diff --git a/README.md b/README.md index 34ae0f0d..77401446 100644 --- a/README.md +++ b/README.md @@ -1,32 +1,57 @@ # x86-simd-sort C++ template library for high performance SIMD based sorting routines for -16-bit, 32-bit and 64-bit data types. The sorting routines are accelerated -using AVX-512/AVX2 when available. The library auto picks the best version -depending on the processor it is run on. If you are looking for the AVX-512 or -AVX2 specific implementations, please see -[README](https://github.com/intel/x86-simd-sort/blob/main/src/README.md) file under -`src/` directory. The following routines are currently supported: +built-in integers and floats (16-bit, 32-bit and 64-bit data types) and custom +defined C++ objects. The sorting routines are accelerated using AVX-512/AVX2 +when available. The library auto picks the best version depending on the +processor it is run on. If you are looking for the AVX-512 or AVX2 specific +implementations, please see +[README](https://github.com/intel/x86-simd-sort/blob/main/src/README.md) file +under `src/` directory. The following routines are currently supported: + +## Sort an array of custom defined class objects (uses `O(N)` space) +``` cpp +template +void x86simdsort::object_qsort(T *arr, uint32_t arrsize, Func key_func) +``` +`T` is any user defined struct or class and `arr` is a pointer to the first +element in the array of objects of type `T`. `Func` is a lambda function that +computes the `key` value for each object which is the metric used to sort the +objects. `Func` needs to have the following signature: +```cpp +[] (T obj) -> key_t { key_t key; /* compute key for obj */ return key; } +``` -### Sort routines on arrays +Note that the return type of the key `key_t` needs to be one of the following +: `[float, uint32_t, int32_t, double, uint64_t, int64_t]`. `object_qsort` has a +space complexity of `O(N)`. Specifically, it requires `arrsize * +sizeof(key_t)` bytes to store a vector with all the keys and an additional +`arrsize * sizeof(uint32_t)` bytes to store the indexes of the object array. +For performance reasons, we support `object_qsort` only when the array size is +less than or equal to `UINT32_MAX`. An example usage of `object_qsort` is +provided in the [examples](#Sort-an-array-of-Points-using-object_qsort) +section. Refer to [section](#Performance-of-object_qsort) to get a sense of +how fast this is relative to `std::sort`. + +## Sort an array of built-in integers and floats ```cpp -x86simdsort::qsort(T* arr, size_t size, bool hasnan); -x86simdsort::qselect(T* arr, size_t k, size_t size, bool hasnan); -x86simdsort::partial_qsort(T* arr, size_t k, size_t size, bool hasnan); +void x86simdsort::qsort(T* arr, size_t size, bool hasnan); +void x86simdsort::qselect(T* arr, size_t k, size_t size, bool hasnan); +void x86simdsort::partial_qsort(T* arr, size_t k, size_t size, bool hasnan); ``` Supported datatypes: `T` $\in$ `[_Float16, uint16_t, int16_t, float, uint32_t, int32_t, double, uint64_t, int64_t]` -### Key-value sort routines on pairs of arrays +## Key-value sort routines on pairs of arrays ```cpp -x86simdsort::keyvalue_qsort(T1* key, T2* val, size_t size, bool hasnan); +void x86simdsort::keyvalue_qsort(T1* key, T2* val, size_t size, bool hasnan); ``` Supported datatypes: `T1`, `T2` $\in$ `[float, uint32_t, int32_t, double, uint64_t, int64_t]` Note that keyvalue sort is not yet supported for 16-bit data types. -### Arg sort routines on arrays +## Arg sort routines on arrays ```cpp std::vector arg = x86simdsort::argsort(T* arr, size_t size, bool hasnan); std::vector arg = x86simdsort::argselect(T* arr, size_t k, size_t size, bool hasnan); @@ -55,16 +80,38 @@ can configure meson to build them both by using `-Dbuild_tests=true` and ## Example usage +#### Sort an array of floats + ```cpp #include "x86simdsort.h" int main() { std::vector arr{1000}; - x86simdsort::qsort(arr, 1000, true); + x86simdsort::qsort(arr.data(), 1000, true); return 0; } ``` +#### Sort an array of Points using object_qsort +```cpp +#include "x86simdsort.h" +#include + +struct Point { + double x, y, z; +}; + +int main() { + std::vector arr{1000}; + // Sort an array of Points by its x value: + x86simdsort::object_qsort(arr.data(), 1000, [](Point p) { return p.x; }); + // Sort an array of Points by its distance from origin: + x86simdsort::object_qsort(arr.data(), 1000, [](Point p) { + return sqrt(p.x*p.x+p.y*p.y+p.z*p.z); + }); + return 0; +} +``` ## Details @@ -95,6 +142,33 @@ argselect) will not use the SIMD based algorithms if they detect NAN's in the array. You can read details of all the implementations [here](https://github.com/intel/x86-simd-sort/blob/main/src/README.md). +## Performance comparison on AVX-512: `object_qsort` v/s `std::sort` +Performance of `object_qsort` can vary significantly depending on the defintion +of the custom class and we highly recommend benchmarking before using it. For +the sake of illustration, we provide a few examples in +[./benchmarks/bench-objsort.hpp](./benchmarks/bench-objsort.hpp) which measures +performance of `object_qsort` relative to `std::sort` when sorting an array of +3D points represented by the class: `struct Point {double x, y, z;}` and +`struct Point {float x, y, x;}`. We sort these points based on several +different metrics: + ++ sort by coordinate `x` ++ sort by manhanttan distance (relative to origin): `abs(x) + abx(y) + abs(z)` ++ sort by Euclidean distance (relative to origin): `sqrt(x*x + y*y + z*z)` ++ sort by Chebyshev distance (relative to origin): `max(abs(x), abs(y), abs(z))` + +The performance data (shown in the plot below) can be collected by building the +benchmarks suite and running `./builddir/benchexe --benchmark_filter==*obj*`. +The data plot shown below was collected on a processor with AVX-512 because +`object_qsort` is currently accelerated only on AVX-512 (we plan to add the +AVX2 version soon). For the simplest of cases where we want to sort an array of +struct by one of its members, `object_qsort` can be up-to 5x faster for 32-bit +data type and about 4x for 64-bit data type. It tends to do even better when +the metric to sort by gets more complicated. Sorting by Euclidean distance can +be up-to 10x faster. + +![alt text](./misc/object_qsort-perf.jpg?raw=true) + ## Downstream projects using x86-simd-sort - NumPy uses this as a [submodule](https://github.com/numpy/numpy/pull/22315) to accelerate `np.sort, np.argsort, np.partition and np.argpartition`. diff --git a/benchmarks/bench-objsort.hpp b/benchmarks/bench-objsort.hpp index 9c637d0d..10dbd043 100644 --- a/benchmarks/bench-objsort.hpp +++ b/benchmarks/bench-objsort.hpp @@ -29,7 +29,7 @@ struct Point3D { return std::abs(x) + std::abs(y) + std::abs(z); } else if constexpr (name == "chebyshev") { - return std::max(std::max(x, y), z); + return std::max(std::max(std::abs(x), std::abs(y)), std::abs(z)); } } }; diff --git a/misc/bench-simdobjsort.txt b/misc/bench-simdobjsort.txt new file mode 100644 index 00000000..d8d6a02b --- /dev/null +++ b/misc/bench-simdobjsort.txt @@ -0,0 +1,353 @@ 