README.md (10823B)
1 ## fast_float number parsing library: 4x faster than strtod 2 3 The fast_float library provides fast header-only implementations for the C++ from_chars 4 functions for `float` and `double` types. These functions convert ASCII strings representing 5 decimal values (e.g., `1.3e10`) into binary types. We provide exact rounding (including 6 round to even). In our experience, these `fast_float` functions many times faster than comparable number-parsing functions from existing C++ standard libraries. 7 8 Specifically, `fast_float` provides the following two functions with a C++17-like syntax (the library itself only requires C++11): 9 10 ```C++ 11 from_chars_result from_chars(const char* first, const char* last, float& value, ...); 12 from_chars_result from_chars(const char* first, const char* last, double& value, ...); 13 ``` 14 15 The return type (`from_chars_result`) is defined as the struct: 16 ```C++ 17 struct from_chars_result { 18 const char* ptr; 19 std::errc ec; 20 }; 21 ``` 22 23 It parses the character sequence [first,last) for a number. It parses floating-point numbers expecting 24 a locale-independent format equivalent to the C++17 from_chars function. 25 The resulting floating-point value is the closest floating-point values (using either float or double), 26 using the "round to even" convention for values that would otherwise fall right in-between two values. 27 That is, we provide exact parsing according to the IEEE standard. 28 29 30 Given a successful parse, the pointer (`ptr`) in the returned value is set to point right after the 31 parsed number, and the `value` referenced is set to the parsed value. In case of error, the returned 32 `ec` contains a representative error, otherwise the default (`std::errc()`) value is stored. 33 34 The implementation does not throw and does not allocate memory (e.g., with `new` or `malloc`). 35 36 It will parse infinity and nan values. 37 38 Example: 39 40 ``` C++ 41 #include "fast_float/fast_float.h" 42 #include <iostream> 43 44 int main() { 45 const std::string input = "3.1416 xyz "; 46 double result; 47 auto answer = fast_float::from_chars(input.data(), input.data()+input.size(), result); 48 if(answer.ec != std::errc()) { std::cerr << "parsing failure\n"; return EXIT_FAILURE; } 49 std::cout << "parsed the number " << result << std::endl; 50 return EXIT_SUCCESS; 51 } 52 ``` 53 54 55 Like the C++17 standard, the `fast_float::from_chars` functions take an optional last argument of 56 the type `fast_float::chars_format`. It is a bitset value: we check whether 57 `fmt & fast_float::chars_format::fixed` and `fmt & fast_float::chars_format::scientific` are set 58 to determine whether we allow the fixed point and scientific notation respectively. 59 The default is `fast_float::chars_format::general` which allows both `fixed` and `scientific`. 60 61 The library seeks to follow the C++17 (see [20.19.3](http://eel.is/c++draft/charconv.from.chars).(7.1)) specification. 62 * The `from_chars` function does not skip leading white-space characters. 63 * [A leading `+` sign](https://en.cppreference.com/w/cpp/utility/from_chars) is forbidden. 64 * It is generally impossible to represent a decimal value exactly as binary floating-point number (`float` and `double` types). We seek the nearest value. We round to an even mantissa when we are in-between two binary floating-point numbers. 65 66 Furthermore, we have the following restrictions: 67 * We only support `float` and `double` types at this time. 68 * We only support the decimal format: we do not support hexadecimal strings. 69 * For values that are either very large or very small (e.g., `1e9999`), we represent it using the infinity or negative infinity value. 70 71 We support Visual Studio, macOS, Linux, freeBSD. We support big and little endian. We support 32-bit and 64-bit systems. 72 73 We assume that the rounding mode is set to nearest (`std::fegetround() == FE_TONEAREST`). 74 75 ## Using commas as decimal separator 76 77 78 The C++ standard stipulate that `from_chars` has to be locale-independent. In 79 particular, the decimal separator has to be the period (`.`). However, 80 some users still want to use the `fast_float` library with in a locale-dependent 81 manner. Using a separate function called `from_chars_advanced`, we allow the users 82 to pass a `parse_options` instance which contains a custom decimal separator (e.g., 83 the comma). You may use it as follows. 84 85 ```C++ 86 #include "fast_float/fast_float.h" 87 #include <iostream> 88 89 int main() { 90 const std::string input = "3,1416 xyz "; 91 double result; 92 fast_float::parse_options options{fast_float::chars_format::general, ','}; 93 auto answer = fast_float::from_chars_advanced(input.data(), input.data()+input.size(), result, options); 94 if((answer.ec != std::errc()) || ((result != 3.1416))) { std::cerr << "parsing failure\n"; return EXIT_FAILURE; } 95 std::cout << "parsed the number " << result << std::endl; 96 return EXIT_SUCCESS; 97 } 98 ``` 99 100 You can parse delimited numbers: 101 ```C++ 102 const std::string input = "234532.3426362,7869234.9823,324562.645"; 103 double result; 104 auto answer = fast_float::from_chars(input.data(), input.data()+input.size(), result); 105 if(answer.ec != std::errc()) { 106 // check error 107 } 108 // we have result == 234532.3426362. 109 if(answer.ptr[0] != ',') { 110 // unexpected delimiter 111 } 112 answer = fast_float::from_chars(answer.ptr + 1, input.data()+input.size(), result); 113 if(answer.ec != std::errc()) { 114 // check error 115 } 116 // we have result == 7869234.9823. 