rayon 0.8.2

Simple work-stealing parallelism for Rust
Documentation
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use std::sync::atomic::{AtomicUsize, Ordering};

use rayon_core::*;
use prelude::*;
use super::*;

use rand::{Rng, SeedableRng, XorShiftRng};
use std::collections::LinkedList;
use std::collections::{BTreeMap, BTreeSet, HashMap, HashSet};
use std::collections::{BinaryHeap, VecDeque};
use std::f64;
use std::fmt::Debug;
use std::usize;
use std::sync::mpsc;

fn is_indexed<T: IndexedParallelIterator>(_: T) {}

#[test]
pub fn execute() {
    let a: Vec<i32> = (0..1024).collect();
    let mut b = vec![];
    a.par_iter().map(|&i| i + 1).collect_into(&mut b);
    let c: Vec<i32> = (0..1024).map(|i| i + 1).collect();
    assert_eq!(b, c);
}

#[test]
pub fn execute_cloned() {
    let a: Vec<i32> = (0..1024).collect();
    let mut b: Vec<i32> = vec![];
    a.par_iter().cloned().collect_into(&mut b);
    let c: Vec<i32> = (0..1024).collect();
    assert_eq!(b, c);
}

#[test]
pub fn execute_range() {
    let a = 0i32..1024;
    let mut b = vec![];
    a.into_par_iter().map(|i| i + 1).collect_into(&mut b);
    let c: Vec<i32> = (0..1024).map(|i| i + 1).collect();
    assert_eq!(b, c);
}

#[test]
pub fn execute_unindexed_range() {
    let a = 0i64..1024;
    let b: LinkedList<i64> = a.into_par_iter().map(|i| i + 1).collect();
    let c: LinkedList<i64> = (0..1024).map(|i| i + 1).collect();
    assert_eq!(b, c);
}

#[test]
pub fn execute_strings() {
    let mut rng = XorShiftRng::from_seed([14159, 26535, 89793, 23846]);
    let s: String = rng.gen_iter::<char>().take(1024).collect();

    let par_chars: String = s.par_chars().collect();
    assert_eq!(s, par_chars);

    let par_even: String = s.par_chars().filter(|&c| (c as u32) & 1 == 0).collect();
    let ser_even: String = s.chars().filter(|&c| (c as u32) & 1 == 0).collect();
    assert_eq!(par_even, ser_even);

    // test `FromParallelIterator<&char> for String`
    let vchars: Vec<char> = s.par_chars().collect();
    let par_chars: String = vchars.par_iter().collect();
    assert_eq!(s, par_chars);
}

#[test]
pub fn execute_strings_split() {
    // char testcases from examples in `str::split` etc.,
    // plus a large self-test for good measure.
    let tests = vec![("Mary had a little lamb", ' '),
                     ("", 'X'),
                     ("lionXXtigerXleopard", 'X'),
                     ("||||a||b|c", '|'),
                     ("(///)", '/'),
                     ("010", '0'),
                     ("    a  b c", ' '),
                     ("A.B.", '.'),
                     ("A..B..", '.'),
                     ("foo\r\nbar\n\nbaz\n", '\n'),
                     ("foo\nbar\n\r\nbaz", '\n'),
                     ("A few words", ' '),
                     (" Mary   had\ta\u{2009}little  \n\t lamb", ' '),
                     (include_str!("test.rs"), ' ')];

    for &(string, separator) in &tests {
        let serial: Vec<_> = string.split(separator).collect();
        let parallel: Vec<_> = string.par_split(separator).collect();
        assert_eq!(serial, parallel);

        let serial_fn: Vec<_> = string.split(|c| c == separator).collect();
        let parallel_fn: Vec<_> = string.par_split(|c| c == separator).collect();
        assert_eq!(serial_fn, parallel_fn);
    }

    for &(string, separator) in &tests {
        let serial: Vec<_> = string.split_terminator(separator).collect();
        let parallel: Vec<_> = string.par_split_terminator(separator).collect();
        assert_eq!(serial, parallel);
    }

    for &(string, separator) in &tests {
        let serial: Vec<_> = string.split_terminator(|c| c == separator).collect();
        let parallel: Vec<_> = string.par_split_terminator(|c| c == separator).collect();
        assert_eq!(serial, parallel);
    }

    for &(string, _) in &tests {
        let serial: Vec<_> = string.lines().collect();
        let parallel: Vec<_> = string.par_lines().collect();
        assert_eq!(serial, parallel);
    }

    for &(string, _) in &tests {
        let serial: Vec<_> = string.split_whitespace().collect();
        let parallel: Vec<_> = string.par_split_whitespace().collect();
        assert_eq!(serial, parallel);
    }
}

#[test]
pub fn check_map_indexed() {
    let a = [1, 2, 3];
    is_indexed(a.par_iter().map(|x| x));
}

#[test]
pub fn map_sum() {
    let a: Vec<i32> = (0..1024).collect();
    let r1: i32 = a.par_iter().map(|&i| i + 1).sum();
    let r2 = a.iter().map(|&i| i + 1).fold(0, |a, b| a + b);
    assert_eq!(r1, r2);
}

#[test]
pub fn map_reduce() {
    let a: Vec<i32> = (0..1024).collect();
    let r1 = a.par_iter().map(|&i| i + 1).reduce(|| 0, |i, j| i + j);
    let r2 = a.iter().map(|&i| i + 1).fold(0, |a, b| a + b);
    assert_eq!(r1, r2);
}

#[test]
pub fn map_reduce_with() {
    let a: Vec<i32> = (0..1024).collect();
    let r1 = a.par_iter().map(|&i| i + 1).reduce_with(|i, j| i + j);
    let r2 = a.iter().map(|&i| i + 1).fold(0, |a, b| a + b);
    assert_eq!(r1, Some(r2));
}

#[test]
pub fn fold_map_reduce() {
    // Kind of a weird test, but it demonstrates various
    // transformations that are taking place. Relies on
    // `with_max_len(1).fold()` being equivalent to `map()`.
    //
    // Take each number from 0 to 32 and fold them by appending to a
    // vector.  Because of `with_max_len(1)`, this will produce 32 vectors,
    // each with one item.  We then collect all of these into an
    // individual vector by mapping each into their own vector (so we
    // have Vec<Vec<i32>>) and then reducing those into a single
    // vector.
    let r1 = (0_i32..32)
        .into_par_iter()
        .with_max_len(1)
        .fold(|| vec![], |mut v, e| {
            v.push(e);
            v
        })
        .map(|v| vec![v])
        .reduce_with(|mut v_a, v_b| {
                         v_a.extend(v_b);
                         v_a
                     });
    assert_eq!(r1,
               Some(vec![vec![0], vec![1], vec![2], vec![3], vec![4], vec![5], vec![6], vec![7],
                         vec![8], vec![9], vec![10], vec![11], vec![12], vec![13], vec![14],
                         vec![15], vec![16], vec![17], vec![18], vec![19], vec![20], vec![21],
                         vec![22], vec![23], vec![24], vec![25], vec![26], vec![27], vec![28],
                         vec![29], vec![30], vec![31]]));
}

