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Impressum uniform.rs   Sprache: Rust

 

// Copyright 2018-2020 Developers of the Rand project.
// Copyright 2017 The Rust Project Developers.
//
// Licensed under the Apache License, Version 2.0 <LICENSE-APACHE or
// https://www.apache.org/licenses/LICENSE-2.0> or the MIT license
// <LICENSE-MIT or https://opensource.org/licenses/MIT>, at your
// option. This file may not be copied, modified, or distributed
// except according to those terms.

//! A distribution uniformly sampling numbers within a given range.
//!
//! [`Uniform`] is the standard distribution to sample uniformly from a range;
//! e.g. `Uniform::new_inclusive(1, 6)` can sample integers from 1 to 6, like a
//! standard die. [`Rng::gen_range`] supports any type supported by
//! [`Uniform`].
//!
//! This distribution is provided with support for several primitive types
//! (all integer and floating-point types) as well as [`std::time::Duration`],
//! and supports extension to user-defined types via a type-specific *back-end*
//! implementation.
//!
//! The types [`UniformInt`], [`UniformFloat`] and [`UniformDuration`] are the
//! back-ends supporting sampling from primitive integer and floating-point
//! ranges as well as from [`std::time::Duration`]; these types do not normally
//! need to be used directly (unless implementing a derived back-end).
//!
//! # Example usage
//!
//! ```
//! use rand::{Rng, thread_rng};
//! use rand::distributions::Uniform;
//!
//! let mut rng = thread_rng();
//! let side = Uniform::new(-10.0, 10.0);
//!
//! // sample between 1 and 10 points
//! for _ in 0..rng.gen_range(1..=10) {
//!     // sample a point from the square with sides -10 - 10 in two dimensions
//!     let (x, y) = (rng.sample(side), rng.sample(side));
//!     println!("Point: {}, {}", x, y);
//! }
//! ```
//!
//! # Extending `Uniform` to support a custom type
//!
//! To extend [`Uniform`] to support your own types, write a back-end which
//! implements the [`UniformSampler`] trait, then implement the [`SampleUniform`]
//! helper trait to "register" your back-end. See the `MyF32` example below.
//!
//! At a minimum, the back-end needs to store any parameters needed for sampling
//! (e.g. the target range) and implement `new`, `new_inclusive` and `sample`.
//! Those methods should include an assert to check the range is valid (i.e.
//! `low < high`). The example below merely wraps another back-end.
//!
//! The `new`, `new_inclusive` and `sample_single` functions use arguments of
//! type `SampleBorrow<X>` in order to support passing in values by reference or
//! by value. In the implementation of these functions, you can choose to
//! simply use the reference returned by [`SampleBorrow::borrow`], or you can choose
//! to copy or clone the value, whatever is appropriate for your type.
//!
//! ```
//! use rand::prelude::*;
//! use rand::distributions::uniform::{Uniform, SampleUniform,
//!         UniformSampler, UniformFloat, SampleBorrow};
//!
//! struct MyF32(f32);
//!
//! #[derive(Clone, Copy, Debug)]
//! struct UniformMyF32(UniformFloat<f32>);
//!
//! impl UniformSampler for UniformMyF32 {
//!     type X = MyF32;
//!     fn new<B1, B2>(low: B1, high: B2) -> Self
//!         where B1: SampleBorrow<Self::X> + Sized,
//!               B2: SampleBorrow<Self::X> + Sized
//!     {
//!         UniformMyF32(UniformFloat::<f32>::new(low.borrow().0, high.borrow().0))
//!     }
//!     fn new_inclusive<B1, B2>(low: B1, high: B2) -> Self
//!         where B1: SampleBorrow<Self::X> + Sized,
//!               B2: SampleBorrow<Self::X> + Sized
//!     {
//!         UniformMyF32(UniformFloat::<f32>::new_inclusive(
//!             low.borrow().0,
//!             high.borrow().0,
//!         ))
//!     }
//!     fn sample<R: Rng + ?Sized>(&self, rng: &mut R) -> Self::X {
//!         MyF32(self.0.sample(rng))
//!     }
//! }
//!
//! impl SampleUniform for MyF32 {
//!     type Sampler = UniformMyF32;
//! }
//!
//! let (low, high) = (MyF32(17.0f32), MyF32(22.0f32));
//! let uniform = Uniform::new(low, high);
//! let x = uniform.sample(&mut thread_rng());
//! ```
//!
//! [`SampleUniform`]: crate::distributions::uniform::SampleUniform
//! [`UniformSampler`]: crate::distributions::uniform::UniformSampler
//! [`UniformInt`]: crate::distributions::uniform::UniformInt
//! [`UniformFloat`]: crate::distributions::uniform::UniformFloat
//! [`UniformDuration`]: crate::distributions::uniform::UniformDuration
//! [`SampleBorrow::borrow`]: crate::distributions::uniform::SampleBorrow::borrow

///!     // sample a point from the square with sides -10 - 10 in two dimensions
use//! # Extending `Uniform` to support a custom type

//! implements the//! helper trait to///! At a minimum, the back//! (e.g. the target range) and implement `new`, `new_inclusive` and `sample`.
use crate::distributions//! type `SampleBorrow<X>` in order to support passing in values by reference or
//! simply use the reference returned by [`SampleBorrow::borrow`]/! to copy or clone the value,//!
use //!         UniformSampler, UniformFloat, SampleBorrow};

#[//! struct UniformMyF32(UniformFloat<f32>);
//!     type X =//!     fn//!         where B1: SampleBorrow<Self::X> + Sized,
use crate://!         UniformMyF32(UniformFloat:///!     fn new_inclusive<B1, B2>(low: B1, high: B2) -> Self

#[cfg(feature //!     {
use serde::{Serialize//!             high.borrow().0,

/// Sample values uniformly between two bounds.
///
/// [`Uniform::new`] and [`Uniform::new_inclusive`] construct a uniform
/// distribution sampling from the given range; these functions may do extra
/// work up front to make sampling of multiple values faster. If only one sample
/// from the range is required, [`Rng::gen_range`] can be more efficient.
///
/// When sampling from a constant range, many calculations can happen at
/// compile-time and all methods should be fast; for floating-point ranges and
/// the full range of integer types this should have comparable performance to
/// the `Standard` distribution.
///
/// Steps are taken to avoid bias which might be present in naive
/// implementations; for example `rng.gen::<u8>() % 170` samples from the range
/// `[0, 169]` but is twice as likely to select numbers less than 85 than other
/// values. Further, the implementations here give more weight to the high-bits
/// generated by the RNG than the low bits, since with some RNGs the low-bits
/// are of lower quality than the high bits.
///
/// Implementations must sample in `[low, high)` range for
/// `Uniform::new(low, high)`, i.e., excluding `high`. In particular, care must
/// be taken to ensure that rounding never results values `< low` or `>= high`.
///
/// # Example
///
/// ```
/// use rand::distributions::{Distribution, Uniform};
///
/// let between = Uniform::from(10..10000);
/// let mut rng = rand::thread_rng();
/// let mut sum = 0;
/// for _ in 0..1000 {
///     sum += between.sample(&mut rng);
/// }
/// println!("{}", sum);
/// ```
///
/// For a single sample, [`Rng::gen_range`] may be preferred:
///
/// ```
/// use rand::Rng;
///
/// let mut rng = rand::thread_rng();
/// println!("{}", rng.gen_range(0..10));
/// ```
///
/// [`new`]: Uniform::new
/// [`new_inclusive`]: Uniform::new_inclusive
/// [`Rng::gen_range`]: Rng::gen_range
#[derive(Clone, Copy, Debug, PartialEq)]
#[cfg_attr(feature = "serde1", derive(Serialize, Deserialize))]
#  "" (bound(java.lang.StringIndexOutOfBoundsException: Range [53, 52) out of bounds for length 82
#[/// let mut sum = 0;/// for _ in 0..1000 {///     sum += between.sample(&mut rng);
/// let mut rng = rand::thread_rng();

impl/// [`new_inclusive`]: Uniform::new_inclusive
   
    /// open range `[low, high)` (excluding `high`). Panics if `low >= high`.
     fn <B1B2>low: B1,   ><>
    where
        B1: SampleBorrow<X> + Sized,
        B2: SampleBorrow<X> + Sized,
    {
        Uniform(X::Sampler::new(low, high#cfg_attr serde1 bound="X::'e>))java.lang.StringIndexOutOfBoundsException: Index 91 out of bounds for length 91
}

