{ "cells": [ { "cell_type": "markdown", "id": "11ff8da5", "metadata": {}, "source": [ "# Performance Benchmarks\n", "\n", "The ``fast_hdbscan`` library is not as featureful as the classic ``hdbscan`` library, and certainly can't handle the diversity of data inputs that ``hdbscan`` can. However the case where it can shine is in modern multicore systems with low-dimensional data. What counts as low dimensional? We'll look at that in this notebook. First, however, let's load some libraries." ] }, { "cell_type": "code", "execution_count": 1, "id": "32686d54", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import sklearn.datasets\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import time\n", "\n", "import hdbscan\n", "import fast_hdbscan\n", "\n", "sns.set(rc={\"figure.figsize\":(8, 8)})" ] }, { "cell_type": "markdown", "id": "66bca131", "metadata": {}, "source": [ "To make things easily repeatable we'll write a simple benchmarking function that can time how long it takes the different HDBSCAN implementations to run on the same randomly generated dataset. To generate the datasets we'll just use ``make_blobs`` from sklearn. This will not produce the most interesting datasets for clustering, but it will be good enough to benchmark runtimes. Since we will be interested in varying the dimension of the dataset we'll leave that as a parameter, and we'll scale the size of the blobs accordingly (there is more space in high dimensions so we can have a larger standard deviation on the blobs) to make it more realistic." ] }, { "cell_type": "code", "execution_count": 2, "id": "5e362ebf", "metadata": {}, "outputs": [], "source": [ "def benchmark(\n", " n_samples_vals,\n", " dimension=2, \n", " n_clusters=100, \n", " n_runs=5, \n", " min_samples=10, \n", " min_cluster_size=100\n", "):\n", " rows = []\n", " for n_samples in n_samples_vals:\n", " min_cluster_size = min(n_samples // n_clusters, min_cluster_size)\n", " for n in range(n_runs):\n", " data_sample, _ = sklearn.datasets.make_blobs(\n", " n_samples=n_samples, \n", " n_features=dimension,\n", " centers=n_clusters,\n", " cluster_std=min((10**dimension / (n_clusters * 9)), 2.0)\n", " )\n", " for hdbscan_module in (hdbscan, fast_hdbscan):\n", " start_time = time.time()\n", " model = hdbscan_module.HDBSCAN(min_samples=min_samples, min_cluster_size=min_cluster_size)\n", " cluster_labels = model.fit_predict(data_sample)\n", " elapsed = time.time() - start_time\n", " rows.append((hdbscan_module.__name__, n_samples, n, elapsed))\n", " \n", " return pd.DataFrame(rows, columns=(\"algorithm\", \"n_samples\", \"run\", \"elapsed_time\"))" ] }, { "cell_type": "markdown", "id": "2ef96f38", "metadata": {}, "source": [ "With that in hand we can just run a benchmark. For reference this notebook was run on an 8-core machine. If you have fewer cores you'll see less improvement, and if you have more cores, well, things will only look better. To start we'll use simple two dimensional data, which is the best case. We'll see how performance scales starting from 10000 data samples, all the way up to a little over a million samples." ] }, { "cell_type": "code", "execution_count": 3, "id": "7cb29d8d", "metadata": {}, "outputs": [], "source": [ "benchmark_results = benchmark([10000, 20000, 40000, 80000, 160000, 320000, 640000, 1280000])" ] }, { "cell_type": "markdown", "id": "ddfbbf2d", "metadata": {}, "source": [ "Plotting the results we can see that for large data set sizes we are seeing significant gains for the ``fast_hdbscan`` library!" ] }, { "cell_type": "code", "execution_count": 4, "id": "89d11344", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Scaling comparison of hdbscan and fast_hdbscan on 2D data')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(benchmark_results, x=\"n_samples\", y=\"elapsed_time\", hue=\"algorithm\", height=8, order=2)\n", "plt.title(\"Scaling comparison of hdbscan and fast_hdbscan on 2D data\")" ] }, { "cell_type": "markdown", "id": "5ea37db1", "metadata": {}, "source": [ "Let's scale up the dimension a little. We'll try ten dimensional data. Since this makes both implementations work harder we'll scale back how large a data set we will try to avoid spending too much time just running the benchmark." ] }, { "cell_type": "code", "execution_count": 5, "id": "8a45543b", "metadata": {}, "outputs": [], "source": [ "benchmark_results_10d = benchmark([10000, 20000, 40000, 80000, 160000, 320000], dimension=10)" ] }, { "cell_type": "markdown", "id": "913bd806", "metadata": {}, "source": [ "Plotting the results we see that we are still getting significant gains for ten dimensional data; we can see, however, that the ``fast_hdbscan`` curve is starting to bend a little more, and as we scale out to larger dataset sizes this will definitely com into play eventually." ] }, { "cell_type": "code", "execution_count": 6, "id": "9a9437bb", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Scaling comparison of hdbscan and fast_hdbscan on 10D data')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(benchmark_results_10d, x=\"n_samples\", y=\"elapsed_time\", hue=\"algorithm\", height=8, order=2)\n", "plt.title(\"Scaling comparison of hdbscan and fast_hdbscan on 10D data\")" ] }, { "cell_type": "markdown", "id": "d170d497", "metadata": {}, "source": [ "Lastly let's try twenty dimensional data. Again, with the higher dimension, both implementation will struggle more, so we will again reduce the maximum dataset size we'll scale to." ] }, { "cell_type": "code", "execution_count": 7, "id": "8c1e8396", "metadata": {}, "outputs": [], "source": [ "benchmark_results_20d = benchmark([5000, 10000, 20000, 40000, 80000], dimension=20)" ] }, { "cell_type": "markdown", "id": "ace540f8", "metadata": {}, "source": [ "Plotting the results we see that we are coming to the end of the performance advantages for the parallel algorithm approach. The techniques used to allow efficient paralellism of HDBSCAN computation start to become increasingly less efficient in higher dimensions. In contrast the class ``hdbscan`` has avriety of algorithms that, while unable to be easily parallelised, do scale much better with dimension. So, the answer to our question: what counts as low dimensional? Anything less than twenty dimensions is probably good. Of course a lot will depend on hardware etc. so your mileage may vary." ] }, { "cell_type": "code", "execution_count": 8, "id": "9108f487", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Scaling comparison of hdbscan and fast_hdbscan on 20D data')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(benchmark_results_20d, x=\"n_samples\", y=\"elapsed_time\", hue=\"algorithm\", height=8, order=2)\n", "plt.title(\"Scaling comparison of hdbscan and fast_hdbscan on 20D data\")" ] } ], "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }