diff --git a/common/common.cpp b/common/common.cpp index 25d0ab02a..b7295ffba 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -252,6 +252,57 @@ int32_t cpu_get_num_math() { return cpu_get_num_physical_cores(); } +// Helper for setting process priority + +#if defined(_WIN32) + +bool set_process_priority(enum ggml_sched_priority prio) { + if (prio == GGML_SCHED_PRIO_NORMAL) { + return true; + } + + DWORD p = NORMAL_PRIORITY_CLASS; + switch (prio) { + case GGML_SCHED_PRIO_NORMAL: p = NORMAL_PRIORITY_CLASS; break; + case GGML_SCHED_PRIO_MEDIUM: p = ABOVE_NORMAL_PRIORITY_CLASS; break; + case GGML_SCHED_PRIO_HIGH: p = HIGH_PRIORITY_CLASS; break; + case GGML_SCHED_PRIO_REALTIME: p = REALTIME_PRIORITY_CLASS; break; + } + + if (!SetPriorityClass(GetCurrentProcess(), p)) { + fprintf(stderr, "warn: failed to set process priority class %d : (%d)\n", prio, (int) GetLastError()); + return false; + } + + return true; +} + +#else // MacOS and POSIX +#include +#include + +bool set_process_priority(enum ggml_sched_priority prio) { + if (prio == GGML_SCHED_PRIO_NORMAL) { + return true; + } + + int p = 0; + switch (prio) { + case GGML_SCHED_PRIO_NORMAL: p = 0; break; + case GGML_SCHED_PRIO_MEDIUM: p = -5; break; + case GGML_SCHED_PRIO_HIGH: p = -10; break; + case GGML_SCHED_PRIO_REALTIME: p = -20; break; + } + + if (!setpriority(PRIO_PROCESS, 0, p)) { + fprintf(stderr, "warn: failed to set process priority %d : %s (%d)\n", prio, strerror(errno), errno); + return false; + } + return true; +} + +#endif + // // CLI argument parsing // @@ -278,6 +329,30 @@ void gpt_params_handle_model_default(gpt_params & params) { } } +void postprocess_cpu_params(cpu_params& cpuparams, const cpu_params* role_model) { + int32_t n_set = 0; + + if (cpuparams.n_threads < 0) { + // Assuming everything about cpuparams is invalid + if (role_model != nullptr) { + cpuparams = *role_model; + } else { + cpuparams.n_threads = cpu_get_num_math(); + } + } + + for (int32_t i = 0; i < GGML_MAX_N_THREADS; i++) { + if (cpuparams.cpumask[i]) { + n_set++; + } + } + + if (n_set && n_set < cpuparams.n_threads) { + // Not enough set bits, may experience performance issues. + fprintf(stderr, "warn: Not enough set bits in CPU mask (%d) to satisfy requested thread count: %d\n", n_set, cpuparams.n_threads); + } +} + bool gpt_params_parse_ex(int argc, char ** argv, gpt_params & params) { bool invalid_param = false; std::string arg; @@ -297,6 +372,11 @@ bool gpt_params_parse_ex(int argc, char ** argv, gpt_params & params) { } } + postprocess_cpu_params(params.cpuparams, nullptr); + postprocess_cpu_params(params.cpuparams_batch, ¶ms.cpuparams); + postprocess_cpu_params(params.draft_cpuparams, ¶ms.cpuparams); + postprocess_cpu_params(params.draft_cpuparams_batch, ¶ms.cpuparams_batch); + if (params.prompt_cache_all && (params.interactive || params.interactive_first)) { throw std::invalid_argument("error: --prompt-cache-all not supported in interactive mode yet\n"); } @@ -328,7 +408,11 @@ bool gpt_params_parse_ex(int argc, char ** argv, gpt_params & params) { void gpt_params_parse_from_env(gpt_params & params) { // we only care about server-related params for now get_env("LLAMA_ARG_MODEL", params.model); - get_env("LLAMA_ARG_THREADS", params.n_threads); + get_env("LLAMA_ARG_MODEL_URL", params.model_url); + get_env("LLAMA_ARG_MODEL_ALIAS", params.model_alias); + get_env("LLAMA_ARG_HF_REPO", params.hf_repo); + get_env("LLAMA_ARG_HF_FILE", params.hf_file); + get_env("LLAMA_ARG_THREADS", params.cpuparams.n_threads); get_env("LLAMA_ARG_CTX_SIZE", params.n_ctx); get_env("LLAMA_ARG_N_PARALLEL", params.n_parallel); get_env("LLAMA_ARG_BATCH", params.n_batch); @@ -342,6 +426,9 @@ void gpt_params_parse_from_env(gpt_params & params) { get_env("LLAMA_ARG_EMBEDDINGS", params.embedding); get_env("LLAMA_ARG_FLASH_ATTN", params.flash_attn); get_env("LLAMA_ARG_DEFRAG_THOLD", params.defrag_thold); + get_env("LLAMA_ARG_CONT_BATCHING", params.cont_batching); + get_env("LLAMA_ARG_HOST", params.hostname); + get_env("LLAMA_ARG_PORT", params.port); } bool gpt_params_parse(int argc, char ** argv, gpt_params & params) { @@ -362,6 +449,79 @@ bool gpt_params_parse(int argc, char ** argv, gpt_params & params) { return true; } +bool parse_cpu_range(const std::string & range, bool (&boolmask)[GGML_MAX_N_THREADS]) { + size_t dash_loc = range.find('-'); + if (dash_loc == std::string::npos) { + fprintf(stderr, "Format of CPU range is invalid! Expected []-[].\n"); + return false; + } + + size_t start_i; + size_t end_i; + + if (dash_loc == 0) { + start_i = 0; + } else { + start_i = std::stoull(range.substr(0, dash_loc)); + if (start_i >= GGML_MAX_N_THREADS) { + fprintf(stderr, "Start index out of bounds!\n"); + return false; + } + } + + if (dash_loc == range.length() - 1) { + end_i = GGML_MAX_N_THREADS - 1; + } else { + end_i = std::stoull(range.substr(dash_loc + 1)); + if (end_i >= GGML_MAX_N_THREADS) { + fprintf(stderr, "End index out of bounds!\n"); + return false; + } + } + + for (size_t i = start_i; i <= end_i; i++) { + boolmask[i] = true; + } + + return true; +} + +bool parse_cpu_mask(const std::string & mask, bool (&boolmask)[GGML_MAX_N_THREADS]) { + // Discard potential 0x prefix + size_t start_i = 0; + if (mask.length() >= 2 && mask.substr(0, 2) == "0x") { + start_i = 2; + } + + size_t num_digits = mask.length() - start_i; + if (num_digits > 128) num_digits = 128; + + size_t end_i = num_digits + start_i; + + for (size_t i = start_i, n = (num_digits*4 - 1); i < end_i; i++, n-=4) { + char c = mask.at(i); + int8_t id = c; + + if ((c >= '0' && c <= '9')) { + id -= '0'; + } else if (c >= 'a' && c <= 'f') { + id -= 'a' - 10; + } else if (c >= 'A' && c <= 'F') { + id -= 'A' - 10; + } else { + fprintf(stderr, "Invalid hex character '%c' at position %d\n", c, int32_t(i)); + return false; + } + + boolmask[ n ] = boolmask[ n ] || ((id & 8) != 0); + boolmask[n - 1] = boolmask[n - 1] || ((id & 4) != 0); + boolmask[n - 2] = boolmask[n - 2] || ((id & 2) != 0); + boolmask[n - 3] = boolmask[n - 3] || ((id & 1) != 0); + } + + return true; +} + #define CHECK_ARG if (++i >= argc) { invalid_param = true; return true; } bool gpt_params_find_arg(int argc, char ** argv, const std::string & arg, gpt_params & params, int & i, bool & invalid_param) { @@ -378,36 +538,142 @@ bool gpt_params_find_arg(int argc, char ** argv, const std::string & arg, gpt_pa } if (arg == "-t" || arg == "--threads") { CHECK_ARG - params.n_threads = std::stoi(argv[i]); - if (params.n_threads <= 0) { - params.n_threads = std::thread::hardware_concurrency(); + params.cpuparams.n_threads = std::stoi(argv[i]); + if (params.cpuparams.n_threads <= 0) { + params.cpuparams.n_threads = std::thread::hardware_concurrency(); } return true; } + if (arg == "-C" || arg == "--cpu-mask") { + CHECK_ARG + std::string mask = argv[i]; + params.cpuparams.mask_valid = true; + invalid_param = !parse_cpu_mask(mask, params.cpuparams.cpumask); + return true; + } + if (arg == "-Cr" || arg == "--cpu-range") { + CHECK_ARG + std::string range = argv[i]; + params.cpuparams.mask_valid = true; + invalid_param = !parse_cpu_range(range, params.cpuparams.cpumask); + return true; + } + if (arg == "--prio") { + CHECK_ARG + params.cpuparams.priority = (enum ggml_sched_priority) std::stoul(argv[i]); + return true; + } + if (arg == "--cpu-strict") { + CHECK_ARG + params.cpuparams.strict_cpu = std::stoul(argv[i]); + return true; + } + if (arg == "--poll") { + CHECK_ARG + params.cpuparams.poll = std::stoul(argv[i]); + return true; + } if (arg == "-tb" || arg == "--threads-batch") { CHECK_ARG - params.n_threads_batch = std::stoi(argv[i]); - if (params.n_threads_batch <= 0) { - params.n_threads_batch = std::thread::hardware_concurrency(); + params.cpuparams_batch.n_threads = std::stoi(argv[i]); + if (params.cpuparams_batch.n_threads <= 0) { + params.cpuparams_batch.n_threads = std::thread::hardware_concurrency(); } return true; } + if (arg == "-Cb" || arg == "--cpu-mask-batch") { + CHECK_ARG + std::string mask = argv[i]; + params.cpuparams_batch.mask_valid = true; + invalid_param = !parse_cpu_mask(mask, params.cpuparams_batch.cpumask); + return true; + } + if (arg == "-Crb" || arg == "--cpu-range_batch") { + CHECK_ARG + std::string range = argv[i]; + params.cpuparams_batch.mask_valid = true; + invalid_param = !parse_cpu_range(range, params.cpuparams_batch.cpumask); + return true; + } + if (arg == "--prio-batch") { + CHECK_ARG + params.cpuparams_batch.priority = (enum ggml_sched_priority) std::stoul(argv[i]); + return true; + } + if (arg == "--cpu-strict-batch") { + params.cpuparams_batch.strict_cpu = true; + return true; + } + if (arg == "--poll-batch") { + CHECK_ARG + params.cpuparams_batch.poll = std::stoul(argv[i]); + return true; + } if (arg == "-td" || arg == "--threads-draft") { CHECK_ARG - params.n_threads_draft = std::stoi(argv[i]); - if (params.n_threads_draft <= 0) { - params.n_threads_draft = std::thread::hardware_concurrency(); + params.draft_cpuparams.n_threads = std::stoi(argv[i]); + if (params.draft_cpuparams.n_threads <= 0) { + params.draft_cpuparams.n_threads = std::thread::hardware_concurrency(); } return true; + } + if (arg == "-Cd" || arg == "--cpu-mask-draft") { + CHECK_ARG + std::string mask = argv[i]; + params.draft_cpuparams.mask_valid = true; + invalid_param = !parse_cpu_mask(mask, params.draft_cpuparams.cpumask); + return true; + } + if (arg == "-Crd" || arg == "--cpu-range-draft") { + CHECK_ARG + std::string range = argv[i]; + params.draft_cpuparams.mask_valid = true; + invalid_param = !parse_cpu_range(range, params.draft_cpuparams.cpumask); + return true; + } + if (arg == "--prio-draft") { + CHECK_ARG + params.draft_cpuparams.priority = (enum ggml_sched_priority) std::stoul(argv[i]); + return true; + } + if (arg == "--cpu-strict-draft") { + params.draft_cpuparams.strict_cpu = true; + return true; + } + if (arg == "--poll-draft") { + CHECK_ARG + params.draft_cpuparams.poll = std::stoul(argv[i]); + return true; } if (arg == "-tbd" || arg == "--threads-batch-draft") { CHECK_ARG - params.n_threads_batch_draft = std::stoi(argv[i]); - if (params.n_threads_batch_draft <= 0) { - params.n_threads_batch_draft = std::thread::hardware_concurrency(); + params.draft_cpuparams_batch.n_threads = std::stoi(argv[i]); + if (params.draft_cpuparams_batch.n_threads <= 0) { + params.draft_cpuparams_batch.n_threads = std::thread::hardware_concurrency(); } return true; } + if (arg == "-Crbd" || arg == "--cpu-range-batch-draft") { + CHECK_ARG + std::string range = argv[i]; + params.draft_cpuparams_batch.mask_valid = true; + invalid_param = !parse_cpu_range(range, params.draft_cpuparams_batch.cpumask); + return true; + } + if (arg == "--prio-batch-draft") { + CHECK_ARG + params.draft_cpuparams_batch.priority = (enum ggml_sched_priority) std::stoul(argv[i]); + return true; + } + if (arg == "--cpu-strict-batch-draft") { + params.draft_cpuparams_batch.strict_cpu = true; + return true; + } + if (arg == "--poll-batch-draft") { + CHECK_ARG + params.draft_cpuparams_batch.poll = std::stoul(argv[i]); + return true; + } if (arg == "-p" || arg == "--prompt") { CHECK_ARG params.prompt = argv[i]; @@ -1492,11 +1758,40 @@ void gpt_params_print_usage(int /*argc*/, char ** argv, const gpt_params & param options.push_back({ "*", " --no-display-prompt", "don't print prompt at generation (default: %s)", !params.display_prompt ? "true" : "false" }); options.push_back({ "*", "-co, --color", "colorise output to distinguish prompt and user input from generations (default: %s)", params.use_color ? "true" : "false" }); options.push_back({ "*", "-s, --seed SEED", "RNG seed (default: %d, use random seed for < 0)", params.seed }); - options.push_back({ "*", "-t, --threads N", "number of threads to use during generation (default: %d)", params.n_threads }); + options.push_back({ "*", "-t, --threads N", "number of threads to use during generation (default: %d)", params.cpuparams.n_threads }); options.push_back({ "*", "-tb, --threads-batch N", "number of threads to use during batch and prompt processing (default: same as --threads)" }); options.push_back({ "speculative", "-td, --threads-draft N", "number of threads to use during generation (default: same as --threads)" }); - options.push_back({ "speculative", "-tbd, --threads-batch-draft N", - "number of threads to use during batch and prompt processing (default: same as --threads-draft)" }); + options.push_back({ "speculative", "-tbd, --threads-batch-draft N","number of threads to use during batch and prompt processing (default: same as --threads-draft)" }); + +#ifndef GGML_USE_OPENMP + // these options are available only with the internal threadpool + options.push_back({ "*", "-C, --cpu-mask M", "CPU affinity mask: arbitrarily long hex. Complements cpu-range (default: \"\")"}); + options.push_back({ "*", "-Cr, --cpu-range lo-hi", "range of CPUs for affinity. Complements --cpu-mask"}); + options.push_back({ "*", " --cpu-strict <0|1>", "use strict CPU placement (default: %u)\n", (unsigned) params.cpuparams.strict_cpu}); + options.push_back({ "*", " --priority N", "set process/thread priority : 0-normal, 1-medium, 2-high, 3-realtime (default: %d)\n", params.cpuparams.priority}); + options.push_back({ "*", " --poll <0...100>", "use polling level to