"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(url='https://git.io/JL53N', width=800)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "gwt9Ciqv3211"
},
"outputs": [],
"source": [
"model = tf.keras.Sequential([\n",
" tf.keras.layers.Conv2D(\n",
" 32, (3, 3), padding='same', activation='relu'),\n",
" tf.keras.layers.MaxPooling2D((2, 2)),\n",
" tf.keras.layers.Dropout(rate=0.5),\n",
"\n",
" tf.keras.layers.Conv2D(\n",
" 64, (3, 3), padding='same', activation='relu'),\n",
" tf.keras.layers.MaxPooling2D((2, 2)),\n",
" tf.keras.layers.Dropout(rate=0.5),\n",
"\n",
" tf.keras.layers.Conv2D(\n",
" 128, (3, 3), padding='same', activation='relu'),\n",
" tf.keras.layers.MaxPooling2D((2, 2)),\n",
"\n",
" tf.keras.layers.Conv2D(\n",
" 256, (3, 3), padding='same', activation='relu'),\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "yB0V0b803211",
"outputId": "ff47af5d-8244-4398-d0e8-a8c89183118c"
},
"outputs": [
{
"data": {
"text/plain": [
"(None, 8, 8, 256)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.compute_output_shape(input_shape=(None, 64, 64, 3))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xu-a_atJ3211",
"outputId": "4d8b3067-c36d-4025-cb86-dcf293cbd099"
},
"outputs": [
{
"data": {
"text/plain": [
"(None, 256)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.add(tf.keras.layers.GlobalAveragePooling2D())\n",
"model.compute_output_shape(input_shape=(None, 64, 64, 3))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "TODiN2oJ3212"
},
"outputs": [],
"source": [
"model.add(tf.keras.layers.Dense(1, activation=None))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 549
},
"id": "TS0BOIJU3212",
"outputId": "a46d8311-d1d7-4524-d357-8c7d6db51a34",
"scrolled": true
},
"outputs": [
{
"data": {
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"│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
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},
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"source": [
"tf.random.set_seed(1)\n",
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"\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_8SrKdLO3212",
"outputId": "857a3678-8bf9-460f-d7fc-8a963bcd06d8"
},
"outputs": [
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"text": [
"Epoch 1/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 10ms/step - accuracy: 0.5882 - loss: 0.6752 - val_accuracy: 0.6440 - val_loss: 0.5850\n",
"Epoch 2/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.6571 - loss: 0.5912 - val_accuracy: 0.7350 - val_loss: 0.5189\n",
"Epoch 3/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.7120 - loss: 0.5282 - val_accuracy: 0.7920 - val_loss: 0.4371\n",
"Epoch 4/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.7691 - loss: 0.4552 - val_accuracy: 0.8300 - val_loss: 0.4025\n",
"Epoch 5/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.7951 - loss: 0.4217 - val_accuracy: 0.8580 - val_loss: 0.3468\n",
"Epoch 6/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8113 - loss: 0.3849 - val_accuracy: 0.8460 - val_loss: 0.3016\n",
"Epoch 7/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8477 - loss: 0.3312 - val_accuracy: 0.8130 - val_loss: 0.3279\n",
"Epoch 8/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8685 - loss: 0.2844 - val_accuracy: 0.8560 - val_loss: 0.2555\n",
"Epoch 9/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8831 - loss: 0.2612 - val_accuracy: 0.9020 - val_loss: 0.1996\n",
"Epoch 10/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8920 - loss: 0.2479 - val_accuracy: 0.8850 - val_loss: 0.2005\n",
"Epoch 11/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8915 - loss: 0.2384 - val_accuracy: 0.9420 - val_loss: 0.1580\n",
"Epoch 12/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9043 - loss: 0.2228 - val_accuracy: 0.9250 - val_loss: 0.1635\n",
"Epoch 13/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9057 - loss: 0.2132 - val_accuracy: 0.9200 - val_loss: 0.1668\n",
"Epoch 14/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9087 - loss: 0.2140 - val_accuracy: 0.9300 - val_loss: 0.1412\n",
"Epoch 15/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9084 - loss: 0.2069 - val_accuracy: 0.9230 - val_loss: 0.1530\n",
"Epoch 16/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9136 - loss: 0.1961 - val_accuracy: 0.9500 - val_loss: 0.1160\n",
