efficient_net.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"1jGKDUhGVxBx"},"source":["## Loading Data\n","\n","---\n","\n"],"id":"1jGKDUhGVxBx"},{"cell_type":"code","execution_count":1,"metadata":{"id":"55Wy65icV0mr","executionInfo":{"status":"ok","timestamp":1645237401333,"user_tz":-360,"elapsed":19941,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"6fcdafcc-73ab-4b81-c3b0-d0103fe2e3da","colab":{"base_uri":"https://localhost:8080/"}},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/gdrive')"],"id":"55Wy65icV0mr"},{"cell_type":"code","execution_count":2,"metadata":{"id":"Y_fkm7SiV8hc","executionInfo":{"status":"ok","timestamp":1645237407885,"user_tz":-360,"elapsed":6557,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["!cp '/content/gdrive/MyDrive/ML Project/archive.zip' /content/"],"id":"Y_fkm7SiV8hc"},{"cell_type":"code","execution_count":3,"metadata":{"id":"Tt260jWAWBbe","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1645237414498,"user_tz":-360,"elapsed":6620,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"d0d432c8-5242-4213-8616-c45508c340b0"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","  inflating: train/JULIA/042.jpg     \n","  inflating: train/JULIA/043.jpg     \n","  inflating: train/JULIA/044.jpg     \n","  inflating: train/JULIA/045.jpg     \n","  inflating: train/JULIA/046.jpg     \n","  inflating: train/JULIA/047.jpg    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CLOAK/5.jpg  \n","  inflating: valid/ORANGE OAKLEAF/1.jpg  \n","  inflating: valid/ORANGE OAKLEAF/2.jpg  \n","  inflating: valid/ORANGE OAKLEAF/3.jpg  \n","  inflating: valid/ORANGE OAKLEAF/4.jpg  \n","  inflating: valid/ORANGE OAKLEAF/5.jpg  \n","  inflating: valid/ORANGE TIP/1.jpg  \n","  inflating: valid/ORANGE TIP/2.jpg  \n","  inflating: valid/ORANGE TIP/3.jpg  \n","  inflating: valid/ORANGE TIP/4.jpg  \n","  inflating: valid/ORANGE TIP/5.jpg  \n","  inflating: valid/ORCHARD SWALLOW/1.jpg  \n","  inflating: valid/ORCHARD SWALLOW/2.jpg  \n","  inflating: valid/ORCHARD SWALLOW/3.jpg  \n","  inflating: valid/ORCHARD SWALLOW/4.jpg  \n","  inflating: valid/ORCHARD SWALLOW/5.jpg  \n","  inflating: valid/PAINTED LADY/1.jpg  \n","  inflating: valid/PAINTED LADY/2.jpg  \n","  inflating: valid/PAINTED LADY/3.jpg  \n","  inflating: valid/PAINTED LADY/4.jpg  \n","  inflating: valid/PAINTED LADY/5.jpg  \n","  inflating: valid/PAPER KITE/1.jpg  \n","  inflating: valid/PAPER KITE/2.jpg  \n","  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valid/SILVER SPOT SKIPPER/4.jpg  \n","  inflating: valid/SILVER SPOT SKIPPER/5.jpg  \n","  inflating: valid/SLEEPY ORANGE/1.jpg  \n","  inflating: valid/SLEEPY ORANGE/2.jpg  \n","  inflating: valid/SLEEPY ORANGE/3.jpg  \n","  inflating: valid/SLEEPY ORANGE/4.jpg  \n","  inflating: valid/SLEEPY ORANGE/5.jpg  \n","  inflating: valid/SOOTYWING/1.jpg   \n","  inflating: valid/SOOTYWING/2.jpg   \n","  inflating: valid/SOOTYWING/3.jpg   \n","  inflating: valid/SOOTYWING/4.jpg   \n","  inflating: valid/SOOTYWING/5.jpg   \n","  inflating: valid/SOUTHERN DOGFACE/1.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/2.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/3.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/4.