wait for work (0 - no polling, default: %u)\n", (unsigned) params.cpuparams.poll}); + + options.push_back({ "*", "-Cb, --cpu-mask-batch M", "CPU affinity mask: arbitrarily long hex. Complements cpu-range-batch (default: same as --cpu-mask)"}); + options.push_back({ "*", "-Crb, --cpu-range-batch lo-hi", "ranges of CPUs for affinity. Complements --cpu-mask-batch"}); + options.push_back({ "*", " --cpu-strict-batch <0|1>","use strict CPU placement (default: same as --cpu-strict)"}); + options.push_back({ "*", " --priority-batch N", "set process/thread priority : 0-normal, 1-medium, 2-high, 3-realtime (default: --priority)"}); + options.push_back({ "*", " --poll-batch <0|1>", "use polling to wait for work (default: same as --poll"}); + + options.push_back({ "speculative", "-Cd, --cpu-mask-draft M", "Draft model CPU affinity mask. Complements cpu-range-draft (default: same as --cpu-mask)"}); + options.push_back({ "speculative", "-Crd, --cpu-range-draft lo-hi", "Ranges of CPUs for affinity. Complements --cpu-mask-draft"}); + options.push_back({ "speculative", " --cpu-strict-draft <0|1>","Use strict CPU placement for draft model (default: same as --cpu-strict)"}); + options.push_back({ "speculative", " --priority-draft N", "Set draft process/thread priority : 0-normal, 1-medium, 2-high, 3-realtime (default: same as --priority)"}); + options.push_back({ "speculative", " --poll-draft <0|1>", "Use polling to wait for draft model work (default: same as --poll])"}); + + options.push_back({ "speculative", "-Cbd, --cpu-mask-batch-draft M","Draft model CPU affinity mask. Complements cpu-range-draft-batch (default: same as --cpu-mask-draft)"}); + options.push_back({ "speculative", "-Crbd, --cpu-range-batch-draft lo-hi", + "Ranges of CPUs for affinity. Complements --cpu-mask-draft-batch)"}); + options.push_back({ "speculative", " --cpu-strict-batch-draft <0|1>", + "Use strict CPU placement for draft model (default: --cpu-strict-draft)"}); + options.push_back({ "speculative", " --priority-batch-draft N","Set draft process/thread priority : 0-normal, 1-medium, 2-high, 3-realtime (default: --priority-draft)"}); + options.push_back({ "speculative", " --poll-batch-draft <0|1>","Use polling to wait for draft model work (default: --poll-draft)"}); +#endif // GGML_USE_OPENMP + options.push_back({ "speculative", " --draft N", "number of tokens to draft for speculative decoding (default: %d)", params.n_draft }); options.push_back({ "speculative", "-ps, --p-split N", "speculative decoding split probability (default: %.1f)", (double)params.p_split }); options.push_back({ "*", "-lcs, --lookup-cache-static FNAME", @@ -1768,7 +2063,6 @@ void gpt_params_print_usage(int /*argc*/, char ** argv, const gpt_params & param options.push_back({ "export-lora", "-m, --model", "model path from which to load base model (default '%s')", params.model.c_str() }); options.push_back({ "export-lora", " --lora FNAME", "path to LoRA adapter (can be repeated to use multiple adapters)" }); options.push_back({ "export-lora", " --lora-scaled FNAME S", "path to LoRA adapter with user defined scaling S (can be repeated to use multiple adapters)" }); - options.push_back({ "*", "-t, --threads N", "number of threads to use during computation (default: %d)", params.n_threads }); options.push_back({ "export-lora", "-o, --output FNAME", "output file (default: '%s')", params.lora_outfile.c_str() }); printf("usage: %s [options]\n", argv[0]); @@ -1800,9 +2094,9 @@ void gpt_params_print_usage(int /*argc*/, char ** argv, const gpt_params & param std::string gpt_params_get_system_info(const gpt_params & params) { std::ostringstream os; - os << "system_info: n_threads = " << params.n_threads; - if (params.n_threads_batch != -1) { - os << " (n_threads_batch = " << params.n_threads_batch << ")"; + os << "system_info: n_threads = " << params.cpuparams.n_threads; + if (params.cpuparams_batch.n_threads != -1) { + os << " (n_threads_batch = " << params.cpuparams_batch.n_threads << ")"; } #if defined(_WIN32) && (_WIN32_WINNT >= 0x0601) && !defined(__MINGW64__) // windows 7 and later // TODO: windows + arm64 + mingw64 @@ -2326,8 +2620,9 @@ struct llama_context_params llama_context_params_from_gpt_params(const gpt_param cparams.n_seq_max = params.n_parallel; cparams.n_batch = params.n_batch; cparams.n_ubatch = params.n_ubatch; - cparams.n_threads = params.n_threads; - cparams.n_threads_batch = params.n_threads_batch == -1 ? params.n_threads : params.n_threads_batch; + cparams.n_threads = params.cpuparams.n_threads; + cparams.n_threads_batch = params.cpuparams_batch.n_threads == -1 ? + params.cpuparams.n_threads : params.cpuparams_batch.n_threads; cparams.seed = params.seed; cparams.logits_all = params.logits_all; cparams.embeddings = params.embedding; @@ -2353,6 +2648,22 @@ struct llama_context_params llama_context_params_from_gpt_params(const gpt_param return cparams; } +struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const cpu_params & params) { + struct ggml_threadpool_params tpp; + + ggml_threadpool_params_init(&tpp, params.n_threads); // setup the defaults + + if (params.mask_valid) { + std::memcpy(&tpp.cpumask, ¶ms.cpumask, GGML_MAX_N_THREADS); + } + + tpp.prio = params.priority; + tpp.poll = params.poll; + tpp.strict_cpu = params.strict_cpu; + + return tpp; +} + #ifdef LLAMA_USE_CURL static bool starts_with(const std::string & str, const std::string & prefix) { @@ -3342,7 +3653,7 @@ void yaml_dump_non_result_info(FILE * stream, const gpt_params & params, const l yaml_dump_vector_float(stream, "tensor_split", tensor_split_vector); fprintf(stream, "tfs: %f # default: 1.0\n", sparams.tfs_z); - fprintf(stream, "threads: %d # default: %u\n", params.n_threads, std::thread::hardware_concurrency()); + fprintf(stream, "threads: %d # default: %u\n", params.cpuparams.n_threads, std::thread::hardware_concurrency()); fprintf(stream, "top_k: %d # default: 40\n", sparams.top_k); fprintf(stream, "top_p: %f # default: 0.95\n", sparams.top_p); fprintf(stream, "min_p: %f # default: 0.0\n", sparams.min_p); diff --git a/common/common.h b/common/common.h index b36ab1f70..397994ad4 100644 --- a/common/common.h +++ b/common/common.h @@ -63,13 +63,18 @@ enum dimre_method { DIMRE_METHOD_MEAN, }; +struct cpu_params { + int n_threads = -1; + bool cpumask[GGML_MAX_N_THREADS] = {false}; // CPU affinity mask. + bool mask_valid = false; // Default: any CPU + enum ggml_sched_priority priority = GGML_SCHED_PRIO_NORMAL; // Scheduling prio : (0 - normal, 1 - medium, 2 - high, 3 - realtime) + bool strict_cpu = false; // Use strict CPU placement + uint32_t poll = 50; // Polling (busywait) level (0 - no polling, 100 - mostly polling) +}; + struct gpt_params { uint32_t seed = LLAMA_DEFAULT_SEED; // RNG seed - int32_t n_threads = cpu_get_num_math(); - int32_t n_threads_draft = -1; - int32_t n_threads_batch = -1; // number of threads to use for batch processing (-1 = use n_threads) - int32_t n_threads_batch_draft = -1; int32_t n_predict = -1; // new tokens to predict int32_t n_ctx = 0; // context size int32_t n_batch = 2048; // logical batch size for prompt processing (must be >=32 to use BLAS) @@ -96,6 +101,11 @@ struct gpt_params { int32_t yarn_orig_ctx = 0; // YaRN original context length float defrag_thold = -1.0f; // KV cache defragmentation threshold + struct cpu_params cpuparams; + struct cpu_params cpuparams_batch; + struct cpu_params draft_cpuparams; + struct cpu_params draft_cpuparams_batch; + ggml_backend_sched_eval_callback cb_eval = nullptr; void * cb_eval_user_data = nullptr; @@ -228,7 +238,7 @@ struct gpt_params { int32_t port = 8080; // server listens on this network port int32_t timeout_read = 600; // http read timeout in seconds int32_t timeout_write = timeout_read; // http write timeout in seconds - int32_t n_threads_http = -1; // number of threads to process HTTP requests + int n_threads_http = -1; // number of threads to process HTTP requests (TODO: support threadpool) std::string hostname = "127.0.0.1"; std::string public_path = ""; @@ -301,6 +311,11 @@ void gpt_params_print_usage(int argc, char ** argv, const gpt_params & params); std::string gpt_params_get_system_info(const gpt_params & params); +bool parse_cpu_range(const std::string& range, bool(&boolmask)[GGML_MAX_N_THREADS]); +bool parse_cpu_mask(const std::string& mask, bool(&boolmask)[GGML_MAX_N_THREADS]); +void postprocess_cpu_params(cpu_params& cpuparams, const cpu_params* role_model = nullptr); +bool set_process_priority(enum ggml_sched_priority prio); + // // String utils // @@ -351,8 +366,9 @@ struct llama_init_result { struct llama_init_result llama_init_from_gpt_params(gpt_params & params); -struct llama_model_params llama_model_params_from_gpt_params (const gpt_params & params); -struct llama_context_params llama_context_params_from_gpt_params(const gpt_params & params); +struct llama_model_params llama_model_params_from_gpt_params (const gpt_params & params); +struct llama_context_params llama_context_params_from_gpt_params (const gpt_params & params); +struct ggml_threadpool_params ggml_threadpool_params_from_cpu_params(const cpu_params & params); struct llama_model * llama_load_model_from_url(const char * model_url, const char * path_model, const char * hf_token, const struct llama_model_params & params); struct llama_model * llama_load_model_from_hf(const char * repo, const char * file, const char * path_model, const char * hf_token, const struct llama_model_params & params); diff --git a/examples/baby-llama/baby-llama.cpp b/examples/baby-llama/baby-llama.cpp index aca332e94..3ce91070b 100644 --- a/examples/baby-llama/baby-llama.cpp +++ b/examples/baby-llama/baby-llama.cpp @@ -18,7 +18,7 @@ constexpr float rms_norm_eps = 5e-6f; #endif static void ggml_graph_compute_helper(std::vector & buf, ggml_cgraph * graph, int n_threads) { - struct ggml_cplan plan = ggml_graph_plan(graph, n_threads); + struct ggml_cplan plan = ggml_graph_plan(graph, n_threads, nullptr); if (plan.work_size > 0) { buf.resize(plan.work_size); diff --git a/examples/benchmark/benchmark-matmult.cpp b/examples/benchmark/benchmark-matmult.cpp index 72fc025ed..47d2d422a 100644 --- a/examples/benchmark/benchmark-matmult.cpp +++ b/examples/benchmark/benchmark-matmult.cpp @@ -22,7 +22,7 @@ #endif static void ggml_graph_compute_helper(std::vector & buf, ggml_cgraph * graph, int n_threads) { - struct ggml_cplan plan = ggml_graph_plan(graph, n_threads); + struct ggml_cplan plan = ggml_graph_plan(graph, n_threads, nullptr); if (plan.work_size > 0) { buf.resize(plan.work_size); @@ -55,7 +55,7 @@ static void tensor_dump(const ggml_tensor * tensor, const char * name) { #define TENSOR_DUMP(tensor) tensor_dump(tensor, #tensor) struct benchmark_params_struct { - int32_t n_threads = 1; + int n_threads = 1; int32_t n_iterations = 10; }; diff --git a/examples/cvector-generator/cvector-generator.cpp b/examples/cvector-generator/cvector-generator.cpp index 8fa492571..a68268388 100644 --- a/examples/cvector-generator/cvector-generator.cpp +++ b/examples/cvector-generator/cvector-generator.cpp @@ -486,8 +486,8 @@ int main(int argc, char ** argv) { if (use_pca) { // run PCA PCA::pca_params pca_params; - pca_params.n_threads = params.n_threads; - pca_params.n_batch = params.n_pca_batch; + pca_params.n_threads = params.cpuparams.n_threads; + pca_params.n_batch = params.n_pca_batch; pca_params.n_iterations = params.n_pca_iterations; PCA::run_pca(pca_params, ctx_train.v_diff, ctx_train.v_final); } else { diff --git a/examples/export-lora/export-lora.cpp b/examples/export-lora/export-lora.cpp index c7e5ca788..8df457e21 100644 --- a/examples/export-lora/export-lora.cpp +++ b/examples/export-lora/export-lora.cpp @@ -410,7 +410,7 @@ int main(int argc, char ** argv) { g_verbose = (params.verbosity == 1); try { - lora_merge_ctx ctx(params.model, params.lora_adapters, params.lora_outfile, params.n_threads); + lora_merge_ctx ctx(params.model, params.lora_adapters, params.lora_outfile, params.cpuparams.n_threads); ctx.run_merge(); } catch (const std::exception & err) { fprintf(stderr, "%s\n", err.what()); diff --git a/examples/llama-bench/llama-bench.cpp b/examples/llama-bench/llama-bench.cpp deleted file mode 100644 index cb1cbb2e6..000000000 --- a/examples/llama-bench/llama-bench.cpp +++ /dev/null @@ -1,1484 +0,0 @@ -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include -#include - -#include "ggml.h" -#include "llama.h" -#include "common.h" -#include "build-info.h" -#include "ggml-cuda.h" -#include "ggml-sycl.h" - -#ifdef GGML_USE_CANN -#include "ggml-cann.h" -#endif - -#ifdef _WIN32 -#define WIN32_LEAN_AND_MEAN -#ifndef NOMINMAX -# define NOMINMAX -#endif -#include -#endif - -// utils -static uint64_t get_time_ns() { - using clock = std::chrono::high_resolution_clock; - return std::chrono::nanoseconds(clock::now().time_since_epoch()).count(); -} - -template -static std::string join(const std::vector & values, const std::string & delim) { - std::ostringstream str; - for (size_t i = 0; i < values.size(); i++) { - str << values[i]; - if (i < values.size() - 1) { - str << delim; - } - } - return str.str(); -} - -template -static std::vector transform_to_str(const std::vector & values, F f) { - std::vector