opr_cdtp.cu

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/*
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     contributors may be used to endorse or promote products derived
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 "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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*/
 
#include <string.h>
#include <stdlib.h>
#include <stdio.h>
#include "cdtp_kernel.h"
#include "elem_block_tune.h"
#include <device/device_config.h>
#include <device/cuda/check.h>
 
extern "C" {
  #include <common/neko_log.h>
}
 
template < const int >
int tune_cdtp(void *dtx, void *x,
              void *dr, void *ds, void *dt,
              void *dxt, void *dyt, void *dzt,
              void *w3, int *nel, int *lx, int *eb_sel, int *ch_sel,
              int *nw_sel, int *tw_sel);
 
extern "C" {
 
  void cuda_cdtp(void *dtx, void *x,
                 void *dr, void *ds, void *dt,
                 void *dxt, void *dyt, void *dzt,
                 void *w3, int *nel, int *lx) {
 
    static int autotune[17] = { 0 };
    /* elements per block candidate chosen by the tuner */
    static int autotune_eb[17] = { 0 };
    /* chunk candidate chosen for the 1d variant */
    static int autotune_ch[17] = { 0 };
    /* warps per block candidate chosen for the dmma variant */
    static int autotune_nw[17] = { 0 };
    /* warps per block candidate chosen for the tma staged dmma variant */
    static int autotune_tw[17] = { 0 };
 
    const dim3 nthrds_1d(1024, 1, 1);
    const dim3 nthrds_kstep((*lx), (*lx), 1);
    const dim3 nblcks((*nel), 1, 1);
    const cudaStream_t stream = (cudaStream_t) glb_cmd_queue;
 
#define CASE_1D(LX, C)                                                          \
    cdtp_kernel_1d<real, LX, NEKO_CHUNKS(LX, C)>                                \
      <<<nblcks, NEKO_CHUNKS_NTHRDS(LX, C), 0, stream>>>                        \
                              ((real *) dtx, (real *) x,                        \
                              (real *) dr, (real *) ds, (real *) dt,            \
                              (real *) dxt, (real *) dyt, (real *) dzt,         \
                              (real *) w3);                                     \
    CUDA_CHECK(cudaGetLastError());
 
/* Runtime dispatch onto the tuned chunk candidate */
#define CASE_1D_SEL(LX, SEL)                                                    \
    switch (SEL) {                                                              \
    case 0:  CASE_1D(LX, 0); break;                                             \
    case 1:  CASE_1D(LX, 1); break;                                             \
    case 2:  CASE_1D(LX, 2); break;                                             \
    default: CASE_1D(LX, 3); break;                                             \
    }
 
#define CASE_KSTEP(LX, C)                                                       \
    cdtp_kernel_kstep<real, LX, NEKO_EB(LX, C)>                                 \
      <<<NEKO_EB_NBLCKS(*nel, LX, C), NEKO_EB_NTHRDS(LX, C), 0, stream>>>       \
                                 ((real *) dtx, (real *) x,                     \
                                 (real *) dr, (real *) ds, (real *) dt,         \
                                 (real *) dxt, (real *) dyt, (real *) dzt,      \
                                 (real *) w3, *nel);                            \
    CUDA_CHECK(cudaGetLastError());
 
/* Runtime dispatch onto the tuned candidate */
#define CASE_KSTEP_SEL(LX, SEL)                                                 \
    switch (SEL) {                                                              \
    case 0:  CASE_KSTEP(LX, 0); break;                                          \
    case 1:  CASE_KSTEP(LX, 1); break;                                          \
    default: CASE_KSTEP(LX, 2); break;                                          \
    }
 
#define CASE_DMMA(LX, C)                                                        \
    cdtp_kernel_dmma<real, LX, NEKO_DMMA_NW(C)>                                 \
    <<<NEKO_DMMA_NBLCKS(*nel, LX), NEKO_DMMA_NTHRDS(C), 0, stream>>>            \
      ((real *) dtx, (real *) x,                                                \
       (real *) dr, (real *) ds, (real *) dt,                                   \
       (real *) dxt, (real *) dyt, (real *) dzt,                                \
       (real *) w3, *nel);                                                      \
    CUDA_CHECK(cudaGetLastError());
 
/* Runtime dispatch onto the tuned warps per block candidate */
#define CASE_DMMA_SEL(LX, SEL)                                                  \
    switch (SEL) {                                                              \
    case 0:  CASE_DMMA(LX, 0); break;                                           \
    case 1:  CASE_DMMA(LX, 1); break;                                           \
    default: CASE_DMMA(LX, 2); break;                                           \
    }
 
/*
 * The TMA staged dmma variant. Same grid and the same warps per block
 * candidates as CASE_DMMA -- at the one lx it supports NEKO_DMMA_PACK is 1,
 * so the grid is nel blocks -- but it takes no nel: there is no packed tail
 * to clamp when a block is exactly an element. Its block is 22032 B, inside the
 * 48 kB a block gets for free, so unlike the opgrad and conv1 variants it
 * needs no dynamic allocation and no opt-in. See dmma_tma_kernel.h.
 */
#define CASE_DMMA_TMA(LX, C)                                                    \
    cdtp_kernel_dmma_tma<real, LX, NEKO_DMMA_NW(C)>                             \
    <<<NEKO_DMMA_NBLCKS(*nel, LX), NEKO_DMMA_NTHRDS(C), 0, stream>>>            \
      ((real *) dtx, (real *) x,                                                \
       (real *) dr, (real *) ds, (real *) dt,                                   \
       (real *) dxt, (real *) dyt, (real *) dzt,                                \
       (real *) w3);                                                            \
    CUDA_CHECK(cudaGetLastError());
 
/* Runtime dispatch onto the tuned warps per block candidate */
#define CASE_DMMA_TMA_SEL(LX, SEL)                                              \
    switch (SEL) {                                                              \
    case 0:  CASE_DMMA_TMA(LX, 0); break;                                       \
    case 1:  CASE_DMMA_TMA(LX, 1); break;                                       \
    default: CASE_DMMA_TMA(LX, 2); break;                                       \
    }
 
#define CASE(LX)                                                                \
    case LX:                                                                    \
      if(autotune[LX] == 0 ) {                                                  \
        autotune[LX]=tune_cdtp<LX>(dtx, x,                                      \
                                   dr, ds, dt,                                  \
                                   dxt, dyt, dzt,                               \
                                   w3, nel, lx, &autotune_eb[LX],               \
                                   &autotune_ch[LX], &autotune_nw[LX],          \
                                   &autotune_tw[LX]);                           \
      } else if (autotune[LX] == 1 ) {                                          \
        CASE_1D_SEL(LX, autotune_ch[LX]);                                       \
      } else if (autotune[LX] == 2 ) {                                          \
        CASE_KSTEP_SEL(LX, autotune_eb[LX]);                                    \
      } else if (autotune[LX] == 3 ) {                                          \
        CASE_DMMA_SEL(LX, autotune_nw[LX]);                                     \
      } else if (autotune[LX] == 4 ) {                                          \
        CASE_DMMA_TMA_SEL(LX, autotune_tw[LX]);                                 \
      }                                                                         \
      break
 
#define CASE_LARGE(LX)                                                          \
    case LX:                                                                    \
      CASE_KSTEP(LX, 0);                                                        \
      break
 
 
    if ((*lx) < 13) {
      switch(*lx) {
        CASE(2);
        CASE(3);
        CASE(4);
        CASE(5);
        CASE(6);
        CASE(7);
        CASE(8);
        CASE(9);
        CASE(10);
        CASE(11);
        CASE(12);
      default:
        {
          fprintf(stderr, __FILE__ ": size not supported: %d\n", *lx);
          exit(1);
        }
      }
    }
    else {
      switch(*lx) {
        CASE_LARGE(13);
        CASE_LARGE(14);
        CASE_LARGE(15);
        CASE_LARGE(16);
      default:
        {
          fprintf(stderr, __FILE__ ": size not supported: %d\n", *lx);
          exit(1);
        }
      }
    }
  }
}
 
template < const int LX >
int tune_cdtp(void *dtx, void *x,
              void *dr, void *ds, void *dt,
              void *dxt, void *dyt, void *dzt,
              void *w3, int *nel, int *lx, int *eb_sel, int *ch_sel,
              int *nw_sel, int *tw_sel) {
  cudaEvent_t start,stop;
  float time1[NEKO_CHUNKS_CANDIDATES];
  int best1 = 0;
  float time2[NEKO_EB_CANDIDATES];
  float time3[NEKO_DMMA_CANDIDATES];
  int best3 = 0;
  float time4[NEKO_DMMA_CANDIDATES];
  int best4 = 0;
  const int rounds = neko_tune_rounds();
  const int iters = neko_tune_iters();
  const int sweep = neko_eb_sweep();
  const bool dmma = dmma_lx_supported<LX>() && cuda_have_dmma();
  /* Whether the pointers are bulk copy aligned is a property of this call
     rather than of the kernel, so it is checked rather than assumed, see
     dmma_tma_kernel.h. The shared memory gate is a device query too: this
     variant asks for more than a block gets by default */
  const bool tma = dmma_tma_cdtp_lx_supported<LX>() && cuda_have_tma() &&
                   dmma_tma_cdtp_aligned(dtx, x, dr, ds, dt);
  int best = 0;
  int retval;
 
