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
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
|
/* Research 139's deciding experiment: a batch loop's body as the program a
* load would make of it (not built yet: docs/research/139), interpreted a
* step at a time by one switch. Scalar steps make the uniform and affine
* values as the executor's rules do (a number's arithmetic finite, an affine
* value's parts whole within 2^52, a DENSE key's row whole and in range);
* kernel steps run over four-byte lanes in registers fixed at load (no
* buffer sought at run time); a list's cells are read once a batch; a row
* range is checked at its ends; sums and products past 2^32 fail the batch;
* a set waits for the batch's end, after its reads' distance is checked.
* The bodies are the suite's as their bytecode has them:
* matmul the j loop a batch (200 lanes), k's rounds together:
* s = s + a[i * n + k].v * b[k * n + j].v
* knapsack each item's rounds a batch (1024 lanes): c = capacity - k,
* with = table[c - w].best + v, if with > table[c].best { set }
* Each also with the same kernels called straight from C, the scalars made
* in C (direct: no interpretation), against natural.h's C.
* cc -O3 -falign-loops=64 -std=c17 -I../040-against-c programs.c -lm -o programs
* ./programs [matmul|knapsack] [program|direct|c|all] [rounds] (one JSON line each) */
#define _POSIX_C_SOURCE 200809L
#include <math.h>
#include <stdbool.h>
#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <time.h>
#include "natural.h"
static double now(void) {
struct timespec t;
clock_gettime(CLOCK_MONOTONIC, &t);
return t.tv_sec * 1e3 + t.tv_nsec / 1e6;
}
enum { LANES = 1024, SREGS = 16, LREGS = 8 };
/* ---- Kernels (as module-batch.c's words_op, cells_at, put_words), each its own function: inlined in run()'s switch,
* GCC made them scalar (their lanes' pointers from one struct) */
__attribute__((noinline)) static bool k_mulk(uint32_t *restrict out, const uint32_t *restrict xs, uint32_t k, unsigned n) {
uint32_t over = 0;
for (unsigned l = 0; l < n; ++l) { uint64_t p = (uint64_t)xs[l] * k; out[l] = (uint32_t)p, over |= (uint32_t)(p >> 32); }
return !over;
}
__attribute__((noinline)) static bool k_addk(uint32_t *restrict out, const uint32_t *restrict xs, uint32_t k, unsigned n) {
uint32_t over = 0;
for (unsigned l = 0; l < n; ++l) { uint32_t s = xs[l] + k; out[l] = s, over |= s < k; }
return !over;
}
__attribute__((noinline)) static bool k_add(uint32_t *restrict out, const uint32_t *restrict xs, const uint32_t *restrict ys, unsigned n) {
uint32_t over = 0;
for (unsigned l = 0; l < n; ++l) { uint32_t s = xs[l] + ys[l]; out[l] = s, over |= s < xs[l]; }
return !over;
}
__attribute__((noinline)) static unsigned k_gt(uint32_t *restrict out, const uint32_t *restrict xs, const uint32_t *restrict ys, unsigned n) {
uint32_t count = 0;
for (unsigned l = 0; l < n; ++l) { uint32_t t = xs[l] > ys[l]; out[l] = t, count += t; }
return count;
}
/* a one-byte column's cells at rows first + lane: four-byte lanes */
__attribute__((noinline)) static void k_widen(uint32_t *restrict out, const uint8_t *restrict from, unsigned n) {
for (unsigned l = 0; l < n; ++l) out[l] = from[l];
}
__attribute__((noinline)) static void k_put_masked(uint32_t *restrict to, const uint32_t *restrict from, const uint32_t *restrict mask, unsigned n) {
for (unsigned l = 0; l < n; ++l) to[l] = mask[l] ? from[l] : to[l];
