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1062 lines (1011 loc) · 40.6 KB
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#include "ds4.h"
#include "ds4_distributed.h"
#include "ds4_gpu_args.h"
#include "ds4_help.h"
#include "ds4_tp.h"
/* Purpose-built throughput benchmark.
*
* The benchmark walks one fixed token sequence to configurable context
* frontiers, measuring only the newest prefill interval at each frontier. It
* then snapshots the live session in memory when the payload is small enough,
* performs a fixed greedy decode run without allowing EOS, restores the
* snapshot or replays the prefix, and continues to the next frontier. Snapshot
* save/restore time is intentionally outside both timing windows.
*/
#include <errno.h>
#include <limits.h>
#include <math.h>
#include <stdbool.h>
#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <time.h>
/* CUDA builds resolve these weak symbols through libcudart; other builds
* remain independent of CUDA headers and libraries. */
#if defined(__GNUC__) && !defined(__APPLE__)
#define DS4_BENCH_HAVE_CUDA_PROFILER 1
extern int cudaProfilerStart(void) __attribute__((weak));
extern int cudaProfilerStop(void) __attribute__((weak));
#endif
#define DS4_BENCH_DEFAULT_SNAPSHOT_MAX_BYTES (UINT64_C(1) << 30)
typedef struct {
const char *model_path;
const char *mtp_path;
const char *prompt_path;
const char *chat_prompt_path;
const char *system;
const char *csv_path;
const char *expert_profile_path;
const char *gpu_vram_arg;
const char *gpu_devices_arg;
ds4_backend backend;
int threads;
int ctx_start;
int ctx_max;
int ctx_alloc;
int step_incr;
int gen_tokens;
int power_percent;
uint32_t prefill_chunk;
uint32_t ssd_streaming_cache_experts;
uint64_t ssd_streaming_cache_bytes;
uint32_t ssd_streaming_full_layers;
uint32_t ssd_streaming_preload_experts;
uint64_t simulate_used_memory_bytes;
double step_mul;
const char *dump_frontier_logits_dir;
ds4_dist_options dist;
ds4_tp_options tp;
bool warm_weights;
bool quality;
bool ssd_streaming;
bool ssd_streaming_cold;
bool ssd_streaming_full_layers_set;
bool cuda_tensor_parallel;
bool show_output;
bool teacher_forced_decode;
bool dspark;
bool dspark_confidence_threshold_set;
float dspark_confidence_threshold;
} bench_config;
static double bench_now_sec(void) {
struct timespec ts;
clock_gettime(CLOCK_MONOTONIC, &ts);
return (double)ts.tv_sec + (double)ts.tv_nsec / 1000000000.0;
}
static uint64_t bench_snapshot_max_bytes(void) {
const char *env = getenv("DS4_BENCH_SNAPSHOT_MAX_BYTES");
if (!env || env[0] == '\0') return DS4_BENCH_DEFAULT_SNAPSHOT_MAX_BYTES;
if (!strcmp(env, "unlimited") || !strcmp(env, "UNLIMITED") ||
!strcmp(env, "inf") || !strcmp(env, "INF")) {
return UINT64_MAX;
}
char *end = NULL;
unsigned long long v = strtoull(env, &end, 10);
if (env[0] == '\0' || !end || *end != '\0') {
fprintf(stderr,
"ds4-bench: invalid DS4_BENCH_SNAPSHOT_MAX_BYTES=%s; using default %llu\n",
env,
(unsigned long long)DS4_BENCH_DEFAULT_SNAPSHOT_MAX_BYTES);
return DS4_BENCH_DEFAULT_SNAPSHOT_MAX_BYTES;
}
return (uint64_t)v;
}
static double bytes_to_gib(uint64_t bytes) {
return (double)bytes / (1024.0 * 1024.0 * 1024.0);
}
static void usage(FILE *fp, const char *topic) {
ds4_help_print(fp, DS4_HELP_BENCH, topic);
}
static int parse_int(const char *s, const char *opt) {
char *end = NULL;
long v = strtol(s, &end, 10);
if (s[0] == '\0' || *end != '\0' || v <= 0 || v > INT_MAX) {
fprintf(stderr, "ds4-bench: invalid value for %s: %s\n", opt, s);
exit(2);
}
return (int)v;
}
static int parse_nonnegative_int(const char *s, const char *opt) {
char *end = NULL;
long v = strtol(s, &end, 10);
if (s[0] == '\0' || *end != '\0' || v < 0 || v > INT_MAX) {
fprintf(stderr, "ds4-bench: invalid value for %s: %s\n", opt, s);
exit(2);
