1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
/// Array zip macro: lock step function application across several arrays and
/// producers.
///
/// This is a shorthand for [`Zip`](crate::Zip).
///
/// This example:
///
/// ```rust,ignore
/// azip!((a in &mut a, &b in &b, &c in &c) *a = b + c);
/// ```
///
/// Is equivalent to:
///
/// ```rust,ignore
/// Zip::from(&mut a).and(&b).and(&c).for_each(|a, &b, &c| {
///     *a = b + c
/// });
/// ```
///
/// The syntax is either
///
/// `azip!((` *pat* `in` *expr* `,` *[* *pat* `in` *expr* `,` ... *]* `)` *body_expr* `)`
///
/// or, to use `Zip::indexed` instead of `Zip::from`,
///
/// `azip!((index` *pat* `,` *pat* `in` *expr* `,` *[* *pat* `in` *expr* `,` ... *]* `)` *body_expr* `)`
///
/// The *expr* are expressions whose types must implement `IntoNdProducer`, the
/// *pat* are the patterns of the parameters to the closure called by
/// `Zip::for_each`, and *body_expr* is the body of the closure called by
/// `Zip::for_each`. You can think of each *pat* `in` *expr* as being analogous to
/// the `pat in expr` of a normal loop `for pat in expr { statements }`: a
/// pattern, followed by `in`, followed by an expression that implements
/// `IntoNdProducer` (analogous to `IntoIterator` for a `for` loop).
///
/// **Panics** if any of the arrays are not of the same shape.
///
/// ## Examples
///
/// ```rust
/// use ndarray::{azip, Array1, Array2, Axis};
///
/// type M = Array2<f32>;
///
/// // Setup example arrays
/// let mut a = M::zeros((16, 16));
/// let mut b = M::zeros(a.dim());
/// let mut c = M::zeros(a.dim());
///
/// // assign values
/// b.fill(1.);
/// for ((i, j), elt) in c.indexed_iter_mut() {
///     *elt = (i + 10 * j) as f32;
/// }
///
/// // Example 1: Compute a simple ternary operation:
/// // elementwise addition of b and c, stored in a
/// azip!((a in &mut a, &b in &b, &c in &c) *a = b + c);
///
/// assert_eq!(a, &b + &c);
///
/// // Example 2: azip!() with index
/// azip!((index (i, j), &b in &b, &c in &c) {
///     a[[i, j]] = b - c;
/// });
///
/// assert_eq!(a, &b - &c);
///
///
/// // Example 3: azip!() on references
/// // See the definition of the function below
/// borrow_multiply(&mut a, &b, &c);
///
/// assert_eq!(a, &b * &c);
///
///
/// // Since this function borrows its inputs, the `IntoNdProducer`
/// // expressions don't need to explicitly include `&mut` or `&`.
/// fn borrow_multiply(a: &mut M, b: &M, c: &M) {
///     azip!((a in a, &b in b, &c in c) *a = b * c);
/// }
///
///
/// // Example 4: using azip!() without dereference in pattern.
/// //
/// // Create a new array `totals` with one entry per row of `a`.
/// // Use azip to traverse the rows of `a` and assign to the corresponding
/// // entry in `totals` with the sum across each row.
/// //
/// // The row is an array view; it doesn't need to be dereferenced.
/// let mut totals = Array1::zeros(a.nrows());
/// azip!((totals in &mut totals, row in a.rows()) *totals = row.sum());
///
/// // Check the result against the built in `.sum_axis()` along axis 1.
/// assert_eq!(totals, a.sum_axis(Axis(1)));
/// ```
#[macro_export]
macro_rules! azip {
    // Indexed with a single producer
    // we allow an optional trailing comma after the producers in each rule.
    (@build $apply:ident (index $index:pat, $first_pat:pat in $first_prod:expr $(,)?) $body:expr) => {
        $crate::Zip::indexed($first_prod).$apply(|$index, $first_pat| $body)
    };
    // Indexed with more than one producer
    (@build $apply:ident (index $index:pat, $first_pat:pat in $first_prod:expr, $($pat:pat in $prod:expr),* $(,)?) $body:expr) => {
        $crate::Zip::indexed($first_prod)
            $(.and($prod))*
            .$apply(|$index, $first_pat, $($pat),*| $body)
    };
    // Unindexed with a single producer
    (@build $apply:ident ($first_pat:pat in $first_prod:expr $(,)?) $body:expr) => {
        $crate::Zip::from($first_prod).$apply(|$first_pat| $body)
    };
    // Unindexed with more than one producer
    (@build $apply:ident ($first_pat:pat in $first_prod:expr, $($pat:pat in $prod:expr),* $(,)?) $body:expr) => {
        $crate::Zip::from($first_prod)
            $(.and($prod))*
            .$apply(|$first_pat, $($pat),*| $body)
    };

    // Unindexed with one or more producer, no loop body
    (@build $apply:ident $first_prod:expr $(, $prod:expr)* $(,)?) => {
        $crate::Zip::from($first_prod)
            $(.and($prod))*
    };
    // catch-all rule
    (@build $($t:tt)*) => { compile_error!("Invalid syntax in azip!()") };
    ($($t:tt)*) => {
        $crate::azip!(@build for_each $($t)*)
    };
}