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
|
/**
* app.c
* WRAM Access Host Application Source File
*
*/
#include <stdio.h>
#include <stdlib.h>
#include <stdbool.h>
#include <string.h>
#include <dpu.h>
#include <dpu_log.h>
#include <unistd.h>
#include <getopt.h>
#include <assert.h>
#include "../support/common.h"
#include "../support/timer.h"
#include "../support/params.h"
// Define the DPU Binary path as DPU_BINARY here
#ifndef DPU_BINARY
#define DPU_BINARY "./bin/dpu_code"
#endif
#define XSTR(x) STR(x)
#define STR(x) #x
// Pointer declaration
static unsigned int* A;
static T* B;
static T* C;
static T* C2;
// Create input arrays
#ifdef strided
static void read_input(unsigned int* A, T* B, unsigned int nr_elements, unsigned int stride) {
#else
static void read_input(unsigned int* A, T* B, unsigned int nr_elements) {
#endif
srand(0);
printf("nr_elements\t%u\t", nr_elements);
for (unsigned int i = 0; i < nr_elements; i++) {
#ifdef streaming
A[i] = i % (BLOCK_SIZE >> DIV);
#elif strided
A[i] = ((i>0 ? A[i-1]:0) + stride) % (BLOCK_SIZE >> DIV);
#else
A[i] = ((unsigned int)rand()) % (BLOCK_SIZE >> DIV);
#endif
B[i] = (T)(rand());
C[i] = 0;
}
}
#ifdef streaming
char transfer_mode[] = "streaming";
#elif strided
char transfer_mode[] = "strided";
#else
char transfer_mode[] = "random";
#endif
// Compute output in the host
static void copy_host(T* C, T* B, unsigned int* A, unsigned int nr_elements) {
unsigned int wram_size = BLOCK_SIZE >> DIV;
for (unsigned int i = 0; i < nr_elements / wram_size; i++) {
for (unsigned int j = 0; j < wram_size; j++) {
unsigned int address = A[i * wram_size + j];
C[i * wram_size + address] = B[i * wram_size + address];
}
}
}
// Main of the Host Application
int main(int argc, char **argv) {
struct Params p = input_params(argc, argv);
struct dpu_set_t dpu_set, dpu;
uint32_t nr_of_dpus;
uint32_t nr_of_ranks;
// Allocate DPUs and load binary
DPU_ASSERT(dpu_alloc(NR_DPUS, NULL, &dpu_set));
DPU_ASSERT(dpu_load(dpu_set, DPU_BINARY, NULL));
DPU_ASSERT(dpu_get_nr_dpus(dpu_set, &nr_of_dpus));
DPU_ASSERT(dpu_get_nr_ranks(dpu_set, &nr_of_ranks));
printf("Allocated %d DPU(s)\n", nr_of_dpus);
unsigned int i = 0;
double cc = 0;
double cc_min = 0;
const unsigned int input_size = p.exp == 0 ? p.input_size * nr_of_dpus : p.input_size;
// Input/output allocation
A = malloc(input_size * sizeof(unsigned int));
unsigned int *bufferA = A;
B = malloc(input_size * sizeof(T));
T *bufferB = B;
C = malloc(input_size * sizeof(T));
T *bufferC = C;
C2 = malloc(input_size * sizeof(T));
// Create an input file with arbitrary data
#ifdef strided
read_input(A, B, input_size, p.stride);
#else
read_input(A, B, input_size);
#endif
// Timer declaration
Timer timer;
printf("NR_TASKLETS\t%d\tBL\t%d\n", NR_TASKLETS, BL);
// Loop over main kernel
for(int rep = 0; rep < p.n_warmup + p.n_reps; rep++) {
// Compute output on CPU (performance comparison and verification purposes)
if(rep >= p.n_warmup)
start(&timer, 0, rep - p.n_warmup);
copy_host(C2, B, A, input_size);
if(rep >= p.n_warmup)
stop(&timer, 0);
