{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fast Pattern Matching\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Pattern_Matching.ipynb)\n", "\n", "## Beyond Matrix Profiles\n", "\n", "At the core of STUMPY, one can take any time series data and efficiently compute something called a [matrix profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html), which essentially scans along your entire time series with a fixed window size, `m`, and finds the exact nearest neighbor for every subsequence within your time series. A matrix profile allows you to determine if there are any conserved behaviors (i.e., conserved subsequences/patterns) within your data and, if so, it can tell you exactly where they are located within your time series. In a [previous tutorial](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), we demonstrated how to use STUMPY to easily obtain a matrix profile, learned how to interpret the results, and discover meaningful motifs and discords. While this brute-force approach may be very useful when you don't know what pattern or conserved behavior you are looking but, for sufficiently large datasets, it can become quite expensive to perform this exhaustive pairwise search. \n", "\n", "However, if you already have a specific user defined pattern in mind then you don't actually need to compute the full matrix profile! For example, maybe you've identified an interesting trading strategy based on historical stock market data and you'd like to see if that specific pattern may have been observed in the past within one or more stock ticker symbols. In that case, searching for a known pattern or \"query\" is actually quite straightforward and can be accomplished quickly by using the wonderful `stumpy.mass` function in STUMPY.\n", "\n", "In this short tutorial, we'll take a simple known pattern of interest (i.e., a query subsequence) and we'll search for this pattern in a separate independent time series. Let's get started!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting Started\n", "\n", "Let's import the packages that we'll need to load, analyze, and plot the data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import stumpy\n", "import numpy as np\n", "import numpy.testing as npt\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Rectangle\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the Sony AIBO Robot Dog Dataset\n", "\n", "The time series data (below), `T_df`, has `n = 13000` data points and it was collected from an accelerometer inside of a [Sony AIBO robot dog](https://en.wikipedia.org/wiki/AIBO) where it tracked the robot dog when it was walking from a cement surface onto a carpeted surface and, finally, back to the cement surface:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Acceleration\n", "0 0.89969\n", "1 0.89969\n", "2 0.89969\n", "3 0.89969\n", "4 0.89969" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T_df = pd.read_csv(\"https://zenodo.org/record/4276393/files/Fast_Pattern_Searching_robot_dog.csv?download=1\")\n", "T_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the Sony AIBO Robot Dog Dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.suptitle('Sony AIBO Robot Dog Dataset, T_df', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "plt.plot(T_df)\n", "plt.text(2000, 4.5, 'Cement', color=\"black\", fontsize=20)\n", "plt.text(10000, 4.5, 'Cement', color=\"black\", fontsize=20)\n", "ax = plt.gca()\n", "rect = Rectangle((5000, -4), 3000, 10, facecolor='lightgrey')\n", "ax.add_patch(rect)\n", "plt.text(6000, 4.5, 'Carpet', color=\"black\", fontsize=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the plot above, the periods of time when the robot dog was walking on cement is displayed with a white background while the times when the robot dog was walking on carpet is highlighted with a grey background. Do you notice any appreciable difference(s) between walking on the different surfaces? Are there any interesting insights that you can observe with the human eye? Do any conserved patterns exist within this time series and, if so, where are they?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Have You Seen This Pattern?\n", "\n", "The subsequence pattern or query (below) that we are interested in searching for in the time series (above) looks like this:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Q_df = pd.read_csv(\"https://zenodo.org/record/4276880/files/carpet_query.csv?download=1\")\n", "\n", "plt.suptitle('Pattern or Query Subsequence, Q_df', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "plt.plot(Q_df, lw=2, color=\"C1\") # Walking on cement\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This pattern, `Q_df`, has a window length of `m = 100` and it was taken from a completely independent walking sample. Does it look familiar at all? Does a similar pattern exist in our earlier time series, `T_df`? Can you tell which surface the robot dog was walking on when this query sample was collected?