vyre-libs 0.6.1

vyre Category A library ecosystem - pure-IR compositions over vyre-ops hardware primitives
Documentation 
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
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165

//! MMA-oriented tiled matmul body for full F16 M16N8-aligned tiles.

use vyre::ir::{DataType, Expr, Node};

use super::mma_fragment::matmul_mma_fragment;
use super::shape::{MatrixShape, TileShape};
use super::tile_coords::{bind_output_tile_coordinates, OutputTileCoordNames};

pub(super) fn cooperative_matmul_body_mma(
    a: &str,
    b: &str,
    bias: Option<&str>,
    out: &str,
    shape: MatrixShape,
    tile: TileShape,
    _dtype: DataType,
    _a_tile_name: &str,
    _b_tile_name: &str,
) -> Vec<Node> {
    let local = Expr::var("local");
    let col = Expr::var("col");
    let row0 = Expr::var("row0");
    let row1 = Expr::var("row1");
    let row2 = Expr::var("row2");
    let row3 = Expr::var("row3");
    let col_in_bounds = Expr::lt(col.clone(), Expr::u32(shape.n));
    let row0_in_bounds = Expr::and(
        Expr::lt(row0.clone(), Expr::u32(shape.m)),
        col_in_bounds.clone(),
    );
    let row1_in_bounds = Expr::and(
        Expr::lt(row1.clone(), Expr::u32(shape.m)),
        col_in_bounds.clone(),
    );
    let row2_in_bounds = Expr::and(
        Expr::lt(row2.clone(), Expr::u32(shape.m)),
        col_in_bounds.clone(),
    );
    let row3_in_bounds = Expr::and(
        Expr::lt(row3.clone(), Expr::u32(shape.m)),
        col_in_bounds.clone(),
    );

    let mut body = bind_output_tile_coordinates(
        shape,
        tile,
        OutputTileCoordNames {
            lane_row: "lane_row",
            lane_col: "lane_col",
            row: "row0",
            col: "col",
        },
    );
    body.extend([
        Node::let_bind("row1", Expr::add(Expr::var("row0"), Expr::u32(4))),
        Node::let_bind("row2", Expr::add(Expr::var("row0"), Expr::u32(8))),
        Node::let_bind("row3", Expr::add(Expr::var("row0"), Expr::u32(12))),
        Node::let_bind("acc0", Expr::u32(0)),
        Node::let_bind("acc1", Expr::u32(0)),
        Node::let_bind("acc2", Expr::u32(0)),
        Node::let_bind("acc3", Expr::u32(0)),
    ]);
    if let Some(bias) = bias {
        body.push(Node::if_then(
            col_in_bounds.clone(),
            vec![
                Node::assign("acc0", Expr::load(bias, col.clone())),
                Node::assign("acc1", Expr::load(bias, col.clone())),
                Node::assign("acc2", Expr::load(bias, col.clone())),
                Node::assign("acc3", Expr::load(bias, col.clone())),
            ],
        ));
    }
    body.push(Node::loop_for(
        "kk",
        Expr::u32(0),
        Expr::u32(shape.k),
        vec![Node::let_bind(
            "b_val",
            Expr::load(
                b,
                Expr::add(Expr::mul(Expr::var("kk"), Expr::u32(shape.n)), col.clone()),
            ),
        )]
        .into_iter()
        .chain(matmul_mma_fragment(
            Expr::load(
                a,
                Expr::add(Expr::mul(row0.clone(), Expr::u32(shape.k)), Expr::var("kk")),
            ),
            Expr::load(
                a,
                Expr::add(Expr::mul(row1.clone(), Expr::u32(shape.k)), Expr::var("kk")),
            ),
            Expr::load(
                a,
                Expr::add(Expr::mul(row2.clone(), Expr::u32(shape.k)), Expr::var("kk")),
            ),
            Expr::load(
                a,
                Expr::add(Expr::mul(row3.clone(), Expr::u32(shape.k)), Expr::var("kk")),
            ),
            Expr::var("b_val"),
            Expr::var("b_val"),
            Expr::var("acc0"),
            Expr::var("acc1"),
            Expr::var("acc2"),
            Expr::var("acc3"),
        ))
        .chain([
            Node::if_then(
                row0_in_bounds.clone(),
                vec![Node::assign("acc0", Expr::var("mma_c0"))],
            ),
            Node::if_then(
                row1_in_bounds.clone(),
                vec![Node::assign("acc1", Expr::var("mma_c1"))],
            ),
            Node::if_then(
                row2_in_bounds.clone(),
                vec![Node::assign("acc2", Expr::var("mma_c2"))],
            ),
            Node::if_then(
                row3_in_bounds.clone(),
                vec![Node::assign("acc3", Expr::var("mma_c3"))],
            ),
        ])
        .collect(),
    ));
    body.extend([
        Node::if_then(
            row0_in_bounds,
            vec![Node::Store {
                buffer: out.into(),
                index: Expr::add(Expr::mul(row0, Expr::u32(shape.n)), col.clone()),
                value: Expr::var("acc0"),
            }],
        ),
        Node::if_then(
            row1_in_bounds,
            vec![Node::Store {
                buffer: out.into(),
                index: Expr::add(Expr::mul(row1, Expr::u32(shape.n)), col.clone()),
                value: Expr::var("acc1"),
            }],
        ),
        Node::if_then(
            row2_in_bounds,
            vec![Node::Store {
                buffer: out.into(),
                index: Expr::add(Expr::mul(row2, Expr::u32(shape.n)), col.clone()),
                value: Expr::var("acc2"),
            }],
        ),
        Node::if_then(
            row3_in_bounds,
            vec![Node::Store {
                buffer: out.into(),
                index: Expr::add(Expr::mul(row3, Expr::u32(shape.n)), col),
                value: Expr::var("acc3"),
            }],
        ),
    ]);
    body
}