117 if(answer.ptr[0] != ',') { 118 // unexpected delimiter 119 } 120 answer = fast_float::from_chars(answer.ptr + 1, input.data()+input.size(), result); 121 if(answer.ec != std::errc()) { 122 // check error 123 } 124 // we have result == 324562.645. 125 ``` 126 127 128 ## Relation With Other Work 129 130 The fast_float library is part of: 131 132 - GCC (as of version 12): the `from_chars` function in GCC relies on fast_float. 133 - [WebKit](https://github.com/WebKit/WebKit), the engine behind Safari (Apple's web browser) 134 135 136 The fastfloat algorithm is part of the [LLVM standard libraries](https://github.com/llvm/llvm-project/commit/87c016078ad72c46505461e4ff8bfa04819fe7ba). 137 138 There is a [derived implementation part of AdaCore](https://github.com/AdaCore/VSS). 139 140 141 The fast_float library provides a performance similar to that of the [fast_double_parser](https://github.com/lemire/fast_double_parser) library but using an updated algorithm reworked from the ground up, and while offering an API more in line with the expectations of C++ programmers. The fast_double_parser library is part of the [Microsoft LightGBM machine-learning framework](https://github.com/microsoft/LightGBM). 142 143 ## Reference 144 145 - Daniel Lemire, [Number Parsing at a Gigabyte per Second](https://arxiv.org/abs/2101.11408), Software: Practice and Experience 51 (8), 2021. 146 147 ## Other programming languages 148 149 - [There is an R binding](https://github.com/eddelbuettel/rcppfastfloat) called `rcppfastfloat`. 150 - [There is a Rust port of the fast_float library](https://github.com/aldanor/fast-float-rust/) called `fast-float-rust`. 151 - [There is a Java port of the fast_float library](https://github.com/wrandelshofer/FastDoubleParser) called `FastDoubleParser`. It used for important systems such as [Jackson](https://github.com/FasterXML/jackson-core). 152 - [There is a C# port of the fast_float library](https://github.com/CarlVerret/csFastFloat) called `csFastFloat`. 153 154 155 ## Users 156 157 The fast_float library is used by [Apache Arrow](https://github.com/apache/arrow/pull/8494) where it multiplied the number parsing speed by two or three times. It is also used by [Yandex ClickHouse](https://github.com/ClickHouse/ClickHouse) and by [Google Jsonnet](https://github.com/google/jsonnet). 158 159 160 ## How fast is it? 161 162 It can parse random floating-point numbers at a speed of 1 GB/s on some systems. We find that it is often twice as fast as the best available competitor, and many times faster than many standard-library implementations. 163 164 <img src="http://lemire.me/blog/wp-content/uploads/2020/11/fastfloat_speed.png" width="400"> 165 166 ``` 167 $ ./build/benchmarks/benchmark 168 # parsing random integers in the range [0,1) 169 volume = 2.09808 MB 170 netlib : 271.18 MB/s (+/- 1.2 %) 12.93 Mfloat/s 171 doubleconversion : 225.35 MB/s (+/- 1.2 %) 10.74 Mfloat/s 172 strtod : 190.94 MB/s (+/- 1.6 %) 9.10 Mfloat/s 173 abseil : 430.45 MB/s (+/- 2.2 %) 20.52 Mfloat/s 174 fastfloat : 1042.38 MB/s (+/- 9.9 %) 49.68 Mfloat/s 175 ``` 176 177 See https://github.com/lemire/simple_fastfloat_benchmark for our benchmarking code. 178 179 180 ## Video 181 182 [](http://www.youtube.com/watch?v=AVXgvlMeIm4)<br /> 183 184 ## Using as a CMake dependency 185 186 This library is header-only by design. The CMake file provides the `fast_float` target 187 which is merely a pointer to the `include` directory. 188 189 If you drop the `fast_float` repository in your CMake project, you should be able to use 190 it in this manner: 191 192 ```cmake 193 add_subdirectory(fast_float) 194 target_link_libraries(myprogram PUBLIC fast_float) 195 ``` 196 197 Or you may want to retrieve the dependency automatically if you have a sufficiently recent version of CMake (3.11 or better at least): 198 199 ```cmake 200 FetchContent_Declare( 201 fast_float 202 GIT_REPOSITORY https://github.com/lemire/fast_float.git 203 GIT_TAG tags/v1.1.2 204 GIT_SHALLOW TRUE) 205 206 FetchContent_MakeAvailable(fast_float) 207 target_link_libraries(myprogram PUBLIC fast_float) 208 209 ``` 210 211 You should change the `GIT_TAG` line so that you recover the version you wish to use. 212 213 ## Using as single header 214 215 The script `script/amalgamate.py` may be used to generate a single header 216 version of the library if so desired. 217 Just run the script from the root directory of this repository. 218 You can customize the license type and output file if desired as described in 219 the command line help. 220 221 You may directly download automatically generated single-header files: 222 223 https://github.com/fastfloat/fast_float/releases/download/v3.4.0/fast_float.h 224 225 ## Credit 226 227 Though this work is inspired by many different people, this work benefited especially from exchanges with 228 Michael Eisel, who motivated the original research with his key insights, and with Nigel Tao who provided 229 invaluable feedback. Rémy Oudompheng first implemented a fast path we use in the case of long digits. 230 231 The library includes code adapted from Google Wuffs (written by Nigel Tao) which was originally published 232 under the Apache 2.0 license. 233 234 ## License 235 236 <sup> 237 Licensed under either of <a href="LICENSE-APACHE">Apache License, Version 238 2.0</a> or <a href="LICENSE-MIT">MIT license</a> at your option. 239 </sup> 240 241 <br> 242 243 <sub> 244 Unless you explicitly state otherwise, any contribution intentionally submitted 245 for inclusion in this repository by you, as defined in the Apache-2.0 license, 246 shall be dual licensed as above, without any additional terms or conditions. 247 </sub>