perf: accelerate longhaul prompt loading
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@@ -341,6 +341,7 @@ struct cmd_params {
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std::vector<int> n_cpu_moe;
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std::vector<llama_split_mode> split_mode;
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std::vector<llama_load_mode> load_mode;
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uint64_t longhaul_cache_bytes;
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std::vector<int> main_gpu;
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std::vector<bool> no_kv_offload;
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std::vector<llama_flash_attn_type> flash_attn;
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@@ -385,6 +386,7 @@ static const cmd_params cmd_params_defaults = {
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/* n_cpu_moe */ { 0 },
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/* split_mode */ { LLAMA_SPLIT_MODE_LAYER },
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/* load_mode */ { LLAMA_LOAD_MODE_MMAP },
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/* longhaul_cache_bytes */ 0,
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/* main_gpu */ { 0 },
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/* no_kv_offload */ { false },
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/* flash_attn */ { LLAMA_FLASH_ATTN_TYPE_AUTO },
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@@ -459,7 +461,8 @@ static void print_usage(int /* argc */, char ** argv) {
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printf(" -nkvo, --no-kv-offload <0|1> (default: %s)\n", join(cmd_params_defaults.no_kv_offload, ",").c_str());
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printf(" -fa, --flash-attn <on|off|auto> (default: %s)\n", join(transform_to_str(cmd_params_defaults.flash_attn, llama_flash_attn_type_name), ",").c_str());
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printf(" -dev, --device <dev0/dev1/...> (default: auto)\n");
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printf(" -lm, --load-mode <none|mmap|mlock|mmap+mlock|dio> (default: %s)\n", join(transform_to_str(cmd_params_defaults.load_mode, llama_load_mode_name), ",").c_str());
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printf(" -lm, --load-mode <none|mmap|mlock|mmap+mlock|dio|longhaul> (default: %s)\n", join(transform_to_str(cmd_params_defaults.load_mode, llama_load_mode_name), ",").c_str());
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printf(" --longhaul-cache <GiB> expert cache size for longhaul mode\n");
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printf(" -mmp, --mmap <0|1> (DEPRECATED IN FAVOUR OF --load-mode)\n");
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printf(" -dio, --direct-io <0|1> (DEPRECATED IN FAVOUR OF --load-mode)\n");
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printf(" -embd, --embeddings <0|1> (default: %s)\n", join(cmd_params_defaults.embeddings, ",").c_str());
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@@ -521,6 +524,7 @@ static cmd_params parse_cmd_params(int argc, char ** argv) {
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params.progress = cmd_params_defaults.progress;
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params.no_warmup = cmd_params_defaults.no_warmup;
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params.offline = cmd_params_defaults.offline;
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params.longhaul_cache_bytes = cmd_params_defaults.longhaul_cache_bytes;
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if (const char * env = getenv("HF_TOKEN")) {
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params.hf_token = env;
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@@ -774,6 +778,8 @@ static cmd_params parse_cmd_params(int argc, char ** argv) {
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mode = LLAMA_LOAD_MODE_MMAP_MLOCK;
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} else if (m == "dio") {
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mode = LLAMA_LOAD_MODE_DIRECT_IO;
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} else if (m == "longhaul") {
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mode = LLAMA_LOAD_MODE_LONGHAUL;
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} else {
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invalid_param = true;
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break;
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@@ -784,6 +790,17 @@ static cmd_params parse_cmd_params(int argc, char ** argv) {
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break;
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}
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params.load_mode.insert(params.load_mode.end(), modes.begin(), modes.end());
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} else if (arg == "--longhaul-cache") {
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if (++i >= argc) {
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invalid_param = true;
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break;
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}
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const uint64_t gib = std::stoull(argv[i]);
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if (gib == 0 || gib > UINT64_MAX / 1024 / 1024 / 1024) {
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invalid_param = true;
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break;
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}
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params.longhaul_cache_bytes = gib * 1024 * 1024 * 1024;
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} else if (arg == "-mg" || arg == "--main-gpu") {
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if (++i >= argc) {
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invalid_param = true;
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@@ -1135,6 +1152,11 @@ static cmd_params parse_cmd_params(int argc, char ** argv) {
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if (params.load_mode.empty()) {
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params.load_mode = cmd_params_defaults.load_mode;
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}
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if (std::find(params.load_mode.begin(), params.load_mode.end(), LLAMA_LOAD_MODE_LONGHAUL) != params.load_mode.end() &&
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params.longhaul_cache_bytes == 0) {
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fprintf(stderr, "error: longhaul load mode requires --longhaul-cache N\n");
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exit(1);
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}
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if (params.main_gpu.empty()) {
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params.main_gpu = cmd_params_defaults.main_gpu;
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}
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@@ -1201,6 +1223,7 @@ struct cmd_params_instance {
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int n_cpu_moe;
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llama_split_mode split_mode;
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llama_load_mode load_mode;
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uint64_t longhaul_cache_bytes;
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int main_gpu;
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bool no_kv_offload;
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llama_flash_attn_type flash_attn;
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@@ -1222,6 +1245,7 @@ struct cmd_params_instance {
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}
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mparams.split_mode = split_mode;
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mparams.load_mode = load_mode;
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mparams.longhaul_cache_bytes = longhaul_cache_bytes;
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mparams.main_gpu = main_gpu;
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mparams.tensor_split = tensor_split.data();
