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How to Develop a 1D Generative Adversarial Network From Scratch in Keras.ipynb
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"metadata": {
"colab": {
"name": "How to Develop a 1D Generative Adversarial Network From Scratch in Keras.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/vedraiyani/46736bceb32fd81ee2d8733a7071a47e/how-to-develop-a-1d-generative-adversarial-network-from-scratch-in-keras.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SY3FLnWlf8kC",
"colab_type": "text"
},
"source": [
"[How to Develop a 1D Generative Adversarial Network From Scratch in Keras](https://machinelearningmastery.com/how-to-develop-a-generative-adversarial-network-for-a-1-dimensional-function-from-scratch-in-keras/)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "-T8OXC-df6zL",
"colab_type": "code",
"colab": {}
},
"source": [
"# train a generative adversarial network on a one-dimensional function\n",
"from numpy import hstack\n",
"from numpy import zeros\n",
"from numpy import ones\n",
"from numpy.random import rand\n",
"from numpy.random import randn\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"from matplotlib import pyplot"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "5CsYQ8OjgXhU",
"colab_type": "code",
"colab": {}
},
"source": [
"# define the standalone discriminator model\n",
"def define_discriminator(n_inputs=2):\n",
"\tmodel = Sequential()\n",
"\tmodel.add(Dense(25, activation='relu', kernel_initializer='he_uniform', input_dim=n_inputs))\n",
"\tmodel.add(Dense(1, activation='sigmoid'))\n",
"\t# compile model\n",
"\tmodel.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
"\treturn model"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "b1b6h0LOgbyB",
"colab_type": "code",
"colab": {}
},
"source": [
"# define the standalone generator model\n",
"def define_generator(latent_dim, n_outputs=2):\n",
"\tmodel = Sequential()\n",
"\tmodel.add(Dense(15, activation='relu', kernel_initializer='he_uniform', input_dim=latent_dim))\n",
"\tmodel.add(Dense(n_outputs, activation='linear'))\n",
"\treturn model"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "QjFzQXcmgduq",
"colab_type": "code",
"colab": {}
},
"source": [
"# define the combined generator and discriminator model, for updating the generator\n",
"def define_gan(generator, discriminator):\n",
"\t# make weights in the discriminator not trainable\n",
"\tdiscriminator.trainable = False\n",
"\t# connect them\n",
"\tmodel = Sequential()\n",
"\t# add generator\n",
"\tmodel.add(generator)\n",
"\t# add the discriminator\n",
"\tmodel.add(discriminator)\n",
"\t# compile model\n",
"\tmodel.compile(loss='binary_crossentropy', optimizer='adam')\n",
"\treturn model"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "SIm4Z-xNgem8",
"colab_type": "code",
"colab": {}
},
"source": [
"# generate n real samples with class labels\n",
"def generate_real_samples(n):\n",
"\t# generate inputs in [-0.5, 0.5]\n",
"\tX1 = rand(n) - 0.5\n",
"\t# generate outputs X^2\n",
"\tX2 = X1 * X1\n",
"\t# stack arrays\n",
"\tX1 = X1.reshape(n, 1)\n",
"\tX2 = X2.reshape(n, 1)\n",
"\tX = hstack((X1, X2))\n",
"\t# generate class labels\n",
"\ty = ones((n, 1))\n",
"\treturn X, y"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Y0c5HctGgfek",
"colab_type": "code",
"colab": {}
},
"source": [
"# generate points in latent space as input for the generator\n",
"def generate_latent_points(latent_dim, n):\n",
"\t# generate points in the latent space\n",
"\tx_input = randn(latent_dim * n)\n",
"\t# reshape into a batch of inputs for the network\n",
"\tx_input = x_input.reshape(n, latent_dim)\n",
"\treturn x_input"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9-Gudxb4ggPC",
"colab_type": "code",
"colab": {}
},
"source": [
"# use the generator to generate n fake examples, with class labels\n",
"def generate_fake_samples(generator, latent_dim, n):\n",
"\t# generate points in latent space\n",
"\tx_input = generate_latent_points(latent_dim, n)\n",
"\t# predict outputs\n",
"\tX = generator.predict(x_input)\n",
"\t# create class labels\n",
"\ty = zeros((n, 1))\n",
"\treturn X, y"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "f4L5t6A5ggzy",
"colab_type": "code",
"colab": {}
},
"source": [
"# evaluate the discriminator and plot real and fake points\n",
"def summarize_performance(epoch, generator, discriminator, latent_dim, n=100):\n",
"\t# prepare real samples\n",
"\tx_real, y_real = generate_real_samples(n)\n",
"\t# evaluate discriminator on real examples\n",
"\t_, acc_real = discriminator.evaluate(x_real, y_real, verbose=0)\n",
"\t# prepare fake examples\n",
"\tx_fake, y_fake = generate_fake_samples(generator, latent_dim, n)\n",
"\t# evaluate discriminator on fake examples\n",
"\t_, acc_fake = discriminator.evaluate(x_fake, y_fake, verbose=0)\n",
"\t# summarize discriminator performance\n",
"\tprint(epoch, acc_real, acc_fake)\n",
"\t# scatter plot real and fake data points\n",
"\tpyplot.scatter(x_real[:, 0], x_real[:, 1], color='red')\n",
"\tpyplot.scatter(x_fake[:, 0], x_fake[:, 1], color='blue')\n",
"\tpyplot.show()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "pFuTzzFcghiT",
"colab_type": "code",
"colab": {}
},
"source": [
"# train the generator and discriminator\n",
"def train(g_model, d_model, gan_model, latent_dim, n_epochs=30000, n_batch=128, n_eval=2000):\n",
"\t# determine half the size of one batch, for updating the discriminator\n",
"\thalf_batch = int(n_batch / 2)\n",
"\t# manually enumerate epochs\n",
"\tfor i in range(n_epochs):\n",
"\t\t# prepare real samples\n",
"\t\tx_real, y_real = generate_real_samples(half_batch)\n",