#[test]
pub fn fold_is_full() {
    let counter = AtomicUsize::new(0);
    let a = (0_i32..2048)
        .into_par_iter()
        .inspect(|_| { counter.fetch_add(1, Ordering::SeqCst); })
        .fold(|| 0, |a, b| a + b)
        .find_any(|_| true);
    assert!(a.is_some());
    assert!(counter.load(Ordering::SeqCst) < 2048); // should not have visited every single one
}

#[test]
pub fn check_enumerate() {
    let a: Vec<usize> = (0..1024).rev().collect();

    let mut b = vec![];
    a.par_iter()
        .enumerate()
        .map(|(i, &x)| i + x)
        .collect_into(&mut b);
    assert!(b.iter().all(|&x| x == a.len() - 1));
}

#[test]
pub fn check_indices_after_enumerate_split() {
    let a: Vec<i32> = (0..1024).collect();
    a.par_iter().enumerate().with_producer(WithProducer);

    struct WithProducer;
    impl<'a> ProducerCallback<(usize, &'a i32)> for WithProducer {
        type Output = ();
        fn callback<P>(self, producer: P)
            where P: Producer<Item = (usize, &'a i32)>
        {
            let (a, b) = producer.split_at(512);
            for ((index, value), trusted_index) in a.into_iter().zip(0..) {
                assert_eq!(index, trusted_index);
                assert_eq!(index, *value as usize);
            }
            for ((index, value), trusted_index) in b.into_iter().zip(512..) {
                assert_eq!(index, trusted_index);
                assert_eq!(index, *value as usize);
            }
        }
    }
}

#[test]
pub fn check_increment() {
    let mut a: Vec<usize> = (0..1024).rev().collect();

    a.par_iter_mut().enumerate().for_each(|(i, v)| *v += i);

    assert!(a.iter().all(|&x| x == a.len() - 1));
}

#[test]
pub fn check_skip() {
    let a: Vec<usize> = (0..1024).collect();

    let mut v1 = Vec::new();
    a.par_iter().skip(16).collect_into(&mut v1);
    let v2 = a.iter().skip(16).collect::<Vec<_>>();
    assert_eq!(v1, v2);

    let mut v1 = Vec::new();
    a.par_iter().skip(2048).collect_into(&mut v1);
    let v2 = a.iter().skip(2048).collect::<Vec<_>>();
    assert_eq!(v1, v2);

    let mut v1 = Vec::new();
    a.par_iter().skip(0).collect_into(&mut v1);
    let v2 = a.iter().skip(0).collect::<Vec<_>>();
    assert_eq!(v1, v2);

    // Check that the skipped elements side effects are executed
    use std::sync::atomic::{AtomicUsize, Ordering};
    let num = AtomicUsize::new(0);
    a.par_iter()
        .map(|&n| num.fetch_add(n, Ordering::Relaxed))
        .skip(512)
        .count();
    assert_eq!(num.load(Ordering::Relaxed), a.iter().sum());
}

#[test]
pub fn check_take() {
    let a: Vec<usize> = (0..1024).collect();

    let mut v1 = Vec::new();
    a.par_iter().take(16).collect_into(&mut v1);
    let v2 = a.iter().take(16).collect::<Vec<_>>();
    assert_eq!(v1, v2);

    let mut v1 = Vec::new();
    a.par_iter().take(2048).collect_into(&mut v1);
    let v2 = a.iter().take(2048).collect::<Vec<_>>();
    assert_eq!(v1, v2);

    let mut v1 = Vec::new();
    a.par_iter().take(0).collect_into(&mut v1);
    let v2 = a.iter().take(0).collect::<Vec<_>>();
    assert_eq!(v1, v2);
}

#[test]
pub fn check_inspect() {
    use std::sync::atomic::{AtomicUsize, Ordering};

    let a = AtomicUsize::new(0);
    let b =
        (0_usize..1024).into_par_iter().inspect(|&i| { a.fetch_add(i, Ordering::Relaxed); }).sum();

    assert_eq!(a.load(Ordering::Relaxed), b);
}

#[test]
pub fn check_move() {
    let a = vec![vec![1, 2, 3]];
    let ptr = a[0].as_ptr();

    let mut b = vec![];
    a.into_par_iter().collect_into(&mut b);

    // a simple move means the inner vec will be completely unchanged
    assert_eq!(ptr, b[0].as_ptr());
}

#[test]
pub fn check_drops() {
    use std::sync::atomic::{AtomicUsize, Ordering};

    let c = AtomicUsize::new(0);
    let a = vec![DropCounter(&c); 10];

    let mut b = vec![];
    a.clone().into_par_iter().collect_into(&mut b);
    assert_eq!(c.load(Ordering::Relaxed), 0);

    b.into_par_iter();
    assert_eq!(c.load(Ordering::Relaxed), 10);

    a.into_par_iter().with_producer(Partial);
    assert_eq!(c.load(Ordering::Relaxed), 20);


    #[derive(Clone)]
    struct DropCounter<'a>(&'a AtomicUsize);
    impl<'a> Drop for DropCounter<'a> {
        fn drop(&mut self) {
            self.0.fetch_add(1, Ordering::Relaxed);
        }
    }

    struct Partial;
    impl<'a> ProducerCallback<DropCounter<'a>> for Partial {
        type Output = ();
        fn callback<P>(self, producer: P)
            where P: Producer<Item = DropCounter<'a>>
        {
            let (a, _) = producer.split_at(5);
            a.into_iter().next();
        }
    }
}

#[test]
pub fn check_slice_indexed() {
    let a = vec![1, 2, 3];
    is_indexed(a.par_iter());
}

#[test]
pub fn check_slice_mut_indexed() {
    let mut a = vec![1, 2, 3];
    is_indexed(a.par_iter_mut());
}

#[test]
pub fn check_vec_indexed() {
    let a = vec![1, 2, 3];
    is_indexed(a.clone().into_par_iter());
}

#[test]
pub fn check_range_indexed() {
    is_indexed((1..5).into_par_iter());
}

#[test]
pub fn check_cmp_direct() {
    let a = (0..1024).into_par_iter();
    let b = (0..1024).into_par_iter();

    let result = a.cmp(b);

    assert!(result == ::std::cmp::Ordering::Equal);
}

#[test]
pub fn check_cmp_to_seq() {
    assert_eq!((0..1024).into_par_iter().cmp(0..1024),
               (0..1024).cmp(0..1024));
}

#[test]
pub fn check_cmp_rng_to_seq() {
    use rand::{Rng, SeedableRng, XorShiftRng};

    let mut rng = XorShiftRng::from_seed([11507, 46649, 55961, 20171]);
    let a: Vec<i32> = rng.gen_iter().take(1024).collect();
    let b: Vec<i32> = rng.gen_iter().take(1024).collect();
    for i in 0..a.len() {
        let par_result = a[i..].par_iter().cmp(b[i..].par_iter());
        let seq_result = a[i..].iter().cmp(b[i..].iter());

        assert_eq!(par_result, seq_result);
    }
}

#[test]
pub fn check_cmp_lt_direct() {
    let a = (0..1024).into_par_iter();
    let b = (1..1024).into_par_iter();

    let result = a.cmp(b);

    assert!(result == ::std::cmp::Ordering::Less);
}

#[test]
pub fn check_cmp_lt_to_seq() {
    assert_eq!((0..1024).into_par_iter().cmp(1..1024),
               (0..1024).cmp(1..1024))
}

