{ "cells": [ { "cell_type": "markdown", "id": "aa81c23a-02bc-4886-b70b-1880209d9353", "metadata": {}, "source": [ "# Visualizing the space of handwritten digits using masspcf" ] }, { "cell_type": "markdown", "id": "4d5c07dc-1f3c-406d-8431-9f4346c6ba6a", "metadata": {}, "source": [ "This notebook serves as an introduction to using the 'masspcf' Python package. \n", "\n", "We will create point cloud data from the MNIST dataset of handwritten digits. From these data we will extract topological invariants (piecewise constant functions: PCFs) and store in a matrix. Using this matrix, we compute pairwise distances between instances in our dataset and finally cluster these using a t-SNE embedding." ] }, { "cell_type": "markdown", "id": "0f93f80d-939d-48f8-8e96-455fb71c71f7", "metadata": {}, "source": [ "# Install and activate prerequisites" ] }, { "cell_type": "code", "execution_count": null, "id": "150d7d5d-37dd-4bba-be4a-6c1f34ddfae0", "metadata": {}, "outputs": [], "source": [ "# For better plotting support in notebook\n", "!pip install ipympl\n", "!pip install tqdm\n", "# For creation of sample dataset\n", "!pip install scikit-learn\n", "!pip install pandas\n", "# For barcode computation\n", "!pip install ripser" ] }, { "cell_type": "code", "execution_count": 2, "id": "6228e713-52d4-4ce9-8bb0-d5dc1f7e3af9", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import ipympl\n", "%matplotlib widget\n", "from tqdm import trange, tqdm" ] }, { "cell_type": "markdown", "id": "3c307869-88d2-4d28-9e79-0d89e3fc4bf1", "metadata": {}, "source": [ "# Install masspcf" ] }, { "cell_type": "markdown", "id": "b8686ca7-ebc0-4669-a058-dc80de374484", "metadata": {}, "source": [ "For details, see https://masspcf.readthedocs.io" ] }, { "cell_type": "code", "execution_count": null, "id": "837f3229-8906-4da6-82c9-2013f7977769", "metadata": {}, "outputs": [], "source": [ "# Install masspcf-cpu or, alternatively, masspcf if one or more CUDA GPUs are available\n", "!pip install masspcf-cpu" ] }, { "cell_type": "markdown", "id": "526391cc-dfb1-464e-8331-de76acea44c2", "metadata": {}, "source": [ "# Build example dataset" ] }, { "cell_type": "markdown", "id": "04c894cc-f518-42ea-b6b1-e0726e22752c", "metadata": {}, "source": [ "We will use the MNIST dataset of 28x28 grayscale images of handwritten digits:\n", "\n", "[1] LeCun, Y., Cortes, C., & Burges, CJ. (1998). The MNIST database of handwritten digits" ] }, { "cell_type": "code", "execution_count": 3, "id": "b0a73b13-36ad-4f4d-af4d-775604190d88", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(70000, 28, 28)\n" ] } ], "source": [ "from sklearn.datasets import fetch_openml\n", "Xin, yin = fetch_openml(\"mnist_784\", version=1, return_X_y=True, as_frame=False)\n", "Xin = Xin.reshape(Xin.shape[0], 28, 28)\n", "print(Xin.shape)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b85f7a4b-de7e-4388-a770-9e38de81c63d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14702, 28, 28)\n" ] } ], "source": [ "use_digits=[1, 8]\n", "mask = np.logical_or.reduce([yin == str(i) for i in use_digits])\n", "X = Xin[mask]\n", "y = yin[mask]\n", "print(X.shape)" ] }, { "cell_type": "code", "execution_count": 5, "id": "eb7ef316-88ae-442f-bc43-6d54d06719af", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4f46f5f046a5432181fefdd478beab9e", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 6, figsize=(10,3), tight_layout=True)\n", "for i, ax in