}
return (int)v;
}
static double parse_double_arg(const char *s, const char *opt) {
char *end = NULL;
double v = strtod(s, &end);
if (s[0] == '\0' || *end != '\0' || !isfinite(v)) {
fprintf(stderr, "ds4-bench: invalid value for %s: %s\n", opt, s);
exit(2);
}
return v;
}
static const char *need_arg(int *i, int argc, char **argv, const char *opt) {
if (*i + 1 >= argc) {
fprintf(stderr, "ds4-bench: %s requires an argument\n", opt);
exit(2);
}
return argv[++*i];
}
static ds4_backend parse_backend(const char *s, const char *opt) {
if (!strcmp(s, "metal")) return DS4_BACKEND_METAL;
#ifdef DS4_ROCM_BUILD
if (!strcmp(s, "rocm")) return DS4_BACKEND_CUDA;
#else
if (!strcmp(s, "cuda")) return DS4_BACKEND_CUDA;
#endif
if (!strcmp(s, "cpu")) return DS4_BACKEND_CPU;
fprintf(stderr, "ds4-bench: invalid value for %s: %s\n", opt, s);
#ifdef DS4_ROCM_BUILD
fprintf(stderr, "ds4-bench: valid backends are: metal, rocm, cpu\n");
#else
fprintf(stderr, "ds4-bench: valid backends are: metal, cuda, cpu\n");
#endif
exit(2);
}
static ds4_backend default_backend(void) {
#ifdef DS4_NO_GPU
return DS4_BACKEND_CPU;
#elif defined(__APPLE__)
return DS4_BACKEND_METAL;
#else
return DS4_BACKEND_CUDA;
#endif
}
static char *read_file(const char *path) {
FILE *fp = fopen(path, "rb");
if (!fp) {
fprintf(stderr, "ds4-bench: failed to open %s: %s\n", path, strerror(errno));
exit(1);
}
if (fseek(fp, 0, SEEK_END) != 0) {
fprintf(stderr, "ds4-bench: failed to seek %s\n", path);
fclose(fp);
exit(1);
}
long n = ftell(fp);
if (n < 0) {
fprintf(stderr, "ds4-bench: failed to tell %s\n", path);
fclose(fp);
exit(1);
}
if (fseek(fp, 0, SEEK_SET) != 0) {
fprintf(stderr, "ds4-bench: failed to rewind %s\n", path);
fclose(fp);
exit(1);
}
char *buf = malloc((size_t)n + 1);
if (!buf) {
fprintf(stderr, "ds4-bench: out of memory reading %s\n", path);
fclose(fp);
exit(1);
}
if (fread(buf, 1, (size_t)n, fp) != (size_t)n) {
fprintf(stderr, "ds4-bench: failed to read %s\n", path);
free(buf);
fclose(fp);
exit(1);
}
fclose(fp);
buf[n] = '\0';
return buf;
}
static bench_config parse_options(int argc, char **argv) {
bench_config c = {
.model_path = "ds4flash.gguf",
.system = "You are a helpful assistant.",
.backend = default_backend(),
.ctx_start = 2048,
.ctx_max = 32768,
.step_incr = 2048,
.gen_tokens = 128,
.step_mul = 1.0,
};
for (int i = 1; i < argc; i++) {
const char *arg = argv[i];
if (!strcmp(arg, "-h") || !strcmp(arg, "--help")) {
const char *topic = (i + 1 < argc && argv[i + 1][0] != '-') ?
argv[i + 1] : NULL;
usage(stdout, topic);
exit(0);
}
char dist_parse_err[256] = {0};
ds4_dist_cli_parse_result dist_parse =
ds4_dist_parse_cli_arg(arg,
&i,
argc,
argv,
&c.dist,
dist_parse_err,
sizeof(dist_parse_err));
if (dist_parse == DS4_DIST_CLI_ERROR) {
fprintf(stderr,
"ds4-bench: %s\n",
dist_parse_err[0] ? dist_parse_err : "invalid distributed option");
exit(2);
}
if (dist_parse == DS4_DIST_CLI_MATCHED) continue;
char tp_parse_err[256] = {0};
ds4_tp_cli_parse_result tp_parse =
ds4_tp_parse_cli_arg(arg,
&i,
argc,
argv,
&c.tp,
tp_parse_err,
sizeof(tp_parse_err));
if (tp_parse == DS4_TP_CLI_ERROR) {
fprintf(stderr,
"ds4-bench: %s\n",
tp_parse_err[0] ? tp_parse_err : "invalid tensor-parallel option");
exit(2);
}
if (tp_parse == DS4_TP_CLI_MATCHED) continue;
if (!strcmp(arg, "-m") || !strcmp(arg, "--model")) {
c.model_path = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--mtp-model")) {
c.mtp_path = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--dspark")) {
c.dspark = true;
} else if (!strcmp(arg, "--dspark-confidence")) {
const double v = parse_double_arg(need_arg(&i, argc, argv, arg), arg);
if (v < 0.0 || v > 1.0) {
fprintf(stderr, "ds4-bench: --dspark-confidence must be between 0 and 1\n");
exit(2);
}
c.dspark = true;
c.dspark_confidence_threshold = (float)v;
