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noisy_float/
lib.rs

1// Copyright 2016-2021 Matthew D. Michelotti
2//
3// Licensed under the Apache License, Version 2.0 (the "License");
4// you may not use this file except in compliance with the License.
5// You may obtain a copy of the License at
6//
7//   http://www.apache.org/licenses/LICENSE-2.0
8//
9// Unless required by applicable law or agreed to in writing, software
10// distributed under the License is distributed on an "AS IS" BASIS,
11// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12// See the License for the specific language governing permissions and
13// limitations under the License.
14
15//! This crate contains floating point types that panic if they are set
16//! to an illegal value, such as NaN.
17//!
18//! The name "Noisy Float" comes from
19//! the terms "quiet NaN" and "signaling NaN"; "signaling" was too long
20//! to put in a struct/crate name, so "noisy" is used instead, being the opposite
21//! of "quiet."
22//!
23//! The standard types defined in `noisy_float::types` follow the principle
24//! demonstrated by Rust's handling of integer overflow:
25//! a bad arithmetic operation is considered an error,
26//! but it is too costly to check everywhere in optimized builds.
27//! For each floating point number that is created, a `debug_assert!` invocation is used
28//! to check if it is valid or not.
29//! This way, there are guarantees when developing code that floating point
30//! numbers have valid values,
31//! but during a release run there is *no overhead* for using these floating
32//! point types compared to using `f32` or `f64` directly.
33//!
34//! This crate makes use of the num, bounded, signed and floating point traits
35//! in the popular `num_traits` crate.
36//! This crate can be compiled with no_std.
37//!
38//! # Examples
39//! An example using the `R64` type, which corresponds to *finite* `f64` values.
40//!
41//! ```
42//! use noisy_float::prelude::*;
43//!
44//! fn geometric_mean(a: R64, b: R64) -> R64 {
45//!     (a * b).sqrt() //used just like regular floating point numbers
46//! }
47//!
48//! fn mean(a: R64, b: R64) -> R64 {
49//!     (a + b) * 0.5 //the RHS of ops can be the underlying float type
50//! }
51//!
52//! println!(
53//!     "geometric_mean(10.0, 20.0) = {}",
54//!     geometric_mean(r64(10.0), r64(20.0))
55//! );
56//! //prints 14.142...
57//! assert!(mean(r64(10.0), r64(20.0)) == 15.0);
58//! ```
59//!
60//! An example using the `N32` type, which corresponds to *non-NaN* `f32` values.
61//! The float types in this crate are able to implement `Eq` and `Ord` properly,
62//! since NaN is not allowed.
63//!
64//! ```
65//! use noisy_float::prelude::*;
66//!
67//! let values = vec![n32(3.0), n32(-1.5), n32(71.3), N32::infinity()];
68//! assert!(values.iter().cloned().min() == Some(n32(-1.5)));
69//! assert!(values.iter().cloned().max() == Some(N32::infinity()));
70//! ```
71//!
72//! An example converting from R64 to primitive types.
73//!
74//! ```
75//! use noisy_float::prelude::*;
76//! use num_traits::cast::ToPrimitive;
77//!
78//! let value_r64: R64 = r64(1.0);
79//! let value_f64_a: f64 = value_r64.into();
80//! let value_f64_b: f64 = value_r64.raw();
81//! let value_u64: u64 = value_r64.to_u64().unwrap();
82//!
83//! assert!(value_f64_a == value_f64_b);
84//! assert!(value_f64_a as u64 == value_u64);
85//! ```
86//!
87//! # Features
88//!
89//! This crate has the following cargo features:
90//!
91//! - `serde`: Enable serialization for all `NoisyFloats` using serde 1.0 and
92//!   will transparently serialize then as floats
93//! - `approx`: Adds implementations to use `NoisyFloat` with the `approx`
94//!   crate
95
96#![no_std]
97
98#[cfg(feature = "serde")]
99use serde::{de::Error, Deserialize, Deserializer, Serialize, Serializer};
100
101pub mod checkers;
102mod float_impl;
103pub mod types;
104
105/// Prelude for the `noisy_float` crate.
106///
107/// This includes all of the types defined in the `noisy_float::types` module,
108/// as well as a re-export of the `Float` trait from the `num_traits` crate.
109/// It is important to have this re-export here, because it allows the user
110/// to access common floating point methods like `abs()`, `sqrt()`, etc.