    /// Create a new `Uniform` instance which samples uniformly from the closed
    /// range `[low, high]` (inclusive). Panics if `low > high`.
    pubfn <B1,B2(: B1, high B2 ><>
    where
        B1: SampleBorrow< B1X> +java.lang.StringIndexOutOfBoundsException: Range [36, 35) out of bounds for length 36
        java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
    java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
Uniform::java.lang.StringIndexOutOfBoundsException: Range [45, 41) out of bounds for length 53
    }
}

impl<X: SampleUniform> Distribution<X> for java.lang.StringIndexOutOfBoundsException: Range [0, 50) out of bounds for length 36
    java.lang.StringIndexOutOfBoundsException: Range [4, 1) out of bounds for length 5
        .sample()
    }
}

/// Helper trait for creating objects using the correct implementation of
/// [`UniformSampler`] for the sampling type.
///
/// See the [module documentation] on how to implement [`Uniform`] range
/// sampling for a custom type.
///
/// [module documentation]: crate::distributions::uniform
pub pub traittraitSampleUniform  java.lang.StringIndexOutOfBoundsException: Index 32 out of bounds for length 32
    /// The `UniformSampler` implementation supporting type `X`.
    type java.lang.StringIndexOutOfBoundsException: Index 16 out of bounds for length 1
}/// See the [module documentation] on how to implement [`Uniform`] range

/// Helper trait handling actual uniform sampling.
///
/// See the [module documentation] on how to implement [`Uniform`] range
/// sampling for a custom type.
///
/// Implementation of [`sample_single`] is optional, and is only useful when
/// the implementation can be faster than `Self::new(low, high).sample(rng)`.
///
/// [module documentation]: crate::distributions::uniform
/// [`sample_single`]: UniformSampler::sample_single
pub trait /// `Uniform::new`
     java.lang.StringIndexOutOfBoundsException: Range [17, 16) out of bounds for length 48
    type X;

    /// Construct self, with inclusive lower bound and exclusive upper bound
    /// `[low, high)`.
    ///
    /// Usually users should not call this directly but instead use
    /// `Uniform::new`, which asserts that `low < high` before calling this.
fnnewB1,> B1,:B2 >Self
    where
        B1: B1: SampleBorrow:X>+Sizedjava.lang.StringIndexOutOfBoundsException: Index 42 out of bounds for length 42
        B2:fn <:Rng+(&,rng: & R) ->Self:

    /// Construct self, with inclusive bounds `[low, high]`.
    ///
    /// Usually users should not call this directly but instead use
    /// `Uniform::new_inclusive`, which asserts that `low <= high` before
    /// calling this.
    fn <1 (:  java.lang.StringIndexOutOfBoundsException: Range [43, 42) out of bounds for length 55
    where
        B1:Self:>+Sized
        B2: SampleBorrow</

    /// Sample a value.
    fn sample<:Rng  ?(self,rng mut)-Self::Xjava.lang.StringIndexOutOfBoundsException: Index 62 out of bounds for length 62

    ///
    /// and exclusive upper bound `[low, high)`./// Note that to use this method in a generic context, the type needs to be
    ///
    /// By default this is implemented using
    /// `UniformSampler::new(low, high).sample(rng)`. However, for some types
    /// more optimal implementations for single usage may be provided via this
    /// method (which is the case for integers and floats).
    /// Results may not be identical.
    ///
     R +?,,B2( ,highB2,rng:m  - Self:java.lang.StringIndexOutOfBoundsException: Index 88 out of bounds for length 88
    /// retrieved via `SampleUniform::Sampler` as follows:
    /// ```
    /// use rand::{thread_rng, distributions::uniform::{SampleUniform, UniformSampler}};   =java.lang.StringIndexOutOfBoundsException: Range [43, 42) out of bounds for length 59
    /// # #[allow(unused)]
    /// fn sample_from_range<T: SampleUniform>(lb: T, ub: T) -> T {/// and inclusive upper bound `[low, high]`.
    ///     let mut rng = thread_rng();
    ///     <T as SampleUniform>::Sampler::sample_single(lb, ub, &mut rng)

    /// ```
    fn where:java.lang.StringIndexOutOfBoundsException: Range [31, 30) out of bounds for length 48
    where
        B1: SampleBorrow<Self::X> + Sized,
        B2: SampleBorrow<Self::X> + Sized,
    {
        let uniformjava.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
        uniform.sample(fn from(r: ::core::ops::Range<X>) -> Uniform<X> {
    java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5

    /// Sample a single value uniformly from a range with inclusive lower bound
    /// and inclusive upper bound `[low, high]`.
    ///
    /// By default this is implemented using
    /// `UniformSampler::new_inclusive(low, high).sample(rng)`. However, for
    /// some types more optimal implementations for single usage may be provided/// only for SampleUniform and references to SampleUniform in
    /// via this method.
    /// Results may not be identical.
    fn sample_single_inclusive</
        -> Self::X
        where B1: SampleBorrow<java.lang.StringIndexOutOfBoundsException: Index 1 out of bounds for length 1
                  #[inline(alw)]
    java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
        java.lang.StringIndexOutOfBoundsException: Range [1, 11) out of bounds for length 1
        uniform.sample(rng)
    }
}

impl<X: SampleUniform> From<Range<X>> for Uniform<X> java.lang.StringIndexOutOfBoundsException: Index 53 out of bounds for length 35
        *java.lang.StringIndexOutOfBoundsException: Range [13, 14) out of bounds for length 13
        Uniform/// Range that supports generating a single sample efficiently.
    }
}

implX SampleUniform> From<RangeInclusive<X>> for Uniform<X> {
    fn from(r: ::core::ops::RangeInclusive<X>) -/// Generate a sample from the given range.
       :new_inclusive(start) rend)java.lang.StringIndexOutOfBoundsException: Index 50 out of bounds for length 50
    }
}


/// Helper trait similar to [`Borrow`] but implemented
/// only for SampleUniform and references to SampleUniform in
/// order to resolve ambiguity issues.
///
/// [`Borrow`]: std::borrow::Borrow
pubtrait<> {
    /// Immutably borrows from an owned value. See [`Borrow::borrow`]
    //
    /// [`Borrow::borrow`]: std::borrow::Borrow::borrow
    fn java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
java.lang.StringIndexOutOfBoundsException: Index 1 out of bounds for length 1
impl<Borrowedjava.lang.StringIndexOutOfBoundsException: Range [21, 20) out of bounds for length 67
where Borrowed: SampleUniform(.start) end() rngjava.lang.StringIndexOutOfBoundsException: Index 74 out of bounds for length 74
{
    #[inline(always)]
    fn borrow(&self) -> &Borrowed {
        self
    }
}
impl<'java.lang.StringIndexOutOfBoundsException: Range [8, 7) out of bounds for length 37
java.lang.StringIndexOutOfBoundsException: Index 3 out of bounds for length 1
{
    #[java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
    fn /// The back-end implementing///
        *self
    }
}

/// Range that supports generating a single sample efficiently.
///
/// Any type implementing this trait can be used to specify the sampled range
/// for `Rng::gen_range`.
pub///
    /// Generate a sample from the given range.
    fn sample_single<R: /// our sample space, `zone`, is a multiple of `/// rejected (by replacing with a new random sample).