c.dspark_confidence_threshold_set = true;
} else if (!strcmp(arg, "--prompt-file")) {
c.prompt_path = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--chat-prompt-file")) {
c.chat_prompt_path = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "-sys") || !strcmp(arg, "--system")) {
c.system = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--ctx-start")) {
c.ctx_start = parse_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--ctx-max")) {
c.ctx_max = parse_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--ctx-alloc")) {
c.ctx_alloc = parse_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--step-incr")) {
c.step_incr = parse_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--step-mul")) {
c.step_mul = parse_double_arg(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--gen-tokens") || !strcmp(arg, "--tokens") || !strcmp(arg, "-n")) {
c.gen_tokens = parse_nonnegative_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--csv")) {
c.csv_path = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--dump-frontier-logits-dir")) {
c.dump_frontier_logits_dir = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--expert-profile")) {
c.expert_profile_path = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "-t") || !strcmp(arg, "--threads")) {
c.threads = parse_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--backend")) {
c.backend = parse_backend(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--metal")) {
c.backend = DS4_BACKEND_METAL;
#ifdef DS4_ROCM_BUILD
} else if (!strcmp(arg, "--rocm")) {
c.backend = DS4_BACKEND_CUDA;
#else
} else if (!strcmp(arg, "--cuda")) {
c.backend = DS4_BACKEND_CUDA;
#endif
} else if (!strcmp(arg, "--gpu-vram")) {
c.gpu_vram_arg = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--gpu-devices")) {
c.gpu_devices_arg = need_arg(&i, argc, argv, arg);
} else if (!strcmp(arg, "--cuda-tensor-parallel")) {
c.cuda_tensor_parallel = true;
} else if (!strcmp(arg, "--cpu")) {
c.backend = DS4_BACKEND_CPU;
} else if (!strcmp(arg, "--quality")) {
c.quality = true;
} else if (!strcmp(arg, "--ssd-streaming")) {
c.ssd_streaming = true;
} else if (!strcmp(arg, "--ssd-streaming-cold")) {
c.ssd_streaming_cold = true;
} else if (!strcmp(arg, "--ssd-streaming-cache-experts")) {
uint32_t experts = 0;
uint64_t bytes = 0;
if (!ds4_parse_streaming_cache_experts_arg(
need_arg(&i, argc, argv, arg), &experts, &bytes)) {
fprintf(stderr,
"ds4-bench: --ssd-streaming-cache-experts must be a positive count or <number>GB\n");
exit(2);
}
c.ssd_streaming_cache_experts = experts;
c.ssd_streaming_cache_bytes = bytes;
} else if (!strcmp(arg, "--ssd-streaming-full-layers")) {
int v = parse_nonnegative_int(need_arg(&i, argc, argv, arg), arg);
c.ssd_streaming_full_layers = (uint32_t)v;
c.ssd_streaming_full_layers_set = true;
} else if (!strcmp(arg, "--ssd-streaming-preload-experts")) {
int v = parse_int(need_arg(&i, argc, argv, arg), arg);
if (v <= 0) {
fprintf(stderr, "ds4-bench: --ssd-streaming-preload-experts must be positive\n");
exit(2);
}
c.ssd_streaming_preload_experts = (uint32_t)v;
} else if (!strcmp(arg, "--simulate-used-memory")) {
if (!ds4_parse_gib_arg(need_arg(&i, argc, argv, arg),
&c.simulate_used_memory_bytes)) {
fprintf(stderr,
"ds4-bench: --simulate-used-memory must be a positive GiB value, e.g. 64GB\n");
exit(2);
}
} else if (!strcmp(arg, "--prefill-chunk")) {
c.prefill_chunk = (uint32_t)parse_int(need_arg(&i, argc, argv, arg), arg);
} else if (!strcmp(arg, "--power")) {
c.power_percent = parse_int(need_arg(&i, argc, argv, arg), arg);
if (c.power_percent < 1 || c.power_percent > 100) {
fprintf(stderr, "ds4-bench: --power must be between 1 and 100\n");
exit(2);
}
} else if (!strcmp(arg, "--warm-weights")) {
c.warm_weights = true;