111pub mod prelude {
112    pub use crate::types::*;
113
114    #[doc(no_inline)]
115    pub use num_traits::Float;
116}
117
118use core::{fmt, marker::PhantomData};
119use num_traits::Float;
120
121/// Trait for checking whether a floating point number is *valid*.
122///
123/// The implementation defines its own criteria for what constitutes a *valid* value.
124pub trait FloatChecker<F> {
125    /// Returns `true` if (and only if) the given floating point number is *valid*
126    /// according to this checker's criteria.
127    ///
128    /// The only hard requirement is that NaN *must* be considered *invalid*
129    /// for all implementations of `FloatChecker`.
130    fn check(value: F) -> bool;
131
132    /// A function that may panic if the floating point number is *invalid*.
133    ///
134    /// Should either call `assert!(check(value), ...)` or `debug_assert!(check(value), ...)`.
135    fn assert(value: F);
136}
137
138/// A floating point number with a restricted set of legal values.
139///
140/// Typical users will not need to access this struct directly, but
141/// can instead use the type aliases found in the module `noisy_float::types`.
142/// However, this struct together with a `FloatChecker` implementation can be used
143/// to define custom behavior.
144///
145/// The underlying float type is `F`, usually `f32` or `f64`.
146/// Valid values for the float are determined by the float checker `C`.
147/// If an invalid value would ever be returned from a method on this type,
148/// the method will panic instead, using either `assert!` or `debug_assert!`
149/// as defined by the float checker.
150/// The exception to this rule is for methods that return an `Option` containing
151/// a `NoisyFloat`, in which case the result would be `None` if the value is invalid.
152#[repr(transparent)]
153pub struct NoisyFloat<F: Float, C: FloatChecker<F>> {
154    value: F,
155    checker: PhantomData<C>,
156}
157
158impl<F: Float, C: FloatChecker<F>> NoisyFloat<F, C> {
159    /// Constructs a `NoisyFloat` with the given value.
160    ///
161    /// Uses the `FloatChecker` to assert that the value is valid.
162    #[inline]
163    #[track_caller]
164    pub fn new(value: F) -> Self {
165        C::assert(value);
166        Self::unchecked_new_generic(value)
167    }
168
169    #[inline]
170    fn unchecked_new_generic(value: F) -> Self {
171        NoisyFloat {
172            value,
173            checker: PhantomData,
174        }
175    }
176
177    /// Tries to construct a `NoisyFloat` with the given value.
178    ///
179    /// Returns `None` if the value is invalid.
180    #[inline]
181    pub fn try_new(value: F) -> Option<Self> {
182        if C::check(value) {
183            Some(NoisyFloat {
184                value,
185                checker: PhantomData,
186            })
187        } else {
188            None
189        }
190    }
191
192    /// Converts the value in-place to a reference to a `NoisyFloat`.
193    ///
194    /// Uses the `FloatChecker` to assert that the value is valid.
195    #[inline]
196    #[track_caller]
197    pub fn borrowed(value: &F) -> &Self {
198        C::assert(*value);
199        Self::unchecked_borrowed(value)
200    }
201
202    #[inline]
203    fn unchecked_borrowed(value: &F) -> &Self {
204        // This is safe because `NoisyFloat` is a thin wrapper around the
205        // floating-point type.
206        unsafe { &*(value as *const F as *const Self) }
207    }
208
209    /// Tries to convert the value in-place to a reference to a `NoisyFloat`.
210    ///
211    /// Returns `None` if the value is invalid.
212    #[inline]
213    pub fn try_borrowed(value: &F) -> Option<&Self> {
214        if C::check(*value) {
215            Some(Self::unchecked_borrowed(value))
216        } else {
217            None
218        }
219    }
220
221    /// Converts the value in-place to a mutable reference to a `NoisyFloat`.
222    ///
223    /// Uses the `FloatChecker` to assert that the value is valid.
224    #[inline]
225    #[track_caller]
226    pub fn borrowed_mut(value: &mut F) -> &mut Self {
227        C::assert(*value);
228        Self::unchecked_borrowed_mut(value)
229    }
230
231    #[inline]
232    fn unchecked_borrowed_mut(value: &mut F) -> &mut Self {
233        // This is safe because `NoisyFloat` is a thin wrapper around the
234        // floating-point type.
235        unsafe { &mut *(value as *mut F as *mut Self) }
236    }
237
238    /// Tries to convert the value in-place to a mutable reference to a `NoisyFloat`.