}
/* ---- Lists as a batch reads them: a DENSE list's column (each key its row) */
typedef struct { size_t count; void *column; uint8_t width; } Cells;
/* ---- The program */
enum {
S_FIELD, /* s[d] = the message's field arg */
S_LOCAL, /* s[d] = local arg (a local the block does not set) */
S_ROUND, /* s[d] = the nested loop's round (uniform) */
S_LANE, /* s[d] = the batch loop's value (affine: first, lane_step) */
S_MUL, /* s[d] = s[a] * s[b] (uniform by uniform, or uniform by affine) */
S_ADD, /* s[d] = s[a] + s[b] */
S_SUB, /* s[d] = s[a] - s[b] */
S_GET, /* s[d] = list arg's field at the row of key s[a] (uniform; DENSE: the key its row) */
K_READ, /* L[d] = list arg's field at affine rows s[a] (four bytes: the column itself; one byte: made four) */
K_MULK, /* L[d] = L[a] * s[b] */
K_ADDK, /* L[d] = L[a] + s[b] */
K_ADD, /* L[d] = L[a] + L[b] */
K_GT, /* L[d] = L[a] > L[b], its 1s counted (a branch's lanes) */
K_IF, /* none of L[a]'s lanes: on past the next b steps */
K_SET, /* list arg's field at affine rows s[a] = L[b] in L[d]'s lanes, at the batch's end */
};
typedef struct { uint8_t op, d, a, b; uint32_t arg; } Step;
typedef struct { double value, step; bool affine; } Scalar;
typedef struct { uint32_t list; Scalar rows; const uint32_t *value, *mask; } Set;
typedef struct {
Scalar s[SREGS];
const uint32_t *lane[LREGS]; /* each lane register's lanes: its own, or a column's */
uint32_t own[LREGS][2][LANES + 24]; /* each two (laid out at load, not 4 KB apart as the executor's buffers): a result never its operand's */
unsigned ones[LREGS];
const uint32_t *field; /* the message */
const double *local;
double round, first, lane_step;
unsigned n;
Cells cells[4]; /* each list's, once a batch */
Set sets[2];
unsigned set_count;
bool failed;
} Machine;
static bool whole(double x) { return x == floor(x) && fabs(x) <= 0x1p52 && !(x == 0 && signbit(x)); }
/* value + step × lane, as affine_of: whole parts at both ends (else the executor makes lanes; here the batch fails) */
static bool affine(Machine *M, double value, double step, Scalar *out) {
if (!whole(value) || !whole(step) || !whole(value + step * (M->n - 1))) return false;
*out = (Scalar){value, step, step != 0};
return true;
}
/* a op b of scalars as the executor's rules: uniforms as numbers (finite), affine values as affine_op */
static bool scalar_op(Machine *M, uint8_t op, const Scalar *a, const Scalar *b, Scalar *out) {
if (!a->affine && !b->affine) {
double v = op == S_MUL ? a->value * b->value : op == S_ADD ? a->value + b->value : a->value - b->value;
if (!isfinite(v)) return false;
*out = (Scalar){v, 0, false};
return true;
}
if ((!a->affine && !whole(a->value)) || (!b->affine && !whole(b->value))) return false;
double as = a->affine ? a->step : 0, bs = b->affine ? b->step : 0;
switch (op) {
case S_ADD: return affine(M, a->value + b->value, as + bs, out);
case S_SUB: return affine(M, a->value - b->value, as - bs, out);
default:
if (!a->affine && a->value > 0) return affine(M, a->value * b->value, a->value * bs, out);
if (!b->affine && b->value > 0) return affine(M, a->value * b->value, as * b->value, out);
return false;
}
}
/* Where register d's result goes: of its two buffers the one neither operand holds (s = s + e: the other). */
