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
//! User-defined per-element map-epilogue GEMM entries (feature `epilogue`)
//!
//! `gemm_map` applies an arbitrary caller closure `f(value, row, col) -> value` to each output
//! element, fused into the same store the plain kernel would perform. It is the general
//! extension point for epilogues gemmkit has no dedicated fast path for, such as GELU,
//! sigmoid, clamping, or a position-dependent transform. For a plain bias or activation, prefer
//! [`crate::gemm_fused`], which vectorizes the transform. `gemm_map` trades that for an
//! indirect call per output element in exchange for full generality
use *;
use crateMapScalar;
use crateMapEpi;
/// `C[r, c] <- f(alpha*A*B + beta*C, r, c)` in 1 fused pass. This is a plain GEMM with a
/// caller closure applied to each output element at its final value. It runs over safe slice
/// views, using the thread-local workspace pool. `(r, c)` is the user-frame coordinate of `C`:
/// row `r`, column `c`. `f` fires exactly once per element, at the point the plain kernel would
/// store it
///
/// The map engine routes every shape through the same kernel [`gemm`] would use: the general
/// register-blocked driver, gemv for `m == 1` or `n == 1`, the small-`m,n` horizontal path, or
/// the small-`k` path. It applies `f` to the value the plain store would write, instead of
/// writing that value directly. For `f32`/`f64`, the result is bit-identical to [`gemm`]
/// followed by mapping every `C[r, c]` through `f(C[r, c], r, c)`. This holds for every shape,
/// including strided, transposed, row-major `C`, gemv, and degenerate views. Serial and
/// parallel runs also match bit-for-bit today, though the crate's reproducibility contract
/// covers only a fixed configuration
///
/// The closure may capture its environment by reference: the `+ Sync` bound is what makes that
/// reference safe to share across the parallel workers. It runs through a `dyn Fn` indirection
/// once per output element. For a plain bias or activation, prefer [`gemm_fused`], which
/// applies the transform in-register on the vector fast path. `gemm_map` is the extension
/// point for an arbitrary, position-dependent per-element function
///
/// `T` is `f32`/`f64` only. The narrow floats (`f16`/`bf16`), complex, and integer types are
/// not supported. A `T`-domain closure applied after the `f32` accumulate would double-round,
/// breaking the bitwise contract above. The batched and prepacked entries are likewise not
/// supported. Use [`gemm_fused`] for those
///
/// # Panics
/// Same conditions as [`gemm`]: dimension mismatch, an out-of-bounds view, `C` aliasing
/// itself, or `C` overlapping `A`/`B`. The closure itself is total, applied to every stored
/// element
///
/// [`gemm_fused`]: crate::gemm_fused
,
par: Parallelism,
)
/// Like [`gemm_map`] but reuses a caller-owned [`Workspace`] instead of the thread-local
/// pool: zero heap allocation once the workspace has grown to fit the 1st sufficiently
/// large call
///
/// # Panics
/// Same conditions as [`gemm_map`]
,
par: Parallelism,
)
/// `C[r, c] <- f(alpha*A*B + beta*C, r, c)` over raw pointers and `isize` element strides,
/// with no bounds, alias, or shape checks. `(r, c)` is the user-frame coordinate of `C`. Uses
/// the thread-local workspace pool
///
/// # Safety
/// As [`gemm_unchecked`]: `a`/`b` valid for reads and `c` valid for read+write over every
/// `(i,j)` implied by the dimensions/strides, `c` not aliasing `a`/`b`, and `c` need not be
/// initialized when `beta == 0`. The closure is total, applied to every stored element
pub unsafe ,
par: Parallelism,
)
/// Like [`gemm_map_unchecked`] but reuses a caller-owned [`Workspace`] instead of the
/// thread-local pool
///
/// # Safety
/// See [`gemm_map_unchecked`]
pub unsafe ,
par: Parallelism,
)
/// Lowering shared by every unchecked map entry: build the [`Task`] and the [`MapEpi`] (in the
/// user frame, so `swapped` starts `false`), then dispatch through a caller-owned [`Workspace`]
/// (`ws = Some`) or the thread-local pool (`ws = None`)
///
/// # Safety
/// As [`gemm_map_unchecked`]: `a`/`b` valid for reads and `c` valid for read+write over the
/// shape/strides, and `c` not aliasing `a`/`b`
unsafe ,
par: Parallelism,
)