\n", "\n", "To answer some of these questions, you can compare this specific query subsequence or pattern with the full time series by computing something called a \"distance profile\". Essentially, you take this single query, `Q_df`, and compare it to every single subsequence in `T_df` by computing all possible (z-normalized Euclidean) pairwise distances. So, the distance profile is simply a 1-dimensional vector that tells you exactly how similar/dissimilar `Q_df` is to every subsequence (of the same length) found in `T_df`. Now, a naive algorithm for computing the distance profile would take `O(n*m)` time to process but, luckily, we can do much better than this as there exists a super efficient approach called [\"Mueen's Algorithm for Similarity Search\"](https://www.cs.unm.edu/~mueen/FastestSimilaritySearch.html) (MASS) that is able to compute the distance profile in much faster `O(n*log(n))` time (`log` base 2). Now, this may not be a big deal if you only have a few short time series to analyze but if you need to repeat this process many times with different query subsequences then things can add up quickly. In fact, as the length of the time series, `n`, and/or the length of the query subsequence, `m`, gets much longer, the naive algorithm would take way too much time! \n", "\n", "## Computing the Distance Profile with MASS\n", "\n", "So, given a query subsequence, `Q_df`, and a time series, `T_df`, we can perform a fast similarity search and compute a distance profile using the `stumpy.mass` function in STUMPY:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "distance_profile = stumpy.mass(Q_df[\"Acceleration\"], T_df[\"Acceleration\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, since the `distance_profile` contains the full list of pairwise distances between `Q_df` and every subsequence within `T_df`, we can retrieve the most similar subsequence from `T_df` by finding the smallest distance value in `distance_profile` and extracting its positional index:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The nearest neighbor to `Q_df` is located at index 7479 in `T_df`\n" ] } ], "source": [ "idx = np.argmin(distance_profile)\n", "\n", "print(f\"The nearest neighbor to `Q_df` is located at index {idx} in `T_df`\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, to answer our earlier question of \"Does a similar pattern exist in our earlier time series, T_df?\", let's go ahead and plot the most similar subsequence in `T_df`, which is located at index 7479 (blue), and overlay this with our query pattern, `Q_df`, (orange):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Since MASS computes z-normalized Euclidean distances, we should z-normalize our subsequences before plotting\n", "Q_z_norm = stumpy.core.z_norm(Q_df.values)\n", "nn_z_norm = stumpy.core.z_norm(T_df.values[idx:idx+len(Q_df)])\n", "\n", "plt.suptitle('Comparing The Query To Its Nearest Neighbor', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "plt.plot(Q_z_norm, lw=2, color=\"C1\", label=\"Query Subsequence, Q_df\")\n", "plt.plot(nn_z_norm, lw=2, label=\"Nearest Neighbor Subsequence From T_df\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that even though the query subsequence does not perfectly match its nearest neighbor, STUMPY was still able to find it! And then, to answer the second question of \"Can you tell which surface the robot dog was walking on when this query sample was collected?\", we can look at precisely where `idx` is located within `T_df`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.suptitle('Sony AIBO Robot Dog Dataset, T_df', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "plt.plot(T_df)\n", "plt.text(2000, 4.5, 'Cement', color=\"black\", fontsize=20)\n", "plt.text(10000, 4.5, 'Cement', color=\"black\", fontsize=20)\n", "ax = plt.gca()\n", "rect = Rectangle((5000, -4), 3000, 10, facecolor='lightgrey')\n", "ax.add_patch(rect)\n", "plt.text(6000, 4.5, 'Carpet', color=\"black\", fontsize=20)\n", "plt.plot(range(idx, idx+len(Q_df)), T_df.values[idx:idx+len(Q_df)], lw=2, label=\"Nearest Neighbor Subsequence\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see above, the nearest neighbor (orange) to `Q_df` is a subsequence that is found when the robot dog was walking on carpet and, as it turns out, the `Q_df` was collected from an independent sample where the robot dog was walking on carpet too! To take this a step further, instead of only extracting the top nearest neighbor, we can look at where the top `k = 16` nearest neighbors are located:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# This simply returns the (sorted) positional indices of the top 16 smallest distances found in the distance_profile\n", "k = 16\n", "idxs = np.argpartition(distance_profile, k)[:k]\n", "idxs = idxs[np.argsort(distance_profile[idxs])]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then let's plot all of these subsequences based on their index locations:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.suptitle('Sony AIBO Robot Dog Dataset, T_df', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "plt.plot(T_df)\n", "plt.text(2000, 4.5, 'Cement', color=\"black\", fontsize=20)\n", "plt.text(10000, 4.5, 'Cement', color=\"black\", fontsize=20)\n", "ax = plt.gca()\n", "rect = Rectangle((5000, -4), 3000, 10, facecolor='lightgrey')\n", "ax.add_patch(rect)\n", "plt.text(6000, 4.5, 'Carpet', color=\"black\", fontsize=20)\n", "\n", "for idx in idxs:\n", " plt.plot(range(idx, idx+len(Q_df)), T_df.values[idx:idx+len(Q_df)], lw=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unsurprisingly, the top `k = 16` nearest neighbors to `Q_df` (or best matches, shown in multiple colors above) can all be found when the robot dog was walking on the carpet (grey)!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Levaraging STUMPY To Do Some Work For You\n", "\n", "Until now, you've learned how to search for similar matches to your query using a raw distance profile. While this is feasible, STUMPY provides you with a super powerful function called `stumpy.match` that does even more work for you. One benefit of using `stumpy.match` is that, as it discovers each new neighbor, it applies an exclusion zone around it and this ensures that every match that is returned is actually a unique occurrence of your input query. In this section we will explore how to use it to produce the same results as above.