"Epoch 17/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9197 - loss: 0.1887 - val_accuracy: 0.9160 - val_loss: 0.1701\n",
"Epoch 18/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9246 - loss: 0.1827 - val_accuracy: 0.9420 - val_loss: 0.1151\n",
"Epoch 19/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9249 - loss: 0.1796 - val_accuracy: 0.9550 - val_loss: 0.1163\n",
"Epoch 20/20\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9277 - loss: 0.1727 - val_accuracy: 0.9520 - val_loss: 0.1210\n"
]
}
],
"source": [
"model.compile(optimizer=tf.keras.optimizers.Adam(),\n",
" loss=tf.keras.losses.BinaryCrossentropy(from_logits=True),\n",
" metrics=['accuracy'])\n",
"\n",
"history = model.fit(ds_train, validation_data=ds_valid,\n",
" epochs=20, steps_per_epoch=steps_per_epoch)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 394
},
"id": "xXCapnA13212",
"outputId": "1219921b-bc08-4c68-e8b1-e035390629be"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist = history.history\n",
"x_arr = np.arange(len(hist['loss'])) + 1\n",
"\n",
"fig = plt.figure(figsize=(12, 4))\n",
"ax = fig.add_subplot(1, 2, 1)\n",
"ax.plot(x_arr, hist['loss'], '-o', label='Train loss')\n",
"ax.plot(x_arr, hist['val_loss'], '--<', label='Validation loss')\n",
"ax.legend(fontsize=15)\n",
"ax.set_xlabel('Epoch', size=15)\n",
"ax.set_ylabel('Loss', size=15)\n",
"\n",
"ax = fig.add_subplot(1, 2, 2)\n",
"ax.plot(x_arr, hist['accuracy'], '-o', label='Train acc.')\n",
"ax.plot(x_arr, hist['val_accuracy'], '--<', label='Validation acc.')\n",
"ax.legend(fontsize=15)\n",
"ax.set_xlabel('Epoch', size=15)\n",
"ax.set_ylabel('Accuracy', size=15)\n",
"\n",
"# plt.savefig('images/15_18.png', dpi=300)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "h2-zCvXm3212",
"outputId": "dfcbd237-1181-4531-ce9d-53593de9972d"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"테스트 정확도: 94.57%\n"
]
}
],
"source": [
"ds_test = celeba_test.map(\n",
" lambda x:preprocess(x, size=IMAGE_SIZE, mode='eval')).batch(32)\n",
"results = model.evaluate(ds_test, verbose=0)\n",
"print('테스트 정확도: {:.2f}%'.format(results[1]*100))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ntHrrbW13213",
"outputId": "12b5fc63-37fd-4ff9-f7d6-16127ba8c644"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 21/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.9236 - loss: 0.1807 - val_accuracy: 0.9560 - val_loss: 0.1027\n",
"Epoch 22/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.9274 - loss: 0.1688 - val_accuracy: 0.9110 - val_loss: 0.1641\n",
"Epoch 23/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.9304 - loss: 0.1604 - val_accuracy: 0.9550 - val_loss: 0.1075\n",
"Epoch 24/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.9264 - loss: 0.1694 - val_accuracy: 0.9620 - val_loss: 0.1024\n",
"Epoch 25/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9307 - loss: 0.1588 - val_accuracy: 0.9580 - val_loss: 0.1078\n",
"Epoch 26/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9305 - loss: 0.1607 - val_accuracy: 0.9540 - val_loss: 0.1027\n",
"Epoch 27/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - accuracy: 0.9299 - loss: 0.1648 - val_accuracy: 0.9550 - val_loss: 0.1040\n",
"Epoch 28/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9336 - loss: 0.1585 - val_accuracy: 0.9470 - val_loss: 0.1179\n",
"Epoch 29/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - accuracy: 0.9347 - loss: 0.1543 - val_accuracy: 0.9380 - val_loss: 0.1122\n",
"Epoch 30/30\n",
"\u001b[1m500/500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.9375 - loss: 0.1474 - val_accuracy: 0.9640 - val_loss: 0.0975\n"
]
}
],
"source": [
"history = model.fit(ds_train, validation_data=ds_valid,\n",
" epochs=30, initial_epoch=20,\n",
" steps_per_epoch=steps_per_epoch)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 368
},
"id": "-6uM2_QV3213",
"outputId": "e7351306-12fd-447f-d3e3-f7084625f5a7"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist2 = history.history\n",
"x_arr = np.arange(len(hist['loss'] + hist2['loss']))\n",
"\n",
"\n",
"fig = plt.figure(figsize=(12, 4))\n",
"ax = fig.add_subplot(1, 2, 1)\n",
"ax.plot(x_arr, hist['loss']+hist2['loss'],\n",
" '-o', label='Train Loss')\n",
"ax.plot(x_arr, hist['val_loss']+hist2['val_loss'],\n",
" '--<', label='Validation Loss')\n",
"ax.legend(fontsize=15)\n",
"\n",
"\n",
"ax = fig.add_subplot(1, 2, 2)\n",
"ax.plot(x_arr, hist['accuracy']+hist2['accuracy'],\n",