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+scalarobjsort>,1048576,6,1.20641e+08,1.20624e+08,ns,,,,, +scalarobjsort>,2097152,3,2.56623e+08,2.56595e+08,ns,,,,, +scalarobjsort>,4194304,1,5.35339e+08,5.35279e+08,ns,,,,, +scalarobjsort>,8388608,1,1.12473e+09,1.12462e+09,ns,,,,, +scalarobjsort>,16777216,1,2.35185e+09,2.35158e+09,ns,,,,, +scalarobjsort>,33554432,1,4.7619e+09,4.76136e+09,ns,,,,, +scalarobjsort>,67108864,1,9.7968e+09,9.79574e+09,ns,,,,, +scalarobjsort>,100000000,1,1.46432e+10,1.46415e+10,ns,,,,, diff --git a/misc/object_qsort-perf.jpg b/misc/object_qsort-perf.jpg new file mode 100644 index 00000000..9d1b39ca Binary files /dev/null and b/misc/object_qsort-perf.jpg differ diff --git a/misc/simd-objsort.ipynb b/misc/simd-objsort.ipynb new file mode 100644 index 00000000..d48555cf --- /dev/null +++ b/misc/simd-objsort.ipynb @@ -0,0 +1,210 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "id": "b0afa3c8", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt \n", + "import pandas as pd\n", + "from matplotlib.pyplot import figure\n", + "plt.rcParams.update({\n", + " \"text.usetex\": True,\n", + " \"font.family\": \"monospace\"\n", + "})\n", + "df = pd.read_csv('bench-simdobjsort.txt')\n", + "\n", + "def sizeinbytes(row):\n", + " if 'float' in row['name']:\n", + " return row['arraysize']*12# + row['arraysize']*4*2\n", + " else:\n", + " return row['arraysize']*24# + row['arraysize']*8*2\n", + " \n", + "df[\"sizeinbytes\"] = df.apply(sizeinbytes, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "7e1a5793", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def getperf(df, metric):\n", + " simdm = \"simdobjsort>\"\n", + " scalarm = \"scalarobjsort>\"\n", + " t1 = df[df['name'].str.contains(simdm)][\"real_time\"]\n", + " t2 = df[df['name'].str.contains(scalarm)][\"real_time\"]\n", + " return np.array(t2)/np.array(t1)\n", + "\n", + "xf = df[df['name'].str.contains(\"scalarobjsort>\")][\"arraysize\"]\n", + "xd = df[df['name'].str.contains(\"scalarobjsort>\")][\"arraysize\"]\n", + "\n", + "fig = plt.figure()\n", + "plt.rcParams['figure.figsize'] = [13,13]\n", + "plt.subplot(2, 2, 1)\n", + "plt.plot(xd, getperf(df, \"double-x\"), '->c', linewidth='1', markersize='3', label='struct Point \\{double x, y, z;\\}')\n", + "plt.plot(xf, getperf(df, \"float-x\"), '--or', linewidth='1', markersize='3', label='struct Point \\{float x, y, z;\\}')\n", + "plt.xscale(\"log\")\n", + "plt.ylim(0,10)\n", + "plt.xlabel(\"Array size\", fontsize=15)\n", + "plt.ylabel(\"Speed up relative to std::sort\", fontsize=15)\n", + "plt.title('Sort by x-coordinate', fontsize=15)\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.plot(xd, getperf(df, \"double-taxicab\"), '->c', linewidth='1', markersize='3', label='struct Point \\{double x, y, z;\\}')\n", + "plt.plot(xf, getperf(df, \"float-taxicab\"), '--or', linewidth='1', markersize='3', label='struct Point \\{float x, y, z;\\}')\n", + "plt.xscale(\"log\")\n", + "plt.ylim(0,10)\n", + "plt.xlabel(\"Array size\", fontsize=15)\n", + "plt.ylabel(\"Speed up relative to std::sort\", fontsize=15)\n", + "plt.title('Sort by manhanttan distance', fontsize=15)\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "plt.plot(xd, getperf(df, \"double-euclidean\"), '->c', linewidth='1', markersize='3', label='struct Point \\{double x, y, z;\\}')\n", + "plt.plot(xf, getperf(df, \"float-euclidean\"), '--or', linewidth='1', markersize='3', label='struct Point \\{float x, y, z;\\}')\n", + "plt.xscale(\"log\")\n", + "plt.ylim(0,10)\n", + "plt.xlabel(\"Array size\", fontsize=15)\n", + "plt.ylabel(\"Speed up relative to std::sort\", fontsize=15)\n", + "plt.title('Sort by Euclidean