enumerate(axs):\n", " ax.imshow(X[i+2],cmap='gray', vmin=0, vmax=255)" ] }, { "cell_type": "markdown", "id": "b151e67d-d65c-4bc1-9b83-e1cd781d79da", "metadata": {}, "source": [ "## Threshold and sample" ] }, { "cell_type": "code", "execution_count": 6, "id": "fddf0885-48ed-41c1-8833-bf7718c4d1ff", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████| 14702/14702 [00:00<00:00, 23965.46it/s]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c0ed429d3aaa41b788cd08c4d0180087", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "threshold = 150\n", "sample_size = 100\n", "noise = 0.05\n", "\n", "np.random.seed(0)\n", "\n", "Xhi = (X > threshold)\n", "\n", "Xcloud = np.zeros((X.shape[0], sample_size, 2))\n", "\n", "for idx in trange(X.shape[0]):\n", " sp = np.linspace(1.0, 28.0, 28)\n", " \n", " Hsp, Vsp = np.meshgrid(sp, sp[::-1])\n", " \n", " Hpts = Hsp[Xhi[idx,:,:]]\n", " Vpts = Vsp[Xhi[idx,:,:]]\n", " \n", " pts = (np.vstack((Hpts, Vpts))).T\n", " \n", " replace = (pts.shape[0] < sample_size)\n", " sample_idxs = np.random.choice(range(pts.shape[0]), size=sample_size, replace=replace)\n", " \n", " pts = pts[sample_idxs, :] + noise * np.random.randn(sample_size, 2)\n", " \n", " Xcloud[idx, :, :] = pts\n", "\n", "fig, axs = plt.subplots(1, 6, figsize=(10,3), tight_layout=True)\n", "for i, ax in enumerate(axs):\n", " ax.scatter(Xcloud[i,:,0], Xcloud[i,:,1], s=2.0)" ] }, { "cell_type": "markdown", "id": "10b0cee4-36ea-4cc5-9f03-407e2cdf3c5f", "metadata": {}, "source": [ "# Compute invariants (stable rank)" ] }, { "cell_type": "code", "execution_count": 7, "id": "e190c70f-0593-4082-8ec1-f8a046d12843", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a93331fca56545e2b43cc3d9082ad65b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=1, description='idx', max=10), Output()), _dom_classes=('widget-interact…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eb0a06c6beba432f830127c5824aad14", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import ipywidgets as widgets\n", "from ipywidgets import interact\n", "from IPython.display import display\n", "from persim import plot_diagrams\n", "from ripser import Rips\n", "\n", "def plotInteractive():\n", " fig, axs = plt.subplots(1, 3, figsize=(10,3.1), width_ratios=[1,1,1])\n", " \n", " def update(idx=1):\n", " rips = Rips(verbose=False)\n", " diagrams = rips.fit_transform(Xcloud[idx, :, :])\n", " \n", " axs[0].cla()\n", " axs[1].cla()\n", " axs[2].cla()\n", " \n", " axs[0].imshow(X[idx,:,:], cmap='gray', vmin=0, vmax=255)\n", " axs[1].scatter(Xcloud[idx, :, 0], Xcloud[idx, :, 1])\n", " axs[1].set_xlim([0, 28])\n", " axs[1].set_ylim([0, 28])\n", " plot_diagrams(diagrams, ax=axs[2])\n", " \n", " \n", " fig.canvas.draw()\n", " \n", " interact(update, idx=(0,10,1))\n", "\n", "plotInteractive()" ] }, { "cell_type": "markdown", "id": "53742963-8dfc-420f-b7e5-a84490af7498", "metadata": {}, "source": [ "## Stable rank" ] }, { "cell_type": "markdown", "id": "f6c7ead9-8634-4f42-bf6d-3a3bd3ae6b2e", "metadata": {}, "source": [ "We are computing a special case of the stable rank invariant. For more, see:\n", "\n", "[2] Chachólski, W., & Riihimäki, H. (2020). Metrics and stabilization in one parameter persistence. *SIAM J. Appl. Algebra Geom.*, 4(1), 69-98.
\n", "[3] Gäfvert, O., & Chachólski, W. (2017). Stable invariants for multiparameter persistence. *arXiv:1703.03632*.