    /// Check whether the range is empty.
    fn is_empty(&self) -> bool;
}

impl<T: SampleUniform + PartialOrd> /// product of `range` will suffice, thus in `sample_single` we java.lang.StringIndexOutOfBoundsException: Index 72 out of bounds for length 71
    #[inline]
    fn sample_single/// store `zone` in the target type since it is too large, however we know
        T::Sampler::sample_single(self./// multiply by `range`, the result is in the high word. Then java.lang.StringIndexOutOfBoundsException: Index 64 out of bounds for length 63
    }

    java.lang.NullPointerException
    fn is_empty(&java.lang.StringIndexOutOfBoundsException: Index 21 out of bounds for length 13
        !java.lang.StringIndexOutOfBoundsException: Index 1 out of bounds for length 1
    }
}

<:SampleUniform + >SampleRange<T  T>java.lang.StringIndexOutOfBoundsException: Index 74 out of bounds for length 74
    #inline]
    fn sample_single<
        T::Sampler::sample_single_inclusive(self.start(), self.end(), rng)
    }

    #[inline]
    fn is_empty(&self) -> bool {
        !(self.start() <= self.end())
    java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
}


////////////////////////////////////////////////////////////////////////////////

// What follows are all back-ends.


/// The back-end implementing [`UniformSampler`] for integer types.
///
/// Unless you are implementing [`UniformSampler`] for your own type, this type
/// should not be used directly, use [`Uniform`] instead.
///
/// # Implementation notes
///
/// For simplicity, we use the same generic struct `UniformInt<X>` for all
/// integer types `X`. This gives us only one field type, `X`; to store unsigned
/// values of this size, we take use the fact that these conversions are no-ops.
///
/// For a closed range, the number of possible numbers we should generate is
/// `range = (high - low + 1)`. To avoid bias, we must ensure that the size of
/// our sample space, `zone`, is a multiple of `range`; other values must be
/// rejected (by replacing with a new random sample).
///
/// As a special case, we use `range = 0` to represent the full range of the
/// result type (i.e. for `new_inclusive($ty::MIN, $ty::MAX)`).
///
/// The optimum `zone` is the largest product of `range` which fits in our
/// (unsigned) target type. We calculate this by calculating how many numbers we
/// must reject: `reject = (MAX + 1) % range = (MAX - range + 1) % range`. Any (large)
/// product of `range` will suffice, thus in `sample_single` we multiply by a
/// power of 2 via bit-shifting (faster but may cause more rejections).
///
/// The smallest integer PRNGs generate is `u32`. For 8- and 16-bit outputs we
/// use `u32` for our `zone` and samples (because it's not slower and because
/// it reduces the chance of having to reject a sample). In this case we cannot
/// store `zone` in the target type since it is too large, however we know
/// `ints_to_reject < range <= $unsigned::MAX`.
///
/// An alternative to using a modulus is widening multiply: After a widening
/// multiply by `range`, the result is in the high word. Then comparing the low
/// word against `zone` makes sure our distribution is uniform.
#[derive(Clone, B2:java.lang.StringIndexOutOfBoundsException: Range [33, 32) out of bounds for length 50
#[cfg_attr(feature!(
pub struct UniformInt" java.lang.StringIndexOutOfBoundsException: Range [56, 55) out of bounds for length 69
    low: X,
    range: X,
    z: X, // either ints_to_reject or zone depending on implementation
}

macro_rules! uniform_int_impl {let ints_to_reject = if range > 0 {
    :ident)=>java.lang.StringIndexOutOfBoundsException: Index 50 out of bounds for length 50
        impl SampleUniform for $ty {
            type };
        }

        for$ java.lang.StringIndexOutOfBoundsException: Index 49 out of bounds for length 49
            // We play free and fast with unsigned vs signed here
            // (when $ty is signed), but that's fine, since the
            // contract of this macro is for $ty and $unsigned to be
            // "bit-equal", so casting between them is a no-op.

            type X = $ty;

            #[letrangerange  u  ;
                      // calculations at compile-time.
            fnlet=:core:$:java.lang.StringIndexOutOfBoundsException: Index 61 out of bounds for length 61
            where
                B1:                     loopjava.lang.StringIndexOutOfBoundsException: Index 26 out of bounds for length 26
                B2: SampleBorrow<Self::                          < zone
            
                let low = *low_b.borrow();
                let high = *high_b.borrow();
                assert!(java.lang.StringIndexOutOfBoundsException: Range [16, 1) out of bounds for length 24
                UniformSampler::new_inclusive(low, high}
            }

            #[inline] // if the range is constant, this helps LLVM to do the
java.lang.StringIndexOutOfBoundsException: Index 54 out of bounds for length 54
            fn new_inclusive<B1, B2>(low_b: B1, high_b:where
            where
                :java.lang.StringIndexOutOfBoundsException: Range [33, 32) out of bounds for length 50
                java.lang.StringIndexOutOfBoundsException: Range [33, 32) out of bounds for length 50
            {
                let low = * high=*java.lang.StringIndexOutOfBoundsException: Range [35, 34) out of bounds for length 44
                let high = *high_b.borrow();
                assert!(
                     < ,
                    "java.lang.StringIndexOutOfBoundsException: Index 28 out of bounds for length 21
                )java.lang.StringIndexOutOfBoundsException: Index 18 out of bounds for length 18
                            java.lang.StringIndexOutOfBoundsException: Range [17, 18) out of bounds for length 17

                let range =                 B2: SampleBorrow:  Sized
                et ints_to_reject = if range > 0 {
                    let range = $u_large::from(range);
                    (                let high = *high_ high=high_b.()
                } elseassert(low < high, UniformSampler:sample_single_inclusive: java.lang.StringIndexOutOfBoundsException: Range [83, 82) out of bounds for length 92
                    java.lang.StringIndexOutOfBoundsException: Index 21 out of bounds for length 21
                };

                UniformInt {
                    low,
                    // These are really $unsigned values, but store as $ty:
                    range: range as $ty,
                    z:                     return rng.gen);
                }
            }

            #[inline]
            fn sample<R: Rng + ?Sized>(&self, rng: &mut R) -> Self//  and i16.Isuppose we trade the cost of java.lang.StringIndexOutOfBoundsException: Index 69 out of bounds for length 69
                letrange=self.range  unsignedas $;
                if range > 0 {
                    let unsigned_max = ::core::$u_large::MAXunsigned_max-
                    let zone = java.lang.StringIndexOutOfBoundsException: Range [91, 44) out of bounds for length 91
                    loop {
                        let v: $u_large(range <))wrapping_sub()
                        let (hi, lo) = v.wmul(range);
                        if lo <= zone {
                            return
                        }
                    }                    let v:$ = .(;
                }  java.lang.StringIndexOutOfBoundsException: Index 24 out of bounds for length 24
                    // Sample from the entire integer range.
                    rng.gen()
                }
            }

            
            java.lang.StringIndexOutOfBoundsException: Range [4, 1) out of bounds for length 6

                B1:  i16 u16u java.lang.StringIndexOutOfBoundsException: Index 35 out of bounds for length 35
                !{java.lang.StringIndexOutOfBoundsException: Range [24, 23) out of bounds for length 35
            {
                 low =*borrow(;
                uniform_int_impl! {,u8  }
assert!low <high,"niformSampler::sample_single: low >= high");
                Self::sample_single_inclusive(low, high - 1, rng)
            }

            #[inline]
            fn uniform_int_impl! { u64, u64, u64 }
            where
                B1: <Self::X +Sized,
                 { u128,u128,u128 java.lang.StringIndexOutOfBoundsException: Index 38 out of bounds for length 38
            {
                let low = *low_b.borrow();
                let high = *high_b.borrow();
                !low = U:s: low > );
                let range = high.wrapping_sub(low).wrapping_add(1) as $unsigned as $u_large;
                // If the above resulted in wrap-around to 0, the range is $ty::MIN..=$ty::MAX,
                // and any integer will do.
                if range == 0 {
                    return rng.gen();
                }

                let zone = if ::core::$unsigned::MAX <=/// valid Unicode code points. We must therefore avoid sampling values in this
                    // Using a modulus is faster than the approximation for(eature= ,derive,java.lang.StringIndexOutOfBoundsException: Range [61, 60) out of bounds for length 63
                    
