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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# UDA Dimensionality Reduction with Images\n", | |
| "\n", | |
| "Author: George H. Chen (georgechen [at symbol] cmu.edu)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We start with some usual boilerplate code:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Loading in a handwritten digit dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import torch\n", | |
| "import torchvision\n", | |
| "import torchvision.transforms as transforms\n", | |
| "\n", | |
| "train_dataset = torchvision.datasets.MNIST(root='data/',\n", | |
| " train=True,\n", | |
| " transform=transforms.ToTensor(),\n", | |
| " download=True)\n", | |
| "images = np.array([image.numpy() for image, label in train_dataset])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(60000, 1, 28, 28)" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "images.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "60000\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "num_images = images.shape[0]\n", | |
| "print(num_images)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "feature_vectors = images.reshape(num_images, -1) # flattens out each training image" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(60000, 784)" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "feature_vectors.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# we will work with a subsample of the data\n", | |
| "np.random.seed(0)\n", | |
| "random_sample = np.random.permutation(num_images)[:10000] # 10000 random indices" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([ 3048, 19563, 58303, ..., 15241, 26970, 26146], shape=(10000,))" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "random_sample" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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9oVBIUt8dUTgcTu7v7Ozsd3f0gN/vl9/vT2caAIAc5+lOyDmnDRs26PDhwzpx4oTKyspSni8rK1MoFFJjY2Ny3927d9Xc3KyKiorMzBgAkDc83QmtX79e+/fv19///ncFAoHk+zzBYFDjxo2Tz+dTdXW1tm/frqlTp2rq1Knavn27nnnmGb3++utZ+QMAAHKXpwjt3r1bkrRw4cKU/Xv27NGaNWskSW+99Zbu3LmjdevW6ebNm5o7d64+/fRTBQKBjEwYAJA/PEXIOffIY3w+n2pra1VbW5vunJAjJk2aZD0FZEl1dfWQvM6HH344JK+D4Yu14wAAZogQAMAMEQIAmCFCAAAzRAgAYIYIAQDMECEAgBkiBAAwQ4QAAGaIEADADBECAJghQgAAM0QIAGDG5x5naewhlEgkFAwGraeBLGlvb/c8pqWlxfOYTZs2eR4jKe9+vPzBgwfTGrdy5UrPYw4dOuR5zKpVqzyPQe6Ix+MqKCgY9BjuhAAAZogQAMAMEQIAmCFCAAAzRAgAYIYIAQDMECEAgBkiBAAwQ4QAAGaIEADADBECAJghQgAAM6OtJ4CRZfPmzZ7HvPPOO57HpLNQqpTeIpzpLHpaUlLieUx5ebnnMemqqanxPObdd9/NwkyQ77gTAgCYIUIAADNECABghggBAMwQIQCAGSIEADBDhAAAZogQAMAMEQIAmCFCAAAzRAgAYIYIAQDM+JxzznoS35ZIJBQMBq2ngWEkncU+q6urh+y10llYNJ3XSWdx1U2bNnkeI6W3KCvwsHg8roKCgkGP4U4IAGCGCAEAzBAhAIAZIgQAMEOEAABmiBAAwAwRAgCYIUIAADNECABghggBAMwQIQCAGSIEADDDAqYAgKxgAVMAwLBGhAAAZjxFqK6uTnPmzFEgEFBRUZGWLVumy5cvpxyzZs0a+Xy+lC2dn7cCAMh/niLU3Nys9evXq6WlRY2Njbp3756i0ah6enpSjluyZImuX7+e3I4fP57RSQMA8sNoLwd//PHHKY/37NmjoqIinT9/XvPnz0/u9/v9CoVCmZkhACBvPdF7QvF4XJJUWFiYsr+pqUlFRUWaNm2a1q5dq87Ozu/8PXp7e5VIJFI2AMDIkPZHtJ1zeumll3Tz5k2dPn06uf/AgQP63ve+p9LSUrW1tenXv/617t27p/Pnz8vv9/f7fWpra/Wb3/wm/T8BAGBYepyPaMulad26da60tNTFYrFBj7t27ZobM2aM+9vf/jbg819//bWLx+PJLRaLOUlsbGxsbDm+xePxR7bE03tCD2zcuFFHjx7VqVOnNHny5EGPDYfDKi0tVWtr64DP+/3+Ae+QAAD5z1OEnHPauHGjPvroIzU1NamsrOyRY7q6uhSLxRQOh9OeJAAgP3n6YML69ev15z//Wfv371cgEFBHR4c6Ojp0584dSdKtW7e0efNmnT17VlevXlVTU5OWLl2qCRMm6OWXX87KHwAAkMO8vA+k7/i63549e5xzzt2+fdtFo1E3ceJEN2bMGDdlyhRXVVXl2tvbH/s14vG4+dcx2djY2NiefHuc94RYwBQAkBUsYAoAGNaIEADADBECAJghQgAAM0QIAGCGCAEAzBAhAIAZIgQAMEOEAABmiBAAwAwRAgCYIUIAADNECABghggBAMwQIQCAGSIEADBDhAAAZogQAMAMEQIAmCFCAAAzRAgAYIYIAQDMECEAgBkiBAAwQ4QAAGaGXYScc9ZTAABkwOP8ez7sItTd3W09BQBABjzOv+c+N8xuPe7fv69r164pEAjI5/OlPJdIJFRSUqJYLKaCggKjGdrjPPThPPThPPThPPQZDufBOafu7m5FIhE99dTg9zqjh2hOj+2pp57S5MmTBz2moKBgRF9kD3Ae+nAe+nAe+nAe+lifh2Aw+FjHDbsvxwEARg4iBAAwk1MR8vv92rZtm/x+v/VUTHEe+nAe+nAe+nAe+uTaeRh2H0wAAIwcOXUnBADIL0QIAGCGCAEAzBAhAICZnIrQe++9p7KyMj399NOaNWuWTp8+bT2lIVVbWyufz5eyhUIh62ll3alTp7R06VJFIhH5fD4dOXIk5XnnnGpraxWJRDRu3DgtXLhQly5dsplsFj3qPKxZs6bf9VFeXm4z2Sypq6vTnDlzFAgEVFRUpGXLluny5cspx4yE6+FxzkOuXA85E6EDBw6ourpaW7du1YULF/TCCy+osrJS7e3t1lMbUs8++6yuX7+e3C5evGg9pazr6enRzJkz1dDQMODzO3bsUH19vRoaGnTu3DmFQiEtXrw479YhfNR5kKQlS5akXB/Hjx8fwhlmX3Nzs9avX6+WlhY1Njbq3r17ikaj6unpSR4zEq6HxzkPUo5cDy5H/OhHP3Jvvvlmyr4f/OAH7pe//KXRjIbetm3b3MyZM62nYUqS++ijj5KP79+/70KhkHv77beT+77++msXDAbd73//e4MZDo2Hz4NzzlVVVbmXXnrJZD5WOjs7nSTX3NzsnBu518PD58G53LkecuJO6O7duzp//ryi0WjK/mg0qjNnzhjNykZra6sikYjKysr06quv6sqVK9ZTMtXW1qaOjo6Ua8Pv92vBggUj7tqQpKamJhUVFWnatGlau3atOjs7raeUVfF4XJJUWFgoaeReDw+fhwdy4XrIiQjduHFD33zzjYqLi1P2FxcXq6Ojw2hWQ2/u3Lnat2+fPvnkE73//vvq6OhQRUWFurq6rKdm5sHf/0i/NiSpsrJSH3zwgU6cOKGdO3fq3LlzevHFF9Xb22s9taxwzqmmpkbPP/+8pk+fLmlkXg8DnQcpd66HYbeK9mAe/tEOzrl++/JZZWVl8tczZszQvHnz9P3vf1979+5VTU2N4czsjfRrQ5JWr16d/PX06dM1e/ZslZaW6tixY1q+fLnhzLJjw4YN+uKLL/TPf/6z33Mj6Xr4rvOQK9dDTtwJTZgwQaNGjer3P5nOzs5+/+MZScaPH68ZM2aotbXVeipmHnw6kGujv3A4rNLS0ry8PjZu3KijR4/q5MmTKT/6ZaRdD991HgYyXK+HnIjQ2LFjNWvWLDU2Nqbsb2xsVEVFhdGs7PX29urLL79UOBy2noqZsrIyhUKhlGvj7t27am5uHtHXhiR1dXUpFovl1fXhnNOGDRt0+PBhnThxQmVlZSnPj5Tr4VHnYSDD9now/FCEJ3/961/dmDFj3B//+Ef373//21VXV7vx48e7q1evWk9tyGzatMk1NTW5K1euuJaWFvfTn/7UBQKBvD8H3d3d7sKFC+7ChQtOkquvr3cXLlxw//nPf5xzzr399tsuGAy6w4cPu4sXL7rXXnvNhcNhl0gkjGeeWYOdh+7ubrdp0yZ35swZ19bW5k6ePOnmzZvnJk2alFfn4ec//7kLBoOuqanJXb9+Pbndvn07ecxIuB4edR5y6XrImQg559zvfvc7V1pa6saOHeuee+65lI8jjgSrV6924XDYjRkzxkUiEbd8+XJ36dIl62ll3cmTJ52kfltVVZVzru9judu2bXOhUMj5/X43f/58d/HiRdtJZ8Fg5+H27dsuGo26iRMnujFjxrgpU6a4qqoq197ebj3tjBrozy/J7dmzJ3nMSLgeHnUecul64Ec5AADM5MR7QgCA/ESEAABmiBAAwAwRAgCYIUIAADNECABghggBAMwQIQCAGSIEADBDhAAAZogQAMAMEQIAmPk/1JD6WgqOTugAAAAASUVORK5CYII=", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# you can re-run this to see random digits\n", | |
| "plt.imshow(feature_vectors[np.random.randint(num_images)].reshape(28, 28),\n", | |
| " cmap='gray')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Dimensionality reduction with PCA" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from sklearn.decomposition import PCA\n", | |
| "\n", | |
| "pca = PCA(n_components=2) # project data down to 2 dimensions\n", | |
| "feature_vectors_pca2d = pca.fit_transform(feature_vectors[random_sample])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([0.09844924, 0.07118051], dtype=float32)" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pca.explained_variance_ratio_" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.scatter(feature_vectors_pca2d[:, 0], feature_vectors_pca2d[:, 1])\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Dimensionality reduction with t-SNE" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[t-SNE] Computing 121 nearest neighbors...\n", | |
| "[t-SNE] Indexed 10000 samples in 0.001s...\n", | |
| "[t-SNE] Computed neighbors for 10000 samples in 3.289s...\n", | |
