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
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
use crate::Parallelism;
use core::any::TypeId;

#[allow(non_camel_case_types)]
pub type c32 = num_complex::Complex32;
#[allow(non_camel_case_types)]
pub type c64 = num_complex::Complex64;
#[allow(non_camel_case_types)]
pub type f16 = gemm_f16::f16;

unsafe fn gemm_dispatch<T: 'static>(
    m: usize,
    n: usize,
    k: usize,
    dst: *mut T,
    dst_cs: isize,
    dst_rs: isize,
    read_dst: bool,
    lhs: *const T,
    lhs_cs: isize,
    lhs_rs: isize,
    rhs: *const T,
    rhs_cs: isize,
    rhs_rs: isize,
    alpha: T,
    beta: T,
    conj_dst: bool,
    conj_lhs: bool,
    conj_rhs: bool,
    parallelism: Parallelism,
) {
    if TypeId::of::<T>() == TypeId::of::<f64>() {
        gemm_f64::gemm::f64::GEMM(
            m,
            n,
            k,
            dst as *mut f64,
            dst_cs,
            dst_rs,
            read_dst,
            lhs as *mut f64,
            lhs_cs,
            lhs_rs,
            rhs as *mut f64,
            rhs_cs,
            rhs_rs,
            *(&alpha as *const T as *const f64),
            *(&beta as *const T as *const f64),
            false,
            false,
            false,
            parallelism,
        )
    } else if TypeId::of::<T>() == TypeId::of::<f32>() {
        gemm_f32::gemm::f32::GEMM(
            m,
            n,
            k,
            dst as *mut f32,
            dst_cs,
            dst_rs,
            read_dst,
            lhs as *mut f32,
            lhs_cs,
            lhs_rs,
            rhs as *mut f32,
            rhs_cs,
            rhs_rs,
            *(&alpha as *const T as *const f32),
            *(&beta as *const T as *const f32),
            false,
            false,
            false,
            parallelism,
        )
    } else if TypeId::of::<T>() == TypeId::of::<f16>() {
        gemm_f16::gemm::f16::GEMM(
            m,
            n,
            k,
            dst as *mut f16,
            dst_cs,
            dst_rs,
            read_dst,
            lhs as *mut f16,
            lhs_cs,
            lhs_rs,
            rhs as *mut f16,
            rhs_cs,
            rhs_rs,
            *(&alpha as *const T as *const f16),
            *(&beta as *const T as *const f16),
            false,
            false,
            false,
            parallelism,
        )
    } else if TypeId::of::<T>() == TypeId::of::<c64>() {
        gemm_c64::gemm::f64::GEMM_CPLX(
            m,
            n,
            k,
            dst as *mut c64,
            dst_cs,
            dst_rs,
            read_dst,
            lhs as *mut c64,
            lhs_cs,
            lhs_rs,
            rhs as *mut c64,
            rhs_cs,
            rhs_rs,
            *(&alpha as *const T as *const c64),
            *(&beta as *const T as *const c64),
            conj_dst,
            conj_lhs,
            conj_rhs,
            parallelism,
        )
    } else if TypeId::of::<T>() == TypeId::of::<c32>() {
        gemm_c32::gemm::f32::GEMM_CPLX(
            m,
            n,
            k,
            dst as *mut c32,
            dst_cs,
            dst_rs,
            read_dst,
            lhs as *mut c32,
            lhs_cs,
            lhs_rs,
            rhs as *mut c32,
            rhs_cs,
            rhs_rs,
            *(&alpha as *const T as *const c32),
            *(&beta as *const T as *const c32),
            conj_dst,
            conj_lhs,
            conj_rhs,
            parallelism,
        )
    } else {
        panic!();
    }
}

/// dst := alpha×dst + beta×lhs×rhs
///
/// # Panics
///
/// Panics if `T` is not `f32` or `f64`
pub unsafe fn gemm<T: 'static>(
    m: usize,
    n: usize,
    k: usize,
    mut dst: *mut T,
    dst_cs: isize,
    dst_rs: isize,
    read_dst: bool,
    lhs: *const T,
    lhs_cs: isize,
    lhs_rs: isize,
    rhs: *const T,
    rhs_cs: isize,
    rhs_rs: isize,
    alpha: T,
    beta: T,
    conj_dst: bool,
    conj_lhs: bool,
    conj_rhs: bool,
    parallelism: Parallelism,
) {
    // we want to transpose if the destination is column-oriented, since the microkernel prefers
    // column major matrices.
    let do_transpose = dst_cs.abs() < dst_rs.abs();

    let (
        m,
        n,
        mut dst_cs,
        mut dst_rs,
        mut lhs,
        lhs_cs,
        mut lhs_rs,
        mut rhs,
        mut rhs_cs,
        rhs_rs,
        conj_lhs,
        conj_rhs,
    ) = if do_transpose {
        (
            n, m, dst_rs, dst_cs, rhs, rhs_rs, rhs_cs, lhs, lhs_rs, lhs_cs, conj_rhs, conj_lhs,
        )
    } else {
        (
            m, n, dst_cs, dst_rs, lhs, lhs_cs, lhs_rs, rhs, rhs_cs, rhs_rs, conj_lhs, conj_rhs,
        )
    };