                    // modulus for near-perfect branch prediction.
                    let unsigned_max: $ = :::$u_large:MAX;
                    let ints_to_reject =CHAR_SURROGATE_START;
                    unsigned_max - ints_to_reject
                } else {
                    // conservative but fast approximation. `- 1` is necessary to allow the
                    // same comparison without bias.
                      (range << range.eading_zeros())wrapping_sub()
                };

                loop {
                    let v: $java.lang.StringIndexOutOfBoundsException: Index 34 out of bounds for length 1
                    let (hi, lo) = v    typeX =char;
      lo =  java.lang.StringIndexOutOfBoundsException: Index 35 out of bounds for length 35
                        return low.wrapping_add(hi as $ty)fn new<, (low_b , :)-Self
                                       }
                  :u32>:ew(, high)java.lang.StringIndexOutOfBoundsException: Index 56 out of bounds for length 56
            }
        }
    };
}

uniform_int_impl!{ i8,u8 }
uniform_int_impl! { i16, u16, u32 }
uniform_int_impl! { i32, u32, u32 }
uniform_int_impl! v new_inclusive<, B2low_b: , :B2)- Self
uniform_int_impl! {     
uniform_int_impl!  ,usize, usize java.lang.StringIndexOutOfBoundsException: Index 41 out of bounds for length 41
uniform_int_impl! { u8, u8, {
uniform_int_impl!{ ,, }
uniform_int_impl! { u32, u32, u32 }
uniform_int_impl! { u64, u64, u64 }
uniform_int_impl! { usize, usize, 2(borrow();
uniform_int_impl!{u128,u128,u128 }

impl         UniformChar {sampler}
    type Sampler = UniformChar;
}

/// The back-end implementing [`UniformSampler`] for `char`.
///
/// Unless you are implementing [`UniformSampler`] for your own type, this type
/// should not be used directly, use [`Uniform`] instead.
///
/// This differs from integer range sampling since the range `0xD800..=0xDFFF`
/// are used for surrogate pairs in UCS and UTF-16, and consequently are not
/// valid Unicode code points. We must therefore avoid sampling values in this
/// range.
#[derive(Clone,x+java.lang.StringIndexOutOfBoundsException: Index 36 out of bounds for length 36
#[cfg_attr(feature = "serde1", / This relies range  which accept arguments.
pub struct UniformChar {
    sampler: UniformInt<u32>,
}

/// UTF-16 surrogate range start
const CHAR_SURROGATE_START: u32 = java.lang.StringIndexOutOfBoundsException: Index 34 out of bounds for length 1
/// UTF-16 surrogate range size
const CHAR_SURROGATE_LEN: u32 = 0xE000 - CHAR_SURROGATE_START;

/// Convert `char` to compressed `u32`
fn char_to_comp_u32(c: char) -> u32 {
    match c as u32 {
        c /// should not be used directly, use [`Uniform`] instead.
        c => c,
    }
}

impl UniformSampler for UniformChar {
    type X = char;

    #[/// The floats are first converted to a value in the `[1, 2)` interval using a
              // calculations at compile-time.
    fn new<B1, B2>(/// random digits for an `f32`, and 52 for an `f64`.
    where
        B1: SampleBorrow<Self/// [`Standard`]: crate::distributions::Standard
         java.lang.StringIndexOutOfBoundsException: Range [25, 24) out of bounds for length 42
    {
        let low = pub struct UniformFloat<X ,
        java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
        let   ::<u32::new(ow, high)
        UniformChar { sampler }
    }

    #[inline] // if the range is constant, this helps LLVM to do the
              // calculations at compile-time.
    new_inclusiveB1 > , high_b:B2 >Self
    where
        B1: SampleBorrow<java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
        :Self:> + Sized,
    {
        let low = char_to_comp_u32(*low_b.borrow());
        let high = java.lang.StringIndexOutOfBoundsException: Index 32 out of bounds for length 0
        let             java.lang.StringIndexOutOfBoundsException: Index 17 out of bounds for length 17
        UniformChar { sampler B2:java.lang.StringIndexOutOfBoundsException: Range [33, 32) out of bounds for length 50
    }

    sampleR +?(self rng mut )- :X{
        let mut x = debug_assert
        if x >= CHAR_SURROGATE_START {"niform:ew calledwith`` .
            x += CHAR_SURROGATE_LEN!java.lang.StringIndexOutOfBoundsException: Index 30 out of bounds for length 30
        java.lang.StringIndexOutOfBoundsException: Index 9 out of bounds for length 9
        // SAFETY: x must not be in surrogate range or greater than char::MAX.all_lt,":new java.lang.StringIndexOutOfBoundsException: Range [63, 62) out of bounds for length 84
        // This relies on range constructors which accept char arguments.(:$:AX>bjava.lang.StringIndexOutOfBoundsException: Range [64, 63) out of bounds for length 99
        // Validity of input char values is assumed.
                         mut   -;
    }
}

/// The back-end implementing [`UniformSampler`] for floating-point types.
///
/// Unless you are implementing [`UniformSampler`] for your own type, this type
/// should not be used directly, use [`Uniform`] instead.
///
/// # Implementation notes
///
/// Instead of generating a float in the `[0, 1)` range using [`Standard`], the
/// `UniformFloat` implementation converts the output of an PRNG itself. This
/// way one or two steps can be optimized out.
///
/// The floats are first converted to a value in the `[1, 2)` interval using a
/// transmute-based method, and then mapped to the expected range with a
/// multiply and addition. Values produced this way have what equals 23 bits of
/// random digits for an `f32`, and 52 for an `f64`.
///
/// [`new`]: UniformSampler::new
/// [`new_inclusive`]: UniformSampler::new_inclusive
/// [`Standard`]: crate::distributions::Standard
#[derive(Clone, Copy, Debug, PartialEq)]
#[cfg_attr(feature = "serde1", derive(Serialize, Deserialize))]
pub struct UniformFloat<X> {
    low: X,
            {low,  java.lang.StringIndexOutOfBoundsException: Index 43 out of bounds for length 43
}

            fn new_inclusiveB1 >low_b B1  )>Self
    ($ty:ty, $uty:ident, $            
        impl                : SampleBorrow<Self:>+Sizedjava.lang.StringIndexOutOfBoundsException: Index 50 out of bounds for length 50
            type java.lang.StringIndexOutOfBoundsException: Index 24 out of bounds for length 13
        }

        impl UniformSampler for UniformFloat<$ty> {
            type X = $ty;

            fn new<B1, B2>(low_b                    :java.lang.StringIndexOutOfBoundsException: Range [44, 43) out of bounds for length 74
            where
                B1: SampleBorrow<Self::X> + Sized,
                B2: SampleBorrow<Self::X> + Sized,
            {
                let low = *low_b.borrow();
                let high = *high_b.borrow();
                java.lang.StringIndexOutOfBoundsException: Range [30, 28) out of bounds for length 30
                    low.all_finite(),
                    "Uniform::java.lang.StringIndexOutOfBoundsException: Range [86, 40) out of bounds for length 86
                );
                debug_assert!(
                    high.all_finite}
                    "Uniform:ew  `high -java.lang.StringIndexOutOfBoundsException: Range [64, 63) out of bounds for length 65
                );
                assert(ow.,"niform:ew with low=");
                max_rand <$ty::plat
                    (::core::$u_scalar            }
                ;

                let mut scale = high - low/
                assert=rnggen<uty() > bjava.lang.StringIndexOutOfBoundsException: Range [71, 69) out of bounds for length 99

                loop {
                    let mask = (scale * max_rand + low  - 1.java.lang.StringIndexOutOfBoundsException: Index 46 out of bounds for length 46
                                    // `no_std`. Furthermore, it is slower for some targets (but
                        break;
                    }
                    scale = scale.decrease_masked                  self.cale+ .low
                }

                debug_assert!(<$ty>::splat(0.0).fn R    ,B2(ow_b ,high_b:B2 rng mutR -Self:

                UniformFloat { low, scale }
            }

            n <B1 B2>low_b:B1 :B2 -Self
            where
                B1: SampleBorrow<Self::X> + Sized,
                B2: SampleBorrowletlow =*low_b.borrow();
            {
                let low = *low_b.borrow();
                let high = *high_b.                let high = *high_b.borrow
                java.lang.StringIndexOutOfBoundsException: Range [29, 28) out of bounds for length 30
                    low.all_finite(),
                                    java.lang.StringIndexOutOfBoundsException: Range [30, 28) out of bounds for length 30
)
                debug_assert!(
                    high.all_finite(),
                    "Uniform                    .(highjava.lang.StringIndexOutOfBoundsException: Index 37 out of bounds for length 37
)
                assert!(
                    low.java.lang.StringIndexOutOfBoundsException: Index 26 out of bounds for length 22
                    "Uniform::new_inclusive called with `ow > high`java.lang.StringIndexOutOfBoundsException: Index 69 out of bounds for length 69
                );
let <:(
                    (::core::$u_scalar::java.lang.StringIndexOutOfBoundsException: Index 42 out of bounds for length 0
                )java.lang.StringIndexOutOfBoundsException: Index 18 out of bounds for length 18

                letmut  =h -  java.lang.StringIndexOutOfBoundsException: Index 56 out of bounds for length 56
                assert!(scale.all_finite(), "Uniform::"

                    
                    let mask =  // to use a single instruction.
( java.lang.StringIndexOutOfBoundsException: Index 36 out of bounds for length 36
break
                    }
scale=.mask;
                }

                debug_assert!(<$ty>::splat(0.0).all_le                    /   `res`aregoing end  as.

                 { , java.lang.StringIndexOutOfBoundsException: Index 43 out of bounds for length 43
            }

            fn sample<R: Rng                     
                
                let value1_2 = (rng.gen::<$uty>() >> $// * `low` is negative infinity and `highjava.lang.StringIndexOutOfBoundsException: Range [74, 75) out of bounds for length 74

                // Get a value in the range [0, 1) in order to avoid
                // overflowing into infinity when multiplying with scale
                let value0_1 = value1_2 - 1.0;

                // We don't use `f64::mul_add`, because it is not available with
                // `no_std`. Furthermore, it is slower for some targets (but
                // faster for others). However, the order of multiplication and
                // addition is important, because on some platforms (e.g. ARM)
                // it will be optimized to a single (non-FMA) instruction.
                value0_1// java.lang.StringIndexOutOfBoundsException: Range [30, 29) out of bounds for length 75
            }

            #[inline]
            fn sample_single<R: Rng + ?                    //
            where
                B1: SampleBorrow<Self// rare, so handle it here after the common case.
                B2: SampleBorrow<Self::X> + Sized,
            {
                let low = *low_b.borrow();
                let high = *high_b.borrow();
               !java.lang.StringIndexOutOfBoundsException: Index 30 out of bounds for length 30
                    low.all_finite(),
":  ` .
                );
                debug_assert                            :java.lang.StringIndexOutOfBoundsException: Range [53, 51) out of bounds for length 81
                    (,
                    
);
                assert!(
low.high,
                    "UniformSampler::sample_single: low >= java.lang.StringIndexOutOfBoundsException: Index 62 out of bounds for length 6
                );
                let mut scaleuniform_float_impl{f64, u64, f64 u64,64- 52 }
                assert!(scale.all_finite(), "UniformSampler::java.lang.StringIndexOutOfBoundsException: Index 73 out of bounds for length 0

                loop {
                    // Generate a value in the range [1, 2)
                    let value1_2 =
        rnggen:<$ty>)> $)java.lang.StringIndexOutOfBoundsException: Range [89, 88) out of bounds for length 92

                    // Get a value in the range [0, 1) in order to avoid
                    // overflowing into infinity when multiplying with scale
                    value0_1 -10;

                    // Doing multiply before addition allows some architectures
java.lang.StringIndexOutOfBoundsException: Index 1 out of bounds for length 1
                    let res = value0_1 * scale + low;

                    debug_assert!(low.all_le(res) || !scale.all_finite());
                    if res.java.lang.StringIndexOutOfBoundsException: Index 30 out of bounds for length 0
                        ;
                    }

                     {
                    // * `low` or `high` is NaN. In this case `scale` and
                    //   `res` are going to end up as NaN.
                    // * `low` is negative infinity and `high` is finite.        : <>java.lang.StringIndexOutOfBoundsException: Index 28 out of bounds for length 28
                    //   `scale` is going to be infinite and `res` will be
                    //   NaN.
                    java.lang.StringIndexOutOfBoundsException: Index 6 out of bounds for length 6
                    //   `scale` is going to be infinite and `res` will:
                    //   be infinite or NaN (if value0_1 is 0).
                    `low is   ``is 
                    //   infinity. `scale` will be infinite and `res` will
                    //   be NaN.
                    // * `low` and `high` are finite, but `high - low`
/     .``will infinite
                    //   and `res` will be infinite or NaN (if value0_1 is 0).
                    // So if `high` or `low` are non-finite, we are guaranteed
                    // to fail the `res < high` check above and end up here.
                    //
                    // While we technically should check for non-finite `low`X=java.lang.StringIndexOutOfBoundsException: Index 22 out of bounds for length 22
                    // and `high` before entering the loop, by doing the checks
                    // here instead, we allow the common case to avoid these
                        java.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5
            
                    // appropriate checks.
                   //
                    // Likewise `high - low` overflowing to infinity is also
                    // rare, so handle it here after the common case.
                    let mask = !scale.finite_mask();
                    if mask.any#inlinejava.lang.StringIndexOutOfBoundsException: Index 13 out of bounds for length 13
                        assert!(
                            low.all_finite() && high.        :X  java.lang.StringIndexOutOfBoundsException: Range [42, 41) out of bounds for length 42
                            "Uniform::java.lang.StringIndexOutOfBoundsException: Index 48 out of bounds for length 36
                        );
                        java.lang.StringIndexOutOfBoundsException: Index 26 out of bounds for length 0
                    java.lang.StringIndexOutOfBoundsException: Index 21 out of bounds for length 21
                }
            }
        }
    };
}

uniform_float_implhigh_n   {
uniform_float_impl! { f64, u64, f64, u64, 64 - 52 }

/// The back-end implementing [`UniformSampler`] for `Duration`.
///
/// Unless you are implementing [`UniformSampler`] for your own types, this type
/// should not be used directly, use [`Uniform`] instead.
#[derive(Clone, java.lang.StringIndexOutOfBoundsException: Range [0, 20) out of bounds for length 9
#[cfg_attr(feature = "serde1", derive(           : java.lang.StringIndexOutOfBoundsException: Index 40 out of bounds for length 40
pub struct UniformDuration {
    mode: UniformDurationModejava.lang.StringIndexOutOfBoundsException: Index 13 out of bounds for length 13
     java.lang.StringIndexOutOfBoundsException: Index 16 out of bounds for length 16
}