\n", "\n", "First, we will call `stumpy.match` only with the two required parameters, `Q`, your query, and `T`, the time series you want to search within:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "matches = stumpy.match(Q_df[\"Acceleration\"], T_df[\"Acceleration\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`stumpy.match` returns a 2D numpy array, `matches`, which contains all matches of `Q` in `T` sorted by distance. The first column represents the (z-normalized) distance of each match to `Q`, while the second column represents the start index of the match in `T`. If we look at the very first row, we see that the best match of `Q` in `T` starts at position 7479 and has a z-normalized distance of 3.955. This corresponds exactly to the best match from before!\n", "\n", "Now, you might wonder which subsequences of `T` count as matches of `Q`. Earlier, we manually sorted the distance profile in ascending order and defined the top 16 matches to be the 16 subsequences with the lowest distance. While we can emulate this behavior with `stumpy.match` (see the end of this section), the preferred way is to return all subsequences in `T` that are closer to than some threshold. This threshold is controlled specifying the `max_distance` parameter. \n", "\n", "STUMPY tries to find a reasonable default value but, in general, this is very difficult because it largely depends on your particular dataset and/or domain. For example, if you have ECG data of a patient's heartbeat and you want to match one specific beat, then you may consider using a smaller threshold since your time series may be highly regular. On the other hand, if you try to match a specific word in a voice recording, then you would probably need to use a larger threshold since the exact shape of your match could be influenced by how the speaker pronounces the given word.\n", "\n", "Let's plot all of the discovered `matches` to see if we need to adjust our threshold:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Since MASS computes z-normalized Euclidean distances, we should z-normalize our subsequences before plotting\n", "Q_z_norm = stumpy.core.z_norm(Q_df.values)\n", "\n", "plt.suptitle('Comparing The Query To All Matches (Default max_distance)', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "for match_distance, match_idx in matches:\n", " match_z_norm = stumpy.core.z_norm(T_df.values[match_idx:match_idx+len(Q_df)])\n", " plt.plot(match_z_norm, lw=2)\n", "plt.plot(Q_z_norm, lw=4, color=\"black\", label=\"Query Subsequence, Q_df\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While some of the main features are somewhat conserved across all of the matching subsequences, there seems to be a lot of artifacts as well.\n", "\n", "With `stumpy.match`, you have two options for controlling the matching threshold. You can either specify a constant value (e.g., `max_distance = 5.0`) or provide a custom function. This function has to take one parameter, which will be the distance profile, `D`, computed between `Q` and `T`. This way, you can encode some dependency on the distance profile into your maximum distance threshold. The default maximum distance is `max_distance = max(np.mean(D) - 2 * np.std(D), np.min(D))`. This is the typical \"two standard deviations below from the mean\". \n", "\n", "Of course, one has to experiment a bit with what an acceptable maximum distance so let's try increasing it to \"four standard deviations below the mean\" (i.e., a smaller maximum distance)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "matches_improved_max_distance = stumpy.match(\n", " Q_df[\"Acceleration\"], \n", " T_df[\"Acceleration\"],\n", " max_distance=lambda D: max(np.mean(D) - 4 * np.std(D), np.min(D))\n", ")\n", "\n", "# Since MASS computes z-normalized Euclidean distances, we should z-normalize our subsequences before plotting\n", "Q_z_norm = stumpy.core.z_norm(Q_df.values)\n", "\n", "plt.suptitle('Comparing The Query To All Matches (Improved max_distance)', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Acceleration', fontsize='20')\n", "for match_distance, match_idx in matches_improved_max_distance:\n", " match_z_norm = stumpy.core.z_norm(T_df.values[match_idx:match_idx+len(Q_df)])\n", " plt.plot(match_z_norm, lw=2)\n", "plt.plot(Q_z_norm, lw=4, color=\"black\", label=\"Query Subsequence, Q_df\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that this looks much more promising and we did indeed find very similar looking matches. Sometimes, one still is not interested in all matches in the specified region. The easiest way to adjust this is to set `max_matches` to the maximum number of matches you want. By default, `max_matches = None`, which means that all matches will be returned." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Emulating Finding All Top-k Matches\n", "\n", "Sometimes, you may not have decided what a good threshold would be and so you may still want to find the top-k matches. In those cases, you may find the need to deactivate the default exclusion zone altogether so that you can find matches that may be very close to each other (i.e., close index values) in `T`. This can be done by changing the default exclusion zone of `m / 4` (where `m` is the window size) to zero. In STUMPY, since the exclusion zone is computed as `int(np.ceil(m / config.STUMPY_EXCL_ZONE_DENOM))`, we can change the exclusion zone by explicitly setting `stumpy.config.STUMPY_EXCL_ZONE_DENOM` before computing distances:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "m = Q_df[\"Acceleration\"].size\n", "# To set the exclusion zone to zero, set the denominator to np.