str_values; - std::transform(values.begin(), values.end(), std::back_inserter(str_values), f); - return str_values; -} - -template -static T avg(const std::vector & v) { - if (v.empty()) { - return 0; - } - T sum = std::accumulate(v.begin(), v.end(), T(0)); - return sum / (T)v.size(); -} - -template -static T stdev(const std::vector & v) { - if (v.size() <= 1) { - return 0; - } - T mean = avg(v); - T sq_sum = std::inner_product(v.begin(), v.end(), v.begin(), T(0)); - T stdev = std::sqrt(sq_sum / (T)(v.size() - 1) - mean * mean * (T)v.size() / (T)(v.size() - 1)); - return stdev; -} - -static std::string get_cpu_info() { - std::string id; -#ifdef __linux__ - FILE * f = fopen("/proc/cpuinfo", "r"); - if (f) { - char buf[1024]; - while (fgets(buf, sizeof(buf), f)) { - if (strncmp(buf, "model name", 10) == 0) { - char * p = strchr(buf, ':'); - if (p) { - p++; - while (std::isspace(*p)) { - p++; - } - while (std::isspace(p[strlen(p) - 1])) { - p[strlen(p) - 1] = '\0'; - } - id = p; - break; - } - } - } - fclose(f); - } -#elif defined(_WIN32) - HKEY hKey; - if (RegOpenKeyEx(HKEY_LOCAL_MACHINE, - TEXT("HARDWARE\\DESCRIPTION\\System\\CentralProcessor\\0"), - 0, - KEY_READ, - &hKey) != ERROR_SUCCESS) { - // fail to open registry key - return ""; - } - char cpu_brand[256]; - DWORD cpu_brand_size = sizeof(cpu_brand); - if (RegQueryValueExA(hKey, - TEXT("ProcessorNameString"), - NULL, - NULL, - (LPBYTE)cpu_brand, - &cpu_brand_size) == ERROR_SUCCESS) { - id.assign(cpu_brand, cpu_brand_size); - } - RegCloseKey(hKey); -#endif - // TODO: other platforms - return id; -} - -static std::string get_gpu_info() { - std::string id; -#ifdef GGML_USE_CUDA - int count = ggml_backend_cuda_get_device_count(); - for (int i = 0; i < count; i++) { - char buf[128]; - ggml_backend_cuda_get_device_description(i, buf, sizeof(buf)); - id += buf; - if (i < count - 1) { - id += "/"; - } - } -#endif -#ifdef GGML_USE_SYCL - int count = ggml_backend_sycl_get_device_count(); - for (int i = 0; i < count; i++) { - char buf[128]; - ggml_sycl_get_device_description(i, buf, sizeof(buf)); - id += buf; - if (i < count - 1) { - id += "/"; - } - } -#endif -#ifdef GGML_USE_CANN - uint32_t count = ggml_backend_cann_get_device_count(); - for (uint32_t i = 0; i < count; i++) { - char buf[128]; - ggml_backend_cann_get_device_description(i, buf, sizeof(buf)); - id += buf; - if (i < count - 1) { - id += "/"; - } - } -#endif - // TODO: other backends - return id; -} - -// command line params -enum output_formats {NONE, CSV, JSON, MARKDOWN, SQL}; - -static const char * output_format_str(output_formats format) { - switch (format) { - case NONE: return "none"; - case CSV: return "csv"; - case JSON: return "json"; - case MARKDOWN: return "md"; - case SQL: return "sql"; - default: GGML_ABORT("invalid output format"); - } -} - -static bool output_format_from_str(const std::string & s, output_formats & format) { - if (s == "none") { - format = NONE; - } else if (s == "csv") { - format = CSV; - } else if (s == "json") { - format = JSON; - } else if (s == "md") { - format = MARKDOWN; - } else if (s == "sql") { - format = SQL; - } else { - return false; - } - return true; -} - -static const char * split_mode_str(llama_split_mode mode) { - switch (mode) { - case LLAMA_SPLIT_MODE_NONE: return "none"; - case LLAMA_SPLIT_MODE_LAYER: return "layer"; - case LLAMA_SPLIT_MODE_ROW: return "row"; - default: GGML_ABORT("invalid split mode"); - } -} - -static std::string pair_str(const std::pair & p) { - static char buf[32]; - snprintf(buf, sizeof(buf), "%d,%d", p.first, p.second); - return buf; -} - -struct cmd_params { - std::vector model; - std::vector n_prompt; - std::vector n_gen; - std::vector> n_pg; - std::vector n_batch; - std::vector n_ubatch; - std::vector type_k; - std::vector type_v; - std::vector n_threads; - std::vector n_gpu_layers; - std::vector rpc_servers; - std::vector split_mode; - std::vector main_gpu; - std::vector no_kv_offload; - std::vector flash_attn; - std::vector> tensor_split; - std::vector use_mmap; - std::vector embeddings; - ggml_numa_strategy numa; - int reps; - bool verbose; - output_formats output_format; - output_formats output_format_stderr; -}; - -static const cmd_params cmd_params_defaults = { - /* model */ {"models/7B/ggml-model-q4_0.gguf"}, - /* n_prompt */ {512}, - /* n_gen */ {128}, - /* n_pg */ {}, - /* n_batch */ {2048}, - /* n_ubatch */ {512}, - /* type_k */ {GGML_TYPE_F16}, - /* type_v */ {GGML_TYPE_F16}, - /* n_threads */ {cpu_get_num_math()}, - /* n_gpu_layers */ {99}, - /* rpc_servers */ {""}, - /* split_mode */ {LLAMA_SPLIT_MODE_LAYER}, - /* main_gpu */ {0}, - /* no_kv_offload */ {false}, - /* flash_attn */ {false}, - /* tensor_split */ {std::vector(llama_max_devices(), 0.0f)}, - /* use_mmap */ {true}, - /* embeddings */ {false}, - /* numa */ GGML_NUMA_STRATEGY_DISABLED, - /* reps */ 5, - /* verbose */ false, - /* output_format */ MARKDOWN, - /* output_format_stderr */ NONE, -}; - -static void print_usage(int /* argc */, char ** argv) { - printf("usage: %s [options]\n", argv[0]); - printf("\n"); - printf("options:\n"); - printf(" -h, --help\n"); - printf(" -m, --model (default: %s)\n", join(cmd_params_defaults.model, ",").c_str()); - printf(" -p, --n-prompt (default: %s)\n", join(cmd_params_defaults.n_prompt, ",").c_str()); - printf(" -n, --n-gen (default: %s)\n", join(cmd_params_defaults.n_gen, ",").c_str()); - printf(" -pg (default: %s)\n", join(transform_to_str(cmd_params_defaults.n_pg, pair_str), ",").c_str()); - printf(" -b, --batch-size (default: %s)\n", join(cmd_params_defaults.n_batch, ",").c_str()); - printf(" -ub, --ubatch-size (default: %s)\n", join(cmd_params_defaults.n_ubatch, ",").c_str()); - printf(" -ctk, --cache-type-k (default: %s)\n", join(transform_to_str(cmd_params_defaults.type_k, ggml_type_name), ",").c_str()); - printf(" -ctv, --cache-type-v (default: %s)\n", join(transform_to_str(cmd_params_defaults.type_v, ggml_type_name), ",").c_str()); - printf(" -t, --threads (default: %s)\n", join(cmd_params_defaults.n_threads, ",").c_str()); - printf(" -ngl, --n-gpu-layers (default: %s)\n", join(cmd_params_defaults.n_gpu_layers, ",").c_str()); - printf(" -rpc, --rpc (default: %s)\n", join(cmd_params_defaults.rpc_servers, ",").c_str()); - printf(" -sm, --split-mode (default: %s)\n", join(transform_to_str(cmd_params_defaults.split_mode, split_mode_str), ",").c_str()); - printf(" -mg, --main-gpu (default: %s)\n", join(cmd_params_defaults.main_gpu, ",").c_str()); - printf(" -nkvo, --no-kv-offload <0|1> (default: %s)\n", join(cmd_params_defaults.no_kv_offload, ",").c_str()); - printf(" -fa, --flash-attn <0|1> (default: %s)\n", join(cmd_params_defaults.flash_attn, ",").c_str()); - printf(" -mmp, --mmap <0|1> (default: %s)\n", join(cmd_params_defaults.use_mmap, ",").c_str()); - printf(" --numa (default: disabled)\n"); - printf(" -embd, --embeddings <0|1> (default: %s)\n", join(cmd_params_defaults.embeddings, ",").c_str()); - printf(" -ts, --tensor-split (default: 0)\n"); - printf(" -r, --repetitions (default: %d)\n", cmd_params_defaults.reps); - printf(" -o, --output (default: %s)\n", output_format_str(cmd_params_defaults.output_format)); - printf(" -oe, --output-err (default: %s)\n", output_format_str(cmd_params_defaults.output_format_stderr)); - printf(" -v, --verbose (default: %s)\n", cmd_params_defaults.verbose ? "1" : "0"); - printf("\n"); - printf("Multiple values can be given for each parameter by separating them with ',' or by specifying the parameter multiple times.\n"); -} - -static ggml_type ggml_type_from_name(const std::string & s) { - if (s == "f16") { - return GGML_TYPE_F16; - } - if (s == "q8_0") { - return GGML_TYPE_Q8_0; - } - if (s == "q4_0") { - return GGML_TYPE_Q4_0; - } - if (s == "q4_1") { - return GGML_TYPE_Q4_1; - } - if (s == "q5_0") { - return GGML_TYPE_Q5_0; - } - if (s == "q5_1") { - return GGML_TYPE_Q5_1; - } - if (s == "iq4_nl") { - return GGML_TYPE_IQ4_NL; - } - - return GGML_TYPE_COUNT; -} - - -static cmd_params parse_cmd_params(int argc, char ** argv) { - cmd_params params; - std::string arg; - bool invalid_param = false; - const std::string arg_prefix = "--"; - const char split_delim = ','; - - params.verbose = cmd_params_defaults.verbose; - params.output_format = cmd_params_defaults.output_format; - params.output_format_stderr = cmd_params_defaults.output_format_stderr; - params.reps = cmd_params_defaults.reps; - - for (int i = 1; i < argc; i++) { - arg = argv[i]; - if (arg.compare(0, arg_prefix.size(), arg_prefix) == 0) { - std::replace(arg.begin(), arg.end(), '_', '-'); - } - - if (arg == "-h" || arg == "--help") { - print_usage(argc, argv); - exit(0); - } else if (arg == "-m" || arg == "--model") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.model.insert(params.model.end(), p.begin(), p.end()); - } else if (arg == "-p" || arg == "--n-prompt") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.n_prompt.insert(params.n_prompt.end(), p.begin(), p.end()); - } else if (arg == "-n" || arg == "--n-gen") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.n_gen.insert(params.n_gen.end(), p.begin(), p.end()); - } else if (arg == "-pg") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], ','); - if (p.size() != 2) { - invalid_param = true; - break; - } - params.n_pg.push_back({std::stoi(p[0]), std::stoi(p[1])}); - } else if (arg == "-b" || arg == "--batch-size") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.n_batch.insert(params.n_batch.end(), p.begin(), p.end()); - } else if (arg == "-ub" || arg == "--ubatch-size") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.n_ubatch.insert(params.n_ubatch.end(), p.begin(), p.end()); - } else if (arg == "-ctk" || arg == "--cache-type-k") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - std::vector types; - for (const auto & t : p) { - ggml_type gt = ggml_type_from_name(t); - if (gt == GGML_TYPE_COUNT) { - invalid_param = true; - break; - } - types.push_back(gt); - } - params.type_k.insert(params.type_k.end(), types.begin(), types.end()); - } else if (arg == "-ctv" || arg == "--cache-type-v") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - std::vector types; - for (const auto & t : p) { - ggml_type gt = ggml_type_from_name(t); - if (gt == GGML_TYPE_COUNT) { - invalid_param = true; - break; - } - types.push_back(gt); - } - params.type_v.insert(params.type_v.end(), types.begin(), types.end()); - } else if (arg == "-t" || arg == "--threads") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.n_threads.insert(params.n_threads.end(), p.begin(), p.end()); - } else if (arg == "-ngl" || arg == "--n-gpu-layers") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.n_gpu_layers.insert(params.n_gpu_layers.end(), p.begin(), p.end()); - } else if (arg == "-rpc" || arg == "--rpc") { - if (++i >= argc) { - invalid_param = true; - break; - } - params.rpc_servers.push_back(argv[i]); - } else if (arg == "-sm" || arg == "--split-mode") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - std::vector modes; - for (const auto & m : p) { - llama_split_mode mode; - if (m == "none") { - mode = LLAMA_SPLIT_MODE_NONE; - } else if (m == "layer") { - mode = LLAMA_SPLIT_MODE_LAYER; - } else if (m == "row") { - mode = LLAMA_SPLIT_MODE_ROW; - } else { - invalid_param = true; - break; - } - modes.push_back(mode); - } - params.split_mode.insert(params.split_mode.end(), modes.begin(), modes.end()); - } else if (arg == "-mg" || arg == "--main-gpu") { - if (++i >= argc) { - invalid_param = true; - break; - } - params.main_gpu = string_split(argv[i], split_delim); - } else if (arg == "-nkvo" || arg == "--no-kv-offload") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.no_kv_offload.insert(params.no_kv_offload.end(), p.begin(), p.end()); - } else if (arg == "--numa") { - if (++i >= argc) { - invalid_param = true; - break; - } else { - std::string value(argv[i]); - /**/ if (value == "distribute" || value == "" ) { params.numa = GGML_NUMA_STRATEGY_DISTRIBUTE; } - else if (value == "isolate") { params.numa = GGML_NUMA_STRATEGY_ISOLATE; } - else if (value == "numactl") { params.numa = GGML_NUMA_STRATEGY_NUMACTL; } - else { invalid_param = true; break; } - } - } else if (arg == "-fa" || arg == "--flash-attn") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.flash_attn.insert(params.flash_attn.end(), p.begin(), p.end()); - } else if (arg == "-mmp" || arg == "--mmap") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.use_mmap.insert(params.use_mmap.end(), p.begin(), p.end()); - } else if (arg == "-embd" || arg == "--embeddings") { - if (++i >= argc) { - invalid_param = true; - break; - } - auto p = string_split(argv[i], split_delim); - params.embeddings.insert(params.embeddings.end(), p.begin(), p.end()); - } else if (arg == "-ts" || arg == "--tensor-split") { - if (++i >= argc) { - invalid_param = true; - break; - } - for (auto ts : string_split(argv[i], split_delim)) { - // split string by ; and / - const std::regex regex{R"([;/]+)"}; - std::sregex_token_iterator it{ts.begin(), ts.end(), regex, -1}; - std::vector split_arg{it, {}}; - GGML_ASSERT(split_arg.size() <= llama_max_devices()); - - std::vector tensor_split(llama_max_devices()); - for (size_t i = 0; i < llama_max_devices(); ++i) { - if (i < split_arg.size()) { - tensor_split[i] = std::stof(split_arg[i]); - } else { - tensor_split[i] = 0.0f; - } - } - params.tensor_split.push_back(tensor_split); - } - } else if (arg == "-r" || arg == "--repetitions") { - if (++i >= argc) { - invalid_param = true; - break; - } - params.reps = std::stoi(argv[i]); - } else if (arg == "-o" || arg == "--output") { - if (++i >= argc) { - invalid_param = true; - break; - } - invalid_param = !output_format_from_str(argv[i], params.output_format); - } else if (arg == "-oe" || arg == "--output-err") { - if (++i >= argc) { - invalid_param = true; - break; - } - invalid_param = !output_format_from_str(argv[i], params.output_format_stderr); - } else if (arg == "-v" || arg == "--verbose") { - params.verbose = true; - } else { - invalid_param = true; - break; - } - } - if (invalid_param) { - fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str()); - print_usage(argc, argv); - exit(1); - } - - // set defaults - if (params.model.empty()) { params.model = cmd_params_defaults.model; } - if (params.n_prompt.empty()) { params.n_prompt = cmd_params_defaults.n_prompt; } - if (params.n_gen.empty()) { params.n_gen = cmd_params_defaults.n_gen; } - if (params.n_pg.empty()) { params.n_pg = cmd_params_defaults.n_pg; } - if (params.n_batch.empty()) { params.n_batch = cmd_params_defaults.n_batch; } - if (params.n_ubatch.empty()) { params.n_ubatch = cmd_params_defaults.n_ubatch; } - if (params.type_k.empty()) { params.type_k = cmd_params_defaults.type_k; } - if (params.type_v.empty()) { params.type_v = cmd_params_defaults.type_v; } - if (params.n_gpu_layers.empty()) { params.n_gpu_layers = cmd_params_defaults.n_gpu_layers; } - if (params.rpc_servers.empty()) { params.rpc_servers = cmd_params_defaults.rpc_servers; } - if (params.split_mode.empty()) { params.split_mode = cmd_params_defaults.split_mode; } - if (params.main_gpu.empty()) { params.main_gpu = cmd_params_defaults.main_gpu; } - if (params.no_kv_offload.empty()){ params.no_kv_offload = cmd_params_defaults.no_kv_offload; } - if (params.flash_attn.empty()) { params.flash_attn = cmd_params_defaults.flash_attn; } - if (params.tensor_split.empty()) { params.tensor_split = cmd_params_defaults.tensor_split; } - if (params.use_mmap.empty()) { params.use_mmap = cmd_params_defaults.use_mmap; } - if (params.embeddings.empty()) { params.embeddings = cmd_params_defaults.embeddings; } - if (params.n_threads.empty()) { params.n_threads = cmd_params_defaults.n_threads; } - - return params; -} - -struct cmd_params_instance { - std::string model; - int n_prompt; - int n_gen; - int n_batch; - int n_ubatch; - ggml_type type_k; - ggml_type type_v; - int n_threads; - int n_gpu_layers; - std::string rpc_servers; - llama_split_mode split_mode; - int main_gpu; - bool no_kv_offload; - bool flash_attn; - std::vector tensor_split; - bool use_mmap; - bool embeddings; - - llama_model_params to_llama_mparams() const { - llama_model_params mparams = llama_model_default_params(); - - mparams.n_gpu_layers = n_gpu_layers; - if (!rpc_servers.empty()) { - mparams.rpc_servers = rpc_servers.c_str(); - } - mparams.split_mode = split_mode; - mparams.main_gpu = main_gpu; - mparams.tensor_split = tensor_split.data(); - mparams.use_mmap = use_mmap; - - return mparams; - } - - bool equal_mparams(const cmd_params_instance & other) const { - return model == other.model && - n_gpu_layers == other.n_gpu_layers && - rpc_servers == other.rpc_servers && - split_mode == other.split_mode && - main_gpu == other.main_gpu && - use_mmap == other.use_mmap && - tensor_split == other.tensor_split; - } - - llama_context_params to_llama_cparams() const { - llama_context_params cparams = llama_context_default_params(); - - cparams.n_ctx = n_prompt + n_gen; - cparams.n_batch = n_batch; - cparams.n_ubatch = n_ubatch; - cparams.type_k = type_k; - cparams.type_v = type_v; - cparams.offload_kqv = !no_kv_offload; - cparams.flash_attn = flash_attn; - cparams.embeddings = embeddings; - - return cparams; - } -}; - -static std::vector get_cmd_params_instances(const cmd_params & params) { - std::vector instances; - - // this ordering minimizes the number of times that each model needs to be reloaded - for (const auto & m : params.model) - for (const auto & nl : params.n_gpu_layers) - for (const auto & rpc : params.rpc_servers) - for (const auto & sm : params.split_mode) - for (const auto & mg : params.main_gpu) - for (const auto & ts : params.tensor_split) - for (const auto & mmp : params.use_mmap) - for (const auto & embd : params.embeddings) - for (const auto & nb : params.n_batch) - for (const auto & nub : params.n_ubatch) - for (const auto & tk : params.type_k) - for (const auto & tv : params.type_v) - for (const auto & nkvo : params.no_kv_offload) - for (const auto & fa : params.flash_attn) - for (const auto & nt : params.n_threads) { - for (const auto & n_prompt : params.n_prompt) { - if (n_prompt == 0) { - continue; - } - cmd_params_instance instance = { - /* .model = */ m, - /* .n_prompt = */ n_prompt, - /* .n_gen = */ 0, - /* .n_batch = */ nb, - /* .n_ubatch = */ nub, - /* .type_k = */ tk, - /* .type_v = */ tv, - /* .n_threads = */ nt, - /* .n_gpu_layers = */ nl, - /* .rpc_servers = */ rpc, - /* .split_mode = */ sm, - /* .main_gpu = */ mg, - /* .no_kv_offload= */ nkvo, - /* .flash_attn = */ fa, - /* .tensor_split = */ ts, - /* .use_mmap = */ mmp, - /* .embeddings = */ embd, - }; - instances.push_back(instance); - } - - for (const auto & n_gen : params.n_gen) { - if (n_gen == 0) { - continue; - } - cmd_params_instance instance = { - /* .model = */ m, - /* .n_prompt = */ 0, - /* .n_gen = */ n_gen, - /* .n_batch = */ nb, - /* .n_ubatch = */ nub, - /* .type_k = */ tk, - /* .type_v = */ tv, - /* .n_threads = */ nt, - /* .n_gpu_layers = */ nl, - /* .rpc_servers = */ rpc, - /* .split_mode = */ sm, - /* .main_gpu = */ mg, - /* .no_kv_offload= */ nkvo, - /* .flash_attn = */ fa, - /* .tensor_split = */ ts, - /* .use_mmap = */ mmp, - /* .embeddings = */ embd, - }; - instances.push_back(instance); - } - - for (const auto & n_pg : params.n_pg) { - if (n_pg.first == 0 && n_pg.second == 0) { - continue; - } - cmd_params_instance instance = { - /* .model = */ m, - /* .n_prompt = */ n_pg.first, - /* .n_gen = */ n_pg.second, - /* .n_batch = */ nb, - /* .n_ubatch = */ nub, - /* .type_k = */ tk, - /* .type_v = */ tv, - /* .n_threads = */ nt, - /* .n_gpu_layers = */ nl, - /* .rpc_servers = */ rpc, - /* .split_mode = */ sm, - /* .main_gpu = */ mg, - /* .no_kv_offload= */ nkvo, - /* .flash_attn = */ fa, - /* .tensor_split = */ ts, - /* .use_mmap = */ mmp, - /* .embeddings = */ embd, - }; - instances.push_back(instance); - } - } - - return instances; -} - -struct test { - static const std::string build_commit; - static const int build_number; - static const bool cuda; - static const bool vulkan; - static const bool kompute; - static const bool metal; - static const bool sycl; - static const bool gpu_blas; - static const bool blas; - static const std::string cpu_info; - static const std::string gpu_info; - std::string model_filename; - std::string model_type; - uint64_t model_size; - uint64_t model_n_params; - int n_batch; - int n_ubatch; - int n_threads; - bool has_rpc; - ggml_type type_k; - ggml_type type_v; - int n_gpu_layers; - llama_split_mode split_mode; - int main_gpu; - bool no_kv_offload; - bool flash_attn; - std::vector tensor_split; - bool use_mmap; - bool embeddings; - int n_prompt; - int n_gen; - std::string test_time; - std::vector samples_ns; - - test(const cmd_params_instance & inst, const llama_model * lmodel, const llama_context * ctx) { - model_filename = inst.model; - char buf[128]; - llama_model_desc(lmodel, buf, sizeof(buf)); - model_type = buf; - model_size = llama_model_size(lmodel); - model_n_params = llama_model_n_params(lmodel); - n_batch = inst.n_batch; - n_ubatch = inst.n_ubatch; - n_threads = inst.n_threads; - has_rpc = !inst.rpc_servers.empty(); - type_k = inst.type_k; - type_v = inst.type_v; - n_gpu_layers = inst.n_gpu_layers; - split_mode = inst.split_mode; - main_gpu = inst.main_gpu; - no_kv_offload = inst.no_kv_offload; - flash_attn = inst.flash_attn; - tensor_split = inst.tensor_split; - use_mmap = inst.use_mmap; - embeddings = inst.embeddings; - n_prompt = inst.n_prompt; - n_gen = inst.n_gen; - // RFC 3339 date-time format - time_t t = time(NULL); - std::strftime(buf, sizeof(buf), "%FT%TZ", gmtime(&t)); - test_time = buf; - - (void) ctx; - } - - uint64_t avg_ns() const { - return ::avg(samples_ns); - } - - uint64_t stdev_ns() const { - return ::stdev(samples_ns); - } - - std::vector get_ts() const { - int n_tokens = n_prompt + n_gen; - std::vector ts; - std::transform(samples_ns.begin(), samples_ns.end(), std::back_inserter(ts), [n_tokens](uint64_t t) { return 1e9 * n_tokens / t; }); - return ts; - } - - double avg_ts() const { - return ::avg(get_ts()); - } - - double stdev_ts() const { - return ::stdev(get_ts()); - } - - static std::string get_backend() { - if (cuda) { - return GGML_CUDA_NAME; - } - if (vulkan) { - return "Vulkan"; - } - if (kompute) { - return "Kompute"; - } - if (metal) { - return "Metal"; - } - if (sycl) { - return GGML_SYCL_NAME; - } - if (gpu_blas) { - return "GPU BLAS"; - } - if (blas) { - return "BLAS"; - } - - return "CPU"; - } - - static const std::vector & get_fields() { - static const std::vector fields = { - "build_commit", "build_number", - "cuda", "vulkan", "kompute", "metal", "sycl", "rpc", "gpu_blas", "blas", - "cpu_info", "gpu_info", - "model_filename", "model_type", "model_size", "model_n_params", - "n_batch", "n_ubatch", - "n_threads", "type_k", "type_v", - "n_gpu_layers", "split_mode", - "main_gpu", "no_kv_offload", "flash_attn", - "tensor_split", "use_mmap", "embeddings", - "n_prompt", "n_gen", "test_time", - "avg_ns", "stddev_ns", - "avg_ts", "stddev_ts" - }; - return fields; - } - - enum field_type {STRING, BOOL, INT, FLOAT}; - - static field_type get_field_type(const std::string & field) { - if (field == "build_number" || field == "n_batch" || field == "n_ubatch" || - field == "n_threads" || - field == "model_size" || field == "model_n_params" || - field == "n_gpu_layers" || field == "main_gpu" || - field == "n_prompt" || field == "n_gen" || - field == "avg_ns" || field == "stddev_ns") { - return INT; - } - if (field == "cuda" || field == "vulkan" || field == "kompute" || field == "metal" || - field == "gpu_blas" || field == "blas" || field == "sycl" ||field == "f16_kv" || field == "no_kv_offload" || - field == "flash_attn" || field == "use_mmap" || field == "embeddings") { - return BOOL; - } - if (field == "avg_ts" || field == "stddev_ts") { - return FLOAT; - } - return STRING; - } - - std::vector get_values() const { - std::string tensor_split_str; - int max_nonzero = 0; - for (size_t i = 0; i < llama_max_devices(); i++) { - if (tensor_split[i] > 0) { - max_nonzero = i; - } - } - for (int i = 0; i <= max_nonzero; i++) { - char buf[32]; - snprintf(buf, sizeof(buf), "%.2f", tensor_split[i]); - tensor_split_str += buf; - if (i < max_nonzero) { - tensor_split_str += "/"; - } - } - std::vector values = { - build_commit, std::to_string(build_number), - std::to_string(cuda), std::to_string(vulkan), std::to_string(vulkan), - std::to_string(metal), std::to_string(sycl), std::to_string(has_rpc), std::to_string(gpu_blas), std::to_string(blas), - cpu_info, gpu_info, - model_filename, model_type, std::to_string(model_size), std::to_string(model_n_params), - std::to_string(n_batch), std::to_string(n_ubatch), - std::to_string(n_threads), ggml_type_name(type_k), ggml_type_name(type_v), - std::to_string(n_gpu_layers), split_mode_str(split_mode), - std::to_string(main_gpu), std::to_string(no_kv_offload), std::to_string(flash_attn), - tensor_split_str, std::to_string(use_mmap), std::to_string(embeddings), - std::to_string(n_prompt), std::to_string(n_gen), test_time, - std::to_string(avg_ns()), std::to_string(stdev_ns()), - std::to_string(avg_ts()), std::to_string(stdev_ts()) - }; - return values; - } - - std::map get_map() const { - std::map map; - auto fields = get_fields(); - auto values = get_values(); - std::transform(fields.begin(), fields.end(), values.begin(), - std::inserter(map, map.end()), std::make_pair); - return map; - } -}; - -const std::string test::build_commit = LLAMA_COMMIT; -const int test::build_number = LLAMA_BUILD_NUMBER; -const bool test::cuda = !!ggml_cpu_has_cuda(); -const bool test::vulkan = !!ggml_cpu_has_vulkan(); -const bool test::kompute = !!ggml_cpu_has_kompute(); -const bool test::metal = !!ggml_cpu_has_metal(); -const bool test::gpu_blas = !!ggml_cpu_has_gpublas(); -const bool test::blas = !!ggml_cpu_has_blas(); -const bool test::sycl = !!ggml_cpu_has_sycl(); -const std::string test::cpu_info = get_cpu_info(); -const std::string test::gpu_info = get_gpu_info(); - -struct printer { - virtual ~printer() {} - - FILE * fout; - virtual void print_header(const cmd_params & params) { (void) params; } - virtual void print_test(const test & t) = 0; - virtual void print_footer() { } -}; - -struct csv_printer : public printer { - static std::string escape_csv(const std::string & field) { - std::string escaped = "\""; - for (auto c : field) { - if (c == '"') { - escaped += "\""; - } - escaped += c; - } - escaped += "\""; - return escaped; - } - - void print_header(const cmd_params & params) override { - std::vector fields = test::get_fields(); - fprintf(fout, "%s\n", join(fields, ",").c_str()); - (void) params; - } - - void print_test(const test & t) override { - std::vector values = t.get_values(); - std::transform(values.begin(), values.end(), values.begin(), escape_csv); - fprintf(fout, "%s\n", join(values, ",").c_str()); - } -}; - -struct json_printer : public printer { - bool first = true; - - static std::string escape_json(const std::string & value) { - std::string escaped; - for (auto c : value) { - if (c == '"') { - escaped += "\\\""; - } else if (c == '\\') { - escaped += "\\\\"; - } else if (c <= 0x1f) { - char buf[8]; - snprintf(buf, sizeof(buf), "\\u%04x", c); - escaped += buf; - } else { - escaped += c; - } - } - return escaped; - } - - static std::string format_value(const std::string & field, const std::string & value) { - switch (test::get_field_type(field)) { - case test::STRING: - return "\"" + escape_json(value) + "\""; - case test::BOOL: - return value == "0" ? "false" : "true"; - default: - return value; - } - } - - void print_header(const cmd_params & params) override { - fprintf(fout, "[\n"); - (void) params; - } - - void print_fields(const std::vector & fields, const std::vector & values) { - assert(fields.size() == values.size()); - for (size_t i = 0; i < fields.size(); i++) { - fprintf(fout, " \"%s\": %s,\n", fields.at(i).c_str(), format_value(fields.at(i), values.at(i)).c_str()); - } - } - - void print_test(const test & t) override { - if (first) { - first = false; - } else { - fprintf(fout, ",\n"); - } - fprintf(fout, " {\n"); - print_fields(test::get_fields(), t.get_values()); - fprintf(fout, " \"samples_ns\": [ %s ],\n", join(t.samples_ns, ", ").c_str()); - fprintf(fout, " \"samples_ts\": [ %s ]\n", join(t.get_ts(), ", ").c_str()); - fprintf(fout, " }"); - fflush(fout); - } - - void print_footer() override { - fprintf(fout, "\n]\n"); - } -}; - -struct markdown_printer : public printer { - std::vector fields; - - static int get_field_width(const std::string & field) { - if (field == "model") { - return -30; - } - if (field == "t/s") { - return 16; - } - if (field == "size" || field == "params") { - return 10; - } - if (field == "n_gpu_layers") { - return 3; - } - if (field == "n_threads") { - return 7; - } - if (field == "n_batch") { - return 7; - } - if (field == "n_ubatch") { - return 8; - } - if (field == "type_k" || field == "type_v") { - return 6; - } - if (field == "split_mode") { - return 5; - } - if (field == "flash_attn") { - return 2; - } - if (field == "use_mmap") { - return 4; - } - if (field == "test") { - return 13; - } - - int width = std::max((int)field.length(), 10); - - if (test::get_field_type(field) == test::STRING) { - return -width; - } - return width; - } - - static std::string get_field_display_name(const std::string & field) { - if (field == "n_gpu_layers") { - return "ngl"; - } - if (field == "split_mode") { - return "sm"; - } - if (field == "n_threads") { - return "threads"; - } - if (field == "no_kv_offload") { - return "nkvo"; - } - if (field == "flash_attn") { - return "fa"; - } - if (field == "use_mmap") { - return "mmap"; - } - if (field == "embeddings") { - return "embd"; - } - if (field == "tensor_split") { - return "ts"; - } - return field; - } - - void print_header(const cmd_params & params) override { - // select fields to print - fields.emplace_back("model"); - fields.emplace_back("size"); - fields.emplace_back("params"); - fields.emplace_back("backend"); - bool is_cpu_backend = test::get_backend() == "CPU" || test::get_backend() == "BLAS"; - if (!is_cpu_backend) { - fields.emplace_back("n_gpu_layers"); - } - if (params.n_threads.size() > 1 || params.n_threads != cmd_params_defaults.n_threads || is_cpu_backend) { - fields.emplace_back("n_threads"); - } - if (params.n_batch.size() > 1 || params.n_batch != cmd_params_defaults.n_batch) { - fields.emplace_back("n_batch"); - } - if (params.n_ubatch.size() > 1 || params.n_ubatch != cmd_params_defaults.n_ubatch) { - fields.emplace_back("n_ubatch"); - } - if (params.type_k.size() > 1 || params.type_k != cmd_params_defaults.type_k) { - fields.emplace_back("type_k"); - } - if (params.type_v.size() > 1 || params.type_v != cmd_params_defaults.type_v) { - fields.emplace_back("type_v"); - } - if (params.main_gpu.size() > 1 || params.main_gpu != cmd_params_defaults.main_gpu) { - fields.emplace_back("main_gpu"); - } - if (params.split_mode.size() > 1 || params.split_mode != cmd_params_defaults.split_mode) { - fields.emplace_back("split_mode"); - } - if (params.no_kv_offload.size() > 1 || params.no_kv_offload != cmd_params_defaults.no_kv_offload) { - fields.emplace_back("no_kv_offload"); - } - if (params.flash_attn.size() > 1 || params.flash_attn != cmd_params_defaults.flash_attn) { - fields.emplace_back("flash_attn"); - } - if (params.tensor_split.size() > 1 || params.tensor_split != cmd_params_defaults.tensor_split) { - fields.emplace_back("tensor_split"); - } - if (params.use_mmap.size() > 1 || params.use_mmap != cmd_params_defaults.use_mmap) { - fields.emplace_back("use_mmap"); - } - if (params.embeddings.size() > 1 || params.embeddings != cmd_params_defaults.embeddings) { - fields.emplace_back("embeddings"); - } - fields.emplace_back("test"); - fields.emplace_back("t/s"); - - fprintf(fout, "|"); - for (const auto & field : fields) { - fprintf(fout, " %*s |", get_field_width(field), get_field_display_name(field).c_str()); - } - fprintf(fout, "\n"); - fprintf(fout, "|"); - for (const auto & field : fields) { - int width = get_field_width(field); - fprintf(fout, " %s%s |", std::string(std::abs(width) - 1, '-').c_str(), width > 0 ? ":" : "-"); - } - fprintf(fout, "\n"); - } - - void print_test(const test & t) override { - std::map vmap = t.get_map(); - - fprintf(fout, "|"); - for (const auto & field : fields) { - std::string value; - char buf[128]; - if (field == "model") { - value = t.model_type; - } else if (field == "size") { - if (t.model_size < 1024*1024*1024) { - snprintf(buf, sizeof(buf), "%.2f MiB", t.model_size / 1024.0 / 1024.0); - } else { - snprintf(buf, sizeof(buf), "%.2f GiB", t.model_size / 1024.0 / 1024.0 / 1024.0); - } - value = buf; - } else if (field == "params") { - if (t.model_n_params < 1000*1000*1000) { - snprintf(buf, sizeof(buf), "%.2f M", t.model_n_params / 1e6); - } else { - snprintf(buf, sizeof(buf), "%.2f B", t.model_n_params / 1e9); - } - value = buf; - } else if (field == "backend") { - value = test::get_backend(); - if (t.has_rpc) { - value += "+RPC"; - } - } else if (field == "test") { - if (t.n_prompt > 0 && t.n_gen == 0) { - snprintf(buf, sizeof(buf), "pp%d", t.n_prompt); - } else if (t.n_gen > 0 && t.n_prompt == 0) { - snprintf(buf, sizeof(buf), "tg%d", t.n_gen); - } else { - snprintf(buf, sizeof(buf), "pp%d+tg%d", t.n_prompt, t.n_gen); - } - value = buf; - } else if (field == "t/s") { - snprintf(buf, sizeof(buf), "%.2f ± %.2f", t.avg_ts(), t.stdev_ts()); - value = buf; - } else if (vmap.find(field) != vmap.end()) { - value = vmap.at(field); - } else { - assert(false); - exit(1); - } - - int width = get_field_width(field); - if (field == "t/s") { - // HACK: the utf-8 character is 2 bytes - width += 1; - } - fprintf(fout, " %*s |", width, value.c_str()); - } - fprintf(fout, "\n"); - } - - void print_footer() override { - fprintf(fout, "\nbuild: %s (%d)\n", test::build_commit.c_str(), test::build_number); - } -}; - -struct sql_printer : public printer { - static std::string get_sql_field_type(const std::string & field) { - switch (test::get_field_type(field)) { - case test::STRING: - return "TEXT"; - case test::BOOL: - case test::INT: - return "INTEGER"; - case test::FLOAT: - return "REAL"; - default: - assert(false); - exit(1); - } - } - - void print_header(const cmd_params & params) override { - std::vector fields = test::get_fields(); - fprintf(fout, "CREATE TABLE IF NOT EXISTS test (\n"); - for (size_t i = 0; i < fields.size(); i++) { - fprintf(fout, " %s %s%s\n", fields.at(i).c_str(), get_sql_field_type(fields.at(i)).c_str(), i < fields.size() - 1 ? "," : ""); - } - fprintf(fout, ");\n"); - fprintf(fout, "\n"); - (void) params; - } - - void print_test(const test & t) override { - fprintf(fout, "INSERT INTO test (%s) ", join(test::get_fields(), ", ").c_str()); - fprintf(fout, "VALUES ("); - std::vector values = t.get_values(); - for (size_t i = 0; i < values.size(); i++) { - fprintf(fout, "'%s'%s", values.at(i).c_str(), i < values.size() - 1 ? ", " : ""); - } - fprintf(fout, ");\n"); - } -}; - -static void test_prompt(llama_context * ctx, int n_prompt, int n_past, int n_batch, int n_threads) { - llama_set_n_threads(ctx, n_threads, n_threads); - - const llama_model * model = llama_get_model(ctx); - const int32_t n_vocab = llama_n_vocab(model); - - std::vector tokens(n_batch); - - int n_processed = 0; - - while (n_processed < n_prompt) { - int n_tokens = std::min(n_prompt - n_processed, n_batch); - tokens[0] = n_processed == 0 && llama_add_bos_token(model) ? llama_token_bos(model) : std::rand() % n_vocab; - for (int i = 1; i < n_tokens; i++) { - tokens[i] = std::rand() % n_vocab; - } - llama_decode(ctx, llama_batch_get_one(tokens.data(), n_tokens, n_past + n_processed, 0)); - n_processed += n_tokens; - } - - llama_synchronize(ctx); -} - -static void test_gen(llama_context * ctx, int n_gen, int n_past, int n_threads) { - llama_set_n_threads(ctx, n_threads, n_threads); - - const llama_model * model = llama_get_model(ctx); - const int32_t n_vocab = llama_n_vocab(model); - - llama_token token = llama_add_bos_token(model) ? llama_token_bos(model) : std::rand() % n_vocab; - - for (int i = 0; i < n_gen; i++) { - llama_decode(ctx, llama_batch_get_one(&token, 1, n_past + i, 0)); - llama_synchronize(ctx); - token = std::rand() % n_vocab; - } -} - -static void llama_null_log_callback(enum ggml_log_level level, const char * text, void * user_data) { - (void) level; - (void) text; - (void) user_data; -} - -static std::unique_ptr create_printer(output_formats format) { - switch (format) { - case NONE: - return nullptr; - case CSV: - return std::unique_ptr(new csv_printer()); - case JSON: - return std::unique_ptr(new json_printer()); - case MARKDOWN: - return std::unique_ptr(new markdown_printer()); - case SQL: - return std::unique_ptr(new sql_printer()); - } - GGML_ABORT("fatal error"); -} - -int main(int argc, char ** argv) { - // try to set locale for unicode characters in markdown - setlocale(LC_CTYPE, ".UTF-8"); - -#if !defined(NDEBUG) - fprintf(stderr, "warning: asserts enabled, performance may be affected\n"); -#endif - -#if (defined(_MSC_VER) && defined(_DEBUG)) || (!defined(_MSC_VER) && !defined(__OPTIMIZE__)) - fprintf(stderr, "warning: debug build, performance may be affected\n"); -#endif - -#if defined(__SANITIZE_ADDRESS__) || defined(__SANITIZE_THREAD__) - fprintf(stderr, "warning: sanitizer enabled, performance may be affected\n"); -#endif - - cmd_params params = parse_cmd_params(argc, argv); - - // initialize llama.cpp - if (!params.verbose) { - llama_log_set(llama_null_log_callback, NULL); - } - llama_backend_init(); - llama_numa_init(params.numa); - - // initialize printer - std::unique_ptr p = create_printer(params.output_format); - std::unique_ptr p_err = create_printer(params.output_format_stderr); - - if (p) { - p->fout = stdout; - p->print_header(params); - } - - if (p_err) { - p_err->fout = stderr; - p_err->print_header(params); - } - - std::vector params_instances = get_cmd_params_instances(params); - - llama_model * lmodel = nullptr; - const cmd_params_instance * prev_inst = nullptr; - - for (const auto & inst : params_instances) { - // keep the same model between tests when possible - if (!lmodel || !prev_inst || !inst.equal_mparams(*prev_inst)) { - if (lmodel) { - llama_free_model(lmodel); - } - - lmodel = llama_load_model_from_file(inst.model.c_str(), inst.to_llama_mparams()); - if (lmodel == NULL) { - fprintf(stderr, "%s: error: failed to load model '%s'\n", __func__, inst.model.c_str()); - return 1; - } - prev_inst = &inst; - } - - llama_context * ctx = llama_new_context_with_model(lmodel, inst.to_llama_cparams()); - if (ctx == NULL) { - fprintf(stderr, "%s: error: failed to create context with model '%s'\n", __func__, inst.model.c_str()); - llama_free_model(lmodel); - return 1; - } - - test t(inst, lmodel, ctx); - - llama_kv_cache_clear(ctx); - - // warmup run - if (t.n_prompt > 0) { - //test_prompt(ctx, std::min(t.n_batch, std::min(t.n_prompt, 32)), 0, t.n_batch, t.n_threads); - test_prompt(ctx, t.n_prompt, 0, t.n_batch, t.n_threads); - } - if (t.n_gen > 0) { - test_gen(ctx, 1, 0, t.n_threads); - } - - for (int i = 0; i < params.reps; i++) { - llama_kv_cache_clear(ctx); - - uint64_t t_start = get_time_ns(); - - if (t.n_prompt > 0) { - test_prompt(ctx, t.n_prompt, 0, t.n_batch, t.n_threads); - } - if (t.n_gen > 0) { - test_gen(ctx, t.n_gen, t.n_prompt, t.n_threads); - } - - uint64_t t_ns = get_time_ns() - t_start; - t.samples_ns.push_back(t_ns); - } - - if (p) { - p->print_test(t); - fflush(p->fout); - } - - if (p_err) { - p_err->print_test(t); - fflush(p_err->fout); - } - - llama_print_timings(ctx); - - llama_free(ctx); - } - - llama_free_model(lmodel); - - if (p) { - p->print_footer(); - } - - if (p_err) { - p_err->print_footer(); - } - - llama_backend_free(); - - return 0; -} \ No newline at end of file diff --git a/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift b/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift index 58c32ca53..48b7840ae 100644 --- a/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift +++ b/examples/llama.swiftui/llama.cpp.swift/LibLlama.swift @@ -71,8 +71,8 @@ actor LlamaContext { var ctx_params = llama_context_default_params() ctx_params.seed = 1234 ctx_params.n_ctx = 2048 - ctx_params.n_threads = UInt32(n_threads) - ctx_params.n_threads_batch = UInt32(n_threads) + ctx_params.n_threads = Int32(n_threads) + ctx_params.n_threads_batch = Int32(n_threads) let context = llama_new_context_with_model(model, ctx_params) guard let context else { diff --git a/examples/llava/README-minicpmv2.5.md b/examples/llava/README-minicpmv2.5.md index 62009b0af..1c8498ff9 100644 --- a/examples/llava/README-minicpmv2.5.md +++ b/examples/llava/README-minicpmv2.5.md @@ -15,8 +15,8 @@ cd llama.cpp Convert PyTorch model to gguf files (You can also download the converted [gguf](https://huggingface.co/openbmb/MiniCPM-Llama3-V-2_5-gguf) by us) ```bash -python ./examples/minicpmv/minicpmv-surgery.py -m ../MiniCPM-Llama3-V-2_5 -python ./examples/minicpmv/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-Llama3-V-2_5 --minicpmv-projector ../MiniCPM-Llama3-V-2_5/minicpmv.projector --output-dir ../MiniCPM-Llama3-V-2_5/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5 --minicpmv_version 2 +python ./examples/llava/minicpmv-surgery.py -m ../MiniCPM-Llama3-V-2_5 +python ./examples/llava/minicpmv-convert-image-encoder-to-gguf.py -m ../MiniCPM-Llama3-V-2_5 --minicpmv-projector ../MiniCPM-Llama3-V-2_5/minicpmv.projector --output-dir ../MiniCPM-Llama3-V-2_5/ --image-mean 0.5 0.5 0.5 --image-std 0.5 0.5 0.5 --minicpmv_version 2 python ./convert_hf_to_gguf.py ../MiniCPM-Llama3-V-2_5/model # quantize int4 version diff --git a/examples/llava/llava-cli.cpp b/examples/llava/llava-cli.cpp index 8c7dd2ae3..86b39f20e 100644 --- a/examples/llava/llava-cli.cpp +++ b/examples/llava/llava-cli.cpp @@ -129,14 +129,14 @@ static struct llava_image_embed * load_image(llava_context * ctx_llava, gpt_para if (!params->image.empty()) { LOG_TEE("using base64 encoded image instead of command line image path\n"); } - embed = llava_image_embed_make_with_prompt_base64(ctx_llava->ctx_clip, params->n_threads, prompt); + embed = llava_image_embed_make_with_prompt_base64(ctx_llava->ctx_clip, params->cpuparams.n_threads, prompt); if (!embed) { LOG_TEE("%s: can't load image from prompt\n", __func__); return NULL; } params->prompt = remove_image_from_prompt(prompt); } else { - embed = llava_image_embed_make_with_filename(ctx_llava->ctx_clip, params->n_threads, fname.c_str()); + embed = llava_image_embed_make_with_filename(ctx_llava->ctx_clip, params->cpuparams.n_threads, fname.c_str()); if (!embed) { fprintf(stderr, "%s: is %s really an image file?\n", __func__, fname.c_str()); return NULL; diff --git a/examples/llava/minicpmv-cli.cpp b/examples/llava/minicpmv-cli.cpp index 379fc295f..f500ea5b9 100644 --- a/examples/llava/minicpmv-cli.cpp +++ b/examples/llava/minicpmv-cli.cpp @@ -180,7 +180,7 @@ static const char * sample(struct llama_sampling_context * ctx_sampling, static struct llava_context * minicpmv_init(gpt_params * params, const std::string & fname, int &n_past){ auto ctx_clip = clip_init_context(params); - auto embeds = llava_image_embed_make_with_filename(ctx_clip, params->n_threads, fname.c_str()); + auto embeds = llava_image_embed_make_with_filename(ctx_clip, params->cpuparams.n_threads, fname.c_str()); if (!embeds) { std::cerr << "error: failed to load image " << fname << ". Terminating\n\n"; return NULL; diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 1f8ff336c..2ad15187d 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -222,6 +222,40 @@ int main(int argc, char ** argv) { return 1; } + LOG("%s: llama threadpool init = n_threads = %d\n", + __func__, + (int) params.cpuparams.n_threads + ); + struct ggml_threadpool_params tpp_batch = + ggml_threadpool_params_from_cpu_params(params.cpuparams_batch); + struct ggml_threadpool_params tpp = + ggml_threadpool_params_from_cpu_params(params.cpuparams); + + set_process_priority(params.cpuparams.priority); + + struct ggml_threadpool * threadpool_batch = NULL; + if (!ggml_threadpool_params_match(&tpp, &tpp_batch)) { + threadpool_batch = ggml_threadpool_new(&tpp_batch); + if (!threadpool_batch) { + LOG_TEE("%s: batch threadpool create failed : n_threads %d\n", __func__, tpp_batch.n_threads); + exit(1); + } + + // Start the non-batch threadpool in the paused state + tpp.paused = true; + } + + struct ggml_threadpool * threadpool = ggml_threadpool_new(&tpp); + if (!threadpool) { + LOG_TEE("%s: threadpool create failed : n_threads %d\n", __func__, tpp.n_threads); + exit(1); + } + + llama_attach_threadpool(ctx, threadpool, threadpool_batch); + if (ctx_guidance) { + llama_attach_threadpool(ctx_guidance, threadpool, threadpool_batch); + } + const int n_ctx_train = llama_n_ctx_train(model); const int n_ctx = llama_n_ctx(ctx); LOG("n_ctx: %d\n", n_ctx); @@ -990,6 +1024,9 @@ int main(int argc, char ** argv) { llama_sampling_free(ctx_sampling); llama_backend_free(); + ggml_threadpool_free(threadpool); + ggml_threadpool_free(threadpool_batch); + #ifndef LOG_DISABLE_LOGS LOG_TEE("Log end\n"); #endif // LOG_DISABLE_LOGS diff --git a/examples/server/README.md b/examples/server/README.md index abe245271..805e05b4a 100644 --- a/examples/server/README.md +++ b/examples/server/README.md @@ -249,23 +249,49 @@ logging: Available environment variables (if specified, these variables will override parameters specified in arguments): -- `LLAMA_CACHE` (cache directory, used by `--hf-repo`) -- `HF_TOKEN` (Hugging Face access token, used when accessing a gated model with `--hf-repo`) -- `LLAMA_ARG_MODEL` -- `LLAMA_ARG_THREADS` -- `LLAMA_ARG_CTX_SIZE` -- `LLAMA_ARG_N_PARALLEL` -- `LLAMA_ARG_BATCH` -- `LLAMA_ARG_UBATCH` -- `LLAMA_ARG_N_GPU_LAYERS` -- `LLAMA_ARG_THREADS_HTTP` -- `LLAMA_ARG_CHAT_TEMPLATE` -- `LLAMA_ARG_N_PREDICT` -- `LLAMA_ARG_ENDPOINT_METRICS` -- `LLAMA_ARG_ENDPOINT_SLOTS` -- `LLAMA_ARG_EMBEDDINGS` -- `LLAMA_ARG_FLASH_ATTN` -- `LLAMA_ARG_DEFRAG_THOLD` +- `LLAMA_CACHE`: cache directory, used by `--hf-repo` +- `HF_TOKEN`: Hugging Face access token, used when accessing a gated model with `--hf-repo` +- `LLAMA_ARG_MODEL`: equivalent to `-m` +- `LLAMA_ARG_MODEL_URL`: equivalent to `-mu` +- `LLAMA_ARG_MODEL_ALIAS`: equivalent to `-a` +- `LLAMA_ARG_HF_REPO`: equivalent to `--hf-repo` +- `LLAMA_ARG_HF_FILE`: equivalent to `--hf-file` +- `LLAMA_ARG_THREADS`: equivalent to `-t` +- `LLAMA_ARG_CTX_SIZE`: equivalent to `-c` +- `LLAMA_ARG_N_PARALLEL`: equivalent to `-np` +- `LLAMA_ARG_BATCH`: equivalent to `-b` +- `LLAMA_ARG_UBATCH`: equivalent to `-ub` +- `LLAMA_ARG_N_GPU_LAYERS`: equivalent to `-ngl` +- `LLAMA_ARG_THREADS_HTTP`: equivalent to `--threads-http` +- `LLAMA_ARG_CHAT_TEMPLATE`: equivalent to `--chat-template` +- `LLAMA_ARG_N_PREDICT`: equivalent to `-n` +- `LLAMA_ARG_ENDPOINT_METRICS`: if set to `1`, it will enable metrics endpoint (equivalent to `--metrics`) +- `LLAMA_ARG_ENDPOINT_SLOTS`: if set to `0`, it will **disable** slots endpoint (equivalent to `--no-slots`). This feature is enabled by default. +- `LLAMA_ARG_EMBEDDINGS`: if set to `1`, it will enable embeddings endpoint (equivalent to `--embeddings`) +- `LLAMA_ARG_FLASH_ATTN`: if set to `1`, it will enable flash attention (equivalent to `-fa`) +- `LLAMA_ARG_CONT_BATCHING`: if set to `0`, it will **disable** continuous batching (equivalent to `--no-cont-batching`). This feature is enabled by default. +- `LLAMA_ARG_DEFRAG_THOLD`: equivalent to `-dt` +- `LLAMA_ARG_HOST`: equivalent to `--host` +- `LLAMA_ARG_PORT`: equivalent to `--port` + +Example usage of docker compose with environment variables: + +```yml +services: + llamacpp-server: + image: ghcr.io/ggerganov/llama.cpp:server + ports: + - 8080:8080 + volumes: + - ./models:/models + environment: + # alternatively, you can use "LLAMA_ARG_MODEL_URL" to download the model + LLAMA_ARG_MODEL: /models/my_model.gguf + LLAMA_ARG_CTX_SIZE: 4096 + LLAMA_ARG_N_PARALLEL: 2 + LLAMA_ARG_ENDPOINT_METRICS: 1 # to disable, either remove or set to 0 + LLAMA_ARG_PORT: 8080 +``` ## Build diff --git a/examples/server/server.cpp b/examples/server/server.cpp index cfff7f2da..f8656c8df 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -2535,8 +2535,8 @@ int main(int argc, char ** argv) { }); LOG_INFO("system info", { - {"n_threads", params.n_threads}, - {"n_threads_batch", params.n_threads_batch}, + {"n_threads", params.cpuparams.n_threads}, + {"n_threads_batch", params.cpuparams_batch.n_threads}, {"total_threads", std::thread::hardware_concurrency()}, {"system_info", llama_print_system_info()}, }); @@ -2573,7 +2573,7 @@ int main(int argc, char ** argv) { auto res_error = [](httplib::Response & res, json error_data) { json final_response {{"error", error_data}}; - res.set_content(final_response.dump(), MIMETYPE_JSON); + res.set_content(final_response.dump(-1, ' ', false, json::error_handler_t::replace), MIMETYPE_JSON); res.status = json_value(error_data, "code", 500); }; diff --git a/examples/speculative/speculative.cpp b/examples/speculative/speculative.cpp index db5632e72..076cb0f41 100644 --- a/examples/speculative/speculative.cpp +++ b/examples/speculative/speculative.cpp @@ -75,10 +75,11 @@ int main(int argc, char ** argv) { // load the draft model params.model = params.model_draft; params.n_gpu_layers = params.n_gpu_layers_draft; - if (params.n_threads_draft > 0) { - params.n_threads = params.n_threads_draft; + if (params.draft_cpuparams.n_threads > 0) { + params.cpuparams.n_threads = params.draft_cpuparams.n_threads; } - params.n_threads_batch = params.n_threads_batch_draft; + + params.cpuparams_batch.n_threads = params.draft_cpuparams_batch.n_threads; llama_init_result llama_init_dft = llama_init_from_gpt_params(params); model_dft = llama_init_dft.model; ctx_dft = llama_init_dft.context; diff --git a/ggml/include/ggml-alloc.h b/ggml/include/ggml-alloc.h index 434c13b34..0dff47d65 100644 --- a/ggml/include/ggml-alloc.h +++ b/ggml/include/ggml-alloc.h @@ -7,8 +7,8 @@ extern "C" { #endif typedef struct ggml_backend_buffer_type * ggml_backend_buffer_type_t; -typedef struct ggml_backend_buffer * ggml_backend_buffer_t; -typedef struct ggml_backend * ggml_backend_t; +typedef struct ggml_backend_buffer * ggml_backend_buffer_t; +typedef struct ggml_backend * ggml_backend_t; // Tensor allocator struct ggml_tallocr { diff --git a/ggml/include/ggml-backend.h b/ggml/include/ggml-backend.h index 5f3f1e286..e497b6d02 100644 --- a/ggml/include/ggml-backend.h +++ b/ggml/include/ggml-backend.h @@ -63,6 +63,7 @@ extern "C" { GGML_API void ggml_backend_tensor_set_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); GGML_API void ggml_backend_tensor_get_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); + // "offset" refers to the offset of the tensor data for setting/getting data GGML_API GGML_CALL void ggml_backend_tensor_set( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); GGML_API GGML_CALL void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); @@ -102,6 +103,7 @@ extern "C" { GGML_API GGML_CALL bool ggml_backend_is_cpu (ggml_backend_t backend); GGML_API void ggml_backend_cpu_set_n_threads (ggml_backend_t backend_cpu, int n_threads); + GGML_API void ggml_backend_cpu_set_threadpool (ggml_backend_t backend_cpu, ggml_threadpool_t threadpool); GGML_API void ggml_backend_cpu_set_abort_callback(ggml_backend_t backend_cpu, ggml_abort_callback abort_callback, void * abort_callback_data); // Create a backend buffer from an existing pointer diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index c19f4dd19..6f27082e5 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -220,7 +220,7 @@ #include #define GGML_FILE_MAGIC 0x67676d6c // "ggml" -#define GGML_FILE_VERSION 1 +#define GGML_FILE_VERSION 2 #define GGML_QNT_VERSION 2 // bump this on quantization format changes #define GGML_QNT_VERSION_FACTOR 1000 // do not change this @@ -231,6 +231,8 @@ #define GGML_MAX_SRC 10 #ifndef GGML_MAX_NAME #define GGML_MAX_NAME 128 +#define GGML_MAX_N_THREADS 512 + #endif #define GGML_MAX_OP_PARAMS 64 #define GGML_DEFAULT_N_THREADS 4 @@ -459,6 +461,8 @@ extern "C" { GGML_OP_SQR, GGML_OP_SQRT, GGML_OP_LOG, + GGML_OP_SIN, + GGML_OP_COS, GGML_OP_SUM, GGML_OP_SUM_ROWS, GGML_OP_MEAN, @@ -496,9 +500,11 @@ extern "C" { GGML_OP_CLAMP, GGML_OP_CONV_TRANSPOSE_1D, GGML_OP_IM2COL, + GGML_OP_IM2COL_BACK, GGML_OP_CONV_TRANSPOSE_2D, GGML_OP_POOL_1D, GGML_OP_POOL_2D, + GGML_OP_POOL_2D_BACK, GGML_OP_UPSCALE, // nearest interpolate GGML_OP_PAD, GGML_OP_ARANGE, @@ -630,6 +636,29 @@ extern "C" { // If it returns true, the computation is aborted typedef bool (*ggml_abort_callback)(void * data); + // Scheduling priorities + enum ggml_sched_priority { + GGML_SCHED_PRIO_NORMAL, + GGML_SCHED_PRIO_MEDIUM, + GGML_SCHED_PRIO_HIGH, + GGML_SCHED_PRIO_REALTIME + }; + + // Threadpool params + // Use ggml_threadpool_params_default() or ggml_threadpool_params_init() to populate the defaults + struct