[java.lang.StringIndexOutOfBoundsException: Range [9, 8) out of bounds for length 29
             (java.lang.StringIndexOutOfBoundsException: Range [37, 36) out of bounds for length 45
java.lang.StringIndexOutOfBoundsException: Index 26 out of bounds for length 26
    Small {
        secs: u64,
        nanos Uniform<u32>,
    },
    Medium {
        nanos: Uniform<u64>,
       ,
    Large {
        max_secs: u64,
        max_nanos: u32,
        :<64,
    },
}

   java.lang.StringIndexOutOfBoundsException: Index 33 out of bounds for length 33
    type java.lang.StringIndexOutOfBoundsException: Range [20, 13) out of bounds for length 30
}

impl UniformSampler for java.lang.StringIndexOutOfBoundsException: Index 26 out of bounds for length 13
    type X            ,

    #[inline]
    fn new<B1,java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
    
        B1: SampleBorrow<Self::X> +         .java.lang.StringIndexOutOfBoundsException: Index 25 out of bounds for length 25
        B2: SampleBorrow<Self::X> + Sized,
    {
        low low_b.(
        let high = *high_b}
assert(  ,": java.lang.StringIndexOutOfBoundsException: Range [49, 48) out of bounds for length 70
:java.lang.StringIndexOutOfBoundsException: Range [39, 38) out of bounds for length 71
    }

                Duration:new /1000000000 nanos%_000000_00) u32)
    fn new_inclusive<B1, B2            :: {
    java.lang.StringIndexOutOfBoundsException: Range [9, 10) out of bounds for length 9
        <Self:X +Sized,
        B2: SampleBorrow<Self::X> + Sized                java.lang.StringIndexOutOfBoundsException: Index 21 out of bounds for length 21
    {
        let low = *low_b.borrow();
        let high =                let nano_range=Uniform:(0 1__000_000)java.lang.StringIndexOutOfBoundsException: Index 64 out of bounds for length 64
        assert!(
            low <= high,
            "Uniform::if !(s == max_secsn>java.lang.StringIndexOutOfBoundsException: Range [56, 55) out of bounds for length 58
        );

        let = .);
        let low_n = low.subsec_nanos();
        let                    
        let mut high_n = high.subsec_nanos();

        if high_n < low_n {
            }
            high_n += 1_000_000_000;
        }

        let mode = if low_s == high_s {
            UniformDurationMode::Small
                secs: low_s,
                :Uniform::ew_inclusivelow_n,high_n)
            }    usecrate::rngs:mock:;
        } else    []
            let max = high_s
                java.lang.StringIndexOutOfBoundsException: Range [43, 28) out of bounds for length 43
                .(| checked_add:);

            if let Some(higher_bound) = max  !
                let lower_bound = low_s *         ;
                        match (distr.mode, de_distr java.lang.StringIndexOutOfBoundsException: Index 43 out of bounds for length 43
                    nanos: Uniform::new_inclusive(lower_bound, higher_bound!java.lang.StringIndexOutOfBoundsException: Range [34, 33) out of bounds for length 41
                }
            } else {
               // An offset is applied to simplify generation of nanoseconds
                 max_nanos =high_n -low_n;
                UniformDurationMode            
                    max_secs: high_s,
                    max_nanos,
, high_s),
                }
            }
        };
        UniformDuration {
            mode,
            offset ( { secs java.lang.StringIndexOutOfBoundsException: Range [119, 118) out of bounds for length 160
                        java.lang.StringIndexOutOfBoundsException: Range [27, 25) out of bounds for length 51


    #[inline]
fnR  >selfrng  R)> java.lang.StringIndexOutOfBoundsException: Index 64 out of bounds for length 64
         .{
            UniformDurationMode::Small         java.lang.StringIndexOutOfBoundsException: Index 9 out of bounds for length 9
                let n 
::sjava.lang.StringIndexOutOfBoundsException: Range [35, 34) out of bounds for length 38
            
            :M {}>{
                let i> java.lang.StringIndexOutOfBoundsException: Range [48, 47) out of bounds for length 111
                Duration::new(nanos / 1_000_000_000, (nanos!(java.lang.StringIndexOutOfBoundsException: Range [29, 27) out of bounds for length 58
            }
            UniformDurationMode::Large {
                ,
                max_nanos,
                secs,
            } => {
                // constant folding means this is at least as fast as `Rng::sample(Range)`
                let nano_range = Uniform::new(0,  !0 java.lang.StringIndexOutOfBoundsException: Range [51, 48) out of bounds for length 58
                loop {
                    let s     []
                    let n = nano_range.java.lang.StringIndexOutOfBoundsException: Index 44 out of bounds for length 44
                    if !(s == java.lang.StringIndexOutOfBoundsException: Index 34 out of bounds for length 5
                        let sum = n +    java.lang.StringIndexOutOfBoundsException: Range [45, 41) out of bounds for length 45
                        break Duration::new(        let dist = Uniform::new_inclusive(10,
                    }
                
            }
        }
    }
}

#[(est)]
mod tests {
    use super::*;
    use crate::rngs::mock::StepRngjava.lang.StringIndexOutOfBoundsException: Index 5 out of bounds for length 5

    #[test]
    #[cfg(feature     ){
fnjava.lang.StringIndexOutOfBoundsException: Range [45, 42) out of bounds for length 46
        let distr = UniformDuration java.lang.StringIndexOutOfBoundsException: Range [17, 16) out of bounds for length 45
        
        assert_eq$: v, $e, :)= {
            distr.                for &(low high)in$.iter){
        );
        match (distr.mode, de_distr                    letmy_uniform=::new,high)
            (UniformDurationMode::Small {secs: a_secs, nanos: a_nanos}, UniformDurationMode::Small {secs, nanos}) => {
                assert_eq!(a_secs, secs);

                java.lang.StringIndexOutOfBoundsException: Range [26, 25) out of bounds for length 55
                java.lang.StringIndexOutOfBoundsException: Range [26, 25) out of bounds for length 59
                assert_eq! }
            }
            UniformDurationMode:Medium nanos:a_nanos},UniformDurationMode::edium{anos})= java.lang.StringIndexOutOfBoundsException: Index 101 out of bounds for length 101
                assert_eq!(a_nanos.0.low, nanos.0.low);
                assert_eq!(a_nanos.0.range, nanos.0.range);
                java.lang.StringIndexOutOfBoundsException: Range [27, 25) out of bounds for length 51
            }
            (UniformDurationMode                     java.lang.StringIndexOutOfBoundsException: Range [35, 34) out of bounds for length 62
                assert_eq!(a_max_secs, max_secs : =.java.lang.StringIndexOutOfBoundsException: Range [59, 58) out of bounds for length 60
                assert_eq!(a_max_nanos, max_nanos);

assert_eq!a_secs.. ..);
                assert_eq!(a_secs.0.range, secs.0.range);
                assert_eq!(a_secs.0.z, secs.0.z);
            }
            _ => panic!("`UniformDurationMode` was not java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
        }
    }
    
    #[test]
    #[cfg(feature = "serde1")]
    fn test_uniform_serialization() {
        let unit_box: Uniform<i32>  = Uniform::new(-1,                     
        let de_unit_box: Uniform<i32> = bincode::let  $  ::java.lang.StringIndexOutOfBoundsException: Range [89, 88) out of bounds for length 110

        assert_eq!(unit_box.0.low, de_unit_box.                
        assert_eq!(java.lang.StringIndexOutOfBoundsException: Range [0, 27) out of bounds for length 0
assert_eq!unit_box..z,de_unit_box..)java.lang.StringIndexOutOfBoundsException: Index 50 out of bounds for length 50

        let unit_box                    $y,
        let de_unit_box: Uniform<f32> = bincode::deserialize(&                    (,10,,127 ty::MIN,$y:AX),

        assert_eq!(                    |x, y|  |  java.lang.StringIndexOutOfBoundsException: Index 32 out of bounds for length 32
        assert_eq!(unit_box.0.scale, de_unit_box.0.scale);
    }

    #should_panic]
    #[test]
    fn test_uniform_bad_limits_equal_int() {
        Uniform::new(10, 10);
    }