239    ///
240    /// Returns `None` if the value is invalid.
241    #[inline]
242    pub fn try_borrowed_mut(value: &mut F) -> Option<&mut Self> {
243        if C::check(*value) {
244            Some(Self::unchecked_borrowed_mut(value))
245        } else {
246            None
247        }
248    }
249
250    /// Constructs a `NoisyFloat` with the given `f32` value.
251    ///
252    /// May panic not only by the `FloatChecker` but also
253    /// by unwrapping the result of a `NumCast` invocation for type `F`,
254    /// although the later should not occur in normal situations.
255    #[inline]
256    #[track_caller]
257    pub fn from_f32(value: f32) -> Self {
258        Self::new(F::from(value).unwrap())
259    }
260
261    /// Constructs a `NoisyFloat` with the given `f64` value.
262    ///
263    /// May panic not only by the `FloatChecker` but also
264    /// by unwrapping the result of a `NumCast` invocation for type `F`,
265    /// although the later should not occur in normal situations.
266    #[inline]
267    #[track_caller]
268    pub fn from_f64(value: f64) -> Self {
269        Self::new(F::from(value).unwrap())
270    }
271
272    /// Returns the underlying float value.
273    #[inline]
274    pub fn raw(self) -> F {
275        self.value
276    }
277
278    /// Compares and returns the minimum of two values.
279    ///
280    /// This method exists to disambiguate between `num_traits::Float.min` and `std::cmp::Ord.min`.
281    #[inline]
282    pub fn min(self, other: Self) -> Self {
283        Ord::min(self, other)
284    }
285
286    /// Compares and returns the maximum of two values.
287    ///
288    /// This method exists to disambiguate between `num_traits::Float.max` and `std::cmp::Ord.max`.
289    #[inline]
290    pub fn max(self, other: Self) -> Self {
291        Ord::max(self, other)
292    }
293}
294
295impl<F: Float + Default, C: FloatChecker<F>> Default for NoisyFloat<F, C> {
296    #[inline]
297    #[track_caller]
298    fn default() -> Self {
299        Self::new(F::default())
300    }
301}
302
303impl<F: Float + fmt::Debug, C: FloatChecker<F>> fmt::Debug for NoisyFloat<F, C> {
304    #[inline]
305    fn fmt(&self, f: &mut fmt::Formatter) -> Result<(), fmt::Error> {
306        fmt::Debug::fmt(&self.value, f)
307    }
308}
309
310impl<F: Float + fmt::Display, C: FloatChecker<F>> fmt::Display for NoisyFloat<F, C> {
311    #[inline]
312    fn fmt(&self, f: &mut fmt::Formatter) -> Result<(), fmt::Error> {
313        fmt::Display::fmt(&self.value, f)
314    }
315}
316
317impl<F: Float + fmt::LowerExp, C: FloatChecker<F>> fmt::LowerExp for NoisyFloat<F, C> {
318    #[inline]
319    fn fmt(&self, f: &mut fmt::Formatter) -> Result<(), fmt::Error> {
320        fmt::LowerExp::fmt(&self.value, f)
321    }
322}
323
324impl<F: Float + fmt::UpperExp, C: FloatChecker<F>> fmt::UpperExp for NoisyFloat<F, C> {
325    #[inline]
326    fn fmt(&self, f: &mut fmt::Formatter) -> Result<(), fmt::Error> {
327        fmt::UpperExp::fmt(&self.value, f)
328    }
329}
330
331#[cfg(feature = "serde")]
332impl<F: Float + Serialize, C: FloatChecker<F>> Serialize for NoisyFloat<F, C> {
333    fn serialize<S: Serializer>(&self, ser: S) -> Result<S::Ok, S::Error> {
334        self.value.serialize(ser)
335    }
336}
337
338#[cfg(feature = "serde")]
339impl<'de, F: Float + Deserialize<'de>, C: FloatChecker<F>> Deserialize<'de> for NoisyFloat<F, C> {
340    fn deserialize<D: Deserializer<'de>>(de: D) -> Result<Self, D::Error> {
341        let value = F::deserialize(de)?;
342        Self::try_new(value).ok_or_else(|| D::Error::custom("invalid NoisyFloat"))
343    }
344}
345
346#[cfg(test)]
347mod tests {
348    extern crate std;
349    use std::prelude::v1::*;