} else if (!strcmp(arg, "--show-output")) {
c.show_output = true;
} else if (!strcmp(arg, "--teacher-forced-decode")) {
c.teacher_forced_decode = true;
} else {
fprintf(stderr, "ds4-bench: unknown option: %s\n", arg);
usage(stderr, NULL);
exit(2);
}
}
if (!!c.prompt_path == !!c.chat_prompt_path) {
fprintf(stderr, "ds4-bench: specify exactly one of --prompt-file or --chat-prompt-file\n");
exit(2);
}
if (c.dspark && !c.mtp_path) {
fprintf(stderr, "ds4-bench: --dspark requires --mtp-model FILE\n");
exit(2);
}
if (c.dspark && c.teacher_forced_decode) {
fprintf(stderr,
"ds4-bench: --dspark cannot be combined with "
"--teacher-forced-decode\n");
exit(2);
}
if (c.ctx_start > c.ctx_max) {
fprintf(stderr, "ds4-bench: --ctx-start must be <= --ctx-max\n");
exit(2);
}
if (c.step_mul < 1.0) {
fprintf(stderr, "ds4-bench: --step-mul must be >= 1\n");
exit(2);
}
if (c.step_mul == 1.0 && c.step_incr <= 0) {
fprintf(stderr, "ds4-bench: --step-incr must be positive when --step-mul is 1\n");
exit(2);
}
if (c.ctx_max > INT_MAX - c.gen_tokens - 1) {
fprintf(stderr, "ds4-bench: requested context is too large\n");
exit(2);
}
if (c.ctx_alloc == 0) c.ctx_alloc = c.ctx_max + c.gen_tokens + 1;
if (c.ctx_alloc <= c.ctx_max + c.gen_tokens) {
fprintf(stderr, "ds4-bench: --ctx-alloc must be greater than ctx-max + gen-tokens\n");
exit(2);
}
char tp_err[256];
if (!ds4_tp_adopt_distributed_options(&c.tp,
&c.dist,
tp_err,
sizeof(tp_err))) {
fprintf(stderr, "ds4-bench: %s\n", tp_err);
exit(2);
}
char dist_err[256];
if (ds4_dist_prepare_engine_options(&c.dist, NULL, dist_err, sizeof(dist_err)) != 0) {
fprintf(stderr, "ds4-bench: %s\n", dist_err);
exit(2);
}
if (c.dist.role == DS4_DISTRIBUTED_WORKER || c.tp.role == DS4_TP_WORKER) {
fprintf(stderr, "ds4-bench: --role worker is a serving mode; start workers with ./ds4\n");
exit(2);
}
return c;
}
static void json_write_string(FILE *fp, const char *s) {
fputc('"', fp);
if (s) {
for (const unsigned char *p = (const unsigned char *)s; *p; p++) {
switch (*p) {
case '"': fputs("\\\"", fp); break;
case '\\': fputs("\\\\", fp); break;
case '\b': fputs("\\b", fp); break;
case '\f': fputs("\\f", fp); break;
case '\n': fputs("\\n", fp); break;
case '\r': fputs("\\r", fp); break;
case '\t': fputs("\\t", fp); break;
default:
if (*p < 0x20) fprintf(fp, "\\u%04x", (unsigned)*p);
else fputc((char)*p, fp);
break;
}
}
}
fputc('"', fp);
}
static int write_frontier_logits_json(
const bench_config *cfg,
ds4_engine *engine,
ds4_session *session,
int frontier,
int previous) {
if (!cfg->dump_frontier_logits_dir) return 0;
const int vocab = ds4_engine_vocab_size(engine);
float *logits = malloc((size_t)vocab * sizeof(logits[0]));
if (!logits) {
fprintf(stderr, "ds4-bench: out of memory copying frontier logits\n");
return 1;
}
if (ds4_session_copy_logits(session, logits, vocab) != vocab) {
fprintf(stderr, "ds4-bench: failed to copy frontier logits at %d\n", frontier);
free(logits);
return 1;
}
char path[PATH_MAX];
const int n = snprintf(path,
sizeof(path),
"%s/frontier_%06d.logits.json",
cfg->dump_frontier_logits_dir,
frontier);
if (n <= 0 || (size_t)n >= sizeof(path)) {
fprintf(stderr, "ds4-bench: frontier logits path is too long\n");
free(logits);
return 1;
}
FILE *fp = fopen(path, "wb");
if (!fp) {
fprintf(stderr, "ds4-bench: failed to open %s: %s\n", path, strerror(errno));
free(logits);
return 1;
}
const int argmax = ds4_session_argmax(session);
fprintf(fp, "{\n \"source\":\"ds4-bench\",\n \"model\":");
json_write_string(fp, cfg->model_path);
fprintf(fp,
",\n \"backend\":\"%s\",\n \"quality\":%s,\n"
" \"quant_bits\":%d,\n \"prompt_tokens\":%d,\n"
" \"frontier_tokens\":%d,\n \"prefill_tokens\":%d,\n"
" \"ctx\":%d,\n \"vocab\":%d,\n"
" \"argmax_id\":%d,\n \"argmax_logit\":%.9g,\n \"logits\":[",