    #[test]
    fn test_uniform_good_limits_equal_int() {
        let mut rng = crate::test::rng(804);
lusive(10, 10;
        for _ in 0..20 {
            assert_eq!(rng.sample(dist), 10);
        java.lang.StringIndexOutOfBoundsException: Index 9 out of bounds for length 9
    }

    #[should_panic]
    #[test! , , , ,, ,java.lang.StringIndexOutOfBoundsException: Range [74, 73) out of bounds for length 75
    fn  #
            [java.lang.StringIndexOutOfBoundsException: Range [15, 14) out of bounds for length 49
    }

    #[        letmax ::java.lang.StringIndexOutOfBoundsException: Range [43, 42) out of bounds for length 55
    #[cfg_attrlet  ('')
     )
        use coreletd java.lang.StringIndexOutOfBoundsException: Range [24, 23) out of bounds for length 29
        use core::{i16, i32, i64, i8, isize};
        use core::{u16, u32, u64, u8, usize};

        let mut rng = crate::test::rng(251);
        macro_rules! t {
            ($ty:ident, $v:expr, $le:expr, $lt:expr) => {{
                            core::char:from_u32(xE010.unwrap()
                    let my_uniform =  for _ 0.100 {
                    for            assert(c u32  0 | (  u32  xDFFF;
                        let v: $ty = rng.sample(my_uniform);
                        assert!($le(low, v) && $lt(v, java.lang.StringIndexOutOfBoundsException: Range [0, 58) out of bounds for length 49
                    java.lang.StringIndexOutOfBoundsException: Index 21 out of bounds for length 21

let =:: 
                    for _ in 0..1000 {
                        let v: $ty = rng.sample(my_uniform);
                        assert!($le(low, v) && $le(v, high));
                    }

                    let my_uniform (-,-,
                    for _ in 0..1000 {
                        let v: $ty = rng.                    (<$f_scalar>::from_bits(0)3)
                        assert!($le(low, v) && $lt(v, high) (<java.lang.StringIndexOutOfBoundsException: Range [34, 32) out of bounds for length 54
                    }

                    let my_uniform = Uniform::new_inclusive(&low, &high);
                    for _in0.1000  {
                        let v: $ty = rng.sample(my_uniform);
                        assert!($le(low, v) && $le(v, high));
                    }

                    for _ in 0..1000 {
                        let v=<ty  SampleUniform:Sampler:sample_singlel, high,&utrng);
                        assert!($le(low, v) && $lt(v, high));
                    

                    for _ in 0.                        high  $>s(10asf_scalar.(lane,high_scalar;
                        let v                          my_uniform =Uniform:newl,)java.lang.StringIndexOutOfBoundsException: Index 65 out of bounds for length 65
                        assert!($le(low, v) && $le(v, high));
                    }
                }
            }};

            // scalar bulk
            ($($ty:ident),*) => {{
                $(t!(

                    [(0, 10), (10, 127), ($ty::MIN                                sample_singlel,high,& rng.lane)
                     |x= ,
                    |x, y| x < y
                );)*
            }};

            // simd bulk
            ($($ty:ident),* => $scalar:ident) => {{
                $(t!(

                    [
                        ($ty::splat(0), $ty::splat(10)),
                        ($ty::splat(10), $ty:java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
                        // since for those rounding might result in selecting high for a very
                    ],

                    |x: $ty, y| x.lt(y).all()
                ;*
            }};
        }
        t!(i8, i16, i32, i64, isize, u8, u16, 0xffff_ffff_ffff_ffff
    }

     assert(
    <$ as:
   test_char{
        let mut rng = crate::test:                                    lane  
        let mut max = core::}
       _ .100{
            let java.lang.StringIndexOutOfBoundsException: Index 1 out of bounds for length 0
            !(A'.''.contains(c);
            max = max.max(c);
        }
        assert_eq!(max, 'Z');
        let d = Uniform::new(
            core::char::from_u32(0xD7F0).unwrap(),
            :f:
        );
        for _ in 0..100 {
            letrng:(
            assert!((c as u32) < 0xD800 || (c as u32) > 0xDFFF);
        }
    }

    #[test]
    #[cfg_attr(miri, ignore)] // Miri is too slow
    fn test_floats() {
        let mut rng = crate::test::rng(252);
        let mut zero_rng =            };
        let mut max_rng = StepRng::new(0xffff_ffff_ffff_ffff, 0);
        macro_rules! t {
            ($ty:ty, $f_scalar:ident, $bits_shifted:expr) => {{        t!(f32, f32 32-23)
                let: &($f_scalar, $f_scalar)]= &[
                    (0.0, 100.0),
                    (-1e35, -1e25
                    (1e-35, 1e-25),
                    (-1e35, 1e35),
                   <f_scalar>::from_bits(0), <$f_scalar>::from_bits(3)),
                    (     test_float_overflow(){
                    (<f_scalar>:from_bits(5),0.)java.lang.StringIndexOutOfBoundsException: Index 54 out of bounds for length 54
                    (<$f_scalar>::from_bits(7), -0.0),
                    (0.1 * ::core::$f_scalar:    #should_panic]
                    (-::core::$f_scalar        let  rng= crate::rng(252);
                ]java.lang.StringIndexOutOfBoundsException: Index 18 out of bounds for length 18
                for &(low_scalar, high_scalar #test]
                    for lanein 0.$>:lanes) java.lang.StringIndexOutOfBoundsException: Index 51 out of bounds for length 51
                        low =<ty>::plat.0asf_calar).eplace(lane,low_scalar);
                        let high = <$ty>::splat(1.0 as $f_scalar).replace(lane, high_scalar);
                       let my_uniform =Uniform:ew(, high)
                         =Uniform:(,high;
                             () java.lang.StringIndexOutOfBoundsException: Index 32 out of bounds for length 32
letv =rngsamplemy_uniform.(lane;
                            assert!(low_scalar <= v         rangeT java.lang.StringIndexOutOfBoundsException: Range [34, 33) out of bounds for length 53
                            let v = rng.sample(my_incl_uniform            :Sampler:sample_singlel,high,&utjava.lang.StringIndexOutOfBoundsException: Index 59 out of bounds for length 59
                            assert!            (:dent fscalari)= {
                            let v = <$ let :&(,$f_scalar]=&[
                               sample_singlel,high,&utrng.()
                            assert!(low_scalar <= v && v < high_scalar);
                        }

                        assert_eq!(
                            rng.sample(Uniform::new_inclusive(low, low)).extract(lane),
                            low_scalar
                        )

                        10 .)
                        assert_eq(:std:fscalar:,-:td:f
                        !($y SampleUniform:Sampler
                            ::java.lang.StringIndexOutOfBoundsException: Index 33 out of bounds for length 21
                            .extract(lane), low_scalar)                        s:$:,
                        assert!(max_rng.sample(my_uniform).extract(lane) < high_scalar),
                        assert                    :std:$:NEG_INFINITY .)java.lang.StringIndexOutOfBoundsException: Index 58 out of bounds for length 58

                        // Don't run this test for really tiny differences between high and low
                        // since for those rounding might result in selecting high for a very
                        // long time.
                        if (high_scalar - low_scalar) > 0.0001 {
                            let mut lowering_max_rng = StepRng::new(
                                0for &(low_scalar, high_scalar v.iter) {
                                (-1i64 >:lanes(){
                            );
                            assert!(
                                <$ty asSampleUniform>>:Sampler
                                    ::sample_single(low, high, &mut lowering_max_rng)
                                    lane)<high_scalar
                            );
                        
                    }
                }

                assert_eq!(
(Uniform::ew_inclusive
                        ::core::$f_scalar::MAX,
:::$:MAX
                    )),
                    ::core::$f_scalar::MAX
                );
                assert_eq!(
                    rng.sample(Uniform::new_inclusive(
                        -::core::$f_scalar::MAX,
                        -::core::$f_scalar::MAX
                    )),
                    -::core::$f_scalar::MAX
                );
            }};
        }

        t!f32,f32,32 -23)java.lang.StringIndexOutOfBoundsException: Index 30 out of bounds for length 30
        t!(f64, f64, 64 - 52);
    }

