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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Variational AutoEncoder (VAE) with MNIST\n",
"========================================\n",
"---\n",
"Formation Introduction au Deep Learning (FIDLE) - S. Arias, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020 \n",
"\n",
"## Episode 2 - Analyse our trained model\n",
" - Defining a VAE model\n",
" - Build the model\n",
" - Train it\n",
" - Follow the learning process with Tensorboard\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1 - Init python stuff"
]
},
{
"cell_type": "code",
"execution_count": 10,
"\n",
"FIDLE 2020 - Practical Work Module\n",
"Version : 0.2.6\n",
"Run time : Thursday 6 February 2020, 18:09:47\n",
"Matplotlib style : ../fidle/talk.mplstyle\n",
"TensorFlow version : 2.0.0\n",
"Keras version : 2.2.4-tf\n",
"\n",
"TensorFlow version : 2.0.0\n",
"VAE version : 1.24\n"
"import scipy.stats\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import modules.data\n",
"importlib.reload(modules.data)\n",
"from modules.vae import VariationalAutoencoder\n",
"from modules.data import load_MNIST\n",
"\n",
"sys.path.append('..')\n",
"import fidle.pwk as ooo\n",
"importlib.reload(ooo)\n",
"\n",
"ooo.init()\n",
"VariationalAutoencoder.about()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2 - Get data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset loaded.\n",
"Resized and normalized.\n",
"(x_train, y_train), (x_test, y_test) = load_MNIST()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3 - Load best model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model initialized.\n",
"Outputs will be in : ./run/000\n",
"Weights loaded from : ./run/000/models/best_model.h5\n"
"tag = '000'\n",
"\n",
"vae=modules.vae.VariationalAutoencoder.load(tag, config='vae_config.json', weights='best_model.h5')"
"cell_type": "markdown",
"## Step 4 - Reconstructing original images"
"cell_type": "code",
"execution_count": 5,
"z_points = vae.encoder.predict(x_test)"
"execution_count": 6,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x169.2 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x169.2 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
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}
],
"source": [
"n_show = 10\n",
"\n",
"# ---- Let's randomly select a few images\n",
"\n",
"i_show = np.random.choice(range(len(x_test)), n_show)\n",
"x_show = x_test[i_show]\n",
"\n",
"# ---- Get latent points and reconstructed images\n",
"\n",
"z_points = vae.encoder.predict(x_show)\n",
"x_reconst = vae.decoder.predict(z_points)\n",
"\n",
"# ---- Just show it\n",
"\n",
"labels=[ str(np.round(z_points[i],1)) for i in range(n_show) ]\n",
"ooo.plot_images(x_show, labels, indices='all', columns=10, x_size=2,y_size=2)\n",
"ooo.plot_images(x_reconst, None , indices='all', columns=10, x_size=2,y_size=2)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 5 - Latent space"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
"image/png": 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\n",
"<Figure size 864x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"n_show = 5000\n",
"# ---- Let's randomly select some images\n",
"i_show = np.random.choice(range(len(x_test)), n_show)\n",
"x_show = x_test[i_show]\n",
"y_show = y_test[i_show]\n",
"# ---- Get latent points\n",
"z_points = vae.encoder.predict(x_show)\n",
"fig = plt.figure(figsize=(12, 10))\n",
"plt.scatter(z_points[:, 0] , z_points[:, 1], c=y_show, cmap= 'tab10', alpha=0.5, s=6)\n",
"plt.colorbar()\n",
"execution_count": 13,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-2.32634787 -0.42157764 0.42157764 2.32634787]\n"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
"fig = plt.figure(figsize=(12, 10))\n",
"plt.scatter(z_points[:, 0] , z_points[:, 1], c=y_show, cmap= 'tab10', alpha=0.5, s=6)\n",
"grid_size=4\n",
"x = scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size))\n",
"print(x)\n",
"y = scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size))\n",
"xv, yv = np.meshgrid(x, y)\n",
"xv = xv.flatten()\n",
"yv = yv.flatten()\n",
"z_grid = np.array(list(zip(xv, yv)))\n",
"\n",
"reconst = vae.decoder.predict(z_grid)\n",
"\n",
"plt.scatter(z_grid[:, 0] , z_grid[:, 1], c = 'black'#, cmap='rainbow' , c= example_labels\n",
" , alpha=1, s=20)\n",
"\n",
"\n",
"\n",
"plt.show()"
"execution_count": 50,
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"outputs": [
{
"ename": "ValueError",
"evalue": "num must be 1 <= num <= 20, not 21",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-50-2ce05c3b8bb8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mx_reconst\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvae\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mgrid\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0mooo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_reconst\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindices\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'all'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgrid_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 20\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_reconst\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/fidle/fidle/pwk.py\u001b[0m in \u001b[0;36mplot_images\u001b[0;34m(x, y, indices, columns, x_size, y_size, colorbar, y_pred, cm)\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mindices\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'all'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mindices\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mindices\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 182\u001b[0;31m \u001b[0maxs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 183\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m+=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \u001b[0;31m# ---- Shape is (lx,ly)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.conda/envs/deeplearning2/lib/python3.7/site-packages/matplotlib/figure.py\u001b[0m in \u001b[0;36madd_subplot\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1412\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mremove\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1413\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1414\u001b[0;31m \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msubplot_class_factory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprojection_class\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1415\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1416\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_add_axes_internal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.conda/envs/deeplearning2/lib/python3.7/site-packages/matplotlib/axes/_subplots.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, fig, *args, **kwargs)\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mrows\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mcols\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 58\u001b[0m raise ValueError(\n\u001b[0;32m---> 59\u001b[0;31m f\"num must be 1 <= num <= {rows*cols}, not {num}\")\n\u001b[0m\u001b[1;32m 60\u001b[0m self._subplotspec = GridSpec(\n\u001b[1;32m 61\u001b[0m rows, cols, figure=self.figure)[int(num) - 1]\n",
"\u001b[0;31mValueError\u001b[0m: num must be 1 <= num <= 20, not 21"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x61.2 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grid_size=20\n",
"\n",
"x = scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size))\n",
"y = scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size))\n",
"xv, yv = np.meshgrid(x, y)\n",
"xv = xv.flatten()\n",
"yv = yv.flatten()\n",
"grid = np.array(list(zip(xv, yv)))\n",
"\n",
"\n",
"# grid=[]\n",
"# for y in scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size)):\n",
"# line=[]\n",
"# for x in scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size)):\n",
"# grid.append( (x,y) )\n",
"\n",
"x_reconst = vae.decoder.predict([grid])\n",
"\n",
"ooo.plot_images(x_reconst, indices=range(len(x_reconst)), columns=grid_size, x_size=0.5,y_size=0.5)\n",
"len(x_reconst)"
]
"execution_count": 49,
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"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1224 with 400 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"400"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grid_size=20\n",
"\n",
"grid=[]\n",
"for y in scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size)):\n",
" line=[]\n",
" for x in scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size)):\n",
" grid.append( (x,y) )\n",
"\n",
"x_reconst = vae.decoder.predict([grid])\n",
"\n",
"ooo.plot_images(x_reconst, indices=range(len(x_reconst)), columns=grid_size, x_size=0.5,y_size=0.5)\n",
"len(x_reconst)"
]
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}