#[test]
pub fn check_cmp_gt_direct() {
    let a = (1..1024).into_par_iter();
    let b = (0..1024).into_par_iter();

    let result = a.cmp(b);

    assert!(result == ::std::cmp::Ordering::Greater);
}

#[test]
pub fn check_cmp_gt_to_seq() {
    assert_eq!((1..1024).into_par_iter().cmp(0..1024),
               (1..1024).cmp(0..1024))
}

#[test]
pub fn check_cmp_short_circuit() {
    let a = vec![0; 1024];
    let mut b = a.clone();
    b[42] = 1;

    let counter = AtomicUsize::new(0);
    let result = a.par_iter().inspect(|_| { counter.fetch_add(1, Ordering::SeqCst); }).cmp(&b);
    assert!(result == ::std::cmp::Ordering::Less);
    assert!(counter.load(Ordering::SeqCst) < a.len()); // should not have visited every single one
}

#[test]
pub fn check_partial_cmp_short_circuit() {
    let a = vec![0; 1024];
    let mut b = a.clone();
    b[42] = 1;

    let counter = AtomicUsize::new(0);
    let result =
        a.par_iter().inspect(|_| { counter.fetch_add(1, Ordering::SeqCst); }).partial_cmp(&b);
    assert!(result == Some(::std::cmp::Ordering::Less));
    assert!(counter.load(Ordering::SeqCst) < a.len()); // should not have visited every single one
}

#[test]
pub fn check_partial_cmp_nan_short_circuit() {
    let a = vec![0.0; 1024];
    let mut b = a.clone();
    b[42] = f64::NAN;

    let counter = AtomicUsize::new(0);
    let result =
        a.par_iter().inspect(|_| { counter.fetch_add(1, Ordering::SeqCst); }).partial_cmp(&b);
    assert!(result == None);
    assert!(counter.load(Ordering::SeqCst) < a.len()); // should not have visited every single one
}

#[test]
pub fn check_partial_cmp_direct() {
    let a = (0..1024).into_par_iter();
    let b = (0..1024).into_par_iter();

    let result = a.partial_cmp(b);

    assert!(result == Some(::std::cmp::Ordering::Equal));
}

#[test]
pub fn check_partial_cmp_to_seq() {
    let par_result = (0..1024).into_par_iter().partial_cmp(0..1024);
    let seq_result = (0..1024).partial_cmp(0..1024);
    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_partial_cmp_rng_to_seq() {
    use rand::{Rng, SeedableRng, XorShiftRng};

    let mut rng = XorShiftRng::from_seed([9346, 26355, 87943, 28346]);
    let a: Vec<i32> = rng.gen_iter().take(1024).collect();
    let b: Vec<i32> = rng.gen_iter().take(1024).collect();
    for i in 0..a.len() {
        let par_result = a[i..].par_iter().partial_cmp(b[i..].par_iter());
        let seq_result = a[i..].iter().partial_cmp(b[i..].iter());

        assert_eq!(par_result, seq_result);
    }
}

#[test]
pub fn check_partial_cmp_lt_direct() {
    let a = (0..1024).into_par_iter();
    let b = (1..1024).into_par_iter();

    let result = a.partial_cmp(b);

    assert!(result == Some(::std::cmp::Ordering::Less));
}

#[test]
pub fn check_partial_cmp_lt_to_seq() {
    let par_result = (0..1024).into_par_iter().partial_cmp(1..1024);
    let seq_result = (0..1024).partial_cmp(1..1024);
    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_partial_cmp_gt_direct() {
    let a = (1..1024).into_par_iter();
    let b = (0..1024).into_par_iter();

    let result = a.partial_cmp(b);

    assert!(result == Some(::std::cmp::Ordering::Greater));
}

#[test]
pub fn check_partial_cmp_gt_to_seq() {
    let par_result = (1..1024).into_par_iter().partial_cmp(0..1024);
    let seq_result = (1..1024).partial_cmp(0..1024);
    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_partial_cmp_none_direct() {
    let a = vec![f64::NAN, 0.0];
    let b = vec![0.0, 1.0];

    let result = a.par_iter().partial_cmp(b.par_iter());

    assert!(result == None);
}

#[test]
pub fn check_partial_cmp_none_to_seq() {
    let a = vec![f64::NAN, 0.0];
    let b = vec![0.0, 1.0];

    let par_result = a.par_iter().partial_cmp(b.par_iter());
    let seq_result = a.iter().partial_cmp(b.iter());

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_partial_cmp_late_nan_direct() {
    let a = vec![0.0, f64::NAN];
    let b = vec![1.0, 1.0];

    let result = a.par_iter().partial_cmp(b.par_iter());

    assert!(result == Some(::std::cmp::Ordering::Less));
}

#[test]
pub fn check_partial_cmp_late_nane_to_seq() {
    let a = vec![0.0, f64::NAN];
    let b = vec![1.0, 1.0];

    let par_result = a.par_iter().partial_cmp(b.par_iter());
    let seq_result = a.iter().partial_cmp(b.iter());

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_cmp_lengths() {
    // comparisons should consider length if they are otherwise equal
    let a = vec![0; 1024];
    let b = vec![0; 1025];

    assert_eq!(a.par_iter().cmp(&b), a.iter().cmp(&b));
    assert_eq!(a.par_iter().partial_cmp(&b), a.iter().partial_cmp(&b));
}


#[test]
pub fn check_eq_direct() {
    let a = (0..1024).into_par_iter();
    let b = (0..1024).into_par_iter();

    let result = a.eq(b);

    assert!(result);
}

#[test]
pub fn check_eq_to_seq() {
    let par_result = (0..1024).into_par_iter().eq((0..1024).into_par_iter());
    let seq_result = (0..1024).eq(0..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_ne_direct() {
    let a = (0..1024).into_par_iter();
    let b = (1..1024).into_par_iter();

    let result = a.ne(b);

    assert!(result);
}

#[test]
pub fn check_ne_to_seq() {
    let par_result = (0..1024).into_par_iter().ne((1..1025).into_par_iter());
    let seq_result = (0..1024).ne(1..1025);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_ne_lengths() {
    // equality should consider length too
    let a = vec![0; 1024];
    let b = vec![0; 1025];

    assert_eq!(a.par_iter().eq(&b), a.iter().eq(&b));
    assert_eq!(a.par_iter().ne(&b), a.iter().ne(&b));
}

#[test]
pub fn check_lt_direct() {
    assert!((0..1024).into_par_iter().lt(1..1024));
    assert!(!(1..1024).into_par_iter().lt(0..1024));
}

#[test]
pub fn check_lt_to_seq() {
    let par_result = (0..1024).into_par_iter().lt((1..1024).into_par_iter());
    let seq_result = (0..1024).lt(1..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_le_equal_direct() {
    assert!((0..1024).into_par_iter().le((0..1024).into_par_iter()));
}