" '-o', label='Train Acc.')\n",
"ax.plot(x_arr, hist['val_accuracy']+hist2['val_accuracy'],\n",
" '--<', label='Validation Acc.')\n",
"ax.legend(fontsize=15)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "QeZij78S3213",
"outputId": "1bb109d4-0e5d-419b-a571-a42056ce4946"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"테스트 정확도: 95.49%\n"
]
}
],
"source": [
"ds_test = celeba_test.map(\n",
" lambda x:preprocess(x, size=IMAGE_SIZE, mode='eval')).batch(32)\n",
"results = model.evaluate(ds_test, verbose=0)\n",
"print('테스트 정확도: {:.2f}%'.format(results[1]*100))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 591
},
"id": "Y7m1Q9QV3213",
"outputId": "01aac8e8-d608-406d-99d9-b5a19a0ebed9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 646ms/step\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.12/dist-packages/keras/src/trainers/epoch_iterator.py:160: 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._interrupted_warning()\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds = ds_test.unbatch().take(10)\n",
"\n",
"pred_logits = model.predict(ds.batch(10))\n",
"probas = tf.sigmoid(pred_logits)\n",
"probas = probas.numpy().flatten()*100\n",
"\n",
"fig = plt.figure(figsize=(15, 7))\n",
"for j,example in enumerate(ds):\n",
" ax = fig.add_subplot(2, 5, j+1)\n",
" ax.set_xticks([]); ax.set_yticks([])\n",
" ax.imshow(example[0])\n",
" if example[1].numpy() == 1:\n",
" label='Male'\n",
" else:\n",
" label = 'Female'\n",
" ax.text(\n",
" 0.5, -0.15,\n",
" 'GT: {:s}\\nPr(Male)={:.0f}%'.format(label, probas[j]),\n",
" size=16,\n",
" horizontalalignment='center',\n",
" verticalalignment='center',\n",
" transform=ax.transAxes)\n",
"\n",
"# plt.savefig('images/15_19.png', dpi=300)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "6DhIi8rE3214"
},
"outputs": [],
"source": [
"model.save('models/celeba-cnn.keras')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Bjn58FeO3214"
},
"source": [
"...\n",
"\n",
"\n",
"## 요약\n",
"\n",
"..."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UZR_1n873214"
},
"source": [
"## 부록:\n",
"\n",
"### 초기 셔플링의 영향"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 170,
"referenced_widgets": [
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"6db51e183ddb40f5b5d06a4916da9e3d",
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},
"id": "MFQ37sPk3214",
"outputId": "9ade255d-5acf-4900-b08a-4e50a0aaec28"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading and preparing dataset Unknown size (download: Unknown size, generated: Unknown size, total: Unknown size) to /root/tensorflow_datasets/mnist/3.0.1...\n"
]
},
{
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"model_id": "aa88dae8b68b435aa9b045bbbf9f73a8",
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},
"text/plain": [
"Dl Completed...: 0 url [00:00, ? url/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "6e433954857c4d1e899c4a483b534ab1",
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"text/plain": [
"Dl Size...: 0 MiB [00:00, ? MiB/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"Extraction completed...: 0 file [00:00, ? file/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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},
"text/plain": [
"Generating splits...: 0%| | 0/2 [00:00, ? splits/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
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"text/plain": [
"Generating train examples...: 0 examples [00:00, ? examples/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "418975e8bc6e41ebab5300f696e82d9f",
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},
"text/plain": [
"Shuffling /root/tensorflow_datasets/mnist/incomplete.U2D8NX_3.0.1/mnist-train.tfrecord*...: 0%| | 0…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "65ed67debeff463ca86d53fe49e59c2b",
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"version_minor": 0
},
"text/plain": [
"Generating test examples...: 0 examples [00:00, ? examples/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "3bbc047bab6e4149bd1bd46c2398dfa8",
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"text/plain": [
"Shuffling /root/tensorflow_datasets/mnist/incomplete.U2D8NX_3.0.1/mnist-test.tfrecord*...: 0%| | 0/…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset mnist downloaded and prepared to /root/tensorflow_datasets/mnist/3.0.1. Subsequent calls will reuse this data.\n"