ds4_backend_name(cfg->backend),
cfg->quality ? "true" : "false",
ds4_engine_routed_quant_bits(engine),
frontier,
frontier,
frontier - previous,
cfg->ctx_alloc,
vocab,
argmax,
logits[argmax]);
for (int i = 0; i < vocab; i++) {
if (i) fputc(',', fp);
if ((i % 8) == 0) fputs("\n ", fp);
if (isfinite(logits[i])) fprintf(fp, "%.9g", logits[i]);
else fputs("null", fp);
}
fputs("\n ]\n}\n", fp);
if (fclose(fp) != 0) {
fprintf(stderr, "ds4-bench: failed to close %s\n", path);
free(logits);
return 1;
}
free(logits);
return 0;
}
static int next_frontier(const bench_config *c, int cur) {
if (cur >= c->ctx_max) return c->ctx_max;
int next;
if (c->step_mul == 1.0) {
if (cur > INT_MAX - c->step_incr) next = c->ctx_max;
else next = cur + c->step_incr;
} else {
const double v = ceil((double)cur * c->step_mul);
next = v > (double)INT_MAX ? c->ctx_max : (int)v;
if (next <= cur) next = cur + 1;
}
if (next > c->ctx_max) next = c->ctx_max;
return next;
}
static void log_context_memory(ds4_backend backend,
int ctx_size,
uint32_t prefill_chunk,
bool ssd_streaming) {
ds4_context_memory m =
ds4_context_memory_estimate_with_prefill_mode(backend,
ctx_size,
prefill_chunk,
ssd_streaming);
fprintf(stderr,
"ds4-bench: context buffers %.2f MiB (ctx=%d, backend=%s, prefill_chunk=%u, raw_kv_rows=%u, compressed_kv_rows=%u)\n",
(double)m.total_bytes / (1024.0 * 1024.0),
ctx_size,
ds4_backend_name(backend),
m.prefill_cap,
m.raw_cap,
m.comp_cap);
}
static int wait_distributed_route(ds4_session *session) {
char err[256] = {0};
char last[256] = {0};
unsigned ticks = 0;
const struct timespec delay = {0, 250000000L};
for (;;) {
int ready = ds4_session_distributed_route_ready(session, err, sizeof(err));
if (ready > 0) {
if (ticks) fprintf(stderr, "ds4-bench: distributed route ready\n");
return 0;
}
if (ready < 0) {
fprintf(stderr,
"ds4-bench: distributed route readiness failed: %s\n",
err[0] ? err : "unknown error");
return 1;
}
const char *why = err[0] ? err : "route incomplete";
if (strcmp(last, why) != 0 || (ticks % 20u) == 0) {
fprintf(stderr, "ds4-bench: waiting for distributed route: %s\n", why);
snprintf(last, sizeof(last), "%s", why);
}
nanosleep(&delay, NULL);
ticks++;
}
}
static void maybe_warn_distributed_step_shape(const bench_config *cfg, ds4_session *session) {
if (!cfg || !session || cfg->dist.role != DS4_DISTRIBUTED_COORDINATOR) return;
uint32_t chunk = cfg->dist.prefill_chunk;
if (chunk == 0) {
const int cap = ds4_session_prefill_cap(session);
if (cap > 0) chunk = (uint32_t)cap;
}
if (chunk == 0) return;
if (cfg->step_mul == 1.0 &&
cfg->step_incr > 0 &&
(uint32_t)cfg->step_incr < chunk &&
cfg->ctx_start < cfg->ctx_max)
{
fprintf(stderr,
"ds4-bench: note: --step-incr=%d is smaller than distributed prefill chunk %u; "
"suffix rows will not show multi-chunk pipeline overlap\n",
cfg->step_incr,
chunk);
}
}
static void close_engine(ds4_engine *engine, ds4_tp *tp) {
if (tp) ds4_tp_send_stop(tp);
ds4_engine_close(engine);
ds4_tp_free(tp);
}
int main(int argc, char **argv) {
bench_config cfg = parse_options(argc, argv);
/* Hint the packer at the largest ctx this bench run will exercise
* so per-layer KV bytes are priced for the real session size, not
* a stale 4096 default. Single-tier and CPU paths ignore this. */
int placement_ctx_hint = cfg.ctx_max;
if (cfg.ctx_alloc > placement_ctx_hint) placement_ctx_hint = cfg.ctx_alloc;
ds4_gpu_config gpu_cfg = {0};
bool skip_cuda = false;
const bool have_gpu_config = cfg.gpu_vram_arg || cfg.gpu_devices_arg;
if (have_gpu_config) {
char gpu_err[256];
if (parse_gpu_vram_arg(cfg.gpu_vram_arg, cfg.gpu_devices_arg,
&gpu_cfg, &skip_cuda,
gpu_err, sizeof(gpu_err)) != 0) {
fprintf(stderr, "ds4-bench: %s\n", gpu_err);
return 2;
}
cfg.backend = skip_cuda ? DS4_BACKEND_CPU : DS4_BACKEND_CUDA;