static uint32_t *target(Machine *M, unsigned d, unsigned a, unsigned b) {
uint32_t *out = M->own[d][0];
return out == M->lane[a] || out == M->lane[b] ? M->own[d][1] : out;
}
/* The program's steps once for the batch's lanes (a nested loop's round once). false: the batch fails (the executor's rounds). */
static bool run(const Step *prog, unsigned count, Machine *M) {
unsigned n = M->n;
for (unsigned i = 0; i < count; ++i) {
const Step *p = &prog[i];
switch (p->op) {
case S_FIELD: M->s[p->d] = (Scalar){M->field[p->arg], 0, false}; break;
case S_LOCAL: M->s[p->d] = (Scalar){M->local[p->arg], 0, false}; break;
case S_ROUND: M->s[p->d] = (Scalar){M->round, 0, false}; break;
case S_LANE:
if (!affine(M, M->first, M->lane_step, &M->s[p->d])) return false;
break;
case S_MUL: case S_ADD: case S_SUB:
if (!scalar_op(M, p->op, &M->s[p->a], &M->s[p->b], &M->s[p->d])) return false;
break;
case S_GET: {
const Cells *c = &M->cells[p->arg];
double k = M->s[p->a].value;
if (M->s[p->a].affine || !(k >= 0 && k < (double)c->count && k == floor(k))) return false;
size_t row = (size_t)k;
M->s[p->d] = (Scalar){c->width == 1 ? ((const uint8_t *)c->column)[row] : ((const uint32_t *)c->column)[row], 0, false};
break;
}
case K_READ: {
const Cells *c = &M->cells[p->arg];
const Scalar *r = &M->s[p->a];
double end = r->value + r->step * (n - 1);
if (!r->affine || r->step != 1 || !(r->value >= 0 && end < (double)c->count)) return false; /* (the executor's other ways) */
size_t first = (size_t)r->value;
if (c->width == 4) M->lane[p->d] = (const uint32_t *)c->column + first; /* a view */
else k_widen(M->own[p->d][0], (const uint8_t *)c->column + first, n), M->lane[p->d] = M->own[p->d][0];
break;
}
case K_MULK: {
uint32_t *out = target(M, p->d, p->a, p->a);
if (M->s[p->b].affine || !(M->s[p->b].value >= 0 && M->s[p->b].value < 4294967296.0) ||
!k_mulk(out, M->lane[p->a], (uint32_t)M->s[p->b].value, n))
return false;
M->lane[p->d] = out;
break;
}
case K_ADDK: {
uint32_t *out = target(M, p->d, p->a, p->a);
if (M->s[p->b].affine || !(M->s[p->b].value >= 0 && M->s[p->b].value < 4294967296.0) ||
!k_addk(out, M->lane[p->a], (uint32_t)M->s[p->b].value, n))
return false;
M->lane[p->d] = out;
break;
}
case K_ADD: {
uint32_t *out = target(M, p->d, p->a, p->b);
if (!k_add(out, M->lane[p->a], M->lane[p->b], n)) return false;
M->lane[p->d] = out;
break;
}
case K_GT: {
uint32_t *out = target(M, p->d, p->a, p->b);
M->ones[p->d] = k_gt(out, M->lane[p->a], M->lane[p->b], n);
M->lane[p->d] = out;
break;
}
case K_IF:
if (!M->ones[p->a]) i += p->b;
break;
case K_SET:
if (M->set_count == 2) return false;
M->sets[M->set_count++] = (Set){p->arg, M->s[p->a], M->lane[p->b], M->ones[p->d] == n ? NULL : M->lane[p->d]};
break;
}
}
return true;
}
/* ---- matmul */
static uint64_t minstd_x;
static uint32_t minstd_next(void) { return (uint32_t)(minstd_x = minstd_x * 48271 % 2147483647); }
/* The j loop a batch (as the executor runs it: the lanes j, k's rounds together), s in lane register 0. */
static double matmul_program(uint32_t n, const uint8_t *a, const uint8_t *b, double *last, uint64_t *work) {
static Machine M;
enum { R_I, R_N, R_IN, R_K, R_KEYA, R_AV, R_KN, R_J, R_ROWS };
const Step body[] = {
{S_LOCAL, R_I, 0, 0, 0}, {S_FIELD, R_N, 0, 0, 0}, {S_MUL, R_IN, R_I, R_N, 0}, {S_ROUND, R_K, 0, 0, 0},
{S_ADD, R_KEYA, R_IN, R_K, 0}, {S_GET, R_AV, R_KEYA, 0, 0}, /* a[i * n + k].v */