#[test]
pub fn check_le_equal_to_seq() {
    let par_result = (0..1024).into_par_iter().le((0..1024).into_par_iter());
    let seq_result = (0..1024).le(0..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_le_less_direct() {
    assert!((0..1024).into_par_iter().le((1..1024).into_par_iter()));
}

#[test]
pub fn check_le_less_to_seq() {
    let par_result = (0..1024).into_par_iter().le((1..1024).into_par_iter());
    let seq_result = (0..1024).le(1..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_gt_direct() {
    assert!((1..1024).into_par_iter().gt((0..1024).into_par_iter()));
}

#[test]
pub fn check_gt_to_seq() {
    let par_result = (1..1024).into_par_iter().gt((0..1024).into_par_iter());
    let seq_result = (1..1024).gt(0..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_ge_equal_direct() {
    assert!((0..1024).into_par_iter().ge((0..1024).into_par_iter()));
}

#[test]
pub fn check_ge_equal_to_seq() {
    let par_result = (0..1024).into_par_iter().ge((0..1024).into_par_iter());
    let seq_result = (0..1024).ge(0..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_ge_greater_direct() {
    assert!((1..1024).into_par_iter().ge((0..1024).into_par_iter()));
}

#[test]
pub fn check_ge_greater_to_seq() {
    let par_result = (1..1024).into_par_iter().ge((0..1024).into_par_iter());
    let seq_result = (1..1024).ge(0..1024);

    assert_eq!(par_result, seq_result);
}

#[test]
pub fn check_zip() {
    let mut a: Vec<usize> = (0..1024).rev().collect();
    let b: Vec<usize> = (0..1024).collect();

    a.par_iter_mut().zip(&b[..]).for_each(|(a, &b)| *a += b);

    assert!(a.iter().all(|&x| x == a.len() - 1));
}

#[test]
pub fn check_zip_into_par_iter() {
    let mut a: Vec<usize> = (0..1024).rev().collect();
    let b: Vec<usize> = (0..1024).collect();

    a.par_iter_mut()
     .zip(&b) // here we rely on &b iterating over &usize
     .for_each(|(a, &b)| *a += b);

    assert!(a.iter().all(|&x| x == a.len() - 1));
}

#[test]
pub fn check_zip_into_mut_par_iter() {
    let a: Vec<usize> = (0..1024).rev().collect();
    let mut b: Vec<usize> = (0..1024).collect();

    a.par_iter().zip(&mut b).for_each(|(&a, b)| *b += a);

    assert!(b.iter().all(|&x| x == b.len() - 1));
}

#[test]
pub fn check_zip_range() {
    let mut a: Vec<usize> = (0..1024).rev().collect();

    a.par_iter_mut().zip(0usize..1024).for_each(|(a, b)| *a += b);

    assert!(a.iter().all(|&x| x == a.len() - 1));
}

#[test]
pub fn check_sum_filtered_ints() {
    let a: Vec<i32> = vec![1, 2, 3, 4, 5, 6, 7, 8, 9, 10];
    let par_sum_evens: i32 = a.par_iter().filter(|&x| (x & 1) == 0).sum();
    let seq_sum_evens = a.iter()
        .filter(|&x| (x & 1) == 0)
        .map(|&x| x)
        .fold(0, |a, b| a + b);
    assert_eq!(par_sum_evens, seq_sum_evens);
}

#[test]
pub fn check_sum_filtermap_ints() {
    let a: Vec<i32> = vec![1, 2, 3, 4, 5, 6, 7, 8, 9, 10];
    let par_sum_evens: f32 =
        a.par_iter().filter_map(|&x| if (x & 1) == 0 { Some(x as f32) } else { None }).sum();
    let seq_sum_evens = a.iter()
        .filter_map(|&x| if (x & 1) == 0 { Some(x as f32) } else { None })
        .fold(0.0, |a, b| a + b);
    assert_eq!(par_sum_evens, seq_sum_evens);
}

#[test]
pub fn check_flat_map_nested_ranges() {
    // FIXME -- why are precise type hints required on the integers here?

    let v: i32 = (0_i32..10)
        .into_par_iter()
        .flat_map(|i| (0_i32..10).into_par_iter().map(move |j| (i, j)))
        .map(|(i, j)| i * j)
        .sum();

    let w = (0_i32..10)
        .flat_map(|i| (0_i32..10).map(move |j| (i, j)))
        .map(|(i, j)| i * j)
        .fold(0, |i, j| i + j);

    assert_eq!(v, w);
}

#[test]
pub fn check_empty_flat_map_sum() {
    let a: Vec<i32> = (0..1024).collect();
    let empty = &a[..0];

    // empty on the inside
    let b: i32 = a.par_iter().flat_map(|_| empty).sum();
    assert_eq!(b, 0);

    // empty on the outside
    let c: i32 = empty.par_iter().flat_map(|_| a.par_iter()).sum();
    assert_eq!(c, 0);
}

#[test]
pub fn check_slice_split() {
    let v: Vec<_> = (0..1000).collect();
    for m in 1..100 {
        let a: Vec<_> = v.split(|x| x % m == 0).collect();
        let b: Vec<_> = v.par_split(|x| x % m == 0).collect();
        assert_eq!(a, b);
    }

    // same as std::slice::split() examples
    let slice = [10, 40, 33, 20];
    let v: Vec<_> = slice.par_split(|num| num % 3 == 0).collect();
    assert_eq!(v, &[&slice[..2], &slice[3..]]);

    let slice = [10, 40, 33];
    let v: Vec<_> = slice.par_split(|num| num % 3 == 0).collect();
    assert_eq!(v, &[&slice[..2], &slice[..0]]);

    let slice = [10, 6, 33, 20];
    let v: Vec<_> = slice.par_split(|num| num % 3 == 0).collect();
    assert_eq!(v, &[&slice[..1], &slice[..0], &slice[3..]]);
}

#[test]
pub fn check_slice_split_mut() {
    let mut v1: Vec<_> = (0..1000).collect();
    let mut v2 = v1.clone();
    for m in 1..100 {
        let a: Vec<_> = v1.split_mut(|x| x % m == 0).collect();
        let b: Vec<_> = v2.par_split_mut(|x| x % m == 0).collect();
        assert_eq!(a, b);
    }

    // same as std::slice::split_mut() example
    let mut v = [10, 40, 30, 20, 60, 50];
    v.par_split_mut(|num| num % 3 == 0).for_each(|group| {
        group[0] = 1;
    });
    assert_eq!(v, [1, 40, 30, 1, 60, 1]);
}