}
ds4_engine_options opt = {
.model_path = cfg.model_path,
.mtp_path = cfg.mtp_path,
.backend = cfg.backend,
.n_threads = cfg.threads,
.context_size = cfg.ctx_alloc,
.prefill_chunk = cfg.prefill_chunk,
.ssd_streaming_cache_experts = cfg.ssd_streaming_cache_experts,
.ssd_streaming_cache_bytes = cfg.ssd_streaming_cache_bytes,
.ssd_streaming_full_layers = cfg.ssd_streaming_full_layers,
.ssd_streaming_preload_experts = cfg.ssd_streaming_preload_experts,
.simulate_used_memory_bytes = cfg.simulate_used_memory_bytes,
.power_percent = cfg.power_percent,
.warm_weights = cfg.warm_weights,
.quality = cfg.quality,
.dspark = cfg.dspark,
.dspark_confidence_threshold = cfg.dspark_confidence_threshold,
.dspark_confidence_threshold_set = cfg.dspark_confidence_threshold_set,
.cuda_tensor_parallel = cfg.cuda_tensor_parallel,
.ssd_streaming = cfg.ssd_streaming,
.ssd_streaming_cold = cfg.ssd_streaming_cold,
.ssd_streaming_full_layers_set = cfg.ssd_streaming_full_layers_set,
.expert_profile_path = cfg.expert_profile_path,
.distributed = cfg.dist,
.tp = cfg.tp,
};
char dist_err[256];
if (ds4_dist_prepare_engine_options(&cfg.dist, &opt, dist_err, sizeof(dist_err)) != 0) {
fprintf(stderr, "ds4-bench: %s\n", dist_err);
return 2;
}
char tp_err[256];
if (!ds4_tp_validate_engine_options(&opt, tp_err, sizeof(tp_err))) {
fprintf(stderr, "ds4-bench: %s\n", tp_err);
return 2;
}
ds4_engine *engine = NULL;
if (have_gpu_config && !skip_cuda) {
const bool was_auto =
(cfg.gpu_vram_arg && !strcmp(cfg.gpu_vram_arg, "auto")) ||
(!cfg.gpu_vram_arg && cfg.gpu_devices_arg);
char layout[256];
if (format_gpu_layout_line(&gpu_cfg, was_auto,
layout, sizeof(layout)) > 0) {
fprintf(stdout, "%s\n", layout);
fflush(stdout);
}
if (ds4_engine_create_with_gpu_config(
&engine, &opt, &gpu_cfg) != 0) return 1;
} else if (ds4_engine_open(&engine, &opt) != 0) {
return 1;
}
ds4_tp *tp_leader = NULL;
if (cfg.tp.role == DS4_TP_LEADER) {
ds4_tp_identity tp_id = {
.gguf_bytes = ds4_engine_model_bytes(engine),
.model_id = (uint32_t)ds4_engine_model_id(engine),
.n_layer = (uint32_t)ds4_engine_layer_count(engine),
.n_embd = (uint32_t)ds4_engine_embd_dim(engine),
.n_vocab = (uint32_t)ds4_engine_vocab_size(engine),
.quant_bits = (uint32_t)ds4_engine_routed_quant_bits(engine),
.ctx_size = (uint32_t)cfg.ctx_alloc,
};
ds4_engine_tp_gate_schedule(engine,
&tp_id.gate_slot_start,
&tp_id.gate_slot_step,
&tp_id.gates_per_token,
tp_id.gate_slot_mask);
if (!ds4_tp_create(&tp_leader,
&cfg.tp,
&tp_id,
tp_err,
sizeof(tp_err)) ||
!ds4_engine_tp_bind(engine, tp_leader, tp_err, sizeof(tp_err))) {
fprintf(stderr, "ds4-bench: %s\n", tp_err);
close_engine(engine, tp_leader);
return 1;
}
}
log_context_memory(opt.backend,
cfg.ctx_alloc,
ds4_engine_prefill_chunk(engine),
cfg.ssd_streaming);
char *text = read_file(cfg.prompt_path ? cfg.prompt_path : cfg.chat_prompt_path);
ds4_tokens prompt = {0};
if (cfg.chat_prompt_path) {
ds4_encode_chat_prompt(engine, cfg.system, text, DS4_THINK_NONE, &prompt);
} else {
ds4_tokenize_text(engine, text, &prompt);
}
free(text);
const int prompt_tokens_needed = cfg.ctx_max +
(cfg.teacher_forced_decode ? cfg.gen_tokens : 0);
if (prompt.len < prompt_tokens_needed) {
fprintf(stderr,
"ds4-bench: prompt has %d tokens, need at least %d%s\n",
prompt.len,
prompt_tokens_needed,
cfg.teacher_forced_decode ? " for teacher-forced decode" : "");
ds4_tokens_free(&prompt);
close_engine(engine, tp_leader);
return 1;
}
ds4_session *session = NULL;
if (ds4_session_create(&session, engine, cfg.ctx_alloc) != 0) {
fprintf(stderr, "ds4-bench: failed to create session\n");
ds4_tokens_free(&prompt);
close_engine(engine, tp_leader);
return 1;
}
if (cfg.dist.role == DS4_DISTRIBUTED_COORDINATOR &&
wait_distributed_route(session) != 0)
{
ds4_session_free(session);
