1 | //! Converting decimal strings into IEEE 754 binary floating point numbers. |
2 | //! |
3 | //! # Problem statement |
4 | //! |
5 | //! We are given a decimal string such as `12.34e56`. This string consists of integral (`12`), |
6 | //! fractional (`34`), and exponent (`56`) parts. All parts are optional and interpreted as a |
7 | //! default value (1 or 0) when missing. |
8 | //! |
9 | //! We seek the IEEE 754 floating point number that is closest to the exact value of the decimal |
10 | //! string. It is well-known that many decimal strings do not have terminating representations in |
11 | //! base two, so we round to 0.5 units in the last place (in other words, as well as possible). |
12 | //! Ties, decimal values exactly half-way between two consecutive floats, are resolved with the |
13 | //! half-to-even strategy, also known as banker's rounding. |
14 | //! |
15 | //! Needless to say, this is quite hard, both in terms of implementation complexity and in terms |
16 | //! of CPU cycles taken. |
17 | //! |
18 | //! # Implementation |
19 | //! |
20 | //! First, we ignore signs. Or rather, we remove it at the very beginning of the conversion |
21 | //! process and re-apply it at the very end. This is correct in all edge cases since IEEE |
22 | //! floats are symmetric around zero, negating one simply flips the first bit. |
23 | //! |
24 | //! Then we remove the decimal point by adjusting the exponent: Conceptually, `12.34e56` turns |
25 | //! into `1234e54`, which we describe with a positive integer `f = 1234` and an integer `e = 54`. |
26 | //! The `(f, e)` representation is used by almost all code past the parsing stage. |
27 | //! |
28 | //! We then try a long chain of progressively more general and expensive special cases using |
29 | //! machine-sized integers and small, fixed-sized floating point numbers (first `f32`/`f64`, then |
30 | //! a type with 64 bit significand). The extended-precision algorithm |
31 | //! uses the Eisel-Lemire algorithm, which uses a 128-bit (or 192-bit) |
32 | //! representation that can accurately and quickly compute the vast majority |
33 | //! of floats. When all these fail, we bite the bullet and resort to using |
34 | //! a large-decimal representation, shifting the digits into range, calculating |
35 | //! the upper significant bits and exactly round to the nearest representation. |
36 | //! |
37 | //! Another aspect that needs attention is the ``RawFloat`` trait by which almost all functions |
38 | //! are parametrized. One might think that it's enough to parse to `f64` and cast the result to |
39 | //! `f32`. Unfortunately this is not the world we live in, and this has nothing to do with using |
40 | //! base two or half-to-even rounding. |
41 | //! |
42 | //! Consider for example two types `d2` and `d4` representing a decimal type with two decimal |
43 | //! digits and four decimal digits each and take "0.01499" as input. Let's use half-up rounding. |
44 | //! Going directly to two decimal digits gives `0.01`, but if we round to four digits first, |
45 | //! we get `0.0150`, which is then rounded up to `0.02`. The same principle applies to other |
46 | //! operations as well, if you want 0.5 ULP accuracy you need to do *everything* in full precision |
47 | //! and round *exactly once, at the end*, by considering all truncated bits at once. |
48 | //! |
49 | //! Primarily, this module and its children implement the algorithms described in: |
50 | //! "Number Parsing at a Gigabyte per Second", available online: |
51 | //! <https://arxiv.org/abs/2101.11408>. |
52 | //! |
53 | //! # Other |
54 | //! |
55 | //! The conversion should *never* panic. There are assertions and explicit panics in the code, |
56 | //! but they should never be triggered and only serve as internal sanity checks. Any panics should |
57 | //! be considered a bug. |
58 | //! |
59 | //! There are unit tests but they are woefully inadequate at ensuring correctness, they only cover |
60 | //! a small percentage of possible errors. Far more extensive tests are located in the directory |
61 | //! `src/etc/test-float-parse` as a Rust program. |
62 | //! |