printf("Load input data\n");
if(rep >= p.n_warmup)
start(&timer, 1, rep - p.n_warmup);
// Input arguments
const unsigned int input_size_dpu = input_size / nr_of_dpus;
unsigned int kernel = 0;
dpu_arguments_t input_arguments = {input_size_dpu, kernel};
DPU_ASSERT(dpu_copy_to(dpu_set, "DPU_INPUT_ARGUMENTS", 0, (const void *)&input_arguments, sizeof(input_arguments)));
// Copy input arrays
i = 0;
DPU_FOREACH (dpu_set, dpu) {
DPU_ASSERT(dpu_copy_to(dpu, DPU_MRAM_HEAP_POINTER_NAME, 0, bufferA + input_size_dpu * i, input_size_dpu * sizeof(unsigned int)));
DPU_ASSERT(dpu_copy_to(dpu, DPU_MRAM_HEAP_POINTER_NAME, input_size_dpu * sizeof(unsigned int), bufferB + input_size_dpu * i, input_size_dpu * sizeof(T)));
DPU_ASSERT(dpu_copy_to(dpu, DPU_MRAM_HEAP_POINTER_NAME, input_size_dpu * (sizeof(unsigned int) + sizeof(T)), bufferC + input_size_dpu * i, input_size_dpu * sizeof(T)));
i++;
}
if(rep >= p.n_warmup)
stop(&timer, 1);
printf("Run program on DPU(s) \n");
// Run DPU kernel
if(rep >= p.n_warmup)
start(&timer, 2, rep - p.n_warmup);
DPU_ASSERT(dpu_launch(dpu_set, DPU_SYNCHRONOUS));
if(rep >= p.n_warmup)
stop(&timer, 2);
#if PRINT
{
unsigned int each_dpu = 0;
printf("Display DPU Logs\n");
DPU_FOREACH (dpu_set, dpu) {
printf("DPU#%d:\n", each_dpu);
DPU_ASSERT(dpulog_read_for_dpu(dpu.dpu, stdout));
each_dpu++;
}
}
#endif
printf("Retrieve results\n");
if(rep >= p.n_warmup)
start(&timer, 3, rep - p.n_warmup);
dpu_results_t results[nr_of_dpus];
i = 0;
DPU_FOREACH (dpu_set, dpu) {
// Copy output array
DPU_ASSERT(dpu_copy_from(dpu, DPU_MRAM_HEAP_POINTER_NAME, input_size_dpu * (sizeof(unsigned int) + sizeof(T)), bufferC + input_size_dpu * i, input_size_dpu * sizeof(T)));
#if PERF
results[i].cycles = 0;
// Retrieve tasklet timings
for (unsigned int each_tasklet = 0; each_tasklet < NR_TASKLETS; each_tasklet++) {
dpu_results_t result;
result.cycles = 0;
DPU_ASSERT(dpu_copy_from(dpu, "DPU_RESULTS", each_tasklet * sizeof(dpu_results_t), &result, sizeof(dpu_results_t)));
printf("[::] DMA UPMEM | n_dpus=%d n_ranks=%d n_tasklets=%d e_type=%s n_elements=%u e_mode=%s block_size_B=%d"
" | dpu_cycles=%lu\n",
nr_of_dpus, nr_of_ranks, NR_TASKLETS, XSTR(T), input_size_dpu, transfer_mode, BLOCK_SIZE,
result.cycles);
if (result.cycles > results[i].cycles)
results[i].cycles = result.cycles;
}
#endif
i++;
}
if(rep >= p.n_warmup)
stop(&timer, 3);
#if PERF
uint64_t max_cycles = 0;
uint64_t min_cycles = 0xFFFFFFFFFFFFFFFF;
// Print performance results
if(rep >= p.n_warmup){
i = 0;
DPU_FOREACH(dpu_set, dpu) {
if(results[i].cycles > max_cycles)
max_cycles = results[i].cycles;
if(results[i].cycles < min_cycles)
min_cycles = results[i].cycles;
i++;
}
cc += (double)max_cycles;
cc_min += (double)min_cycles;
}
#endif
}
printf("DPU cycles = %g cc\n", cc / p.n_reps);
// Check output
bool status = true;
for (i = 0; i < input_size; i++) {
if(C2[i] != bufferC[i]){
status = false;
#if PRINT
printf("%d: %u -- %u\n", i, C2[i], bufferC[i]);
#endif
}
}
// Deallocation
free(A);
free(B);
free(C);
free(C2);
DPU_ASSERT(dpu_free(dpu_set));
return status ? 0 : -1;
}
|