ds4_tokens_free(&prompt);
close_engine(engine, tp_leader);
return 1;
}
maybe_warn_distributed_step_shape(&cfg, session);
FILE *out = stdout;
if (cfg.csv_path) {
out = fopen(cfg.csv_path, "wb");
if (!out) {
fprintf(stderr, "ds4-bench: failed to open %s: %s\n", cfg.csv_path, strerror(errno));
ds4_session_free(session);
ds4_tokens_free(&prompt);
close_engine(engine, tp_leader);
return 1;
}
}
fprintf(out, "ctx_tokens,prefill_tokens,prefill_tps,gen_tokens,gen_tps,gen_first_ms,gen_steady_tokens,gen_steady_tps,kvcache_bytes\n");
fflush(out);
const int eos = ds4_token_eos(engine);
const bool distributed =
cfg.dist.role == DS4_DISTRIBUTED_COORDINATOR ||
cfg.tp.role == DS4_TP_LEADER;
const bool speculative = cfg.dspark && ds4_engine_mtp_draft_tokens(engine) > 1;
if (cfg.dspark && !speculative) {
fprintf(stderr, "ds4-bench: DSpark support model did not enable speculative decoding\n");
if (out != stdout) fclose(out);
ds4_session_free(session);
ds4_tokens_free(&prompt);
close_engine(engine, tp_leader);
return 1;
}
if (speculative) {
fprintf(stderr,
"ds4-bench: DSpark enabled with draft width %d; frontier restoration uses session snapshots\n",
ds4_engine_mtp_draft_tokens(engine));
}
ds4_session_snapshot snap = {0};
const uint64_t snapshot_max_bytes = bench_snapshot_max_bytes();
bool warned_large_snapshot = false;
char err[256];
int previous = 0;
int rc = 0;
for (int frontier = cfg.ctx_start; ; frontier = next_frontier(&cfg, frontier)) {
ds4_tokens prefix = {
.v = prompt.v,
.len = frontier,
.cap = frontier,
};
const double prefill_t0 = bench_now_sec();
#if defined(DS4_BENCH_HAVE_CUDA_PROFILER)
const bool cuda_profile_prefill =
getenv("DS4_BENCH_CUDA_PROFILE_PREFILL") != NULL &&
cudaProfilerStart && cudaProfilerStop;
if (cuda_profile_prefill) (void)cudaProfilerStart();
#endif
const int prefill_rc =
ds4_session_sync(session, &prefix, err, sizeof(err));
#if defined(DS4_BENCH_HAVE_CUDA_PROFILER)
if (cuda_profile_prefill) (void)cudaProfilerStop();
#endif
if (prefill_rc != 0) {
fprintf(stderr, "ds4-bench: prefill to %d failed: %s\n", frontier, err);
rc = 1;
break;
}
const double prefill_t1 = bench_now_sec();
const double prefill_sec = prefill_t1 - prefill_t0;
if (getenv("DS4_METAL_CB_TIMES"))
fprintf(stderr, "ds4-bench: prefill window mono %.1f .. %.1f ms\n",
prefill_t0 * 1e3, prefill_t1 * 1e3);
const int prefill_tokens = frontier - previous;
if (write_frontier_logits_json(&cfg, engine, session, frontier, previous) != 0) {
rc = 1;
break;
}
const bool need_restore_after_generation =
cfg.gen_tokens > 0 && frontier < cfg.ctx_max;
bool have_snapshot = false;
if (need_restore_after_generation && !distributed &&
getenv("DS4_BENCH_DISABLE_SNAPSHOT") == NULL) {
const uint64_t payload_bytes = ds4_session_payload_bytes(session);
const bool large_snapshot_forced =
getenv("DS4_BENCH_FORCE_SNAPSHOT") != NULL;
if (payload_bytes > snapshot_max_bytes && !large_snapshot_forced) {
if (!warned_large_snapshot) {
fprintf(stderr,
"ds4-bench: session payload snapshot is %.2f GiB, above the %.2f GiB benchmark limit; "
"replaying prefixes instead (set DS4_BENCH_FORCE_SNAPSHOT=1 to force snapshots)\n",
bytes_to_gib(payload_bytes),
bytes_to_gib(snapshot_max_bytes));
warned_large_snapshot = true;
}
} else if (payload_bytes > 0) {
if (ds4_session_save_snapshot(session, &snap, err, sizeof(err)) != 0) {
fprintf(stderr, "ds4-bench: snapshot at %d failed: %s\n", frontier, err);
rc = 1;
break;
}
have_snapshot = true;
}
}
const double gen_t0 = bench_now_sec();
double gen_first_sec = 0.0;
double gen_steady_sec = 0.0;
int gen_first_tokens = 0;
int gen_done = 0;
int *gen_token_buf = cfg.show_output && cfg.gen_tokens > 0
? malloc((size_t)cfg.gen_tokens * sizeof(gen_token_buf[0]))
: NULL;
int gen_token_count = 0;
int cuda_profile_start = -1;