63 | //! A note on integer overflow: Many parts of this file perform arithmetic with the decimal |
64 | //! exponent `e`. Primarily, we shift the decimal point around: Before the first decimal digit, |
65 | //! after the last decimal digit, and so on. This could overflow if done carelessly. We rely on |
66 | //! the parsing submodule to only hand out sufficiently small exponents, where "sufficient" means |
67 | //! "such that the exponent +/- the number of decimal digits fits into a 64 bit integer". |
68 | //! Larger exponents are accepted, but we don't do arithmetic with them, they are immediately |
69 | //! turned into {positive,negative} {zero,infinity}. |
70 | //! |
71 | //! # Notation |
72 | //! |
73 | //! This module uses the same notation as the Lemire paper: |
74 | //! |
75 | //! - `m`: binary mantissa; always nonnegative |
76 | //! - `p`: binary exponent; a signed integer |
77 | //! - `w`: decimal significand; always nonnegative |
78 | //! - `q`: decimal exponent; a signed integer |
79 | //! |
80 | //! This gives `m * 2^p` for the binary floating-point number, with `w * 10^q` as the decimal |
81 | //! equivalent. |
82 | |
83 | #![doc (hidden)] |
84 | #![unstable ( |
85 | feature = "dec2flt" , |
86 | reason = "internal routines only exposed for testing" , |
87 | issue = "none" |
88 | )] |
89 | |
90 | use self::common::BiasedFp; |
91 | use self::float::RawFloat; |
92 | use self::lemire::compute_float; |
93 | use self::parse::{parse_inf_nan, parse_number}; |
94 | use self::slow::parse_long_mantissa; |
95 | use crate::error::Error; |
96 | use crate::fmt; |
97 | use crate::str::FromStr; |
98 | |
99 | mod common; |
100 | pub mod decimal; |
101 | pub mod decimal_seq; |
102 | mod fpu; |
103 | mod slow; |
104 | mod table; |
105 | // float is used in flt2dec, and all are used in unit tests. |
106 | pub mod float; |
107 | pub mod lemire; |
108 | pub mod parse; |
109 | |
110 | macro_rules! from_str_float_impl { |
111 | ($t:ty) => { |
112 | #[stable(feature = "rust1" , since = "1.0.0" )] |
113 | impl FromStr for $t { |
114 | type Err = ParseFloatError; |
115 | |
116 | /// Converts a string in base 10 to a float. |
117 | /// Accepts an optional decimal exponent. |
118 | /// |
119 | /// This function accepts strings such as |
120 | /// |
121 | /// * '3.14' |
122 | /// * '-3.14' |
123 | /// * '2.5E10', or equivalently, '2.5e10' |
124 | /// * '2.5E-10' |
125 | /// * '5.' |
126 | /// * '.5', or, equivalently, '0.5' |
127 | /// * 'inf', '-inf', '+infinity', 'NaN' |
128 | /// |
129 | /// Note that alphabetical characters are not case-sensitive. |
130 | /// |
131 | /// Leading and trailing whitespace represent an error. |
132 | /// |
133 | /// # Grammar |
134 | /// |
135 | /// All strings that adhere to the following [EBNF] grammar when |
136 | /// lowercased will result in an [`Ok`] being returned: |
137 | /// |
138 | /// ```txt |
139 | /// Float ::= Sign? ( 'inf' | 'infinity' | 'nan' | Number ) |
140 | /// Number ::= ( Digit+ | |
141 | /// Digit+ '.' Digit* | |
142 | /// Digit* '.' Digit+ ) Exp? |
143 | /// Exp ::= 'e' Sign? Digit+ |
144 | /// Sign ::= [+-] |
145 | /// Digit ::= [0-9] |
146 | /// ``` |
147 | /// |
148 | /// [EBNF]: https://www.w3.org/TR/REC-xml/#sec-notation |
149 | /// |
150 | /// # Arguments |
151 | /// |
152 | /// * src - A string |
153 | /// |
154 | /// # Return value |
155 | /// |
156 | /// `Err(ParseFloatError)` if the string did not represent a valid |
157 | /// number. Otherwise, `Ok(n)` where `n` is the closest |
158 | /// representable floating-point number to the number represented |
159 | /// by `src` (following the same rules for rounding as for the |
160 | /// results of primitive operations). |
161 | // We add the `#[inline(never)]` attribute, since its content will |
162 | // be filled with that of `dec2flt`, which has #[inline(always)]. |
163 | // Since `dec2flt` is generic, a normal inline attribute on this function |
164 | // with `dec2flt` having no attributes results in heavily repeated |
165 | // generation of `dec2flt`, despite the fact only a maximum of 2 |
166 | // possible instances can ever exist. Adding #[inline(never)] avoids this. |
167 | #[inline(never)] |