{S_MUL, R_KN, R_K, R_N, 0}, {S_LANE, R_J, 0, 0, 0}, {S_ADD, R_ROWS, R_KN, R_J, 0},
{K_READ, 1, R_ROWS, 0, 1}, /* b[k * n + j].v */
{K_MULK, 2, 1, R_AV, 0}, {K_ADD, 0, 0, 2, 0}, /* s = s + ... */
};
double local[1], total = 0;
uint32_t field[1] = {n};
M.field = field, M.local = local, M.n = n, M.first = 0, M.lane_step = 1;
for (uint32_t i = 0; i < n; ++i) {
local[0] = i;
M.cells[0] = (Cells){(size_t)n * n, (void *)a, 1}, M.cells[1] = (Cells){(size_t)n * n, (void *)b, 1}; /* once a batch */
memset(M.own[0][0], 0, n * sizeof(uint32_t)), M.lane[0] = M.own[0][0]; /* let s = 0 */
for (uint32_t k = 0; k < n; ++k) {
M.round = k;
*work += n * (uint64_t)(sizeof(body) / sizeof(body[0]) + 1);
if (!run(body, sizeof(body) / sizeof(body[0]), &M)) return NAN;
}
uint64_t sum = 0;
for (uint32_t l = 0; l < n; ++l) sum += M.lane[0][l];
total += (double)sum, *last = M.lane[0][n - 1];
}
return total;
}
/* The same kernels called straight, the scalars made in C. */
static double matmul_direct(uint32_t n, const uint8_t *a, const uint8_t *b, double *last) {
static uint32_t s[2][LANES + 24], x[LANES + 24], y[LANES + 24]; /* s two (a result never its operand), as the program's */
double total = 0;
for (uint32_t i = 0; i < n; ++i) {
unsigned t = 0;
memset(s[0], 0, n * sizeof(uint32_t));
for (uint32_t k = 0; k < n; ++k, t ^= 1) {
k_widen(x, b + (size_t)k * n, n);
if (!k_mulk(y, x, a[(size_t)i * n + k], n) || !k_add(s[t ^ 1], s[t], y, n)) return NAN;
}
uint64_t sum = 0;
for (uint32_t l = 0; l < n; ++l) sum += s[t][l];
total += (double)sum, *last = s[t][n - 1];
}
return total;
}
/* ---- knapsack */
/* Each item's rounds a batch, lanes in memory's order (the executor numbers them so after its first batch). */
static double knapsack_program(uint32_t items, uint32_t capacity, const uint32_t *weight, const uint32_t *worth, uint32_t *best, uint64_t *work) {
static Machine M;
enum { R_CAP, R_K, R_C, R_W, R_CW, R_V };
const Step body[] = {
{S_FIELD, R_CAP, 0, 0, 0}, {S_LANE, R_K, 0, 0, 0}, {S_SUB, R_C, R_CAP, R_K, 0}, /* c = capacity - k (lanes: -k) */
{S_LOCAL, R_W, 0, 0, 0}, {S_SUB, R_CW, R_C, R_W, 0}, /* c - it.weight */
{K_READ, 1, R_CW, 0, 0}, {S_LOCAL, R_V, 0, 0, 1}, {K_ADDK, 2, 1, R_V, 0}, /* with = table[c - w].best + it.worth */
{K_READ, 3, R_C, 0, 0}, {K_GT, 4, 2, 3, 0}, /* with > table[c].best */
{K_IF, 0, 4, 1, 0}, {K_SET, 4, R_C, 2, 0}, /* table[c].best = with */
};
double local[2];
uint32_t field[1] = {capacity};
M.field = field, M.local = local;
for (uint32_t i = 0; i < items; ++i) {
local[0] = weight[i], local[1] = worth[i];
uint32_t rounds = capacity + 1 - weight[i];
for (uint32_t k0 = 0; k0 < rounds; k0 += LANES) {
unsigned n = rounds - k0 < LANES ? rounds - k0 : LANES;
/* lanes in memory's order: lane l is round k0 + n - 1 - l (c = capacity - k ascending in l) */
M.n = n, M.first = (double)(k0 + n - 1), M.lane_step = -1, M.set_count = 0;
field[0] = capacity;
M.cells[0] = (Cells){(size_t)capacity + 1, best, 4}; /* once a batch */
*work += n * (uint64_t)(sizeof(body) / sizeof(body[0]) + 1);
if (!run(body, sizeof(body) / sizeof(body[0]), &M)) return NAN;
for (unsigned t = 0; t < M.set_count; ++t) { /* the end: the set's rows against the reads' (distance w >= 0: none of these rounds reads what an earlier one sets), then set */
const Set *s = &M.sets[t];
