{ "cells": [ { "cell_type": "markdown", "id": "cb818c08", "metadata": {}, "source": [ "# The HSOM class\n", "This tutorial will help you understand the core of **HySOM**, the `HSOM` class. You will learn the fundamental methods for training and exploring a trained SOM.\n", "To demonstrate its functionality, we will use a sample dataset included with **HySOM**. More details on the `HSOM` class can be found in the [API reference](https://hysom.readthedocs.io/en/latest/api.html)\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "063682f1", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from hysom import HSOM \n", "from hysom.utils.datasets import get_labeled_loops\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "markdown", "id": "3cf67b97", "metadata": {}, "source": [ "## Get sample data" ] }, { "cell_type": "code", "execution_count": 2, "id": "6b510ec2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The sample data consists of 340 labeled loops\n", "Each loop is a matrix of shape: (100, 2)\n", "Example: \n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Normalized\\nTurbidity')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loops, labels = get_labeled_loops()\n", "\n", "print(f\"The sample data consists of {len(loops)} labeled loops\")\n", "print(f\"Each loop is a matrix of shape: {loops[0].shape}\")\n", "print(\"Example: \")\n", "sample_loop = loops[np.random.choice(len(loops))]\n", "plt.figure(figsize=(2,2))\n", "_ = plt.scatter(sample_loop[:,0],sample_loop[:,1], s = 2, cmap = \"inferno\", c = range(len(sample_loop)))\n", "plt.xlabel(\"Normalized\\nDischarge\")\n", "plt.ylabel(\"Normalized\\nTurbidity\")" ] }, { "cell_type": "markdown", "id": "03b3c4c4", "metadata": {}, "source": [ "## Training a SOM" ] }, { "cell_type": "markdown", "id": "5d1c1b7a", "metadata": {}, "source": [ "Creating a new SOM instance requires three mandatory arguments to define the SOM's lattice dimensions and the input data dimensions: `width`, `height`and `input_dim`. Currently, only 2D sequences are supported, meaning the `input_dim` should follow the format: `(sequence_length,2)`. \n", "Additionally, you can specify an optional `random_seed` to ensure reproducibility\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "9414c139", "metadata": {}, "outputs": [], "source": [ "mysom = HSOM(width=5, height=5, input_dim = (100,2), random_seed=1234567)" ] }, { "cell_type": "markdown", "id": "525201f5", "metadata": {}, "source": [ "Once instantiated, the `train` method can be called with two mandatory arguments: `data`, which is a sequence of training loops, and `epochs`, which defines the number of training iterations (each loop is fed to the map once per epoch). Several optional arguments provide full control over the training process, including `distance_function` (defaults to Dynamic Time Warping), `neighborhood_function` (defaults to Gaussian), `[initial/final]_learning_rate`, and more (see the [API reference](https://hysom.readthedocs.io/en/latest/api.html#hysom.hysom.HSOM.train)). \n", "In this tutorial, we will only include `track_errors` to record the history of the quantization and topographic errors during training and `verbose` to get reports of the training process in the console.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "f123577c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "============================================================\n", "Epoch: 1/5 - Quant. Error: 0.91 - Topo. Error: 0.65\n", "[85/340] 25%\n", "[170/340] 50%\n", "[255/340] 75%\n", "[340/340] 100%\n", "============================================================\n", "Epoch: 2/5 - Quant. Error: 1.43 - Topo. Error: 0.0\n", "[85/340] 25%\n", "[170/340] 50%\n", "[255/340] 75%\n", "[340/340] 100%\n", "============================================================\n", "Epoch: 3/5 - Quant. Error: 1.25 - Topo. Error: 0.0\n", "[85/340] 25%\n", "[170/340] 50%\n", "[255/340] 75%\n", "[340/340] 100%\n", "============================================================\n", "Epoch: 4/5 - Quant. Error: 1.02 - Topo. Error: 0.0\n", "[85/340] 25%\n", "[170/340] 50%\n", "[255/340] 75%\n", "[340/340] 100%\n", "============================================================\n", "Epoch: 