168 | fn from_str(src: &str) -> Result<Self, ParseFloatError> { |
169 | dec2flt(src) |
170 | } |
171 | } |
172 | }; |
173 | } |
174 | from_str_float_impl!(f32); |
175 | from_str_float_impl!(f64); |
176 | |
177 | /// An error which can be returned when parsing a float. |
178 | /// |
179 | /// This error is used as the error type for the [`FromStr`] implementation |
180 | /// for [`f32`] and [`f64`]. |
181 | /// |
182 | /// # Example |
183 | /// |
184 | /// ``` |
185 | /// use std::str::FromStr; |
186 | /// |
187 | /// if let Err(e) = f64::from_str("a.12" ) { |
188 | /// println!("Failed conversion to f64: {e}" ); |
189 | /// } |
190 | /// ``` |
191 | #[derive (Debug, Clone, PartialEq, Eq)] |
192 | #[stable (feature = "rust1" , since = "1.0.0" )] |
193 | pub struct ParseFloatError { |
194 | kind: FloatErrorKind, |
195 | } |
196 | |
197 | #[derive (Debug, Clone, PartialEq, Eq)] |
198 | enum FloatErrorKind { |
199 | Empty, |
200 | Invalid, |
201 | } |
202 | |
203 | #[stable (feature = "rust1" , since = "1.0.0" )] |
204 | impl Error for ParseFloatError { |
205 | #[allow (deprecated)] |
206 | fn description(&self) -> &str { |
207 | match self.kind { |
208 | FloatErrorKind::Empty => "cannot parse float from empty string" , |
209 | FloatErrorKind::Invalid => "invalid float literal" , |
210 | } |
211 | } |
212 | } |
213 | |
214 | #[stable (feature = "rust1" , since = "1.0.0" )] |
215 | impl fmt::Display for ParseFloatError { |
216 | fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result { |
217 | #[allow (deprecated)] |
218 | self.description().fmt(f) |
219 | } |
220 | } |
221 | |
222 | #[inline ] |
223 | pub(super) fn pfe_empty() -> ParseFloatError { |
224 | ParseFloatError { kind: FloatErrorKind::Empty } |
225 | } |
226 | |
227 | // Used in unit tests, keep public. |
228 | // This is much better than making FloatErrorKind and ParseFloatError::kind public. |
229 | #[inline ] |
230 | pub fn pfe_invalid() -> ParseFloatError { |
231 | ParseFloatError { kind: FloatErrorKind::Invalid } |
232 | } |
233 | |
234 | /// Converts a `BiasedFp` to the closest machine float type. |
235 | fn biased_fp_to_float<F: RawFloat>(x: BiasedFp) -> F { |
236 | let mut word: u64 = x.m; |
237 | word |= (x.p_biased as u64) << F::SIG_BITS; |
238 | F::from_u64_bits(word) |
239 | } |
240 | |
241 | /// Converts a decimal string into a floating point number. |
242 | #[inline (always)] // Will be inlined into a function with `#[inline(never)]`, see above |
243 | pub fn dec2flt<F: RawFloat>(s: &str) -> Result<F, ParseFloatError> { |
244 | let mut s = s.as_bytes(); |
245 | let c = if let Some(&c) = s.first() { |
246 | c |
247 | } else { |
248 | return Err(pfe_empty()); |
249 | }; |
250 | let negative = c == b'-' ; |
251 | if c == b'-' || c == b'+' { |
252 | s = &s[1..]; |
253 | } |
254 | if s.is_empty() { |
255 | return Err(pfe_invalid()); |
256 | } |
257 | |
258 | let mut num = match parse_number(s) { |
259 | Some(r) => r, |
260 | None if let Some(value) = parse_inf_nan(s, negative) => return Ok(value), |
261 | None => return Err(pfe_invalid()), |
262 | }; |
263 | num.negative = negative; |
264 | if !cfg!(feature = "optimize_for_size" ) { |
265 | if let Some(value) = num.try_fast_path::<F>() { |
266 | return Ok(value); |
267 | } |
268 | } |
269 | |
270 | // If significant digits were truncated, then we can have rounding error |
271 | // only if `mantissa + 1` produces a different result. We also avoid |
272 | // redundantly using the Eisel-Lemire algorithm if it was unable to |
273 | // correctly round on the first pass. |
274 | let mut fp = compute_float::<F>(num.exponent, num.mantissa); |
275 | if num.many_digits |
276 | && fp.p_biased >= 0 |
277 | && fp != compute_float::<F>(num.exponent, num.mantissa + 1) |
278 | { |
279 | fp.p_biased = -1; |
280 | } |
281 | // Unable to correctly round the float using the Eisel-Lemire algorithm. |
282 | // Fallback to a slower, but always correct algorithm. |
283 | if fp.p_biased < 0 { |
284 | fp = parse_long_mantissa::<F>(s); |
285 | } |
286 | |
287 | let mut float = biased_fp_to_float::<F>(fp); |
288 | if num.negative { |
289 | float = -float; |
290 | } |
291 | Ok(float) |
292 | } |
293 | |