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/5.jpg  \n","  inflating: valid/STRAITED QUEEN/1.jpg  \n","  inflating: valid/STRAITED QUEEN/2.jpg  \n","  inflating: valid/STRAITED QUEEN/3.jpg  \n","  inflating: valid/STRAITED QUEEN/4.jpg  \n","  inflating: valid/STRAITED QUEEN/5.jpg  \n","  inflating: valid/TROPICAL LEAFWING/1.jpg  \n","  inflating: valid/TROPICAL LEAFWING/2.jpg  \n","  inflating: valid/TROPICAL LEAFWING/3.jpg  \n","  inflating: valid/TROPICAL LEAFWING/4.jpg  \n","  inflating: valid/TROPICAL LEAFWING/5.jpg  \n","  inflating: valid/TWO BARRED FLASHER/1.jpg  \n","  inflating: valid/TWO BARRED FLASHER/2.jpg  \n","  inflating: valid/TWO BARRED FLASHER/3.jpg  \n","  inflating: valid/TWO BARRED FLASHER/4.jpg  \n","  inflating: valid/TWO BARRED FLASHER/5.jpg  \n","  inflating: valid/ULYSES/1.jpg      \n","  inflating: valid/ULYSES/2.jpg      \n","  inflating: valid/ULYSES/3.jpg      \n","  inflating: valid/ULYSES/4.jpg      \n","  inflating: valid/ULYSES/5.jpg      \n","  inflating: valid/VICEROY/1.jpg     \n","  inflating: valid/VICEROY/2.jpg     \n","  inflating: valid/VICEROY/3.jpg     \n","  inflating: valid/VICEROY/4.jpg     \n","  inflating: valid/VICEROY/5.jpg     \n","  inflating: valid/WOOD SATYR/1.jpg  \n","  inflating: valid/WOOD SATYR/2.jpg  \n","  inflating: valid/WOOD SATYR/3.jpg  \n","  inflating: valid/WOOD SATYR/4.jpg  \n","  inflating: valid/WOOD SATYR/5.jpg  \n","  inflating: valid/YELLOW SWALLOW TAIL/1.jpg  \n","  inflating: valid/YELLOW SWALLOW TAIL/2.jpg  \n","  inflating: valid/YELLOW SWALLOW TAIL/3.jpg  \n","  inflating: valid/YELLOW SWALLOW TAIL/4.jpg  \n","  inflating: valid/YELLOW SWALLOW TAIL/5.jpg  \n","  inflating: valid/ZEBRA LONG WING/1.jpg  \n","  inflating: valid/ZEBRA LONG WING/2.jpg  \n","  inflating: valid/ZEBRA LONG WING/3.jpg  \n","  inflating: valid/ZEBRA LONG WING/4.jpg  \n","  inflating: valid/ZEBRA LONG WING/5.jpg  \n"]}],"source":["!cd /content/\n","!unzip archive.zip"],"id":"Tt260jWAWBbe"},{"cell_type":"markdown","metadata":{"id":"JNTr4X81VrCf"},"source":["## Main Code\n","\n","---\n","\n"],"id":"JNTr4X81VrCf"},{"cell_type":"code","execution_count":4,"metadata":{"id":"2cb4f5e4","executionInfo":{"status":"ok","timestamp":1645237414498,"user_tz":-360,"elapsed":3,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import os"],"id":"2cb4f5e4"},{"cell_type":"code","execution_count":5,"metadata":{"id":"607bc23b","executionInfo":{"status":"ok","timestamp":1645237417963,"user_tz":-360,"elapsed":3468,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["from sklearn.utils import shuffle\n","import tensorflow as tf\n","\n","from tensorflow.keras.utils import image_dataset_from_directory"],"id":"607bc23b"},{"cell_type":"code","execution_count":6,"metadata":{"id":"3d4449c0","executionInfo":{"status":"ok","timestamp":1645237417963,"user_tz":-360,"elapsed":7,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["import matplotlib.pyplot as plt\n","\n","\n","def plot_metric(hist, metric):\n","    plt.plot(hist.history[f\"{metric}\"], label=f\"{metric}\")\n","    plt.plot(hist.history[f\"val_{metric}\"], label=f\"val_{metric}\")\n","    plt.title(f\"{metric} Function Evolution\")\n","    plt.legend()\n","\n","\n","def plot_hist(hist):\n","    plt.figure(figsize=(12, 8))\n","    plt.subplot(1, 2, 1)\n","    plot_metric(hist, 'loss')\n","\n","    plt.subplot(1, 2, 2)\n","    plot_metric(hist, 'accuracy')"],"id":"3d4449c0"},{"cell_type":"code","execution_count":7,"metadata":{"id":"ad6823c7","executionInfo":{"status":"ok","timestamp":1645237417964,"user_tz":-360,"elapsed":6,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["butterfly_path = '/content/'"],"id":"ad6823c7"},{"cell_type":"code","execution_count":8,"metadata":{"id":"b314b5e1","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1645237418864,"user_tz":-360,"elapsed":905,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"39b099e0-cc10-42a6-8d0b-724b7272d300"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 9285 files belonging to 75 classes.