distance', fontsize=15)\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "plt.plot(xd, getperf(df, \"double-chebyshev\"), '->c', linewidth='1', markersize='3', label='struct Point \\{double x, y, z;\\}')\n", + "plt.plot(xf, getperf(df, \"float-chebyshev\"), '--or', linewidth='1', markersize='3', label='struct Point \\{float x, y, z;\\}')\n", + "plt.xscale(\"log\")\n", + "plt.ylim(0,10)\n", + "plt.xlabel(\"Array size\", fontsize=15)\n", + "plt.ylabel(\"Speed up relative to std::sort\", fontsize=15)\n", + "plt.title('Sort by Chebyshev distance', fontsize=15,pad=-14)\n", + "plt.legend()\n", + "fig.savefig('object_qsort-perf.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c5fda26c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def getsimdcol(df, metric):\n", + " simdm = \"simdobjsort>\"\n", + " t1 = df[df['name'].str.contains(simdm)][\"real_time\"]\n", + " return np.array(t1)\n", + "\n", + "def getscalarcol(df, metric):\n", + " simdm = \"scalarobjsort>\"\n", + " t1 = df[df['name'].str.contains(simdm)][\"real_time\"]\n", + " return np.array(t1)\n", + "\n", + "xf = df[df['name'].str.contains(\"scalarobjsort>\")][\"arraysize\"]\n", + "xd = df[df['name'].str.contains(\"scalarobjsort>\")][\"arraysize\"]\n", + "\n", + "fig = plt.figure()\n", + "plt.rcParams['figure.figsize'] = [9,9]\n", + "plt.subplot(2, 2, 1)\n", + "plt.plot(xd, getsimdcol(df, \"double-x\"), '-', linewidth='1', label='simd double, x')\n", + "plt.plot(xd, getscalarcol(df, \"double-x\"), '-', linewidth='1', label='double, x')\n", + "plt.plot(xd, getsimdcol(df, \"float-x\"), '--', linewidth='1', label='simd float, x')\n", + "plt.plot(xd, getscalarcol(df, \"float-x\"), '--', linewidth='1', label='float, x')\n", + "\n", + "plt.xlabel(\"size of array in Bytes\")\n", + "plt.ylabel(\"Speed up relative to std::sort\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "plt.plot(xd, getsimdcol(df, \"double-taxicab\"), '-', linewidth='1', label='simd double, taxi')\n", + "plt.plot(xd, getscalarcol(df, \"double-taxicab\"), '-', linewidth='1', label='double, taxi')\n", + "plt.plot(xd, getsimdcol(df, \"float-taxicab\"), '--', linewidth='1', label='simd float, taxi')\n", + "plt.plot(xd, getscalarcol(df, \"float-taxicab\"), '--', linewidth='1', label='float, taxi')\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"size of array in Bytes\")\n", + "plt.ylabel(\"Speed up relative to std::sort\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 3)\n", + "plt.plot(xd, getsimdcol(df, \"double-euclidean\"), '-', linewidth='1', label='simd double, euc')\n", + "plt.plot(xd, getscalarcol(df, \"double-euclidean\"), '-', linewidth='1', label='double, euc')\n", + "plt.plot(xd, getsimdcol(df, \"float-euclidean\"), '--', linewidth='1', label='simd float, euc')\n", + "plt.plot(xd, getscalarcol(df, \"float-euclidean\"), '--', linewidth='1', label='float, euc')\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"size of array in Bytes\")\n", + "plt.ylabel(\"Speed up relative to std::sort\")\n", + "plt.legend()\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "plt.plot(xd, getsimdcol(df, \"double-chebyshev\"), '-', linewidth='1', label='simd double, chebyshev')\n", + "plt.plot(xd, getscalarcol(df, \"double-chebyshev\"), '-', linewidth='1', label='double, chebyshev')\n", + "plt.plot(xd, getsimdcol(df, \"float-chebyshev\"), '--', linewidth='1', label='simd float, chebyshev')\n", + "plt.plot(xd, getscalarcol(df, \"float-chebyshev\"), '--', linewidth='1', label='float, chebyshev')\n", + "plt.xlabel(\"size of array in Bytes\")\n", + "plt.ylabel(\"Speed up relative to std::sort\")\n", + "plt.legend()" + ] + } + ], + "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 +}