350
351    use crate::prelude::*;
352    #[cfg(feature = "serde")]
353    use serde_derive::{Deserialize, Serialize};
354    #[cfg(feature = "serde")]
355    use serde_json;
356    use std::{
357        f32,
358        f64::{self, consts},
359        hash::{Hash, Hasher},
360        mem::{align_of, size_of},
361    };
362
363    #[test]
364    fn smoke_test() {
365        assert_eq!(n64(1.0) + 2.0, 3.0);
366        assert_ne!(n64(3.0), n64(2.9));
367        assert!(r64(1.0) < 2.0);
368        let mut value = n64(18.0);
369        value %= n64(5.0);
370        assert_eq!(-value, n64(-3.0));
371        assert_eq!(r64(1.0).exp(), consts::E);
372        assert_eq!((N64::try_new(1.0).unwrap() / N64::infinity()), 0.0);
373        assert_eq!(N64::from_f32(f32::INFINITY), N64::from_f64(f64::INFINITY));
374        assert_eq!(R64::try_new(f64::NEG_INFINITY), None);
375        assert_eq!(N64::try_new(f64::NAN), None);
376        assert_eq!(R64::try_new(f64::NAN), None);
377        assert_eq!(N64::try_borrowed(&f64::NAN), None);
378        let mut nan = f64::NAN;
379        assert_eq!(N64::try_borrowed_mut(&mut nan), None);
380    }
381
382    #[test]
383    fn ensure_layout() {
384        assert_eq!(size_of::<N32>(), size_of::<f32>());
385        assert_eq!(align_of::<N32>(), align_of::<f32>());
386
387        assert_eq!(size_of::<N64>(), size_of::<f64>());
388        assert_eq!(align_of::<N64>(), align_of::<f64>());
389    }
390
391    #[test]
392    fn borrowed_casts() {
393        assert_eq!(R64::borrowed(&3.12), &3.12);
394        assert_eq!(N64::borrowed(&[f64::INFINITY; 2][0]), &f64::INFINITY);
395        assert_eq!(N64::borrowed_mut(&mut 2.72), &mut 2.72);
396    }
397
398    #[test]
399    fn test_convert() {
400        assert_eq!(f32::from(r32(3.0)), 3.0f32);
401        assert_eq!(f64::from(r32(5.0)), 5.0f64);
402        assert_eq!(f64::from(r64(7.0)), 7.0f64);
403    }
404
405    #[test]
406    #[cfg(debug_assertions)]
407    #[should_panic]
408    fn n64_nan() {
409        let _ = n64(0.0) / n64(0.0);
410    }
411
412    #[test]
413    #[cfg(debug_assertions)]
414    #[should_panic]
415    fn r64_nan() {
416        let _ = r64(0.0) / r64(0.0);
417    }
418
419    #[test]
420    #[cfg(debug_assertions)]
421    #[should_panic]
422    fn r64_infinity() {
423        let _ = r64(1.0) / r64(0.0);
424    }
425
426    #[test]
427    fn resolves_min_max() {
428        assert_eq!(r64(1.0).min(r64(3.0)), r64(1.0));
429        assert_eq!(r64(1.0).max(r64(3.0)), r64(3.0));
430    }
431
432    #[test]
433    fn epsilon() {
434        assert_eq!(R32::epsilon(), f32::EPSILON);
435        assert_eq!(R64::epsilon(), f64::EPSILON);
436    }
437
438    #[test]
439    fn test_try_into() {
440        use std::convert::{TryFrom, TryInto};
441        let _: R64 = 1.0.try_into().unwrap();
442        let _ = R64::try_from(f64::INFINITY).unwrap_err();
443    }
444
445    struct TestHasher {
446        bytes: Vec<u8>,
447    }
448
449    impl Hasher for TestHasher {
450        fn finish(&self) -> u64 {
451            panic!("unexpected Hasher.finish invocation")
452        }
453        fn write(&mut self, bytes: &[u8]) {
454            self.bytes.extend_from_slice(bytes)
455        }
456    }
457
458    fn hash_bytes<T: Hash>(value: T) -> Vec<u8> {
459        let mut hasher = TestHasher { bytes: Vec::new() };
460        value.hash(&mut hasher);
461        hasher.bytes
462    }
463
464    #[test]
465    fn test_hash() {
466        assert_eq!(hash_bytes(r64(10.3)), hash_bytes(10.3f64.to_bits()));
467        assert_ne!(hash_bytes(r64(10.3)), hash_bytes(10.4f64.to_bits()));
468        assert_eq!(hash_bytes(r32(10.3)), hash_bytes(10.3f32.to_bits()));