#[test]
pub fn check_chunks() {
    let a: Vec<i32> = vec![1, 5, 10, 4, 100, 3, 1000, 2, 10000, 1];
    let par_sum_product_pairs: i32 =
        a.par_chunks(2).map(|c| c.iter().map(|&x| x).fold(1, |i, j| i * j)).sum();
    let seq_sum_product_pairs =
        a.chunks(2).map(|c| c.iter().map(|&x| x).fold(1, |i, j| i * j)).fold(0, |i, j| i + j);
    assert_eq!(par_sum_product_pairs, 12345);
    assert_eq!(par_sum_product_pairs, seq_sum_product_pairs);

    let par_sum_product_triples: i32 =
        a.par_chunks(3).map(|c| c.iter().map(|&x| x).fold(1, |i, j| i * j)).sum();
    let seq_sum_product_triples =
        a.chunks(3).map(|c| c.iter().map(|&x| x).fold(1, |i, j| i * j)).fold(0, |i, j| i + j);
    assert_eq!(par_sum_product_triples, 5_0 + 12_00 + 2_000_0000 + 1);
    assert_eq!(par_sum_product_triples, seq_sum_product_triples);
}

#[test]
pub fn check_chunks_mut() {
    let mut a: Vec<i32> = vec![1, 2, 3, 4, 5, 6, 7, 8, 9, 10];
    let mut b: Vec<i32> = a.clone();
    a.par_chunks_mut(2).for_each(|c| c[0] = c.iter().map(|&x| x).fold(0, |i, j| i + j));
    b.chunks_mut(2).map(|c| c[0] = c.iter().map(|&x| x).fold(0, |i, j| i + j)).count();
    assert_eq!(a, &[3, 2, 7, 4, 11, 6, 15, 8, 19, 10]);
    assert_eq!(a, b);

    let mut a: Vec<i32> = vec![1, 2, 3, 4, 5, 6, 7, 8, 9, 10];
    let mut b: Vec<i32> = a.clone();
    a.par_chunks_mut(3).for_each(|c| c[0] = c.iter().map(|&x| x).fold(0, |i, j| i + j));
    b.chunks_mut(3).map(|c| c[0] = c.iter().map(|&x| x).fold(0, |i, j| i + j)).count();
    assert_eq!(a, &[6, 2, 3, 15, 5, 6, 24, 8, 9, 10]);
    assert_eq!(a, b);
}

#[test]
pub fn check_windows() {
    let a: Vec<i32> = (0..1024).collect();
    let par: Vec<_> = a.par_windows(2).collect();
    let seq: Vec<_> = a.windows(2).collect();
    assert_eq!(par, seq);

    let par: Vec<_> = a.par_windows(100).collect();
    let seq: Vec<_> = a.windows(100).collect();
    assert_eq!(par, seq);

    let par: Vec<_> = a.par_windows(1_000_000).collect();
    let seq: Vec<_> = a.windows(1_000_000).collect();
    assert_eq!(par, seq);

    let par: Vec<_> = a.par_windows(2)
        .chain(a.par_windows(1_000_000))
        .zip(a.par_windows(2))
        .collect();
    let seq: Vec<_> = a.windows(2)
        .chain(a.windows(1_000_000))
        .zip(a.windows(2))
        .collect();
    assert_eq!(par, seq);
}

#[test]
pub fn check_options() {
    let mut a = vec![None, Some(1), None, None, Some(2), Some(4)];

    assert_eq!(7, a.par_iter().flat_map(|opt| opt).sum());
    assert_eq!(7, a.par_iter().flat_map(|opt| opt).sum());

    a.par_iter_mut().flat_map(|opt| opt).for_each(|x| *x = *x * *x);

    assert_eq!(21, a.into_par_iter().flat_map(|opt| opt).sum());
}

#[test]
pub fn check_results() {
    let mut a = vec![Err(()), Ok(1i32), Err(()), Err(()), Ok(2), Ok(4)];

    assert_eq!(7, a.par_iter().flat_map(|res| res).sum());

    assert_eq!(Err::<i32, ()>(()), a.par_iter().cloned().sum());
    assert_eq!(Ok(7),
               a.par_iter()
                   .cloned()
                   .filter(Result::is_ok)
                   .sum());

    assert_eq!(Err::<i32, ()>(()), a.par_iter().cloned().product());
    assert_eq!(Ok(8),
               a.par_iter()
                   .cloned()
                   .filter(Result::is_ok)
                   .product());

    a.par_iter_mut().flat_map(|res| res).for_each(|x| *x = *x * *x);

    assert_eq!(21, a.into_par_iter().flat_map(|res| res).sum());
}

#[test]
pub fn check_binary_heap() {
    use std::collections::BinaryHeap;

    let a: BinaryHeap<i32> = (0..10).collect();

    assert_eq!(45, a.par_iter().sum());
    assert_eq!(45, a.into_par_iter().sum());
}

#[test]
pub fn check_btree_map() {
    use std::collections::BTreeMap;

    let mut a: BTreeMap<i32, i32> = (0..10).map(|i| (i, -i)).collect();

    assert_eq!(45, a.par_iter().map(|(&k, _)| k).sum());
    assert_eq!(-45, a.par_iter().map(|(_, &v)| v).sum());

    a.par_iter_mut().for_each(|(k, v)| *v += *k);

    assert_eq!(0, a.into_par_iter().map(|(_, v)| v).sum());
}

#[test]
pub fn check_btree_set() {
    use std::collections::BTreeSet;

    let a: BTreeSet<i32> = (0..10).collect();

    assert_eq!(45, a.par_iter().sum());
    assert_eq!(45, a.into_par_iter().sum());
}

#[test]
pub fn check_hash_map() {
    use std::collections::HashMap;

    let mut a: HashMap<i32, i32> = (0..10).map(|i| (i, -i)).collect();

    assert_eq!(45, a.par_iter().map(|(&k, _)| k).sum());
    assert_eq!(-45, a.par_iter().map(|(_, &v)| v).sum());

    a.par_iter_mut().for_each(|(k, v)| *v += *k);

    assert_eq!(0, a.into_par_iter().map(|(_, v)| v).sum());
}

#[test]
pub fn check_hash_set() {
    use std::collections::HashSet;

    let a: HashSet<i32> = (0..10).collect();

    assert_eq!(45, a.par_iter().sum());
    assert_eq!(45, a.into_par_iter().sum());
}

#[test]
pub fn check_linked_list() {
    use std::collections::LinkedList;

    let mut a: LinkedList<i32> = (0..10).collect();

    assert_eq!(45, a.par_iter().sum());

    a.par_iter_mut().for_each(|x| *x = -*x);

    assert_eq!(-45, a.into_par_iter().sum());
}

#[test]
pub fn check_vec_deque() {
    use std::collections::VecDeque;

    let mut a: VecDeque<i32> = (0..10).collect();

    // try to get it to wrap around
    a.drain(..5);
    a.extend(0..5);

    assert_eq!(45, a.par_iter().sum());

    a.par_iter_mut().for_each(|x| *x = -*x);

    assert_eq!(-45, a.into_par_iter().sum());
}

#[test]
pub fn check_chain() {
    let mut res = vec![];

    // stays indexed in the face of madness
    Some(0)
        .into_par_iter()
        .chain(Ok::<_, ()>(1))
        .chain(1..4)
        .chain(Err("huh?"))
        .chain(None)
        .chain(vec![5, 8, 13])
        .map(|x| (x as u8 + b'a') as char)
        .chain(vec!['x', 'y', 'z'])
        .zip((0i32..1000).into_par_iter().map(|x| -x))
        .enumerate()
        .map(|(a, (b, c))| (a, b, c))
        .chain(None)
        .collect_into(&mut res);

    assert_eq!(res,
               vec![(0, 'a', 0),
                    (1, 'b', -1),
                    (2, 'b', -2),
                    (3, 'c', -3),
                    (4, 'd', -4),
                    (5, 'f', -5),
                    (6, 'i', -6),
                    (7, 'n', -7),
                    (8, 'x', -8),
                    (9, 'y', -9),
                    (10, 'z', -10)]);