ggml_threadpool_params { + bool cpumask[GGML_MAX_N_THREADS]; // mask of cpu cores (all-zeros means use default affinity settings) + int n_threads; // number of threads + enum ggml_sched_priority prio; // thread priority + uint32_t poll; // polling level (0 - no polling, 100 - aggressive polling) + bool strict_cpu; // strict cpu placement + bool paused; // start in paused state + }; + + struct ggml_threadpool; // forward declaration, see ggml.c + + typedef struct ggml_threadpool * ggml_threadpool_t; + // the compute plan that needs to be prepared for ggml_graph_compute() // since https://github.com/ggerganov/ggml/issues/287 struct ggml_cplan { @@ -637,6 +666,7 @@ extern "C" { uint8_t * work_data; // work buffer, to be allocated by caller before calling to `ggml_graph_compute()` int n_threads; + struct ggml_threadpool * threadpool; // abort ggml_graph_compute when true ggml_abort_callback abort_callback; @@ -975,6 +1005,22 @@ extern "C" { struct ggml_context * ctx, struct ggml_tensor * a); + GGML_API struct ggml_tensor * ggml_sin( + struct ggml_context * ctx, + struct ggml_tensor * a); + + GGML_API struct ggml_tensor * ggml_sin_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a); + + GGML_API struct ggml_tensor * ggml_cos( + struct ggml_context * ctx, + struct ggml_tensor * a); + + GGML_API struct ggml_tensor * ggml_cos_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a); + // return scalar GGML_API struct ggml_tensor * ggml_sum( struct ggml_context * ctx, @@ -1572,34 +1618,49 @@ extern "C" { float min, float max); + // im2col + // converts data into a format that effectively results in a convolution when combined with matrix multiplication GGML_API struct ggml_tensor * ggml_im2col( struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b, - int s0, - int s1, - int p0, - int p1, - int d0, - int d1, - bool is_2D, - enum ggml_type dst_type); + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // data + int s0, // stride dimension 0 + int s1, // stride dimension 1 + int p0, // padding dimension 0 + int p1, // padding dimension 1 + int d0, // dilation dimension 0 + int d1, // dilation dimension 1 + bool is_2D, + enum ggml_type dst_type); + + GGML_API struct ggml_tensor * ggml_im2col_back( + struct ggml_context * ctx, + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // gradient of im2col output + int64_t * ne, // shape of im2col input + int s0, // stride dimension 0 + int s1, // stride dimension 1 + int p0, // padding dimension 0 + int p1, // padding dimension 1 + int d0, // dilation dimension 0 + int d1, // dilation dimension 1 + bool is_2D); GGML_API struct ggml_tensor * ggml_conv_depthwise_2d( struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b, - int s0, - int s1, - int p0, - int p1, - int d0, - int d1); + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // data + int s0, // stride dimension 0 + int s1, // stride dimension 1 + int p0, // padding dimension 0 + int p1, // padding dimension 1 + int d0, // dilation dimension 0 + int d1); // dilation dimension 1 GGML_API struct ggml_tensor * ggml_conv_1d( struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b, + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // data int s0, // stride int p0, // padding int d0); // dilation @@ -1608,29 +1669,29 @@ extern "C" { // alias for ggml_conv_1d(a, b, s, a->ne[0]/2, d) GGML_API struct ggml_tensor* ggml_conv_1d_ph( struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b, - int s, - int d); + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // data + int s, // stride + int d); // dilation GGML_API struct ggml_tensor * ggml_conv_transpose_1d( struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b, - int s0, - int p0, - int d0); + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // data + int s0, // stride + int p0, // padding + int d0); // dilation GGML_API struct ggml_tensor * ggml_conv_2d( struct ggml_context * ctx, - struct ggml_tensor * a, - struct ggml_tensor * b, - int s0, - int s1, - int p0, - int p1, - int d0, - int d1); + struct ggml_tensor * a, // convolution kernel + struct ggml_tensor * b, // data + int s0, // stride dimension 0 + int s1, // stride dimension 1 + int p0, // padding dimension 0 + int p1, // padding dimension 1 + int d0, // dilation dimension 0 + int d1); // dilation dimension 1 // kernel size is a->ne[0] x a->ne[1] @@ -1692,6 +1753,18 @@ extern "C" { float p0, float p1); + GGML_API struct ggml_tensor * ggml_pool_2d_back( + struct ggml_context * ctx, + struct ggml_tensor * a, + struct ggml_tensor * af, // "a"/input used in forward pass + enum ggml_op_pool op, + int k0, + int k1, + int s0, + int s1, + float p0, + float p1); + // nearest interpolate // multiplies ne0 and ne1 by scale factor // used in stable-diffusion @@ -2016,10 +2089,23 @@ extern "C" { GGML_API size_t ggml_graph_overhead(void); GGML_API size_t ggml_graph_overhead_custom(size_t size, bool grads); + GGML_API struct ggml_threadpool_params ggml_threadpool_params_default(int n_threads); + GGML_API void ggml_threadpool_params_init (struct ggml_threadpool_params *p, int n_threads); + GGML_API bool ggml_threadpool_params_match (const struct ggml_threadpool_params *p0, const struct ggml_threadpool_params *p1); + GGML_API struct ggml_threadpool* ggml_threadpool_new (struct ggml_threadpool_params * params); + GGML_API void ggml_threadpool_free (struct ggml_threadpool * threadpool); + GGML_API int ggml_threadpool_get_n_threads(struct ggml_threadpool * threadpool); + GGML_API void ggml_threadpool_pause (struct ggml_threadpool * threadpool); + GGML_API void ggml_threadpool_resume (struct ggml_threadpool * threadpool); + // ggml_graph_plan() has to be called before ggml_graph_compute() // when plan.work_size > 0, caller must allocate memory for plan.work_data - GGML_API struct ggml_cplan ggml_graph_plan (const struct ggml_cgraph * cgraph, int n_threads /*= GGML_DEFAULT_N_THREADS*/); - GGML_API enum ggml_status ggml_graph_compute( struct ggml_cgraph * cgraph, struct ggml_cplan * cplan); + GGML_API struct ggml_cplan ggml_graph_plan( + const struct ggml_cgraph * cgraph, + int n_threads, /* = GGML_DEFAULT_N_THREADS */ + struct ggml_threadpool * threadpool /* = NULL */ ); + GGML_API enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cplan * cplan); + // same as ggml_graph_compute() but the work data is allocated as a part of the context // note: the drawback of this API is that you must have ensured that the context has enough memory for the work data GGML_API enum ggml_status ggml_graph_compute_with_ctx(struct ggml_context * ctx, struct ggml_cgraph * cgraph, int n_threads); diff --git a/ggml/src/ggml-backend.c b/ggml/src/ggml-backend.c index 8856967c9..5b877db35 100644 --- a/ggml/src/ggml-backend.c +++ b/ggml/src/ggml-backend.c @@ -722,9 +722,11 @@ ggml_backend_buffer_type_t ggml_backend_cpu_hbm_buffer_type(void) { #endif struct ggml_backend_cpu_context { - int n_threads; - void * work_data; - size_t work_size; + int n_threads; + ggml_threadpool_t threadpool; + + void * work_data; + size_t work_size; ggml_abort_callback abort_callback; void * abort_callback_data; @@ -759,7 +761,7 @@ GGML_CALL static ggml_backend_graph_plan_t ggml_backend_cpu_graph_plan_create(gg struct ggml_backend_plan_cpu * cpu_plan = malloc(sizeof(struct ggml_backend_plan_cpu)); - cpu_plan->cplan = ggml_graph_plan(cgraph, cpu_ctx->n_threads); + cpu_plan->cplan = ggml_graph_plan(cgraph, cpu_ctx->n_threads, cpu_ctx->threadpool); cpu_plan->cgraph = *cgraph; // FIXME: deep copy if (cpu_plan->cplan.work_size > 0) { @@ -796,7 +798,7 @@ GGML_CALL static enum ggml_status ggml_backend_cpu_graph_plan_compute(ggml_backe GGML_CALL static enum ggml_status ggml_backend_cpu_graph_compute(ggml_backend_t backend, struct ggml_cgraph * cgraph) { struct ggml_backend_cpu_context * cpu_ctx = (struct ggml_backend_cpu_context *)backend->context; - struct ggml_cplan cplan = ggml_graph_plan(cgraph, cpu_ctx->n_threads); + struct ggml_cplan cplan = ggml_graph_plan(cgraph, cpu_ctx->n_threads, cpu_ctx->threadpool); if (cpu_ctx->work_size < cplan.work_size) { free(cpu_ctx->work_data); @@ -873,6 +875,7 @@ ggml_backend_t ggml_backend_cpu_init(void) { } ctx->n_threads = GGML_DEFAULT_N_THREADS; + ctx->threadpool = NULL; ctx->work_data = NULL; ctx->work_size = 0; ctx->abort_callback = NULL; @@ -903,6 +906,18 @@ void ggml_backend_cpu_set_n_threads(ggml_backend_t backend_cpu, int n_threads) { ctx->n_threads = n_threads; } +void ggml_backend_cpu_set_threadpool(ggml_backend_t backend_cpu, ggml_threadpool_t threadpool) { + GGML_ASSERT(ggml_backend_is_cpu(backend_cpu)); + + struct ggml_backend_cpu_context * ctx = (struct ggml_backend_cpu_context *)backend_cpu->context; + + if (ctx->threadpool && ctx->threadpool != threadpool) { + // already had a different threadpool, pause/suspend it before switching + ggml_threadpool_pause(ctx->threadpool); + } + ctx->threadpool = threadpool; +} + void ggml_backend_cpu_set_abort_callback(ggml_backend_t backend_cpu, ggml_abort_callback abort_callback, void * abort_callback_data) { GGML_ASSERT(ggml_backend_is_cpu(backend_cpu)); diff --git a/ggml/src/ggml-cuda.cu b/ggml/src/ggml-cuda.cu index fe5212a20..808076b94 100644 --- a/ggml/src/ggml-cuda.cu +++ b/ggml/src/ggml-cuda.cu @@ -11,8 +11,10 @@ bool g_mul_mat_q = false; #include "ggml-cuda/binbcast.cuh" #include "ggml-cuda/clamp.cuh" #include "ggml-cuda/concat.cuh" +#include "ggml-cuda/conv-transpose-1d.cuh" #include "ggml-cuda/convert.cuh" #include "ggml-cuda/cpy.cuh" +#include "ggml-cuda/cross-entropy-loss.cuh" #include "ggml-cuda/diagmask.cuh" #include "ggml-cuda/dmmv.cuh" #include "ggml-cuda/fattn.cuh" @@ -31,7 +33,6 @@ bool g_mul_mat_q = false; #include "ggml-cuda/tsembd.cuh" #include "ggml-cuda/unary.cuh" #include "ggml-cuda/upscale.cuh" -#include "ggml-cuda/conv-transpose-1d.cuh" #include #include @@ -2185,6 +2186,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_ADD: ggml_cuda_op_add(ctx, dst); break; + case GGML_OP_SUB: + ggml_cuda_op_sub(ctx, dst); + break; case GGML_OP_ACC: ggml_cuda_op_acc(ctx, dst); break; @@ -2271,6 +2275,12 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_SQRT: ggml_cuda_op_sqrt(ctx, dst); break; + case GGML_OP_SIN: + ggml_cuda_op_sin(ctx, dst); + break; + case GGML_OP_COS: + ggml_cuda_op_cos(ctx, dst); + break; case GGML_OP_CLAMP: ggml_cuda_op_clamp(ctx, dst); break; @@ -2307,6 +2317,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_FLASH_ATTN_EXT: ggml_cuda_flash_attn_ext(ctx, dst); break; + case GGML_OP_CROSS_ENTROPY_LOSS: + ggml_cuda_cross_entropy_loss(ctx, dst); + break; default: return false; } @@ -2614,6 +2627,7 @@ GGML_CALL static enum ggml_status ggml_backend_cuda_graph_compute(ggml_backend_t assert(node->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device)); for (int j = 0; j < GGML_MAX_SRC; j++) { if (node->src[j] != nullptr) { + assert(node->src[j]->buffer); assert(node->src[j]->buffer->buft == ggml_backend_cuda_buffer_type(cuda_ctx->device) || ggml_backend_buffer_is_cuda_split(node->src[j]->buffer)); } } @@ -2857,12 +2871,15 @@ GGML_CALL static bool ggml_backend_cuda_supports_op(ggml_backend_t backend, cons case GGML_OP_TRANSPOSE: case GGML_OP_NORM: case GGML_OP_ADD: + case GGML_OP_SUB: case GGML_OP_MUL: case GGML_OP_DIV: case GGML_OP_RMS_NORM: case GGML_OP_SCALE: case GGML_OP_SQR: case GGML_OP_SQRT: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_CONT: case GGML_OP_DIAG_MASK_INF: @@ -2894,6 +2911,8 @@ GGML_CALL static bool ggml_backend_cuda_supports_op(ggml_backend_t backend, cons } return ggml_cuda_info().devices[cuda_ctx->device].cc >= CC_VOLTA && op->src[1]->type == GGML_TYPE_F16 && op->src[2]->type == GGML_TYPE_F16; + case GGML_OP_CROSS_ENTROPY_LOSS: + return true; #endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) default: return false; diff --git a/ggml/src/ggml-cuda/binbcast.cu b/ggml/src/ggml-cuda/binbcast.cu index 34bc67acd..e1390a041 100644 --- a/ggml/src/ggml-cuda/binbcast.cu +++ b/ggml/src/ggml-cuda/binbcast.cu @@ -9,6 +9,10 @@ static __device__ __forceinline__ float op_add(const float a, const float b) { return a + b; } +static __device__ __forceinline__ float op_sub(const float a, const float b) { + return a - b; +} + static __device__ __forceinline__ float op_mul(const float a, const float b) { return a * b; } @@ -271,6 +275,10 @@ void ggml_cuda_op_add(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { ggml_cuda_op_bin_bcast>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream()); } +void ggml_cuda_op_sub(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + ggml_cuda_op_bin_bcast>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream()); +} + void ggml_cuda_op_mul(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { ggml_cuda_op_bin_bcast>(dst->src[0], dst->src[1], dst, dst->src[0]->data, dst->src[1]->data, dst->data, ctx.stream()); } diff --git a/ggml/src/ggml-cuda/binbcast.cuh b/ggml/src/ggml-cuda/binbcast.cuh index 4f63d6372..198c9ef6f 100644 --- a/ggml/src/ggml-cuda/binbcast.cuh +++ b/ggml/src/ggml-cuda/binbcast.cuh @@ -2,5 +2,6 @@ void ggml_cuda_op_repeat(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_add(ggml_backend_cuda_context & ctx, ggml_tensor * dst); +void