double d = M.s[R_CW].value - s->rows.value; /* the read c - w against the set c, both step 1 */
if (!(d <= 0 && d == floor(d))) return NAN;
uint32_t *to = best + (size_t)s->rows.value;
if (s->mask) k_put_masked(to, s->value, s->mask, n);
else memcpy(to, s->value, n * sizeof(uint32_t));
}
}
}
return best[capacity];
}
static double knapsack_direct(uint32_t items, uint32_t capacity, const uint32_t *weight, const uint32_t *worth, uint32_t *best) {
static uint32_t with[LANES], gt[LANES];
for (uint32_t i = 0; i < items; ++i) {
uint32_t w = weight[i], v = worth[i], rounds = capacity + 1 - w;
for (uint32_t k0 = 0; k0 < rounds; k0 += LANES) {
unsigned n = rounds - k0 < LANES ? rounds - k0 : LANES;
size_t low = capacity - (k0 + n - 1);
if (!k_addk(with, best + low - w, v, n)) return NAN;
unsigned ones = k_gt(gt, with, best + low, n);
if (!ones) continue;
if (ones == n) memcpy(best + low, with, n * sizeof(uint32_t));
else k_put_masked(best + low, with, gt, n);
}
}
return best[capacity];
}
/* ---- */
static int cmp(const void *a, const void *b) { double x = *(const double *)a, y = *(const double *)b; return (x > y) - (x < y); }
int main(int argc, char **argv) {
const char *body = argc > 1 ? argv[1] : "all", *way = argc > 2 ? argv[2] : "all";
int rounds = argc > 3 ? atoi(argv[3]) : 11;
bool all = !strcmp(way, "all");
double *ms = malloc(rounds * sizeof(double)), out[4];
if (!strcmp(body, "all") || !strcmp(body, "matmul")) {
uint32_t n = 200, in[2] = {n, 0};
uint8_t *a = malloc((size_t)n * n), *b = malloc((size_t)n * n);
minstd_x = 1;
for (uint32_t i = 0; i < n * n; ++i) a[i] = (uint8_t)(minstd_next() % 100), b[i] = (uint8_t)(minstd_next() % 100);
c_matmul(in, out);
double want = out[0];
for (int w = 0; w < 3; ++w) {
const char *name = w == 0 ? "program" : w == 1 ? "direct" : "c";
if (!all && strcmp(way, name)) continue;
double got = 0, last = 0;
uint64_t work = 0;
for (int r = 0; r < rounds; ++r) {
double t = now();
if (w == 0) got = matmul_program(n, a, b, &last, &work);
else if (w == 1) got = matmul_direct(n, a, b, &last);
else c_matmul(in, out), got = out[0];
ms[r] = now() - t;
}
qsort(ms, rounds, sizeof(double), cmp);
printf("{\"body\":\"matmul\",\"way\":\"%s\",\"ms\":%.3f,\"same\":%s}\n", name, ms[rounds / 2], got == want ? "true" : "false");
}
}
if (!strcmp(body, "all") || !strcmp(body, "knapsack")) {
uint32_t items = 100, capacity = 50000, in[2] = {items, capacity};
uint32_t *weight = malloc(4 * items), *worth = malloc(4 * items), *best = malloc(4 * (capacity + 1));
minstd_x = 1;
for (uint32_t i = 0; i < items; ++i) weight[i] = minstd_next() % 1000 + 1, worth[i] = minstd_next() % 1000;
c_knapsack(in, out);
double want = out[0];
for (int w = 0; w < 3; ++w) {
const char *name = w == 0 ? "program" : w == 1 ? "direct" : "c";
if (!all && strcmp(way, name)) continue;
double got = 0;
uint64_t work = 0;
for (int r = 0; r < rounds; ++r) {
memset(best, 0, 4 * (capacity + 1));
double t = now();
if (w == 0) got = knapsack_program(items, capacity, weight, worth, best, &work);
else if (w == 1) got = knapsack_direct(items, capacity, weight, worth, best);
else c_knapsack(in, out), got = out[0];
ms[r] = now() - t;
}
qsort(ms, rounds, sizeof(double), cmp);
printf("{\"body\":\"knapsack\",\"way\":\"%s\",\"ms\":%.3f,\"same\":%s}\n", name, ms[rounds / 2], got == want ? "true" : "false");
}
}
return 0;
}
|