\n", "[4] Scolamiero, M., Chachólski, W., Lundman, A., Ramanujam, R., & Öberg, S. (2017). Multidimensional persistence and noise. *Found. Comput. Math.*, 17, 1367-1406.\n", "\n", "~\n", "\n", "In short, let $K(b,d)$ denote an interval module (bar) starting at $b \\in [0, \\infty)$ and ending at $d$.\n", "\n", "If $\\bigoplus_{i=1}^n K(b_i,d_i)$ is a barcode, then $\\widehat{\\mathrm{srank}}(\\bigoplus_{i=1}^n K(b_i,d_i)) \\colon [0, \\infty) \\to \\mathbb{R}$ can be explicitly computed as $t \\mapsto |\\{i : d_i - b_i > t \\}|$.\n", "\n", "(Note that stable rank exists in more general settings.)" ] }, { "cell_type": "code", "execution_count": 8, "id": "e41c08f1-576f-4f32-a06f-35d5793a6d37", "metadata": {}, "outputs": [], "source": [ "def compute_stable_rank(diagram):\n", " lifetimes = diagram[:,1] - diagram[:,0]\n", " lifetimes = np.sort(lifetimes)\n", " nodes, counts = np.unique(lifetimes, return_counts=True)\n", "\n", " sums = np.cumsum(counts[::-1])[::-1]\n", " \n", " times = np.insert(nodes, 0, 0)\n", " values = np.append(sums, 0)\n", " \n", " if times[-1] == np.inf:\n", " times = times[:-1]\n", " values = values[:-1]\n", " \n", " return np.vstack((times, values)).T" ] }, { "cell_type": "code", "execution_count": 9, "id": "14e8e79b-6cfa-4ad2-9886-7e81704996ca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0. 23. ]\n", " [ 0.22718811 22. ]\n", " [ 0.22784448 21. ]\n", " [ 0.23986614 20. ]\n", " [ 0.24283421 19. ]\n", " [ 0.27310181 18. ]\n", " [ 0.28199542 17. ]\n", " [ 0.28832221 16. ]\n", " [ 0.29036283 15. ]\n", " [ 0.29466891 14. ]\n", " [ 0.30546284 13. ]\n", " [ 0.30891371 12. ]\n", " [ 0.32150459 11. ]\n", " [ 0.3248378 10. ]\n", " [ 0.33242011 9. ]\n", " [ 0.33552694 8. ]\n", " [ 0.34005415 7. ]\n", " [ 0.3513993 6. ]\n", " [ 0.35366344 5. ]\n", " [ 0.35925007 4. ]\n", " [ 0.36968929 3. ]\n", " [ 0.36982512 2. ]\n", " [ 0.40468955 1. ]\n", " [ 0.55580544 0. ]]\n" ] } ], "source": [ "rips = Rips(verbose=False)\n", "idx = 1\n", "diagrams = rips.fit_transform(Xcloud[idx, :, :])\n", "h1 = compute_stable_rank(diagrams[1])\n", "print(h1)" ] }, { "cell_type": "code", "execution_count": 10, "id": "82fc04f4-e58f-4e76-a103-4d76492ad027", "metadata": {}, "outputs": [], "source": [ "import masspcf as mpcf\n", "\n", "h1sr = mpcf.Pcf(h1)" ] }, { "cell_type": "code", "execution_count": 11, "id": "c8c80862-731c-4fa1-b0a3-84f4933b465d", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9e2f0315fa3c4e9fafc81b91f60213e7", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from masspcf.plotting import plot as pcfplot\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(6,3), constrained_layout=True)\n", "\n", "plot_diagrams(diagrams, ax=axs[0], lifetime=True)\n", "pcfplot(h1sr, ax=axs[1], color='tab:orange')" ] }, { "cell_type": "markdown", "id": "8a7b90bd-5fe9-4297-825d-5c496eb33601", "metadata": {}, "source": [ "## PCF arrays" ] }, { "cell_type": "code", "execution_count": 12, "id": "dce9d90f-1c4a-47df-bd84-9ade70faa56c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape(10, 3, 5)\n" ] } ], "source": [ "Z = mpcf.zeros((10, 3, 5))\n", "print(Z.shape)" ] }, { "cell_type": "code", "execution_count": 13, "id": "a055bb2c-c005-4a6f-a304-21720453cec1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████| 5000/5000 [00:09<00:00, 549.39it/s]\n" ] } ], "source": [ "Xsmall = Xcloud[0:5000, :, :]\n", "pcfs = mpcf.zeros((Xsmall.shape[0], 2)) # col 0 = H0, col 1 = H1\n", "\n", "for idx, pts in enumerate(tqdm(Xsmall)):\n", " diagrams = rips.fit_transform(pts)\n", " \n", " srdata_h0 = compute_stable_rank(diagrams[0])\n", " srdata_h1 = compute_stable_rank(diagrams[1])\n", " \n", " pcfs[idx, 0] = mpcf.Pcf(srdata_h0)\n", " pcfs[idx, 1] = mpcf.Pcf(srdata_h1)" ] }, { "cell_type": "code", "execution_count": 14, "id": "19535dfb-34b3-4454-8b10-8403f9d72b5f", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5bb5f06f42904e0cb18c95440be41f92", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "pcfplot(pcfs[10:14,0])" ] }, { "cell_type": "markdown", "id": "e63fee7a-6019-40d0-9b11-9636bdda36a7", "metadata": {}, "source": [ "## Combining features" ] }, { "cell_type": "code", "execution_count": 15, "id": "5f34c180-4689-4152-8769-307b3051b883", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape(5000)\n" ] } ], "source": [ "avgs = mpcf.mean(pcfs, dim=1)\n", "print(avgs.shape)" ] }, { "cell_type": "code", "execution_count": 16, "id": "f09c34b9-3d42-4fbe-8d4f-8863d854aaf6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3786bb633c514b7887dfc40ac5ba9e07", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avfig, avax = plt.subplots()\n", "\n", "pcfplot(pcfs[0,0], ax=avax, label='H0')\n", "pcfplot(pcfs[0,1], ax=avax, label='H1')\n", "pcfplot(avgs[0], ax=avax, label='Avg')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "db7cefd1-a41f-438d-be50-7934869df80b", "metadata": {}, "source": [ "# Clustering" ] }, { "cell_type": "markdown", "id": "71eb8898-57be-4d8a-a366-f57e3c6a1afa", "metadata": {}, "source": [ "## Compute distance matrix" ] }, { "cell_type": "code", "execution_count": 17, "id": "10d78343-7ef1-42e0-a664-7f4bea95ac5b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0. 4.0011654 9.072399 ... 27.778965 9.305885 4.64795 ]\n", " [ 4.0011654 0. 11.520903 ... 25.717815 11.917289 1.708406 ]\n", " [ 9.072399 11.520903 0. ... 36.85134 1.0296581 12.579623 ]\n", " ...\n", " [27.778965 25.717815 36.85134 ... 0. 37.084835 24.385948 ]\n", " [ 9.305885 11.917289 1.0296581 ... 37.084835 0. 13.178361 ]\n", " [ 4.64795 1.708406 12.579623 ... 24.385948 13.178361 0. ]]\n", "(5000, 5000)\n" ] } ], "source": [ "D = mpcf.pdist(avgs)\n", "print(D)\n", "print(D.shape)" ] }, { "cell_type": "code", "execution_count": 18, "id": "359eca87-c44b-4753-908a-8dad8663f7bf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "abcfce9eda904fc8b68243ce0e52b673", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.matshow(D[0:500, 0:500])" ] }, { "cell_type": "markdown", "id": "d8dc46bd-27b0-4cbb-b6dd-41b0d3f290ad", "metadata": {}, "source": [ "## t-SNE visualization" ] }, { "cell_type": "markdown", "id": "a3c849d6-2c87-432d-a36b-a8e50a707f01", "metadata": {}, "source": [ "We will visualize our 784-dimensional data using t-SNE [5] using distances from persistent homology (computed above).\n", "\n", "[5] Van der Maaten, L., & Hinton, G. (2008). Visualizing data using t-SNE. *Journal of machine learning research*, 9(11)." ] }, { "cell_type": "code", "execution_count": 19, "id": "e07750ef-9601-4e65-89d5-b757c2a38bec", "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "X_embedded = TSNE(n_components=3, metric='precomputed', init='random').fit_transform(D)" ] }, { "cell_type": "code", "execution_count": 20, "id": "85f219b2-b185-4bb0-a904-a73df5a23e80", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "201bf547e699458080fcf9e9ca847867", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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