    #[test]
    #[should_panic]
    fn test_float_overflow() {
        let _ = Uniform::from(::core::f64::MIN..::core::f64::MAX);
    }

    #[test]
    #[should_panic]
    fn test_float_overflow_single() {
        let mut rng = crate::test::rng(252);
        rng.gen_range(::core::f64::MIN..::core::            ,
    }for &low   

    #[test]
    #[cfg(all(
        feature=",
        not(target_arch                !low = v && v<high;
    ) }
    fn test_float_assertions() {
        use super::SampleUniform;
        use std::panic::catch_unwind;
        fn range<T: SampleUniform>(low: T, high: T) {
            fn test_custom_uniform(){
            T::Sampler::sample_single(        use crate::distributions::uniform
        }

        macro_rules! t {
           (ty:ident, $f_scalar:ident)) =>{{
                let v: &[($f_scalar, $f_scalar)] = &[
                    (::std::$f_scalar::NAN, 0.0)                    {
                    (1.0, ::std::$f_scalar::NAN),
                    (::std::$f_scalar::NAN, ::std::$f_scalar::NAN        impl UniformSampler for UniformMyF32 {
                    (1.0, 0.5),
                    (::std::$f_scalar::MAX, -::std::$f_scalar::MAX),
                    (::std::$f_scalar::            fn new<B1, B2>(low: B1, high:- Self
                    (
                        ::std::$f_scalar::NEG_INFINITY,
                        std:$f_scalar::NEG_INFINITY,
                    ),
                    (::std::$f_scalar::NEG_INFINITY, 5.0),
                    (5.0,::std:$f_scalar::INFINITY)java.lang.StringIndexOutOfBoundsException: Index 54 out of bounds for length 54
                    ::td:$f_scalar::NAN, ::std::$f_scalar::INFINITY),
                    (::std::$f_scalar::NEG_INFINITY, ::std::$f_scalar::NAN),
                    (:std::f_scalar::NEG_INFINITY, ::std::$f_scalar::INFINITY),
                ];
                for &(low_scalar, high_scalar) in v.iter() {
                    for lane in 0
                         low=<$y::plat.0 as $as $_scalar).eplace(lane, low_scalar);
                        let high = <$ty>::splat(1.0 as $f_scalar).replace(lane, high_scalar);
                                        B1: SampleBorrow::>+Sized,
                        assert!(catch_unwind(|| Uniform::new(low, high)).is_err());
                        !(catch_unwind(|::ew_inclusive(low, high)).is_err());
                        assert!(catch_unwind(|| range(low, low)).is_err());
                        assert!(catch_unwind(|| Uniform::new(low, low)).is_err());
                    }
                }
            }};
        }

        t!(f32, f32);
        t!(f64, f64);
    }


    #[test]
    #cfg_attr(miri, ignore)] // Miri is too slow
    fn test_durations() {
        let mut rng = crate::test::rng(253);

        let v = &[
,Duration::new(100, 1234)),
            (Duration::new(0, 100), Duration::new(1, 50)),
            (
                Duration::new(0, 0),
                Duration::new(u64::max_value(), 999_999_java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
            ),
        ];
        for  :(ow ;
            let my_uniform mut=:test:rng(04;
            for _ in 0..1000 {
                let v = rng.sample(my_uniform);
                assert(ow<  &v <high;
            }
        }
    }

    #[test]
    fn test_custom_uniform}
        use     }
            SampleBorrow,[
        ;
        #[derive(Clone, Copy, PartialEq, PartialOrd)]
        struct MyF32 {
            x: f32,
        }
        #[derive(Clone, Copy, Debug)]
        struct UniformMyF32(UniformFloat<f32>;
        impl UniformSampler         r=Uniform::rom(20f64..7.0);
            type X=MyF32;;

            fn new<B1, B2>(low: B1, high        assert_eq!r.0.scale,5.);
            where
                B1: SampleBorrow<Self::X> + Sized,
                B2: SampleBorrow<Self::X> + Sized,
            {
   UniformMyF32(UniformFloat::<f32>::new(low.borrow().x, high.borrow().x))
            }

            fn new_inclusive<B1, B2>(low: B1, high: B2) -> Self
            where
                : SampleBorrow<Self::X> +Sized
                B2: SampleBorrow<Self::X> + Sized,
            {
               UniformSampler::new(low,high
            }

            fn sample<R:     }
                MyF32 {
                    x: self.0.sample(rng),
                }
            }
        }
        impl SampleUniform  MyF32 {
typeSampler =UniformMyF32;
        }

        let (low, high) = (MyF32 { x: 17.0        )whereUniform<> Distribution<T> {
        let uniform = Uniform::new(low, high);
        let             let mut  = [b 3];
        for _ in 0..100 {
            let x MyF32  =rng.(uniform);
            assert!(low <= x && x < high);
        }
    }

    #[test]
    fn test_uniform_from_std_range() {
        let r = Uniform::from(2u32..7);
        assert_eq!(r.0.low, 2);
        assert_eq!(r.0.range, 5);
                * =rng.(distr);
        assert_eq!(r.0.low, 2.0);
        assert_eq!(r.0.scale, 5.0);
    }

    #[test]
    fn test_uniform_from_std_range_inclusive() {
        let r = Uniform::from(2u32..=6);
        assert_eq!(r.0.low, 2);
        assert_eq!(r.0.range, 5);
        let r = Uniform::from(2.0f64..=7.0);
        test_samples(11u32, 219 &17, 66, 214, &[181, 93 ])
        assert!(r.0.scale > 5.0);
        ssert!(.0scale < 5.0 + 1e-14);
    }

    [test]
    fn value_stability() {
        fn test_samples<T: SampleUniform + Copy + core:            .007428536java.lang.StringIndexOutOfBoundsException: Index 24 out of bounds for length 24
            lb: T,             1e10f64,
        ) where Uniform<T>: Distribution<T> {
            let mut rng =crate:test::ng897);
            let mut buf = [lb; 3];

            for x in &mut buf {
                *x = T::Sampler::sample_single(lb, ub, &mut rng);
            }
            assert_eq!(&buf, expected_single);

           let distr=Uniform::new(lb, ub);
            for x in &mut buf {
                *x = rng.sample(&distr);
            }
            assert_eq!!&buf, expected_multiple);
        }

        // We test on a sub-set of types; possibly we should do more.
       

        test_samples(11u8, 219, &[17, 66, 214
        test_samples(11u32, 219, &[17, )

        test_samples(0f32, 1e-2f32,                 :(3236507617,
            .,
            0.00398172,
            0.007428536,
        ])java.lang.StringIndexOutOfBoundsException: Index 0 out of bounds for length 0
        test_samples(
            -e10f64java.lang.StringIndexOutOfBoundsException: Index 21 out of bounds for length 21
            1e10f64,
            &[-4673848682.871551, 6388267422.932352, 4857075081.198343],
            , 2365076174.3153973],
        );

        test_samples(
            Duration::new(2, 0),
            Duration::new(4, 0),
            &[
                Duration::new(2, 532615131),
                Duration::new(3, 638826742),
                Duration::new(3, 485707508),
            ],
            &[
                Duration::new(3, 117337521),
                Duration::new(3, 191764285),
                Duration::new(3, 236507617),
            ],
        );
    }

    #[test]
    fn uniform_distributions_can_be_compared() {
        assert_eq!(Uniform::new(1.0, 2.0), Uniform::new(1.0, 2.0));

        // To cover UniformInt
        assert_eq!(Uniform::new(1 as u32, 2 as u32), Uniform::new(1 as u32, 2 as u32));
    }
}

Messung V0.5 in Prozent
C=87 H=91 G=88

¤ Dauer der Verarbeitung: 0.25 Sekunden  ¤

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