"\t\t# prepare fake examples\n",
"\t\tx_fake, y_fake = generate_fake_samples(g_model, latent_dim, half_batch)\n",
"\t\t# update discriminator\n",
"\t\td_model.train_on_batch(x_real, y_real)\n",
"\t\td_model.train_on_batch(x_fake, y_fake)\n",
"\t\t# prepare points in latent space as input for the generator\n",
"\t\tx_gan = generate_latent_points(latent_dim, n_batch)\n",
"\t\t# create inverted labels for the fake samples\n",
"\t\ty_gan = ones((n_batch, 1))\n",
"\t\t# update the generator via the discriminator's error\n",
"\t\tgan_model.train_on_batch(x_gan, y_gan)\n",
"\t\t# evaluate the model every n_eval epochs\n",
"\t\tif (i+1) % n_eval == 0:\n",
"\t\t\tsummarize_performance(i, g_model, d_model, latent_dim)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "OUn8zcflgiMu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "ae073715-3ebf-4601-fb6a-2afe8a06cf78"
},
"source": [
"# size of the latent space\n",
"latent_dim = 5\n",
"# create the discriminator\n",
"discriminator = define_discriminator()\n",
"# create the generator\n",
"generator = define_generator(latent_dim)\n",
"# create the gan\n",
"gan_model = define_gan(generator, discriminator)\n",
"# train model\n",
"train(generator, discriminator, gan_model, latent_dim)"
],
"execution_count": 19,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/keras/engine/training.py:493: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
" 'Discrepancy between trainable weights and collected trainable'\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"1999 0.64 0.48\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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5+xZ3L4QBH3f/K3d/o7v/2/Dn763fpfS42FxPnvK1U/Xd10T6xK231jfcRhUKcO/v5yjd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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"3999 0.42 0.59\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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5s6wh2wpBAIcOLZ82YX4exvZHI2sT0nZS014PbF6vqkoHUPaO9IYgoLjnZ1Ln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\nwKbLyf55AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"5999 0.65 0.51\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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IZppMT7f35K1aq17W2Lgs8QUnJ+K/HVV0ofX0wOio9rKV+kjzydDIm1r6LSpM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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"7999 0.65 0.52\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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8UlfcgQMK+JKagr7ECyNUke3cwgPMsB4wwMLH8WqZ8JN2H9duETd0smtX5Hjg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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"9999 0.65 0.61\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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TQbBupDZbZ9X8cltL+ghB8IsK+NDcJl5ReWni2kXt2hws6u+zOsOpYrpOcaLA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\nEZEBoqAvIjJAFPRFRAbI/wfP04jAUW2VyQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"11999 0.64 0.45\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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41LOQ+xsu2A8yaXcvz/Bhmn18jBzTNFrkVR5SapTJM3LP1zZn/mz6h07FC5a2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\nYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"13999 0.58 0.6\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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9v6h3ALNlF4+zx7OcW/5/aud9/OA3G3Zf0p6SBn1178iaFQowduA75G16KV3z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\nRK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"15999 0.61 0.39\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"17999 0.49 0.49\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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b5unHzR+zKA7HXSHHTf4KguTFxMbHObdq1cypD1FiHqNKiXmm+ELsgjNpbNwY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\n6IuI5IiCvohIjijoi4jkyP8HvY/EYrzL0x8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"19999 0.56 0.62\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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nNGf44ZXHSf9uGiAffRrIlcEVsSKoY36Y+nnzg9VI6abDh9sHfIBFtjc9LnEX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\nIv8fIcRdtYXIgH0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"21999 0.68 0.63\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"23999 0.57 0.55\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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Xfbz5zW92GUzGmm9OK4n+MNb8EP/J3Sw4kE67z852uulVZmfdk8nytieT5U1N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\nxbTE3gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"25999 0.57 0.61\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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NnRiMJ/lAOPc4ORm+V+hNIEXaOFn0Rpu2xzGYsnKkioK+tM12JwY3o2oOle0Y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\nRK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"27999 0.57 0.7\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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eRl71OSYb37xZg4R9SQuUpy99pVAIx2gWFsIxjXz+4nBEVHazURXISoOQht6w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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"29999 0.7 0.57\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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50OICSF9IM4Krkw+NyO0Dhw/HD/WsO/yzO+bm3EdHtxZpdLSzA00LhQ78aubm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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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