\n"]}],"source":["train_ds = image_dataset_from_directory(butterfly_path + 'train')\n"],"id":"b314b5e1"},{"cell_type":"code","execution_count":9,"metadata":{"id":"c43581cf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1645237418865,"user_tz":-360,"elapsed":7,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"afcd467f-9337-4d3b-f27c-9f19e226ead3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 375 files belonging to 75 classes.\n"]}],"source":["valid_ds = image_dataset_from_directory(butterfly_path + 'valid')\n"],"id":"c43581cf"},{"cell_type":"code","execution_count":10,"metadata":{"id":"4517b3fc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1645237419723,"user_tz":-360,"elapsed":862,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"e9726c60-2e4f-4034-e76f-115ebe265e45"},"outputs":[{"output_type":"stream","name":"stdout","text":["Found 375 files belonging to 75 classes.\n"]}],"source":["test_ds = image_dataset_from_directory(butterfly_path + 'test', shuffle=False)  # when shuffle is True, it auto shuffles on each iteration\n"],"id":"4517b3fc"},{"cell_type":"code","execution_count":11,"metadata":{"id":"274e134e","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1645237419723,"user_tz":-360,"elapsed":8,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"6541152d-00b8-4169-9600-cd718a16da1a"},"outputs":[{"output_type":"stream","name":"stdout","text":["['ADONIS', 'AFRICAN GIANT SWALLOWTAIL', 'AMERICAN SNOOT', 'AN 88', 'APPOLLO', 'ATALA', 'BANDED ORANGE HELICONIAN', 'BANDED PEACOCK', 'BECKERS WHITE', 'BLACK HAIRSTREAK', 'BLUE MORPHO', 'BLUE SPOTTED CROW', 'BROWN SIPROETA', 'CABBAGE WHITE', 'CAIRNS BIRDWING', 'CHECQUERED SKIPPER', 'CHESTNUT', 'CLEOPATRA', 'CLODIUS PARNASSIAN', 'CLOUDED SULPHUR', 'COMMON BANDED AWL', 'COMMON WOOD-NYMPH', 'COPPER TAIL', 'CRECENT', 'CRIMSON PATCH', 'DANAID EGGFLY', 'EASTERN COMA', 'EASTERN DAPPLE WHITE', 'EASTERN PINE ELFIN', 'ELBOWED PIERROT', 'GOLD BANDED', 'GREAT EGGFLY', 'GREAT JAY', 'GREEN CELLED CATTLEHEART', 'GREY HAIRSTREAK', 'INDRA SWALLOW', 'IPHICLUS SISTER', 'JULIA', 'LARGE MARBLE', 'MALACHITE', 'MANGROVE SKIPPER', 'MESTRA', 'METALMARK', 'MILBERTS TORTOISESHELL', 'MONARCH', 'MOURNING CLOAK', 'ORANGE OAKLEAF', 'ORANGE TIP', 'ORCHARD SWALLOW', 'PAINTED LADY', 'PAPER KITE', 'PEACOCK', 'PINE WHITE', 'PIPEVINE SWALLOW', 'POPINJAY', 'PURPLE HAIRSTREAK', 'PURPLISH COPPER', 'QUESTION MARK', 'RED ADMIRAL', 'RED CRACKER', 'RED POSTMAN', 'RED SPOTTED PURPLE', 'SCARCE SWALLOW', 'SILVER SPOT SKIPPER', 'SLEEPY ORANGE', 'SOOTYWING', 'SOUTHERN DOGFACE', 'STRAITED QUEEN', 'TROPICAL LEAFWING', 'TWO BARRED FLASHER', 'ULYSES', 'VICEROY', 'WOOD SATYR', 'YELLOW SWALLOW TAIL', 'ZEBRA LONG WING']\n"]}],"source":["class_names = train_ds.class_names\n","class_count = len(class_names)\n","print(class_names)"],"id":"274e134e"},{"cell_type":"code","execution_count":12,"metadata":{"id":"1703a840","executionInfo":{"status":"ok","timestamp":1645237419724,"user_tz":-360,"elapsed":8,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["IMG_SIZE = 240\n","size = (IMG_SIZE, IMG_SIZE)\n","train_ds = train_ds.map(lambda image, label:\n","                        (tf.image.resize(image, size), label))\n","valid_ds = valid_ds.map(lambda image, label:\n","                        (tf.image.resize(image, size), label))\n","test_ds = test_ds.map(lambda image, label:\n","                      (tf.image.resize(image, size), label))\n"],"id":"1703a840"},{"cell_type":"code","execution_count":14,"metadata":{"id":"e425ae3f","executionInfo":{"status":"ok","timestamp":1645237455611,"user_tz":-360,"elapsed":9145,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}}},"outputs":[],"source":["base_model = tf.keras.applications.efficientnet.EfficientNetB1(\n","    include_top=False,\n","    weights=None,\n","    input_shape=(IMG_SIZE, IMG_SIZE, 3),\n","    pooling='max')\n","base_model.trainable = True\n","x = base_model.output\n","x = tf.keras.layers.BatchNormalization()(x)\n","x = tf.keras.layers.Dense(256, activation='relu')(x)\n","x = tf.keras.layers.Dropout(rate=.2)(x)\n","output = tf.keras.layers.Dense(class_count, activation='softmax')(x)\n","model = tf.keras.models.Model(inputs=base_model.input, outputs=output)\n","model.compile(tf.keras.optimizers.Adam(learning_rate=.001),\n","              loss='sparse_categorical_crossentropy',\n","              metrics=['accuracy'])\n"],"id":"e425ae3f"},{"cell_type":"code","execution_count":null,"metadata":{"id":"d7a6d44c","colab":{"base_uri":"https://localhost:8080/"},"outputId":"fee7a770-19e9-45f7-a0c3-ac1edc6d60a3"},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/10\n"," 22/291 [=>............................] - ETA: 1:02:27 - loss: 5.5031 - accuracy: 0.0156"]}],"source":["hist = model.fit(train_ds, validation_data=valid_ds, epochs=10)\n","plot_hist(hist)"],"id":"d7a6d44c"},{"cell_type":"code","execution_count":null,"metadata":{"id":"skQf3OilmXEK"},"outputs":[],"source":["!cd '/content'\n","!pwd"],"id":"skQf3OilmXEK"},{"cell_type":"code","execution_count":null,"metadata":{"id":"84af8167"},"outputs":[],"source":["model.save('efficient_10_epochs_scratch')"],"id":"84af8167"},{"cell_type":"code","execution_count":null,"metadata":{"id":"0-T7f_w3f6hJ"},"outputs":[],"source":["!cp -r '/content/efficient_10_epochs_scratch' '/content/gdrive/MyDrive/ML Project'"],"id":"0-T7f_w3f6hJ"},{"cell_type":"code","execution_count":null,"metadata":{"id":"qypMdOvngPg5"},"outputs":[],"source":["model.save('efficient_10_epochs_scratch.h5')"],"id":"qypMdOvngPg5"},{"cell_type":"code","execution_count":null,"metadata":{"id":"waKmsJZbgTZF"},"outputs":[],"source":["!cp '/content/efficient_10_epochs_scratch.h5' '/content/gdrive/MyDrive/ML Project'"],"id":"waKmsJZbgTZF"},{"cell_type":"code","execution_count":null,"metadata":{"id":"Ek4oiPYHfq8f"},"outputs":[],"source":["from sklearn.metrics import classification_report\n","\n","y_pred = np.argmax(model.predict(test_ds, batch_size=5), axis=-1)\n","y_test = np.concatenate(\n","    [label for batch, label in test_ds.as_numpy_iterator()])\n","print(classification_report(y_test, y_pred))"],"id":"Ek4oiPYHfq8f"}],"metadata":{"accelerator":"TPU","colab":{"collapsed_sections":["1jGKDUhGVxBx"],"name":"efficient_net.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":6723.640902,"end_time":"2022-02-18T13:49:29.968040","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-02-18T11:57:26.327138","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}