{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "TensorFlow 2.3 on Python 3.6 (CUDA 10.1)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" }, "colab": { "name": "10-4.transfer_learning_in_keras.ipynb", "provenance": [] }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "2SEGlNV-R4HW" }, "source": [ "# 케라스로 전이 학습하기\n", "\n", "이 노트북에서 사전 훈련된 모델(VGGNet19)을 적재하고 핫도그를 감지하는 새 작업에 미세 조정하는 방법을 다룹니다." ] }, { "cell_type": "markdown", "metadata": { "id": "O5XaoRp1TxoA" }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/rickiepark/dl-illustrated/blob/master/notebooks/10-4.transfer_learning_in_keras.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "id": "mn2kZRNsR4Ha" }, "source": [ "#### 라이브러리를 적재합니다." ] }, { "cell_type": "code", "metadata": { "id": "kLW-q06fR4Ha" }, "source": [ "from tensorflow.keras.applications.vgg19 import VGG19\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Dropout, Flatten\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator" ], "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "aj_sqliQR4Hb" }, "source": [ "#### 사전 훈련된 VGG19 모델을 적재합니다." ] }, { "cell_type": "code", "metadata": { "id": "e4D66L21R4Hb", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8fa59ff4-b6b8-4081-e290-effe4faf2f67" }, "source": [ "vgg19 = VGG19(include_top=False,\n", " weights='imagenet',\n", " input_shape=(224,224,3),\n", " pooling=None)" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "80134624/80134624 [==============================] - 1s 0us/step\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "umGG4V4gR4Hb" }, "source": [ "#### VGGNet19 모델의 모든 층을 동결합니다." ] }, { "cell_type": "code", "metadata": { "id": "fXMJrd1nR4Hb" }, "source": [ "for layer in vgg19.layers:\n", " layer.trainable = False" ], "execution_count": 3, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "hayciYOpR4Hc" }, "source": [ "#### 사용자 정의 분류 층을 추가합니다." ] }, { "cell_type": "code", "metadata": { "id": "MQQo7oj1R4Hc" }, "source": [ "# 시퀀셜 모델을 만들고 VGG19 모델을 추가합니다.\n", "model = Sequential()\n", "model.add(vgg19)\n", "\n", "# VGG19 모델 위에 새로운 층을 추가합니다. \n", "model.add(Flatten(name='flattened'))\n", "model.add(Dropout(0.5, name='dropout'))\n", "model.add(Dense(2, activation='softmax', name='predictions'))" ], "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "uLgLJOSCR4Hc" }, "source": [ "#### 모델을 설정합니다." ] }, { "cell_type": "code", "metadata": { "id": "ZE7Qc0QZR4Hc" }, "source": [ "model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])" ], "execution_count": 5, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "17Bt_E8fR4Hc" }, "source": [ "#### 훈련할 데이터를 준비합니다." ] }, { "cell_type": "code", "metadata": { "id": "mMAJGRJmS7At", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "15402f96-26c9-43c4-a01b-ad428ca8d11b" }, "source": [ "# 코랩을 사용할 경우 다음 명령을 실행하세요.\n", "!wget https://git.io/JtRjg -O hot-dog-not-hot-dog.tar.gz" ], "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2022-12-07 02:28:31-- https://git.io/JtRjg\n", "Resolving git.io (git.io)... 140.82.114.21\n", "Connecting to git.io (git.io)|140.82.114.21|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://github.com/rickiepark/dl-illustrated/raw/master/notebooks/hot-dog-not-hot-dog.tar.gz [following]\n", "--2022-12-07 02:28:31-- https://github.com/rickiepark/dl-illustrated/raw/master/notebooks/hot-dog-not-hot-dog.tar.gz\n", "Resolving github.com (github.com)... 192.30.255.112\n", "Connecting to github.com (github.com)|192.30.255.112|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/rickiepark/dl-illustrated/master/notebooks/hot-dog-not-hot-dog.tar.gz [following]\n", "--2022-12-07 02:28:31-- https://raw.githubusercontent.com/rickiepark/dl-illustrated/master/notebooks/hot-dog-not-hot-dog.tar.gz\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 46737939 (45M) [application/octet-stream]\n", "Saving to: ‘hot-dog-not-hot-dog.tar.gz’\n", "\n", "hot-dog-not-hot-dog 100%[===================>] 44.57M 127MB/s in 0.4s \n", "\n", "2022-12-07 02:28:33 (127 MB/s) - ‘hot-dog-not-hot-dog.tar.gz’ saved [46737939/46737939]\n", "\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "HpzOrkzaR4Hc", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "aa89d5f4-e845-4f96-a802-c39e62048ba2" }, "source": [ "!rm -rf hot-dog-not-hot-dog\n", "!tar -xvzf hot-dog-not-hot-dog.tar.gz" ], "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "hot-dog-not-hot-dog/\n", "hot-dog-not-hot-dog/train/\n", "hot-dog-not-hot-dog/train/not_hot_dog/\n", "hot-dog-not-hot-dog/train/not_hot_dog/232844.jpg\n", "hot-dog-not-hot-dog/train/not_hot_dog/223676.jpg\n", "hot-dog-not-hot-dog/train/not_hot_dog/146029.jpg\n", "hot-dog-not-hot-dog/train/not_hot_dog/211973.jpg\n", "hot-dog-not-hot-dog/train/not_hot_dog/96213.jpg\n", 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"hot-dog-not-hot-dog/test/hot_dog/690320.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/424960.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/550512.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/211824.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/439441.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/391898.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/818233.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/718939.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/388733.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/826706.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/537584.