    // unindexed is ok too
    let res: Vec<i32> = Some(1i32)
        .into_par_iter()
        .chain((2i32..4)
                   .into_par_iter()
                   .chain(vec![5, 6, 7, 8, 9])
                   .chain(Some((10, 100)).into_par_iter().flat_map(|(a, b)| a..b))
                   .filter(|x| x & 1 == 1))
        .collect();
    let other: Vec<i32> = (0..100).filter(|x| x & 1 == 1).collect();
    assert_eq!(res, other);

    // chain collect is ok with the "fake" specialization
    let res: Vec<i32> = Some(1i32).into_par_iter().chain(None).collect();
    assert_eq!(res, &[1]);
}


#[test]
pub fn check_count() {
    let c0 = (0_u32..24 * 1024).filter(|i| i % 2 == 0).count();
    let c1 = (0_u32..24 * 1024).into_par_iter().filter(|i| i % 2 == 0).count();
    assert_eq!(c0, c1);
}


#[test]
pub fn find_any() {
    let a: Vec<i32> = (0..1024).collect();

    assert!(a.par_iter().find_any(|&&x| x % 42 == 41).is_some());
    assert_eq!(a.par_iter().find_any(|&&x| x % 19 == 1 && x % 53 == 0),
               Some(&742_i32));
    assert_eq!(a.par_iter().find_any(|&&x| x < 0), None);

    assert!(a.par_iter().position_any(|&x| x % 42 == 41).is_some());
    assert_eq!(a.par_iter().position_any(|&x| x % 19 == 1 && x % 53 == 0),
               Some(742_usize));
    assert_eq!(a.par_iter().position_any(|&x| x < 0), None);

    assert!(a.par_iter().any(|&x| x > 1000));
    assert!(!a.par_iter().any(|&x| x < 0));

    assert!(!a.par_iter().all(|&x| x > 1000));
    assert!(a.par_iter().all(|&x| x >= 0));
}

#[test]
pub fn find_first_or_last() {
    let a: Vec<i32> = (0..1024).collect();

    assert_eq!(a.par_iter().find_first(|&&x| x % 42 == 41), Some(&41_i32));
    assert_eq!(a.par_iter().find_first(|&&x| x % 19 == 1 && x % 53 == 0),
               Some(&742_i32));
    assert_eq!(a.par_iter().find_first(|&&x| x < 0), None);

    assert_eq!(a.par_iter().position_first(|&x| x % 42 == 41),
               Some(41_usize));
    assert_eq!(a.par_iter().position_first(|&x| x % 19 == 1 && x % 53 == 0),
               Some(742_usize));
    assert_eq!(a.par_iter().position_first(|&x| x < 0), None);

    assert_eq!(a.par_iter().find_last(|&&x| x % 42 == 41), Some(&1007_i32));
    assert_eq!(a.par_iter().find_last(|&&x| x % 19 == 1 && x % 53 == 0),
               Some(&742_i32));
    assert_eq!(a.par_iter().find_last(|&&x| x < 0), None);

    assert_eq!(a.par_iter().position_last(|&x| x % 42 == 41),
               Some(1007_usize));
    assert_eq!(a.par_iter().position_last(|&x| x % 19 == 1 && x % 53 == 0),
               Some(742_usize));
    assert_eq!(a.par_iter().position_last(|&x| x < 0), None);
}

#[test]
pub fn check_find_not_present() {
    let counter = AtomicUsize::new(0);
    let value: Option<i32> =
        (0_i32..2048).into_par_iter().find_any(|&p| {
                                                   counter.fetch_add(1, Ordering::SeqCst);
                                                   p >= 2048
                                               });
    assert!(value.is_none());
    assert!(counter.load(Ordering::SeqCst) == 2048); // should have visited every single one
}

#[test]
pub fn check_find_is_present() {
    let counter = AtomicUsize::new(0);
    let value: Option<i32> =
        (0_i32..2048).into_par_iter().find_any(|&p| {
                                                   counter.fetch_add(1, Ordering::SeqCst);
                                                   p >= 1024 && p < 1096
                                               });
    let q = value.unwrap();
    assert!(q >= 1024 && q < 1096);
    assert!(counter.load(Ordering::SeqCst) < 2048); // should not have visited every single one
}

#[test]
pub fn check_while_some() {
    let value = (0_i32..2048)
        .into_par_iter()
        .map(Some)
        .while_some()
        .max();
    assert_eq!(value, Some(2047));

    let counter = AtomicUsize::new(0);
    let value = (0_i32..2048)
        .into_par_iter()
        .map(|x| {
                 counter.fetch_add(1, Ordering::SeqCst);
                 if x < 1024 { Some(x) } else { None }
             })
        .while_some()
        .max();
    assert!(value < Some(1024));
    assert!(counter.load(Ordering::SeqCst) < 2048); // should not have visited every single one
}

#[test]
pub fn par_iter_collect_option() {
    let a: Option<Vec<_>> = (0_i32..2048).map(Some).collect();
    let b: Option<Vec<_>> = (0_i32..2048).into_par_iter().map(Some).collect();
    assert_eq!(a, b);

    let c: Option<Vec<_>> = (0_i32..2048)
        .into_par_iter()
        .map(|x| if x == 1234 { None } else { Some(x) })
        .collect();
    assert_eq!(c, None);
}

#[test]
pub fn par_iter_collect_result() {
    let a: Result<Vec<_>, ()> = (0_i32..2048).map(Ok).collect();
    let b: Result<Vec<_>, ()> = (0_i32..2048).into_par_iter().map(Ok).collect();
    assert_eq!(a, b);

    let c: Result<Vec<_>, _> = (0_i32..2048)
        .into_par_iter()
        .map(|x| if x == 1234 { Err(x) } else { Ok(x) })
        .collect();
    assert_eq!(c, Err(1234));

    let d: Result<Vec<_>, _> = (0_i32..2048)
        .into_par_iter()
        .map(|x| if x % 100 == 99 { Err(x) } else { Ok(x) })
        .collect();
    assert_eq!(d.map_err(|x| x % 100), Err(99));
}

#[test]
pub fn par_iter_collect() {
    let a: Vec<i32> = (0..1024).collect();
    let b: Vec<i32> = a.par_iter().map(|&i| i + 1).collect();
    let c: Vec<i32> = (0..1024).map(|i| i + 1).collect();
    assert_eq!(b, c);
}

#[test]
pub fn par_iter_collect_vecdeque() {
    let a: Vec<i32> = (0..1024).collect();
    let b: VecDeque<i32> = a.par_iter().cloned().collect();
    let c: VecDeque<i32> = a.iter().cloned().collect();
    assert_eq!(b, c);
}

