         \u001b[38;5;34m1,792\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │        \u001b[38;5;34m36,928\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │       \u001b[38;5;34m147,584\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │       \u001b[38;5;34m295,168\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │       \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │       \u001b[38;5;34m590,080\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m256\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m1,180,160\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m512\u001b[0m)    │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv1 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv2 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv3 (\u001b[38;5;33mConv2D\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │     \u001b[38;5;34m2,359,808\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m512\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8192\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │     \u001b[38;5;34m4,194,816\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m)              │         \u001b[38;5;34m2,565\u001b[0m │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n│ input_layer_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,792</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block1_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block2_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">295,168</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │       <span style=\"color: #00af00; text-decoration-color: #00af00\">590,080</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block3_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">1,180,160</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)    │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block4_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_conv3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,359,808</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ block5_pool (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ flatten_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8192</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │     <span style=\"color: #00af00; text-decoration-color: #00af00\">4,194,816</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n├─────────────────────────────────┼────────────────────────┼───────────────┤\n│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>)              │         <span style=\"color: #00af00; text-decoration-color: #00af00\">2,565</span> │\n└─────────────────────────────────┴────────────────────────┴───────────────┘\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m18,912,071\u001b[0m (72.14 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">18,912,071</span> (72.14 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,197,381\u001b[0m (16.01 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">4,197,381</span> (16.01 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m14,714,688\u001b[0m (56.13 MB)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">14,714,688</span> (56.13 MB)\n</pre>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m2\u001b[0m (12.00 B)\n","text/html":"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2</span> (12.00 B)\n</pre>\n"},"metadata":{}}]},{"cell_type":"code","source":"import numpy as np\nfrom tensorflow.keras.preprocessing.image import load_img, img_to_array\n\n# Function to preprocess and predict a single image\ndef predict_personality(image_path, model_transfer, target_size=(128, 128)):\n    # Load and preprocess the image\n    img = load_img(image_path, target_size=target_size)\n    img_array = img_to_array(img)\n    img_array = img_array / 255.0  # Normalize\n    img_array = np.expand_dims(img_array, axis=0)  # Add batch dimension\n\n    # Make prediction\n    predictions = model_transfer.predict(img_array)\n    predicted_class = np.argmax(predictions, axis=1)\n\n    # Map class indices to labels\n    class_labels = {v: k for k, v in train_generator_augmented.class_indices.items()}\n    predicted_label = class_labels[predicted_class[0]]\n\n    return predicted_label\n\n# Example usage\nsample_image_path = '/kaggle/input/devanagari-word-dataset-for-personality-prediction/Dataset/Introvert/IN_100.jpg'\npersonality = predict_personality(sample_image_path, model_transfer)\nprint(f\"The predicted personality trait is: {personality}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:59:00.698608Z","iopub.execute_input":"2024-09-02T17:59:00.698978Z","iopub.status.idle":"2024-09-02T17:59:02.398696Z","shell.execute_reply.started":"2024-09-02T17:59:00.698943Z","shell.execute_reply":"2024-09-02T17:59:02.397751Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2s/step\nThe predicted personality trait is: Introvert\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate the model on the validation set\nloss, accuracy = model_transfer.evaluate(validation_generator_augmented, steps=validation_steps)\n\nprint(f\"Validation Loss: {loss}\")\nprint(f\"Validation Accuracy: {accuracy}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T17:59:15.103727Z","iopub.execute_input":"2024-09-02T17:59:15.104146Z","iopub.status.idle":"2024-09-02T17:59:22.155091Z","shell.execute_reply.started":"2024-09-02T17:59:15.104108Z","shell.execute_reply":"2024-09-02T17:59:22.153956Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"\u001b[1m20/20\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 316ms/step - accuracy: 0.4806 - loss: 1.2320\nValidation Loss: 1.246242880821228\nValidation Accuracy: 0.4765625\n","output_type":"stream"}]},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.metrics import confusion_matrix, classification_report\nimport seaborn as sns\n\n# Generate predictions\nY_pred = model_transfer.predict(validation_generator_augmented, validation_steps)\ny_pred = np.argmax(Y_pred, axis=1)\n\n# Get the ground truth labels\ny_true = validation_generator_augmented.classes\n\n# Compute the confusion matrix\ncm = confusion_matrix(y_true, y_pred)\n\n# Plot the confusion matrix\nplt.figure(figsize=(10, 8))\nsns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=categories, yticklabels=categories)\nplt.xlabel('Predicted')\nplt.ylabel('True')\nplt.title('Confusion Matrix')\nplt.show()\n\n# Print a classification report\nprint('Classification Report')\nprint(classification_report(y_true, y_pred, target_names=categories))\n","metadata":{"execution":{"iopub.status.busy":"2024-09-02T18:01:09.172599Z","iopub.execute_input":"2024-09-02T18:01:09.173543Z","iopub.status.idle":"2024-09-02T18:01:16.705777Z","shell.execute_reply.started":"2024-09-02T18:01:09.173501Z","shell.execute_reply":"2024-09-02T18:01:16.704663Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":"\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 285ms/step\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x800 with 2 Axes>","image/png":"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"},"metadata":{}},{"name":"stdout","text":"Classification Report\n                precision    recall  f1-score   support\n\n     Extrovert       0.27      0.18      0.22       133\n     Introvert       0.28      0.10      0.15       120\n    Optimistic       0.28      0.05      0.09       133\n   Pessimistic       0.21      0.62      0.31       126\nStable_Mindset       0.19      0.15      0.17       132\n\n      accuracy                           0.22       644\n     macro avg       0.24      0.22      0.19       644\n  weighted avg       0.24      0.22      0.18       644\n\n","output_type":"stream"}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}