| "[t-SNE] Computed conditional probabilities for sample 1000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 2000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 3000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 4000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 5000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 6000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 7000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 8000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 9000 / 10000\n", | |
| "[t-SNE] Computed conditional probabilities for sample 10000 / 10000\n", | |
| "[t-SNE] Mean sigma: 2.123686\n", | |
| "[t-SNE] KL divergence after 250 iterations with early exaggeration: 85.613190\n", | |
| "[t-SNE] KL divergence after 5000 iterations: 1.690134\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from sklearn.manifold import TSNE\n", | |
| "\n", | |
| "tsne = TSNE(n_components=2, verbose=1, perplexity=40, max_iter=5000, learning_rate=200, random_state=0)\n", | |
| "feature_vectors_tsne2d = tsne.fit_transform(feature_vectors[random_sample])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.scatter(feature_vectors_tsne2d[:, 0], feature_vectors_tsne2d[:, 1])\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "labels = np.array([label for image, label in train_dataset])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "60000" | |
| ] | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "labels.shape[0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([5, 0, 4, ..., 5, 6, 8], shape=(60000,))" | |
| ] | |
| }, | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "labels" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([3, 6, 6, ..., 1, 9, 2], shape=(10000,))" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "labels[random_sample]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# here we color each low-dimensional t-SNE point differently depending on its true known label for what digit the point corresponds to\n", | |
| "# (in many applications we do not have this sort of label information!)\n", | |
| "plt.scatter(feature_vectors_tsne2d[:, 0], feature_vectors_tsne2d[:, 1],\n", | |
| " c=labels[random_sample], cmap='Spectral')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "scatter = plt.scatter(feature_vectors_tsne2d[:, 0], feature_vectors_tsne2d[:, 1],\n", | |
| " c=labels[random_sample], cmap='Spectral')\n", | |
| "plt.legend(*scatter.legend_elements())\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# coloring the points by true digit label, now for PCA\n", | |
| "scatter = plt.scatter(feature_vectors_pca2d[:, 0], feature_vectors_pca2d[:, 1],\n", | |
| " c=labels[random_sample], cmap='Spectral')\n", | |
| "plt.legend(*scatter.legend_elements())\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## UMAP" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/Users/georgehc/opt/anaconda3/lib/python3.13/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", | |
| " warn(\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "from umap import UMAP\n", | |
| "\n", | |
| "umap = UMAP(n_components=2, n_neighbors=15, min_dist=0.1, random_state=0)\n", | |
| "feature_vectors_umap = umap.fit_transform(feature_vectors[random_sample])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "scatter = plt.scatter(feature_vectors_umap[:, 0], feature_vectors_umap[:, 1],\n", | |
| " c=labels[random_sample], cmap='Spectral')\n", | |
| "plt.legend(*scatter.legend_elements())\n", | |
| "plt.show()" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "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": "3.13.9" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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