#[test]
pub fn par_iter_collect_binaryheap() {
    let a: Vec<i32> = (0..1024).collect();
    let mut b: BinaryHeap<i32> = a.par_iter().cloned().collect();
    assert_eq!(b.peek(), Some(&1023));
    assert_eq!(b.len(), 1024);
    for n in (0..1024).rev() {
        assert_eq!(b.pop(), Some(n));
        assert_eq!(b.len() as i32, n);
    }
}

#[test]
pub fn par_iter_collect_hashmap() {
    let a: Vec<i32> = (0..1024).collect();
    let b: HashMap<i32, String> = a.par_iter().map(|&i| (i, format!("{}", i))).collect();
    assert_eq!(&b[&3], "3");
    assert_eq!(b.len(), 1024);
}

#[test]
pub fn par_iter_collect_hashset() {
    let a: Vec<i32> = (0..1024).collect();
    let b: HashSet<i32> = a.par_iter().cloned().collect();
    assert_eq!(b.len(), 1024);
}

#[test]
pub fn par_iter_collect_btreemap() {
    let a: Vec<i32> = (0..1024).collect();
    let b: BTreeMap<i32, String> = a.par_iter().map(|&i| (i, format!("{}", i))).collect();
    assert_eq!(&b[&3], "3");
    assert_eq!(b.len(), 1024);
}

#[test]
pub fn par_iter_collect_btreeset() {
    let a: Vec<i32> = (0..1024).collect();
    let b: BTreeSet<i32> = a.par_iter().cloned().collect();
    assert_eq!(b.len(), 1024);
}

#[test]
pub fn par_iter_collect_linked_list() {
    let a: Vec<i32> = (0..1024).collect();
    let b: LinkedList<_> = a.par_iter().map(|&i| (i, format!("{}", i))).collect();
    let c: LinkedList<_> = a.iter().map(|&i| (i, format!("{}", i))).collect();
    assert_eq!(b, c);
}

#[test]
pub fn par_iter_collect_linked_list_flat_map_filter() {
    let b: LinkedList<i32> = (0_i32..1024)
        .into_par_iter()
        .flat_map(|i| (0..i))
        .filter(|&i| i % 2 == 0)
        .collect();
    let c: LinkedList<i32> = (0_i32..1024).flat_map(|i| (0..i)).filter(|&i| i % 2 == 0).collect();
    assert_eq!(b, c);
}

#[test]
pub fn par_iter_collect_cows() {
    use std::borrow::Cow;

    let s = "Fearless Concurrency with Rust";

    // Collects `i32` into a `Vec`
    let a: Cow<[i32]> = (0..1024).collect();
    let b: Cow<[i32]> = a.par_iter().cloned().collect();
    assert_eq!(a, b);

    // Collects `char` into a `String`
    let a: Cow<str> = s.chars().collect();
    let b: Cow<str> = s.par_chars().collect();
    assert_eq!(a, b);

    // Collects `str` into a `String`
    let a: Cow<str> = s.split_whitespace().collect();
    let b: Cow<str> = s.par_split_whitespace().collect();
    assert_eq!(a, b);

    // Collects `String` into a `String`
    let a: Cow<str> = s.split_whitespace().map(|s| s.to_owned()).collect();
    let b: Cow<str> = s.par_split_whitespace().map(|s| s.to_owned()).collect();
    assert_eq!(a, b);
}

#[test]
pub fn par_iter_unindexed_flat_map() {
    let b: Vec<i64> = (0_i64..1024).into_par_iter().flat_map(|i| Some(i)).collect();
    let c: Vec<i64> = (0_i64..1024).flat_map(|i| Some(i)).collect();
    assert_eq!(b, c);
}

#[test]
fn min_max() {
    let mut rng = XorShiftRng::from_seed([14159, 26535, 89793, 23846]);
    let a: Vec<i32> = rng.gen_iter().take(1024).collect();
    for i in 0..a.len() + 1 {
        let slice = &a[..i];
        assert_eq!(slice.par_iter().min(), slice.iter().min());
        assert_eq!(slice.par_iter().max(), slice.iter().max());
    }
}

#[test]
fn min_max_by() {
    let mut rng = XorShiftRng::from_seed([14159, 26535, 89793, 23846]);
    // Make sure there are duplicate keys, for testing sort stability
    let r: Vec<i32> = rng.gen_iter().take(512).collect();
    let a: Vec<(i32, u16)> = r.iter()
        .chain(&r)
        .cloned()
        .zip(0..)
        .collect();
    for i in 0..a.len() + 1 {
        let slice = &a[..i];
        assert_eq!(slice.par_iter().min_by(|x, y| x.0.cmp(&y.0)),
                   slice.iter().min_by(|x, y| x.0.cmp(&y.0)));
        assert_eq!(slice.par_iter().max_by(|x, y| x.0.cmp(&y.0)),
                   slice.iter().max_by(|x, y| x.0.cmp(&y.0)));
    }
}

#[test]
fn min_max_by_key() {
    let mut rng = XorShiftRng::from_seed([14159, 26535, 89793, 23846]);
    // Make sure there are duplicate keys, for testing sort stability
    let r: Vec<i32> = rng.gen_iter().take(512).collect();
    let a: Vec<(i32, u16)> = r.iter()
        .chain(&r)
        .cloned()
        .zip(0..)
        .collect();
    for i in 0..a.len() + 1 {
        let slice = &a[..i];
        assert_eq!(slice.par_iter().min_by_key(|x| x.0),
                   slice.iter().min_by_key(|x| x.0));
        assert_eq!(slice.par_iter().max_by_key(|x| x.0),
                   slice.iter().max_by_key(|x| x.0));
    }
}

#[test]
fn check_rev() {
    let a: Vec<usize> = (0..1024).rev().collect();
    let b: Vec<usize> = (0..1024).collect();

    assert!(a.par_iter()
                .rev()
                .zip(b)
                .all(|(&a, b)| a == b));
}

#[test]
fn scope_mix() {
    let counter_p = &AtomicUsize::new(0);
    scope(|s| {
        s.spawn(move |s| { divide_and_conquer(s, counter_p, 1024); });
        s.spawn(move |_| {
                    let a: Vec<i32> = (0..1024).collect();
                    let r1 = a.par_iter().map(|&i| i + 1).reduce_with(|i, j| i + j);
                    let r2 = a.iter().map(|&i| i + 1).fold(0, |a, b| a + b);
                    assert_eq!(r1.unwrap(), r2);
                });
    });
}

fn divide_and_conquer<'scope>(scope: &Scope<'scope>, counter: &'scope AtomicUsize, size: usize) {
    if size > 1 {
        scope.spawn(move |scope| divide_and_conquer(scope, counter, size / 2));
        scope.spawn(move |scope| divide_and_conquer(scope, counter, size / 2));
    } else {
        // count the leaves
        counter.fetch_add(1, Ordering::SeqCst);
    }
}