469        assert_ne!(hash_bytes(r32(10.3)), hash_bytes(10.4f32.to_bits()));
470
471        assert_eq!(
472            hash_bytes(N64::infinity()),
473            hash_bytes(f64::INFINITY.to_bits())
474        );
475        assert_eq!(
476            hash_bytes(N64::neg_infinity()),
477            hash_bytes(f64::NEG_INFINITY.to_bits())
478        );
479
480        // positive and negative zero should have the same hashes
481        assert_eq!(hash_bytes(r64(0.0)), hash_bytes(0.0f64.to_bits()));
482        assert_eq!(hash_bytes(r64(-0.0)), hash_bytes(0.0f64.to_bits()));
483        assert_eq!(hash_bytes(r32(0.0)), hash_bytes(0.0f32.to_bits()));
484        assert_eq!(hash_bytes(r32(-0.0)), hash_bytes(0.0f32.to_bits()));
485    }
486
487    #[cfg(feature = "serde")]
488    #[test]
489    fn serialize_transparently_as_float() {
490        let num = R32::new(3.14);
491        let should_be = "3.14";
492
493        let got = serde_json::to_string(&num).unwrap();
494        assert_eq!(got, should_be);
495    }
496
497    #[cfg(feature = "serde")]
498    #[test]
499    fn deserialize_transparently_as_float() {
500        let src = "3.14";
501        let should_be = R32::new(3.14);
502
503        let got: R32 = serde_json::from_str(src).unwrap();
504        assert_eq!(got, should_be);
505    }
506
507    #[cfg(feature = "serde")]
508    #[test]
509    fn deserialize_invalid_float() {
510        use crate::{FloatChecker, NoisyFloat};
511        struct PositiveChecker;
512        impl FloatChecker<f64> for PositiveChecker {
513            fn check(value: f64) -> bool {
514                value > 0.
515            }
516            fn assert(value: f64) {
517                debug_assert!(Self::check(value))
518            }
519        }
520
521        let src = "-1.0";
522        let got: Result<NoisyFloat<f64, PositiveChecker>, _> = serde_json::from_str(src);
523        assert!(got.is_err());
524    }
525
526    // Make sure you can use serde_derive with noisy floats.
527    #[cfg(feature = "serde")]
528    #[derive(Debug, PartialEq, Serialize, Deserialize)]
529    struct Dummy {
530        value: N64,
531    }
532
533    #[cfg(feature = "serde")]
534    #[test]
535    fn deserialize_struct_containing_n64() {
536        let src = r#"{ "value": 3.14 }"#;
537        let should_be = Dummy { value: n64(3.14) };
538
539        let got: Dummy = serde_json::from_str(src).unwrap();
540        assert_eq!(got, should_be);
541    }
542
543    #[cfg(feature = "serde")]
544    #[test]
545    fn serialize_struct_containing_n64() {
546        let src = Dummy { value: n64(3.14) };
547        let should_be = r#"{"value":3.14}"#;
548
549        let got = serde_json::to_string(&src).unwrap();
550        assert_eq!(got, should_be);
551    }
552
553    #[cfg(feature = "approx")]
554    #[test]
555    fn approx_assert_eq() {
556        use approx::{assert_abs_diff_eq, assert_relative_eq, assert_ulps_eq};
557
558        let lhs = r64(0.1000000000000001);
559        let rhs = r64(0.1);
560
561        assert_abs_diff_eq!(lhs, rhs);
562        assert_relative_eq!(lhs, rhs);
563        assert_ulps_eq!(lhs, rhs);
564    }
565
566    #[test]
567    fn const_functions() {
568        const A: N32 = N32::unchecked_new(1.0);
569        const B: N64 = N64::unchecked_new(2.0);
570        const C: R32 = R32::unchecked_new(3.0);
571        const D: R64 = R64::unchecked_new(4.0);
572
573        const A_RAW: f32 = A.const_raw();
574        const B_RAW: f64 = B.const_raw();
575        const C_RAW: f32 = C.const_raw();
576        const D_RAW: f64 = D.const_raw();
577
578        assert_eq!(A_RAW, 1.0);
579        assert_eq!(B_RAW, 2.0);
580        assert_eq!(C_RAW, 3.0);
581        assert_eq!(D_RAW, 4.0);
582    }
583}