  for (int c = 0; c < NEKO_EB_CANDIDATES; c++) {
    time2[c] = NEKO_TUNE_INIT;
  }
  for (int c = 0; c < NEKO_CHUNKS_CANDIDATES; c++) {
    time1[c] = NEKO_TUNE_INIT;
  }
  for (int c = 0; c < NEKO_DMMA_CANDIDATES; c++) {
    time3[c] = NEKO_TUNE_INIT;
    time4[c] = NEKO_TUNE_INIT;
  }
 
  const dim3 nthrds_1d(1024, 1, 1);
  const dim3 nthrds_kstep((*lx), (*lx), 1);
  const dim3 nblcks((*nel), 1, 1);
  const cudaStream_t stream = (cudaStream_t) glb_cmd_queue;
 
  char *env_value = NULL;
  char neko_log_buf[80];
 
  env_value=getenv("NEKO_AUTOTUNE");
 
  sprintf(neko_log_buf, "Autotune cdtp (lx: %d)", *lx);
  log_section(neko_log_buf);
 
  *eb_sel = 0;
  *ch_sel = 0;
  *nw_sel = 0;
  *tw_sel = 0;
 
  if(env_value) {
    if( !strcmp(env_value,"1D") ) {
      *ch_sel = neko_chunks_env();
      CASE_1D_SEL(LX, *ch_sel);
      sprintf(neko_log_buf,"Set by env   : 1 (1D, %d chunk)",
              NEKO_CHUNKS_SEL(LX, *ch_sel));
      log_message(neko_log_buf);
      log_end_section();
      return 1;
    } else if( !strcmp(env_value,"KSTEP") ) {
      *eb_sel = neko_eb_env();
      CASE_KSTEP_SEL(LX, *eb_sel);
      sprintf(neko_log_buf,"Set by env   : 2 (KSTEP, %d elem/block)",
              NEKO_EB_SEL(LX, *eb_sel));
      log_message(neko_log_buf);
      log_end_section();
      return 2;
    } else if( !strcmp(env_value,"DMMA") ) {
      if (dmma) {
        const int c = neko_dmma_env();
        *nw_sel = c;
        CASE_DMMA_SEL(LX, c);
        sprintf(neko_log_buf,"Set by env   : 3 (DMMA, %d warps)",
                NEKO_DMMA_NW(c));
        log_message(neko_log_buf);
        log_end_section();
        return 3;
      } else {
        sprintf(neko_log_buf, "DMMA strategy not available for this config");
        log_error(neko_log_buf);
      }
    } else if( !strcmp(env_value,"DMMA_TMA") ) {
      if (tma) {
        const int c = neko_dmma_tma_env();
        *tw_sel = c;
        CASE_DMMA_TMA_SEL(LX, c);
        sprintf(neko_log_buf,"Set by env   : 4 (DMMA_TMA, %d warps)",
                NEKO_DMMA_NW(c));
        log_message(neko_log_buf);
        log_end_section();
        return 4;
      } else {
        sprintf(neko_log_buf,
                "DMMA_TMA strategy not available for this config");
        log_error(neko_log_buf);
      }
    } else {
       sprintf(neko_log_buf, "Invalid value set for NEKO_AUTOTUNE");
       log_error(neko_log_buf);
    }
  }
 
  cudaEventCreate(&start);
  cudaEventCreate(&stop);
 