    if dst_rs < 0 && m > 0 {
        dst = dst.wrapping_offset((m - 1) as isize * dst_rs);
        dst_rs = -dst_rs;
        lhs = lhs.wrapping_offset((m - 1) as isize * lhs_rs);
        lhs_rs = -lhs_rs;
    }

    if dst_cs < 0 && n > 0 {
        dst = dst.wrapping_offset((n - 1) as isize * dst_cs);
        dst_cs = -dst_cs;
        rhs = rhs.wrapping_offset((n - 1) as isize * rhs_cs);
        rhs_cs = -rhs_cs;
    }

    gemm_dispatch(
        m,
        n,
        k,
        dst,
        dst_cs,
        dst_rs,
        read_dst,
        lhs,
        lhs_cs,
        lhs_rs,
        rhs,
        rhs_cs,
        rhs_rs,
        alpha,
        beta,
        conj_dst,
        conj_lhs,
        conj_rhs,
        parallelism,
    )
}

#[inline(never)]
#[doc(hidden)]
pub unsafe fn gemm_fallback<T>(
    m: usize,
    n: usize,
    k: usize,
    dst: *mut T,
    dst_cs: isize,
    dst_rs: isize,
    read_dst: bool,
    lhs: *const T,
    lhs_cs: isize,
    lhs_rs: isize,
    rhs: *const T,
    rhs_cs: isize,
    rhs_rs: isize,
    alpha: T,
    beta: T,
) where
    T: num_traits::Zero + Send + Sync,
    for<'a> &'a T: core::ops::Add<&'a T, Output = T>,
    for<'a> &'a T: core::ops::Mul<&'a T, Output = T>,
{
    (0..m).for_each(|row| {
        (0..n).for_each(|col| {
            let mut accum = <T as num_traits::Zero>::zero();
            for depth in 0..k {
                let lhs = &*lhs.wrapping_offset(row as isize * lhs_rs + depth as isize * lhs_cs);

                let rhs = &*rhs.wrapping_offset(depth as isize * rhs_rs + col as isize * rhs_cs);

                accum = &accum + &(lhs * rhs);
            }
            accum = &accum * &beta;

            let dst = dst.wrapping_offset(row as isize * dst_rs + col as isize * dst_cs);
            if read_dst {
                accum = &accum + &(&alpha * &*dst);
            }
            *dst = accum
        });
    });
    return;
}

#[inline(never)]
#[cfg(test)]
pub(crate) unsafe fn gemm_cplx_fallback<T>(
    m: usize,
    n: usize,
    k: usize,
    dst: *mut num_complex::Complex<T>,
    dst_cs: isize,
    dst_rs: isize,
    read_dst: bool,
    lhs: *const num_complex::Complex<T>,
    lhs_cs: isize,
    lhs_rs: isize,
    rhs: *const num_complex::Complex<T>,
    rhs_cs: isize,
    rhs_rs: isize,
    alpha: num_complex::Complex<T>,
    beta: num_complex::Complex<T>,
    conj_dst: bool,
    conj_lhs: bool,
    conj_rhs: bool,
) where
    T: num_traits::Zero
        + Send
        + Sync
        + std::clone::Clone
        + num_traits::Num
        + core::ops::Neg<Output = T>,
    for<'a> &'a T: core::ops::Add<&'a T, Output = T>,
    for<'a> &'a T: core::ops::Sub<&'a T, Output = T>,
    for<'a> &'a T: core::ops::Mul<&'a T, Output = T>,
{
    (0..m).for_each(|row| {
        (0..n).for_each(|col| {
            let mut accum = <num_complex::Complex<T> as num_traits::Zero>::zero();
            for depth in 0..k {
                let lhs = &*lhs.wrapping_offset(row as isize * lhs_rs + depth as isize * lhs_cs);
                let rhs = &*rhs.wrapping_offset(depth as isize * rhs_rs + col as isize * rhs_cs);

                match (conj_lhs, conj_rhs) {
                    (true, true) => accum = &accum + &(lhs.conj() * rhs.conj()),
                    (true, false) => accum = &accum + &(lhs.conj() * rhs),
                    (false, true) => accum = &accum + &(lhs * rhs.conj()),
                    (false, false) => accum = &accum + &(lhs * rhs),
                }
            }
            accum = &accum * &beta;

            let dst = dst.wrapping_offset(row as isize * dst_rs + col as isize * dst_cs);
            if read_dst {
                match conj_dst {
                    true => accum = &accum + &(&alpha * (*dst).conj()),
                    false => accum = &accum + &(&alpha * &*dst),
                }
            }
            *dst = accum
        });
    });
    return;
}