]
}
],
"source": [
"import tensorflow as tf\n",
"import tensorflow_datasets as tfds\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"\n",
"## MNIST dataset\n",
"mnist_bldr = tfds.builder('mnist')\n",
"mnist_bldr.download_and_prepare()\n",
"datasets = mnist_bldr.as_dataset(shuffle_files=False)\n",
"mnist_train_orig, mnist_test_orig = datasets['train'], datasets['test']\n",
"\n",
"\n",
"mnist_train = mnist_train_orig.map(\n",
" lambda item: (tf.cast(item['image'], tf.float32)/255.0,\n",
" tf.cast(item['label'], tf.int32)))\n",
"\n",
"mnist_test = mnist_test_orig.map(\n",
" lambda item: (tf.cast(item['image'], tf.float32)/255.0,\n",
" tf.cast(item['label'], tf.int32)))\n",
"\n",
"tf.random.set_seed(1)\n",
"\n",
"mnist_train = mnist_train.shuffle(buffer_size=10000,\n",
" reshuffle_each_iteration=False)\n",
"\n",
"mnist_valid = mnist_train.take(100)#.batch(BATCH_SIZE)\n",
"mnist_train = mnist_train.skip(100)#.batch(BATCH_SIZE)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SdtwZaz83214"
},
"source": [
"`mnist_bldr.as_dataset(shuffle_files=False)`로 지정하면 데이터셋이 로드될 때 `mnist_valid`에 있느 레이블의 개수가 일정하게 유지됩니다. `shuffle_files` 매개변수 기본값이 `False`입니다."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "y_z-pDkN3214",
"outputId": "585079c7-bbe6-47fe-c6e5-b6346877dae2"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"레이블 개수: Counter({np.int32(7): 19, np.int32(9): 14, np.int32(6): 13, np.int32(5): 11, np.int32(4): 11, np.int32(0): 8, np.int32(2): 7, np.int32(3): 7, np.int32(1): 5, np.int32(8): 5})\n",
"레이블 개수: Counter({np.int32(7): 19, np.int32(9): 14, np.int32(6): 13, np.int32(5): 11, np.int32(4): 11, np.int32(0): 8, np.int32(2): 7, np.int32(3): 7, np.int32(1): 5, np.int32(8): 5})\n"
]
}
],
"source": [
"from collections import Counter\n",
"\n",
"def count_labels(ds):\n",
" counter = Counter()\n",
" for example in ds:\n",
" counter.update([example[1].numpy()])\n",
" return counter\n",
"\n",
"print('레이블 개수:', count_labels(mnist_valid))\n",
"print('레이블 개수:', count_labels(mnist_valid))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"id": "YPWEOEwR3215"
},
"outputs": [],
"source": [
"## MNIST dataset\n",
"mnist_bldr = tfds.builder('mnist')\n",
"mnist_bldr.download_and_prepare()\n",
"datasets = mnist_bldr.as_dataset(shuffle_files=True)\n",
"mnist_train_orig, mnist_test_orig = datasets['train'], datasets['test']\n",
"\n",
"\n",
"mnist_train = mnist_train_orig.map(\n",
" lambda item: (tf.cast(item['image'], tf.float32)/255.0,\n",
" tf.cast(item['label'], tf.int32)))\n",
"\n",
"mnist_test = mnist_test_orig.map(\n",
" lambda item: (tf.cast(item['image'], tf.float32)/255.0,\n",
" tf.cast(item['label'], tf.int32)))\n",
"\n",
"tf.random.set_seed(1)\n",
"\n",
"mnist_train = mnist_train.shuffle(buffer_size=10000,\n",
" reshuffle_each_iteration=False)\n",
"\n",
"mnist_valid = mnist_train.take(100)#.batch(BATCH_SIZE)\n",
"mnist_train = mnist_train.skip(100)#.batch(BATCH_SIZE)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TadFj9ct3215"
},
"source": [
"`mnist_bldr.as_dataset(shuffle_files=True)`로 지정하면 데이터셋이 로드될 때 `mnist_valid`에 있느 레이블의 개수가 일정하게 유지되지 않습니다."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "iQbznlUp3215",
"outputId": "e8e58bf3-eeb3-4437-82ba-308ad71fdc29"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"레이블 개수: Counter({np.int32(7): 19, np.int32(9): 14, np.int32(6): 13, np.int32(5): 11, np.int32(4): 11, np.int32(0): 8, np.int32(2): 7, np.int32(3): 7, np.int32(1): 5, np.int32(8): 5})\n",
"레이블 개수: Counter({np.int32(7): 19, np.int32(9): 14, np.int32(6): 13, np.int32(5): 11, np.int32(4): 11, np.int32(0): 8, np.int32(2): 7, np.int32(3): 7, np.int32(1): 5, np.int32(8): 5})\n"
]
}
],
"source": [
"from collections import Counter\n",
"\n",
"def count_labels(ds):\n",
" counter = Counter()\n",
" for example in ds:\n",
" counter.update([example[1].numpy()])\n",
" return counter\n",
"\n",
"print('레이블 개수:', count_labels(mnist_valid))\n",
"print('레이블 개수:', count_labels(mnist_valid))"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"gpuType": "A100",
"name": "ch15_part2.ipynb",
"provenance": []
},
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"display_name": "Python 3 (ipykernel)",
"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": "3.11.5"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
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