`inf`\n", "stumpy.config.STUMPY_EXCL_ZONE_DENOM = np.inf\n", "\n", "matches_top_16 = stumpy.match(\n", " Q_df[\"Acceleration\"], \n", " T_df[\"Acceleration\"],\n", " max_distance=np.inf, # set the threshold to infinity include all subsequences\n", " max_matches=16, # find the top 16 matches\n", ")\n", "\n", "stumpy.config.STUMPY_EXCL_ZONE_DENOM = 4 # Reset the denominator to its default value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To show that this does the same as we did in the first part of the tutorial, we will assert that the newly found indices are equal to the indices we found above using the `stumpy.mass` method." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "npt.assert_equal(matches_top_16[:,1], idxs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No error, this means they are indeed returning the same matches!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "And that's it! You have now taken a known pattern of interest (or query), ran it through `stumpy.mass` using STUMPY, and you were able to quickly search for this pattern in another time series. Moreover, you learned how to use the `stumpy.match` function, to let stumpy handle a lot of the work for you. With this newfound knowledge, you can now go and search for patterns in your own time series projects. Happy coding!\n", "\n", "## Additional Note - Distance Profiles with Non-normalized Euclidean Distances\n", "\n", "There are times when you may want to use non-normalized Euclidean distance as your measure of similarity/dissimilarity, and so you can do this by simply setting `normalize=False` when you are calling `stumpy.mass`. This same `normalize=False` parameter is also available for the following set of STUMPY functions: `stumpy.stump`, `stumpy.stumped`, `stumpy.gpu_stump`, and `stumpy.stumpi`. Additionally, the `normalize=False` is also available in `stumpy.match`.\n", "\n", "## Bonus Section - What Makes MASS So Fast?\n", "\n", "The reason why MASS is so much faster than a naive approach is because MASS uses Fast Fourier Transforms (FFT) to convert the data into the frequency domain and performs what is called a \"convolution\", which reduces the `m` operations down to `log(n)` operations. You can read more about this in the original [Matrix Profile I paper](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf). \n", "\n", "Here's a naive implementation of computing a distance profile:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import time\n", "\n", "def compute_naive_distance_profile(Q, T):\n", " Q = Q.copy()\n", " T = T.copy()\n", " n = len(T)\n", " m = len(Q)\n", " naive_distance_profile = np.empty(n - m + 1)\n", "\n", " start = time.time()\n", " Q = stumpy.core.z_norm(Q)\n", " for i in range(n - m + 1):\n", " naive_distance_profile[i] = np.linalg.norm(Q - stumpy.core.z_norm(T[i:i+m]))\n", " naive_elapsed_time = time.time()-start\n", " \n", " print(f\"For n = {n} and m = {m}, the naive algorithm takes {np.round(naive_elapsed_time, 2)}s to compute the distance profile\")\n", "\n", " return naive_distance_profile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a random time series, `T_random`, with 1 million data points and a random query subsequence, `Q_random`:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For n = 1000000 and m = 100, the naive algorithm takes 15.92s to compute the distance profile\n" ] } ], "source": [ "Q_random = np.random.rand(100)\n", "T_random = np.random.rand(1_000_000)\n", "\n", "naive_distance_profile = compute_naive_distance_profile(Q_random, T_random)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The naive algorithm takes some time to compute! However, MASS can handle this (and even larger data sets) in a blink of an eye:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For n = 1000000 and m = 100, the MASS algorithm takes 0.06s to compute the distance profile\n" ] } ], "source": [ "start = time.time()\n", "mass_distance_profile = stumpy.mass(Q_random, T_random)\n", "mass_elapsed_time = time.time()-start\n", "\n", "print(f\"For n = {len(T_random)} and m = {len(Q_random)}, the MASS algorithm takes {np.round(mass_elapsed_time, 2)}s to compute the distance profile\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And to be absolutely certain, let's make sure and check that the output is the same from both methods:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "npt.assert_almost_equal(naive_distance_profile, mass_distance_profile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Success, no errors! This means that both outputs are identical. Go ahead and give it a try! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resources\n", "\n", "[The Fastest Similarity Search Algorithm for Time Series Subsequences Under Euclidean Distance](http://www.cs.unm.edu/~mueen/FastestSimilaritySearch.html)\n", "\n", "\n", "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n", "\n", "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)" ] } ], "metadata": { "interpreter": { "hash": "95babbc93ab43346f550182cbff19b0f3bcd7cc59c70ecbeddc0e53b43853cde" }, "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 4 }