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/289472.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/604245.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/289042.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/298757.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/745739.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/576265.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/152106.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/417155.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/839783.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/365524.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/267629.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/723890.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/654831.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/370167.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/566965.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/665987.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/514482.jpg\n", "hot-dog-not-hot-dog/test/hot_dog/259418.jpg\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "2U157Z4ZR4Hd" }, "source": [ "# 두 개의 이미지 제너레이터 객체를 만듭니다.\n", "train_datagen = ImageDataGenerator(\n", " rescale=1.0/255,\n", " data_format='channels_last',\n", " rotation_range=30,\n", " horizontal_flip=True,\n", " fill_mode='reflect')\n", "\n", "valid_datagen = ImageDataGenerator(\n", " rescale=1.0/255,\n", " data_format='channels_last')" ], "execution_count": 8, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "HB8xpX07R4Hd" }, "source": [ "# 배치 크기를 설정합니다.\n", "batch_size=32" ], "execution_count": 9, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "aJitUYVuR4He", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a59af97d-69c3-4722-8b28-495ff502c707" }, "source": [ "# 훈련과 검증 제너레이터를 만듭니다.\n", "train_generator = train_datagen.flow_from_directory(\n", " directory='./hot-dog-not-hot-dog/train',\n", " target_size=(224, 224),\n", " classes=['hot_dog','not_hot_dog'],\n", " class_mode='categorical',\n", " batch_size=batch_size,\n", " shuffle=True,\n", " seed=42)\n", "\n", "valid_generator = valid_datagen.flow_from_directory(\n", " directory='./hot-dog-not-hot-dog/test',\n", " target_size=(224, 224),\n", " classes=['hot_dog','not_hot_dog'],\n", " class_mode='categorical',\n", " batch_size=batch_size,\n", " shuffle=True,\n", " seed=42)" ], "execution_count": 10, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 498 images belonging to 2 classes.\n", "Found 500 images belonging to 2 classes.\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "9HgE0eN-R4He", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "36689aa5-b42c-42a4-8eba-91dcfc82f486" }, "source": [ "model.fit(train_generator, steps_per_epoch=15, \n", " epochs=16, validation_data=valid_generator, \n", " validation_steps=15)" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/16\n", "15/15 [==============================] - 22s 790ms/step - loss: 0.8736 - accuracy: 0.6094 - val_loss: 0.8269 - val_accuracy: 0.5896\n", "Epoch 2/16\n", "15/15 [==============================] - 10s 669ms/step - loss: 0.5551 - accuracy: 0.7468 - val_loss: 0.4834 - val_accuracy: 0.7854\n", "Epoch 3/16\n", "15/15 [==============================] - 10s 667ms/step - loss: 0.4798 - accuracy: 0.7811 - val_loss: 0.4629 - val_accuracy: 0.7792\n", "Epoch 4/16\n", "15/15 [==============================] - 10s 680ms/step - loss: 0.4686 - accuracy: 0.8047 - val_loss: 0.4616 - val_accuracy: 0.7750\n", "Epoch 5/16\n", "15/15 [==============================] - 10s 667ms/step - loss: 0.3317 - accuracy: 0.8648 - val_loss: 0.4571 - val_accuracy: 0.7875\n", "Epoch 6/16\n", "15/15 [==============================] - 10s 661ms/step - loss: 0.3626 - accuracy: 0.8348 - val_loss: 0.4716 - val_accuracy: 0.7875\n", "Epoch 7/16\n", "15/15 [==============================] - 10s 687ms/step - loss: 0.4036 - accuracy: 0.8348 - val_loss: 0.7247 - val_accuracy: 0.7125\n", "Epoch 8/16\n", "15/15 [==============================] - 11s 725ms/step - loss: 0.3049 - accuracy: 0.8708 - val_loss: 0.4608 - val_accuracy: 0.8000\n", "Epoch 9/16\n", "15/15 [==============================] - 10s 662ms/step - loss: 0.2263 - accuracy: 0.9034 - val_loss: 0.4564 - val_accuracy: 0.8042\n", "Epoch 10/16\n", "15/15 [==============================] - 10s 663ms/step - loss: 0.2232 - accuracy: 0.9034 - val_loss: 0.4655 - val_accuracy: 0.7937\n", "Epoch 11/16\n", "15/15 [==============================] - 10s 686ms/step - loss: 0.2629 - accuracy: 0.8820 - val_loss: 0.4718 - val_accuracy: 0.7812\n", "Epoch 12/16\n", "15/15 [==============================] - 10s 678ms/step - loss: 0.2572 - accuracy: 0.8841 - val_loss: 0.4639 - val_accuracy: 0.8042\n", "Epoch 13/16\n", "15/15 [==============================] - 10s 665ms/step - loss: 0.2232 - accuracy: 0.8991 - val_loss: 0.5931 - val_accuracy: 0.7667\n", "Epoch 14/16\n", "15/15 [==============================] - 10s 657ms/step - loss: 0.2153 - accuracy: 0.8991 - val_loss: 0.4774 - val_accuracy: 0.7937\n", "Epoch 15/16\n", "15/15 [==============================] - 10s 664ms/step - loss: 0.1952 - accuracy: 0.9120 - val_loss: 0.4910 - val_accuracy: 0.7979\n", "Epoch 16/16\n", "15/15 [==============================] - 10s 664ms/step - loss: 0.2309 - accuracy: 0.9056 - val_loss: 0.7421 - val_accuracy: 0.7458\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 11 } ] } ] }