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mparams.no_host = no_host;
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@@ -1269,7 +1293,8 @@ struct cmd_params_instance {
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return model == other.model && n_gpu_layers == other.n_gpu_layers && n_cpu_moe == other.n_cpu_moe &&
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split_mode == other.split_mode &&
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main_gpu == other.main_gpu && tensor_split == other.tensor_split &&
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load_mode == other.load_mode && devices == other.devices && no_host == other.no_host &&
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load_mode == other.load_mode && longhaul_cache_bytes == other.longhaul_cache_bytes &&
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devices == other.devices && no_host == other.no_host &&
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vec_tensor_buft_override_equal(tensor_buft_overrides, other.tensor_buft_overrides);
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}
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@@ -1342,6 +1367,7 @@ static std::vector<cmd_params_instance> get_cmd_params_instances(const cmd_param
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/* .n_cpu_moe = */ ncmoe,
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/* .split_mode = */ sm,
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/* .load_mode = */ lm,
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/* .longhaul_cache_bytes = */ params.longhaul_cache_bytes,
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/* .main_gpu = */ mg,
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/* .no_kv_offload = */ nkvo,
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/* .flash_attn = */ fa,
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@@ -1378,6 +1404,7 @@ static std::vector<cmd_params_instance> get_cmd_params_instances(const cmd_param
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/* .n_cpu_moe = */ ncmoe,
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/* .split_mode = */ sm,
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/* .load_mode = */ lm,
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/* .longhaul_cache_bytes = */ params.longhaul_cache_bytes,
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/* .main_gpu = */ mg,
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/* .no_kv_offload = */ nkvo,
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/* .flash_attn = */ fa,
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@@ -1414,6 +1441,7 @@ static std::vector<cmd_params_instance> get_cmd_params_instances(const cmd_param
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/* .n_cpu_moe = */ ncmoe,
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/* .split_mode = */ sm,
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/* .load_mode = */ lm,
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/* .longhaul_cache_bytes = */ params.longhaul_cache_bytes,
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/* .main_gpu = */ mg,
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/* .no_kv_offload = */ nkvo,
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/* .flash_attn = */ fa,
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@@ -1455,6 +1483,7 @@ struct test {
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int n_cpu_moe;
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llama_split_mode split_mode;
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llama_load_mode load_mode;
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uint64_t longhaul_cache_bytes;
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int main_gpu;
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bool no_kv_offload;
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llama_flash_attn_type flash_attn;
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@@ -1494,6 +1523,7 @@ struct test {
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n_cpu_moe = inst.n_cpu_moe;
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split_mode = inst.split_mode;
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load_mode = inst.load_mode;
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longhaul_cache_bytes = inst.longhaul_cache_bytes;
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main_gpu = inst.main_gpu;
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no_kv_offload = inst.no_kv_offload;
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flash_attn = inst.flash_attn;
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@@ -1561,7 +1591,7 @@ struct test {
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"n_ubatch", "n_threads", "cpu_mask", "cpu_strict", "poll",
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"type_k", "type_v", "n_gpu_layers", "n_cpu_moe", "split_mode",
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"main_gpu", "no_kv_offload", "flash_attn", "devices", "tensor_split",
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"tensor_buft_overrides", "load_mode", "embeddings",
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"tensor_buft_overrides", "load_mode", "longhaul_cache_bytes", "embeddings",
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"no_op_offload", "no_host", "fit_target", "fit_min_ctx",
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"n_prompt", "n_gen", "n_depth",
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"test_time", "avg_ns", "stddev_ns", "avg_ts", "stddev_ts"
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@@ -1576,7 +1606,8 @@ struct test {
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field == "poll" || field == "model_size" || field == "model_n_params" || field == "n_gpu_layers" ||
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field == "main_gpu" || field == "n_prompt" || field == "n_gen" || field == "n_depth" || field == "avg_ns" ||
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field == "stddev_ns" || field == "no_op_offload" || field == "n_cpu_moe" ||
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field == "fit_target" || field == "fit_min_ctx" || field == "flash_attn") {
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field == "fit_target" || field == "fit_min_ctx" || field == "flash_attn" ||
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field == "longhaul_cache_bytes") {
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return INT;
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}
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if (field == "f16_kv" || field == "no_kv_offload" || field == "cpu_strict" ||
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@@ -1656,6 +1687,7 @@ struct test {
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tensor_split_str,
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tensor_buft_overrides_str,
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llama_load_mode_name(load_mode),
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std::to_string(longhaul_cache_bytes),
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std::to_string(embeddings),
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std::to_string(no_op_offload),
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std::to_string(no_host),
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@@ -1970,6 +2002,9 @@ struct markdown_printer : public printer {
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if (params.load_mode.size() > 1 || params.load_mode != cmd_params_defaults.load_mode) {
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fields.emplace_back("load_mode");
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}
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if (params.longhaul_cache_bytes != cmd_params_defaults.longhaul_cache_bytes) {
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fields.emplace_back("longhaul_cache_bytes");
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}
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if (params.embeddings.size() > 1 || params.embeddings != cmd_params_defaults.embeddings) {
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fields.emplace_back("embeddings");
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}
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