  /* Warm every variant before timing anything: each specialisation has to be
     resident and the clocks at steady state, or whichever is timed first is
     measured on a colder part */
  for (int i = 0; i < NEKO_TUNE_WARMUP; i++) {
    CASE_1D(LX, 0);
    CASE_1D(LX, 1);
    CASE_1D(LX, 2);
    CASE_1D(LX, 3);
    CASE_KSTEP(LX, 0);
    if (sweep) {
      CASE_KSTEP(LX, 1);
      CASE_KSTEP(LX, 2);
    }
    if (dmma) {
      CASE_DMMA(LX, 0);
      CASE_DMMA(LX, 1);
      CASE_DMMA(LX, 2);
    }
    if (tma) {
      CASE_DMMA_TMA(LX, 0);
      CASE_DMMA_TMA(LX, 1);
      CASE_DMMA_TMA(LX, 2);
    }
  }
 
  /* Interleaved rounds, best time per variant */
  for (int r = 0; r < rounds; r++) {
    NEKO_TUNE_TIME(time1, CASE_1D, LX, 0, iters);
    NEKO_TUNE_TIME(time1, CASE_1D, LX, 1, iters);
    NEKO_TUNE_TIME(time1, CASE_1D, LX, 2, iters);
    NEKO_TUNE_TIME(time1, CASE_1D, LX, 3, iters);
    NEKO_TUNE_TIME(time2, CASE_KSTEP, LX, 0, iters);
    if (sweep) {
      NEKO_TUNE_TIME(time2, CASE_KSTEP, LX, 1, iters);
      NEKO_TUNE_TIME(time2, CASE_KSTEP, LX, 2, iters);
    }
    if (dmma) {
      NEKO_TUNE_TIME(time3, CASE_DMMA, LX, 0, iters);
      NEKO_TUNE_TIME(time3, CASE_DMMA, LX, 1, iters);
      NEKO_TUNE_TIME(time3, CASE_DMMA, LX, 2, iters);
    }
    if (tma) {
      NEKO_TUNE_TIME(time4, CASE_DMMA_TMA, LX, 0, iters);
      NEKO_TUNE_TIME(time4, CASE_DMMA_TMA, LX, 1, iters);
      NEKO_TUNE_TIME(time4, CASE_DMMA_TMA, LX, 2, iters);
    }
  }
 
  NEKO_TUNE_LOG(LX, time1, time2);
  NEKO_TUNE_LOG_DMMA(LX, time3);
  NEKO_TUNE_LOG_DMMA_TMA(LX, time4);
 
  NEKO_TUNE_BEST(time1, best1, NEKO_CHUNKS_CANDIDATES);
  NEKO_TUNE_BEST(time2, best, NEKO_EB_CANDIDATES);
  NEKO_TUNE_BEST(time3, best3, NEKO_DMMA_CANDIDATES);
  NEKO_TUNE_BEST(time4, best4, NEKO_DMMA_CANDIDATES);
  *eb_sel = best;
  *ch_sel = best1;
  *nw_sel = best3;
  *tw_sel = best4;
 
  if (time1[best1] < time2[best]) {
    retval = 1;
  } else {
    retval = 2;
  }
 
  /* The dmma variants join the comparison only where they exist, their
     candidates are left at NEKO_TUNE_INIT otherwise */
  float tbest = (retval == 1) ? time1[best1] : time2[best];
 
  if (time3[best3] < tbest) {
    retval = 3;
    tbest = time3[best3];
  }
  if (time4[best4] < tbest) {
    retval = 4;
  }
 
  /* Leave the chosen kernel's output in place: the tuner stands in for a real
     evaluation and the variants do not sum in the same order */
  if (retval == 1) {
    CASE_1D_SEL(LX, best1);
  } else if (retval == 2) {
    CASE_KSTEP_SEL(LX, best);
  } else if (retval == 3) {
    CASE_DMMA_SEL(LX, best3);
  } else {
    CASE_DMMA_TMA_SEL(LX, best4);
  }
 
  if (retval == 1) {
    sprintf(neko_log_buf, "Chose        : 1 (1D, %d chunk)",
            NEKO_CHUNKS_SEL(LX, best1));
  } else if (retval == 2) {
    sprintf(neko_log_buf, "Chose        : 2 (KSTEP, %d elem/block)",
            NEKO_EB_SEL(LX, best));
  } else if (retval == 3) {
    sprintf(neko_log_buf, "Chose        : 3 (DMMA, %d warps, %d elem/blk)",
            NEKO_DMMA_NW(best3), NEKO_DMMA_PACK(LX));
  } else {
    sprintf(neko_log_buf, "Chose        : 4 (DMMA_TMA, %d warps)",
            NEKO_DMMA_NW(best4));
  }
  log_message(neko_log_buf);
  log_end_section();
  return retval;
}