int cuda_profile_tokens = 0;
const char *cuda_profile_range =
getenv("DS4_BENCH_CUDA_PROFILE_RANGE");
if (cuda_profile_range &&
(sscanf(cuda_profile_range, "%d:%d",
&cuda_profile_start, &cuda_profile_tokens) != 2 ||
cuda_profile_start < 0 || cuda_profile_tokens <= 0)) {
fprintf(stderr,
"ds4-bench: invalid DS4_BENCH_CUDA_PROFILE_RANGE=%s "
"(expected START_TOKEN:TOKEN_COUNT)\n",
cuda_profile_range);
cuda_profile_start = -1;
cuda_profile_tokens = 0;
}
bool generation_stop = false;
while (gen_done < cfg.gen_tokens && !generation_stop) {
if (ds4_session_pos(session) + 1 >= ds4_session_ctx(session)) {
fprintf(stderr, "ds4-bench: generation would exceed allocated context at frontier %d\n", frontier);
rc = 1;
break;
}
const int token = cfg.teacher_forced_decode
? prompt.v[frontier + gen_done]
: ds4_session_argmax_excluding(session, eos);
if (token < 0) {
fprintf(stderr, "ds4-bench: failed to choose non-EOS token at frontier %d\n", frontier);
rc = 1;
break;
}
const double token_t0 = bench_now_sec();
#if defined(DS4_BENCH_HAVE_CUDA_PROFILER)
if (gen_done == cuda_profile_start && cudaProfilerStart) {
(void)cudaProfilerStart();
}
#endif
int toks[17];
int ntok = 1;
if (speculative) {
const double spec_t0 = bench_now_sec();
ntok = ds4_session_eval_speculative_argmax(
session, token, cfg.gen_tokens - gen_done, eos,
toks, (int)(sizeof(toks) / sizeof(toks[0])),
err, sizeof(err));
if (getenv("DS4_BENCH_SPEC_TRACE") && ntok > 0 && ntok < 17) {
static double call_ms[17];
static unsigned call_n[17];
static unsigned calls_total;
call_ms[ntok] += (bench_now_sec() - spec_t0) * 1e3;
call_n[ntok]++;
if (++calls_total % 32u == 0u) {
fprintf(stderr, "ds4-bench: spec calls %u:", calls_total);
for (int k = 1; k < 17; k++)
if (call_n[k])
fprintf(stderr, " %d-tok x%u avg %.1f ms", k, call_n[k], call_ms[k] / call_n[k]);
fprintf(stderr, "\n");
}
}
if (ntok < 0) {
fprintf(stderr, "ds4-bench: DSpark decode at frontier %d failed: %s\n", frontier, err);
rc = 1;
break;
}
if (ntok == 0) {
fprintf(stderr, "ds4-bench: DSpark decode at frontier %d accepted no tokens\n", frontier);
rc = 1;
break;
}
} else {
toks[0] = token;
if (ds4_session_eval(session, token, err, sizeof(err)) != 0) {
fprintf(stderr, "ds4-bench: decode at frontier %d failed: %s\n", frontier, err);
rc = 1;
break;
}
}
#if defined(DS4_BENCH_HAVE_CUDA_PROFILER)
if (cuda_profile_start >= 0 &&
gen_done + ntok >=
cuda_profile_start + cuda_profile_tokens &&
cudaProfilerStop) {
(void)cudaProfilerStop();
}
#endif
const double token_t1 = bench_now_sec();
/* Diagnostic: DS4_BENCH_DECODE_LOGITS_HASH prints an FNV-1a hash of
* every decode step's full logits, to compare arms bit for bit. */
if (!speculative && getenv("DS4_BENCH_DECODE_LOGITS_HASH")) {
const int vocab = ds4_engine_vocab_size(engine);
float *lg = vocab > 0 ? malloc((size_t)vocab * sizeof(lg[0])) : NULL;
if (lg && ds4_session_copy_logits(session, lg, vocab) == vocab) {
uint64_t h = 1469598103934665603ull;
const unsigned char *b = (const unsigned char *)lg;
for (size_t k = 0; k < (size_t)vocab * sizeof(lg[0]); k++) h = (h ^ b[k]) * 1099511628211ull;
fprintf(stderr, "ds4-bench: decode-hash frontier=%d step=%d %016llx\n",
frontier, gen_done, (unsigned long long)h);
const char *dump = getenv("DS4_BENCH_DECODE_LOGITS_DUMP");
if (dump) {
FILE *fp = fopen(dump, "ab");
if (fp) { fwrite(lg, sizeof(lg[0]), (size_t)vocab, fp); fclose(fp); }
}
}
free(lg);
}
int cycle_tokens = 0;
for (int j = 0; j < ntok && gen_done < cfg.gen_tokens; j++) {
if (toks[j] == eos) {
generation_stop = true;
break;
}
if (gen_token_buf) gen_token_buf[gen_token_count++] = toks[j];
gen_done++;
cycle_tokens++;
}
if (gen_first_tokens == 0) {
gen_first_sec = token_t1 - token_t0;
gen_first_tokens = cycle_tokens;
} else {
gen_steady_sec += token_t1 - token_t0;