5/5 - Quant. Error: 0.91 - Topo. Error: 0.0\n", "[85/340] 25%\n", "[170/340] 50%\n", "[255/340] 75%\n", "[340/340] 100%\n", "============================================================\n", "Training Completed! - Quant. Error: 0.87 - Topo. Error: 0.0\n", "============================================================\n" ] } ], "source": [ "epochs = 5\n", "mysom.train(data= loops, epochs = epochs, track_errors=True, verbose = 4)\n" ] }, { "cell_type": "markdown", "id": "31296f8c", "metadata": {}, "source": [ "The trained `prototypes` (also called *codebooks* or *weight vectors* in the SOM jargon) can be extracted using `get_prototypes()`" ] }, { "cell_type": "code", "execution_count": 5, "id": "3cceb0cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prototypes are of shape: (5, 5, 100, 2)\n" ] } ], "source": [ "trained_prototypes = mysom.get_prototypes()\n", "\n", "print(f\"Prototypes are {type(trained_prototypes)} of shape: {trained_prototypes.shape}\")\n" ] }, { "cell_type": "markdown", "id": "daa77e52", "metadata": {}, "source": [ "## Visualize Prototypes\n", "Checkout [This tutorial](https://hysom.readthedocs.io/en/latest/tutorials/vizfunctions.html) to explore the visualization functions in detail" ] }, { "cell_type": "code", "execution_count": 6, "id": "833492b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hysom.utils.plots import plot_map\n", "\n", "_ = plot_map(mysom.get_prototypes())" ] }, { "cell_type": "markdown", "id": "96d4d186", "metadata": {}, "source": [ "## Inspecting Quantization and Topographic Errors " ] }, { "cell_type": "markdown", "id": "29773162", "metadata": {}, "source": [ "While quantization and topographic errors are displayed in the console after each epoch, the full history can be accessed using `get_QE_history` and `get_TE_history`. The QE and TE histories are useful to diagnose the training process" ] }, { "cell_type": "code", "execution_count": 7, "id": "6a1ce187", "metadata": {}, "outputs": [], "source": [ "qe_iter_index, qe = mysom.get_QE_history()\n", "te_iter_index, te = mysom.get_TE_history()" ] }, { "cell_type": "markdown", "id": "fb041a44", "metadata": {}, "source": [ "Let's plot them!" ] }, { "cell_type": "code", "execution_count": 8, "id": "2d60ea01", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax_qe, ax_te) = plt.subplots(2,1, figsize = (10,4), sharex=True)\n", "\n", "# Plot topographic and quantization errors\n", "ax_qe.plot(qe_iter_index, qe)\n", "ax_te.plot(te_iter_index, te)\n", "ax_qe.set_ylabel(\"Quantizaiton Error\")\n", "ax_te.set_xlabel(\"Iteration\")\n", "ax_te.set_ylabel(\"Topographic Error\")\n", "\n", "# Mark epochs\n", "iterations_per_epoch = len(loops)\n", "idx = 0\n", "for i in range(epochs+1):\n", " ax_qe.axvline(idx, color = \"grey\", linestyle = \"--\", alpha = 0.5)\n", " ax_te.axvline(idx, color = \"grey\", linestyle = \"--\", alpha = 0.5)\n", " idx += iterations_per_epoch" ] }, { "cell_type": "markdown", "id": "ab35d5f3", "metadata": {}, "source": [ "Note that TE and QE are not computed after each iteration, as doing so would be computationally expensive. You can control how often errors are computed using the `errors_sampling_rate` argument of the `train` method. By default, this value is set to `4`, meaning errors are computed four times per epoch, plus an initial computation at the very beginning.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "35ca9e90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 84, 169, 254, 339)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qe_iter_index[:5]" ] }, { "cell_type": "markdown", "id": "a038aa07", "metadata": {}, "source": [ "If you need to compute QE and TE for an arbitrary dataset using the final trained SOM, you can use the `quantization_error` and `topographic_error` methods (we'll use the same training data but other datasets, not used during training, can be used as well). These methods return the TE and QE for each sample in the provided dataset" ] }, { "cell_type": "code", "execution_count": 10, "id": "31beb9e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "QE_final = mysom.quantization_error(loops)\n", "TE_final = mysom.topographic_error(loops)\n", "\n", "fig, (axqe, axte) = plt.subplots(1,2, sharey=True, figsize = (10,4))\n", "axqe.hist(QE_final)\n", "axte.hist(TE_final)\n", "axqe.axvline(np.mean(QE_final), linestyle= \"--\", color = \"grey\")\n", "axte.axvline(np.mean(TE_final), linestyle= \"--\", color = \"grey\")\n", "axqe.set_ylabel(\"Frequency\")\n", "axqe.set_xlabel(\"Quantization Error\")\n", "axte.set_xlabel(\"Topographic Error\")\n", "plt.subplots_adjust(wspace=0.03)" ] }, { "cell_type": "markdown", "id": "dcf6f7b5", "metadata": {}, "source": [ "## Classifying a new sample " ] }, { "cell_type": "markdown", "id": "8b79fb0c", "metadata": {}, "source": [ "With a trined SOM, you can classify a sample using the `get_BMU` method. \n", "See [below](thesomclass.ipynb#classify-multiple-samples) how to efficiently classify multiple samples " ] }, { "cell_type": "code", "execution_count": 11, "id": "6228a7c5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 4)\n" ] } ], "source": [ "sample_idx = np.random.randint(0, len(loops))\n", "sample = loops[sample_idx]\n", "BMU = mysom.get_BMU(sample)\n", "print(BMU)" ] }, { "cell_type": "markdown", "id": "285b51de", "metadata": {}, "source": [ "`get_BMU` returns the coordinates of the Best Matching Unit following matrix notation `(row, col)`. The associated prototype can be obtained using: `get_prototypes()[BMU]` " ] }, { "cell_type": "code", "execution_count": 12, "id": "3ffd5bd3", "metadata": {}, "outputs": [], "source": [ "matching_prototype = mysom.get_prototypes()[BMU]" ] }, { "cell_type": "markdown", "id": "522f5ac1", "metadata": {}, "source": [ "Let's plot the sample and matching prototypes as trajectory plots" ] }, { "cell_type": "code", "execution_count": 13, "id": "1d9b8f4e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.scatter(matching_prototype[:,0], matching_prototype[:,1], c = range(len(sample)), cmap = \"inferno\", s = 20, marker = \"x\", label = \"BMU\")\n", "sc = plt.scatter(sample[:,0], sample[:,1], c = range(len(sample)), cmap = \"inferno\", s = 20, label = \"Sample\")\n", "\n", "cb = plt.colorbar(sc)\n", "cb.ax.set_yticks(ticks = [0, len(sample)], labels = [\"Start\", \"End\"])\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "ddcdedf0", "metadata": {}, "source": [ "## Classify multiple samples\n", "\n", "Use the `HSOM` method `classify` to group samples according to their BMU: " ] }, { "cell_type": "code", "execution_count": 14, "id": "dd754ece", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " BMU # of loops\n", "(3, 2) 12\n", "(2, 2) 26\n", "(3, 1) 10\n", "(2, 1) 9\n", "(0, 4) 16\n", "(0, 3) 11\n", "(1, 3) 6\n", "(1, 4) 12\n", "(4, 0) 11\n", "(4, 1) 15\n", "(0, 2) 17\n", "(0, 1) 8\n", "(1, 0) 3\n", "(1, 1) 15\n", "(3, 0) 18\n", "(2, 0) 18\n", "(1, 2) 12\n", "(3, 3) 14\n", "(4, 3) 9\n", "(3, 4) 9\n", "(2, 3) 11\n", "(2, 4) 19\n", "(4, 2) 18\n", "(4, 4) 21\n", "(0, 0) 20\n" ] } ], "source": [ "classified_loops = mysom.classify(loops)\n", "\n", "print(\" BMU # of loops\")\n", "for BMU, loops_list in classified_loops.items():\n", " print(f\"{str(BMU):10s} {len(loops_list)}\")" ] }, { "cell_type": "markdown", "id": "ad1d4298", "metadata": {}, "source": [ "You can plot the loops associated to a BMU as follows:" ] }, { "cell_type": "code", "execution_count": 15, "id": "c3df2b29", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selected_bmu = (0,0)\n", "\n", "fig = plt.figure()\n", "for i, loop in enumerate(classified_loops[selected_bmu]):\n", " ax = fig.add_subplot(4,5,i+1)\n", " ax.scatter(loop[:,0], loop[:,1], cmap= \"inferno\", s = 2, c = range(len(loop)))\n", " ax.tick_params(labelbottom = False, labelleft = False)\n", "\n" ] }, { "cell_type": "markdown", "id": "47494572", "metadata": {}, "source": [ "Compare them with the associated prototype:" ] }, { "cell_type": "code", "execution_count": 16, "id": "b7ae51f6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Trained SOM')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axs = plot_map(mysom.get_prototypes(), coordinates_style=\"matrix\")\n", "axs[selected_bmu].set_facecolor(\"gray\")\n", "axs[selected_bmu].figure.suptitle(\"Trained SOM\")" ] } ], "metadata": { "kernelspec": { "display_name": "hysom_local", "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": "3.14.2" } }, "nbformat": 4, "nbformat_minor": 5 }