#[test]
fn check_split() {
    use std::ops::Range;

    let a = (0..1024).into_par_iter();

    let b = split(0..1024, |Range { start, end }| {
        let mid = (end - start) / 2;
        if mid > start {
            (start..mid, Some(mid..end))
        } else {
            (start..end, None)
        }
    })
            .flat_map(|range| range);

    assert_eq!(a.collect::<Vec<_>>(), b.collect::<Vec<_>>());
}

#[test]
fn check_lengths() {
    fn check(min: usize, max: usize) {
        let range = 0..1024 * 1024;

        // Check against normalized values.
        let min_check = cmp::min(cmp::max(min, 1), range.len());
        let max_check = cmp::max(max, min_check.saturating_add(min_check - 1));

        assert!(range.into_par_iter()
                    .with_min_len(min)
                    .with_max_len(max)
                    .fold(|| 0, |count, _| count + 1)
                    .all(|c| c >= min_check && c <= max_check),
                "check_lengths failed {:?} -> {:?} ",
                (min, max),
                (min_check, max_check));
    }

    let lengths = [0, 1, 10, 100, 1000, 10000, 100000, 1000000, usize::MAX];
    for &min in &lengths {
        for &max in &lengths {
            check(min, max);
        }
    }
}

#[test]
fn check_map_with() {
    let (sender, receiver) = mpsc::channel();
    let a: HashSet<_> = (0..1024).collect();

    a.par_iter()
        .cloned()
        .map_with(sender, |s, i| s.send(i).unwrap())
        .count();

    let b: HashSet<_> = receiver.iter().collect();
    assert_eq!(a, b);
}

#[test]
fn check_fold_with() {
    let (sender, receiver) = mpsc::channel();
    let a: HashSet<_> = (0..1024).collect();

    a.par_iter()
        .cloned()
        .fold_with(sender, |s, i| {
            s.send(i).unwrap();
            s
        })
        .count();

    let b: HashSet<_> = receiver.iter().collect();
    assert_eq!(a, b);
}

#[test]
fn check_for_each_with() {
    let (sender, receiver) = mpsc::channel();
    let a: HashSet<_> = (0..1024).collect();

    a.par_iter()
        .cloned()
        .for_each_with(sender, |s, i| s.send(i).unwrap());

    let b: HashSet<_> = receiver.iter().collect();
    assert_eq!(a, b);
}

#[test]
fn check_extend_items() {
    fn check<C>()
        where C: Default + Eq + Debug
               + Extend<i32> + for<'a> Extend<&'a i32>
               + ParallelExtend<i32> + for<'a> ParallelExtend<&'a i32>
    {
        let mut serial = C::default();
        let mut parallel = C::default();

        // extend with references
        let v: Vec<_> = (0..128).collect();
        serial.extend(&v);
        parallel.par_extend(&v);
        assert_eq!(serial, parallel);

        // extend with values
        serial.extend(-128..0);
        parallel.par_extend(-128..0);
        assert_eq!(serial, parallel);
    }

    check::<BTreeSet<_>>();
    check::<HashSet<_>>();
    check::<LinkedList<_>>();
    check::<Vec<_>>();
    check::<VecDeque<_>>();
}

#[test]
fn check_extend_heap() {
    let mut serial: BinaryHeap<_> = Default::default();
    let mut parallel: BinaryHeap<_> = Default::default();

    // extend with references
    let v: Vec<_> = (0..128).collect();
    serial.extend(&v);
    parallel.par_extend(&v);
    assert_eq!(serial.clone().into_sorted_vec(), parallel.clone().into_sorted_vec());

    // extend with values
    serial.extend(-128..0);
    parallel.par_extend(-128..0);
    assert_eq!(serial.into_sorted_vec(), parallel.into_sorted_vec());
}

#[test]
fn check_extend_pairs() {
    fn check<C>()
        where C: Default + Eq + Debug
               + Extend<(usize, i32)> + for<'a> Extend<(&'a usize, &'a i32)>
               + ParallelExtend<(usize, i32)> + for<'a> ParallelExtend<(&'a usize, &'a i32)>
    {
        let mut serial = C::default();
        let mut parallel = C::default();

        // extend with references
        let m: HashMap<_, _> = (0..128).enumerate().collect();
        serial.extend(&m);
        parallel.par_extend(&m);
        assert_eq!(serial, parallel);

        // extend with values
        let v: Vec<(_, _)> = (-128..0).enumerate().collect();
        serial.extend(v.clone());
        parallel.par_extend(v);
        assert_eq!(serial, parallel);
    }

    check::<BTreeMap<usize, i32>>();
    check::<HashMap<usize, i32>>();
}

#[test]
fn check_unzip_into() {
    let mut a = vec![];
    let mut b = vec![];
    (0..1024)
        .into_par_iter()
        .map(|i| i * i)
        .enumerate()
        .unzip_into(&mut a, &mut b);

    let (c, d): (Vec<_>, Vec<_>) = (0..1024).map(|i| i * i).enumerate().unzip();
    assert_eq!(a, c);
    assert_eq!(b, d);
}

#[test]
fn check_unzip() {
    // indexed, unindexed
    let (a, b): (Vec<_>, HashSet<_>) = (0..1024)
        .into_par_iter()
        .map(|i| i * i)
        .enumerate()
        .unzip();
    let (c, d): (Vec<_>, HashSet<_>) = (0..1024).map(|i| i * i).enumerate().unzip();
    assert_eq!(a, c);
    assert_eq!(b, d);

    // unindexed, indexed
    let (a, b): (HashSet<_>, Vec<_>) = (0..1024)
        .into_par_iter()
        .map(|i| i * i)
        .enumerate()
        .unzip();
    let (c, d): (HashSet<_>, Vec<_>) = (0..1024).map(|i| i * i).enumerate().unzip();
    assert_eq!(a, c);
    assert_eq!(b, d);

    // indexed, indexed
    let (a, b): (Vec<_>, Vec<_>) = (0..1024)
        .into_par_iter()
        .map(|i| i * i)
        .enumerate()
        .unzip();
    let (c, d): (Vec<_>, Vec<_>) = (0..1024).map(|i| i * i).enumerate().unzip();
    assert_eq!(a, c);
    assert_eq!(b, d);

    // unindexed producer
    let (a, b): (Vec<_>, Vec<_>) = (0..1024)
        .into_par_iter()
        .filter_map(|i| Some((i, i * i)))
        .unzip();
    let (c, d): (Vec<_>, Vec<_>) = (0..1024).filter_map(|i| Some((i, i * i))).unzip();
    assert_eq!(a, c);
    assert_eq!(b, d);
}

#[test]
fn check_partition() {
    let (a, b): (Vec<_>, Vec<_>) = (0..1024).into_par_iter().partition(|&i| i % 3 == 0);
    let (c, d): (Vec<_>, Vec<_>) = (0..1024).partition(|&i| i % 3 == 0);
    assert_eq!(a, c);
    assert_eq!(b, d);
}

#[test]
fn check_partition_map() {
    let input = "a b c 1 2 3 x y z";
    let (a, b): (Vec<_>, String) = input
        .par_split_whitespace()
        .partition_map(|s| match s.parse::<i32>() {
                           Ok(n) => Either::Left(n),
                           Err(_) => Either::Right(s),
                       });
    assert_eq!(a, vec![1, 2, 3]);
    assert_eq!(b, "abcxyz");
}