Files
kernels/tests/kernel/gemmini_mmio/main.cpp
2024-04-01 11:10:32 -07:00

146 lines
5.3 KiB
C++

#include <stdio.h>
#include <stdint.h>
#include <vx_intrinsics.h>
#include <vx_print.h>
#include <vx_spawn.h>
#include <include/gemmini.h>
#include "gemmini_mmio.h"
#define rd_cycles(x) asm volatile ("csrr %0, mcycle" : "=r" (x))
int main() {
int cid;
asm volatile ("csrr %0, 0xcc2" : "=r" (cid));
if (cid > 0) return 0;
vx_tmc(0xff);
// load up A and B and C
const uint32_t spad_A = 0x00000000;
const uint32_t spad_B = 0x00000080; // 16B word addressed
const uint32_t acc_C = 0x80000000; // accmem + accumulate
const uint32_t spad_C = 0x00000100;
volatile float *smem_A = (float *) SPAD_TO_SMEM(spad_A); // 0xff000000; // byte addressed
float *smem_B = (float *) SPAD_TO_SMEM(spad_B); // 0xff000200;
float *smem_C = (float *) SPAD_TO_SMEM(spad_C); // 0xff000400;
int I = 32 / DIM;
int J = 32 / DIM;
int K = 32 / DIM;
char *print_buf = (char *) PRINT_BUF;
// int cid = vx_core_id();
int nc = vx_num_cores();
int nt = vx_num_threads();
int tid = vx_thread_id();
vx_tmc_one();
gemmini_config_ld(0);
gemmini_extended_config_ex(WEIGHT_STATIONARY, 0, 0, 1, 0, 0);
gemmini_config_st(DIM * 4 * J);
sprintf(print_buf, "DIM %d\n", DIM);
sprintf(print_buf, "num cores %d\n", nc);
sprintf(print_buf, "num threads %d\n", nt);
sprintf(print_buf, "thread ids ");
vx_tmc(-1);
sprintf(print_buf, "%d", tid);
uint32_t start_cycles, end_cycles;
/* sprintf(print_buf, "A spad: 0x%x-0x%x, smem: 0x%x-%x\n", spad_A, spad_A + I * K * DIM, (uint32_t) smem_A, (uint32_t) smem_A + sizeof(float) * I * K * DIM * DIM);
sprintf(print_buf, "B spad: 0x%x-0x%x, smem: 0x%x-%x\n", spad_B, spad_B + K * J * DIM, (uint32_t) smem_B, (uint32_t) smem_B + sizeof(float) * K * J * DIM * DIM);
sprintf(print_buf, "C spad: 0x%x-0x%x, smem: 0x%x-%x\n", spad_C, spad_C + I * J * DIM, (uint32_t) smem_C, (uint32_t) smem_C + sizeof(float) * I * J * DIM * DIM); */
rd_cycles(start_cycles);
// load A with 128->1 in row-major order
for (int t = 0; t < DIM * DIM / nt; t++) {
int n = tid + t * nt;
int x = n / DIM;
int y = n % DIM;
for (int k = 0; k < K; k++) {
for (int i = 0; i < I; i++) {
int tile_byte_offset = (i * K + k) * DIM * DIM;
smem_A[tile_byte_offset + n] = (float) ((I * K * DIM * DIM - ((i * DIM + x) * DIM * K + (k * DIM + y))) % 64);
// smem_A[tile_byte_offset + x * DIM + y] = (float) ((I * K * DIM * DIM - ((i * DIM + x) * DIM * K + (k * DIM + y))) % 64);
}
}
}
// load B with 0->191 in row-major order
for (int t = 0; t < DIM * DIM / nt; t++) {
int n = tid + t * nt;
int x = n / DIM;
int y = n % DIM;
for (int k = 0; k < K; k++) {
for (int j = 0; j < J; j++) {
int tile_byte_offset = (k * J + j) * DIM * DIM;
smem_B[tile_byte_offset + n] = (float) (((k * DIM + x) * DIM * J + (j * DIM + y)) % 64);
}
// smem_B[tile_byte_offset + x * DIM + y] = (float) (((k * DIM + x) * DIM * J + (j * DIM + y)) % 64);
}
}
rd_cycles(end_cycles);
// for (int i = 0; i < I * J * DIM * DIM; i++) smem_C[i] = 1.f;
vx_tmc_one();
sprintf(print_buf, "\ndata loading took %d cycles for %d floats\n", end_cycles - start_cycles, DIM * DIM * (I * K + J * K));
fence();
// sprintf(print_buf, "\nA in\n");
// for (int i = 0; i < I * DIM; i++) {
// for (int j = 0; j < K * DIM; j++) {
// sprintf(print_buf, "%d ", (int) (smem_A[SMEM_MAT_OFFSET(i, j, K * DIM)]));
// }
// sprintf(print_buf, "\n");
// }
// sprintf(print_buf, "\nB in\n");
// for (int i = 0; i < K * DIM; i++) {
// for (int j = 0; j < J * DIM; j++) {
// sprintf(print_buf, "%d ", (int) (smem_B[SMEM_MAT_OFFSET(i, j, J * DIM)]));
// }
// sprintf(print_buf, "\n");
// if (i == 2) i = K * DIM - 3;
// }
// gemmini_extended_preload(spad_B, acc_C, DIM, DIM, DIM, DIM);
// gemmini_extended_compute_preloaded(spad_A, GARBAGE_ADDR, DIM, DIM, DIM, DIM);
// gemmini_extended_mvout(0xc0000000, 0xff000000, DIM, DIM);
// gemmini_extended_mvout_spad(spad_C, 1, acc_C, DIM, DIM);
asm volatile ("csrr %0, mcycle" : "=r" (start_cycles));
sp_tiled_matmul_full_spad_ws(spad_A, spad_B, /*spad_D=*/0, spad_C,
/*I=*/I, /*J=*/J, /*K=*/K, /*pad_I=*/0, /*pad_J=*/0, /*pad_K=*/0,
/*a_transpose=*/0, /*b_transpose=*/0, /*full_C=*/0, /*low_D=*/0,
/*no_bias=*/1, /*repeating_bias=*/0, /*act=*/NO_ACTIVATION);
fence();
asm volatile ("csrr %0, mcycle" : "=r" (end_cycles));
sprintf(print_buf, "gemmini cycles taken: %d\n", end_cycles - start_cycles);
// check results
for (int i = 0; i < I * DIM; i++) {
for (int j = 0; j < J * DIM; j++) {
int sum = 0;
for (int k = 0; k < K * DIM; k++) sum += ((I * K * DIM * DIM - i * K * DIM - k) % 64) * ((k * J * DIM + j) % 64);
if ((int) (smem_C[SMEM_MAT_OFFSET(i, j, J * DIM)] * 10) != (int) (sum * 10)) {
sprintf(print_buf, "TEST FAILED (actual/reference)\n");
for (int ii = 0; ii < I * DIM; ii++) {
for (int jj = 0; jj < J * DIM; jj++) {
sum = 0;
for (int k = 0; k < K * DIM; k++) sum += ((I * K * DIM * DIM - ii * K * DIM - k) % 64) * ((k * J * DIM + jj) % 64);
sprintf(print_buf, "%d/%d ", (int) (smem_C[SMEM_MAT_OFFSET(ii, jj, J * DIM)]), (int) sum);
}
sprintf(print_buf, "\n");
}
return 1;
}
}
}
sprintf(print_buf, "TEST PASSED\n");
return 0;
}