ggml_cuda_op_sub(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_mul(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_div(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/cross-entropy-loss.cu b/ggml/src/ggml-cuda/cross-entropy-loss.cu new file mode 100644 index 000000000..a14043e70 --- /dev/null +++ b/ggml/src/ggml-cuda/cross-entropy-loss.cu @@ -0,0 +1,106 @@ +#include "common.cuh" +#include "cross-entropy-loss.cuh" +#include "sumrows.cuh" + +#include +#include + +static __global__ void cross_entropy_loss_f32(const float * logits, const float * labels, float * dst, const int nclasses, const int k) { + const int warp_id = threadIdx.x / WARP_SIZE; + const int lane_id = threadIdx.x % WARP_SIZE; + const int i0 = blockDim.x*blockIdx.x + warp_id*WARP_SIZE; + + const int ne_tmp = WARP_SIZE*nclasses; + + extern __shared__ float tmp_all[]; + float * tmp_logits = tmp_all + (2*warp_id + 0)*ne_tmp; + float * tmp_labels = tmp_all + (2*warp_id + 1)*ne_tmp; + + // Each warp first loads ne_tmp logits/labels into shared memory: + for (int i = lane_id; i < ne_tmp; i += WARP_SIZE) { + const int ig = i0*nclasses + i; // ig == i global + + tmp_logits[i] = ig < k*nclasses ? logits[ig] : 0.0f; + tmp_labels[i] = ig < k*nclasses ? labels[ig] : 0.0f; + } + + // Each thread in the warp then calculates the cross entropy loss for a single row. + // TODO: pad in order to avoid shared memory bank conflicts. + + // Find maximum for softmax: + float max = -INFINITY; + for (int i = 0; i < nclasses; ++i) { + max = fmaxf(max, tmp_logits[lane_id*nclasses + i]); + } + + // Calculate log(softmax(logits)) which is just logits - max: + float sum = 0.0f; + for (int i = 0; i < nclasses; ++i) { + float val = tmp_logits[lane_id*nclasses + i] - max; + sum += expf(val); + tmp_logits[lane_id*nclasses + i] = val; + } + sum = logf(sum); + + // log(exp(logits - max) / sum) = (logits - max) - log(sum) + float loss = 0.0f; + for (int i = 0; i < nclasses; ++i) { + loss += (tmp_logits[lane_id*nclasses + i] - sum) * tmp_labels[lane_id*nclasses + i]; + } + loss = -warp_reduce_sum(loss) / (float)k; + + __syncthreads(); + + if (lane_id == 0) { + tmp_all[warp_id] = loss; + } + + __syncthreads(); + + if (warp_id != 0) { + return; + } + + loss = lane_id < CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE/WARP_SIZE ? tmp_all[lane_id] : 0.0f; + loss = warp_reduce_sum(loss); + + if (lane_id != 0) { + return; + } + + dst[blockIdx.x] = loss; +} + +void ggml_cuda_cross_entropy_loss(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT(src1->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + GGML_ASSERT(ggml_is_contiguous(src0)); + GGML_ASSERT(ggml_is_contiguous(src1)); + GGML_ASSERT(ggml_is_contiguous(dst)); + + const int64_t ne00 = src0->ne[0]; + const int64_t nrows = ggml_nrows(src0); + + const float * src0_d = (const float *) src0->data; + const float * src1_d = (const float *) src1->data; + float * dst_d = (float *) dst->data; + + ggml_cuda_pool & pool = ctx.pool(); + cudaStream_t stream = ctx.stream(); + + const dim3 blocks_dim(CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE, 1, 1); + const dim3 blocks_num((nrows + CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE - 1) / CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE, 1, 1); + const int shmem = 2*CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE*ne00*sizeof(float); + + ggml_cuda_pool_alloc dst_tmp(pool, blocks_num.x); + + cross_entropy_loss_f32<<>>(src0_d, src1_d, dst_tmp.ptr, ne00, nrows); + + // Combine results from individual blocks: + sum_rows_f32_cuda(dst_tmp.ptr, dst_d, blocks_num.x, 1, stream); +} diff --git a/ggml/src/ggml-cuda/cross-entropy-loss.cuh b/ggml/src/ggml-cuda/cross-entropy-loss.cuh new file mode 100644 index 000000000..9d7b8b0f0 --- /dev/null +++ b/ggml/src/ggml-cuda/cross-entropy-loss.cuh @@ -0,0 +1,5 @@ +#include "common.cuh" + +#define CUDA_CROSS_ENTROPY_LOSS_BLOCK_SIZE 256 + +void ggml_cuda_cross_entropy_loss(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/sumrows.cu b/ggml/src/ggml-cuda/sumrows.cu index 82e8e875f..38dbf1b5e 100644 --- a/ggml/src/ggml-cuda/sumrows.cu +++ b/ggml/src/ggml-cuda/sumrows.cu @@ -16,7 +16,7 @@ static __global__ void k_sum_rows_f32(const float * x, float * dst, const int nc } } -static void sum_rows_f32_cuda(const float * x, float * dst, const int ncols, const int nrows, cudaStream_t stream) { +void sum_rows_f32_cuda(const float * x, float * dst, const int ncols, const int nrows, cudaStream_t stream) { const dim3 block_dims(WARP_SIZE, 1, 1); const dim3 block_nums(nrows, 1, 1); k_sum_rows_f32<<>>(x, dst, ncols); @@ -32,7 +32,6 @@ void ggml_cuda_op_sum_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { GGML_ASSERT( dst->type == GGML_TYPE_F32); GGML_ASSERT(ggml_is_contiguous(src0)); - const int64_t ncols = src0->ne[0]; const int64_t nrows = ggml_nrows(src0); diff --git a/ggml/src/ggml-cuda/sumrows.cuh b/ggml/src/ggml-cuda/sumrows.cuh index e7545f83c..191db1c13 100644 --- a/ggml/src/ggml-cuda/sumrows.cuh +++ b/ggml/src/ggml-cuda/sumrows.cuh @@ -1,3 +1,5 @@ #include "common.cuh" +void sum_rows_f32_cuda(const float * x, float * dst, const int ncols, const int nrows, cudaStream_t stream); + void ggml_cuda_op_sum_rows(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/unary.cu b/ggml/src/ggml-cuda/unary.cu index f9e208011..89abfc21d 100644 --- a/ggml/src/ggml-cuda/unary.cu +++ b/ggml/src/ggml-cuda/unary.cu @@ -101,6 +101,24 @@ static __global__ void sqrt_f32(const float * x, float * dst, const int k) { dst[i] = sqrtf(x[i]); } +static __global__ void sin_f32(const float * x, float * dst, const int k) { + const int i = blockDim.x*blockIdx.x + threadIdx.x; + + if (i >= k) { + return; + } + dst[i] = sinf(x[i]); +} + +static __global__ void cos_f32(const float * x, float * dst, const int k) { + const int i = blockDim.x*blockIdx.x + threadIdx.x; + + if (i >= k) { + return; + } + dst[i] = cosf(x[i]); +} + static void gelu_f32_cuda(const float * x, float * dst, const int k, cudaStream_t stream) { const int num_blocks = (k + CUDA_GELU_BLOCK_SIZE - 1) / CUDA_GELU_BLOCK_SIZE; gelu_f32<<>>(x, dst, k); @@ -156,6 +174,16 @@ static void sqrt_f32_cuda(const float * x, float * dst, const int k, cudaStream_ sqrt_f32<<>>(x, dst, k); } +static void sin_f32_cuda(const float * x, float * dst, const int k, cudaStream_t stream) { + const int num_blocks = (k + CUDA_SIN_BLOCK_SIZE - 1) / CUDA_SIN_BLOCK_SIZE; + sin_f32<<>>(x, dst, k); +} + +static void cos_f32_cuda(const float * x, float * dst, const int k, cudaStream_t stream) { + const int num_blocks = (k + CUDA_COS_BLOCK_SIZE - 1) / CUDA_COS_BLOCK_SIZE; + cos_f32<<>>(x, dst, k); +} + void ggml_cuda_op_gelu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { const ggml_tensor * src0 = dst->src[0]; const float * src0_d = (const float *)src0->data; @@ -312,3 +340,31 @@ void ggml_cuda_op_sqrt(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { sqrt_f32_cuda(src0_d, dst_d, ggml_nelements(src0), stream); } + +void ggml_cuda_op_sin(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const float * src0_d = (const float *)src0->data; + float * dst_d = (float *)dst->data; + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(ggml_is_contiguous(src0)); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + sin_f32_cuda(src0_d, dst_d, ggml_nelements(src0), stream); +} + +void ggml_cuda_op_cos(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + const float * src0_d = (const float *)src0->data; + float * dst_d = (float *)dst->data; + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(ggml_is_contiguous(src0)); + + GGML_ASSERT(src0->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + cos_f32_cuda(src0_d, dst_d, ggml_nelements(src0), stream); +} diff --git a/ggml/src/ggml-cuda/unary.cuh b/ggml/src/ggml-cuda/unary.cuh index 4cfb0479e..c610e996a 100644 --- a/ggml/src/ggml-cuda/unary.cuh +++ b/ggml/src/ggml-cuda/unary.cuh @@ -9,6 +9,8 @@ #define CUDA_HARDSWISH_BLOCK_SIZE 256 #define CUDA_SQR_BLOCK_SIZE 256 #define CUDA_SQRT_BLOCK_SIZE 256 +#define CUDA_SIN_BLOCK_SIZE 256 +#define CUDA_COS_BLOCK_SIZE 256 void ggml_cuda_op_gelu(ggml_backend_cuda_context & ctx, ggml_tensor * dst); @@ -31,3 +33,7 @@ void ggml_cuda_op_leaky_relu(ggml_backend_cuda_context & ctx, ggml_tensor * dst) void ggml_cuda_op_sqr(ggml_backend_cuda_context & ctx, ggml_tensor * dst); void ggml_cuda_op_sqrt(ggml_backend_cuda_context & ctx, ggml_tensor * dst); + +void ggml_cuda_op_sin(ggml_backend_cuda_context & ctx, ggml_tensor * dst); + +void ggml_cuda_op_cos(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-metal.m b/ggml/src/ggml-metal.m index 068a607ed..cf004c02c 100644 --- a/ggml/src/ggml-metal.m +++ b/ggml/src/ggml-metal.m @@ -31,6 +31,8 @@ struct ggml_metal_kernel { enum ggml_metal_kernel_type { GGML_METAL_KERNEL_TYPE_ADD, GGML_METAL_KERNEL_TYPE_ADD_ROW, + GGML_METAL_KERNEL_TYPE_SUB, + GGML_METAL_KERNEL_TYPE_SUB_ROW, GGML_METAL_KERNEL_TYPE_MUL, GGML_METAL_KERNEL_TYPE_MUL_ROW, GGML_METAL_KERNEL_TYPE_DIV, @@ -207,6 +209,9 @@ enum ggml_metal_kernel_type { GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL, GGML_METAL_KERNEL_TYPE_CONCAT, GGML_METAL_KERNEL_TYPE_SQR, + GGML_METAL_KERNEL_TYPE_SQRT, + GGML_METAL_KERNEL_TYPE_SIN, + GGML_METAL_KERNEL_TYPE_COS, GGML_METAL_KERNEL_TYPE_SUM_ROWS, GGML_METAL_KERNEL_TYPE_COUNT @@ -493,6 +498,8 @@ static struct ggml_backend_metal_context * ggml_metal_init(int n_cb) { GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ADD, add, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_ADD_ROW, add_row, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUB, sub, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUB_ROW, sub_row, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL, mul, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_ROW, mul_row, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIV, div, true); @@ -669,6 +676,9 @@ static struct ggml_backend_metal_context * ggml_metal_init(int n_cb) { GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL, cpy_f32_iq4_nl, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CONCAT, concat, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SQR, sqr, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SQRT, sqrt, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SIN, sin, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_COS, cos, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUM_ROWS, sum_rows, true); } @@ -769,15 +779,20 @@ static bool ggml_metal_supports_op(const struct ggml_backend_metal_context * ctx case GGML_OP_PERMUTE: case GGML_OP_CONCAT: case GGML_OP_ADD: + case GGML_OP_SUB: case GGML_OP_ACC: case GGML_OP_MUL: case GGML_OP_DIV: case GGML_OP_REPEAT: case GGML_OP_SCALE: case GGML_OP_CLAMP: - case GGML_OP_SQR: - case GGML_OP_SUM_ROWS: return true; + case GGML_OP_SQR: + case GGML_OP_SQRT: + case GGML_OP_SIN: + case GGML_OP_COS: + return ggml_is_contiguous(op->src[0]); + case GGML_OP_SUM_ROWS: case GGML_OP_SOFT_MAX: case GGML_OP_RMS_NORM: case GGML_OP_GROUP_NORM: @@ -1057,6 +1072,7 @@ static enum ggml_status ggml_metal_graph_compute( [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)]; } break; case GGML_OP_ADD: + case GGML_OP_SUB: case GGML_OP_MUL: case GGML_OP_DIV: { @@ -1080,6 +1096,7 @@ static enum ggml_status ggml_metal_graph_compute( nb = ne00 / 4; switch (dst->op) { case GGML_OP_ADD: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ADD_ROW].pipeline; break; + case GGML_OP_SUB: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SUB_ROW].pipeline; break; case GGML_OP_MUL: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL_ROW].pipeline; break; case GGML_OP_DIV: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_DIV_ROW].pipeline; break; default: GGML_ABORT("fatal error"); @@ -1089,6 +1106,7 @@ static enum ggml_status ggml_metal_graph_compute( } else { switch (dst->op) { case GGML_OP_ADD: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_ADD].pipeline; break; + case GGML_OP_SUB: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SUB].pipeline; break; case GGML_OP_MUL: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_MUL].pipeline; break; case GGML_OP_DIV: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_DIV].pipeline; break; default: GGML_ABORT("fatal error"); @@ -1416,6 +1434,48 @@ static enum ggml_status ggml_metal_graph_compute( const int64_t n = ggml_nelements(dst); + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_OP_SQRT: + { + GGML_ASSERT(ggml_is_contiguous(src0)); + + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SQRT].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_OP_SIN: + { + GGML_ASSERT(ggml_is_contiguous(src0)); + + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_SIN].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; + } break; + case GGML_OP_COS: + { + GGML_ASSERT(ggml_is_contiguous(src0)); + + id pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_COS].pipeline; + + [encoder setComputePipelineState:pipeline]; + [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0]; + [encoder setBuffer:id_dst offset:offs_dst atIndex:1]; + + const int64_t n = ggml_nelements(dst); + [encoder dispatchThreadgroups:MTLSizeMake(n, 1, 1) threadsPerThreadgroup:MTLSizeMake(1, 1, 1)]; } break; case GGML_OP_SUM_ROWS: diff --git a/ggml/src/ggml-metal.metal b/ggml/src/ggml-metal.metal index 755970f31..f323ab5f4 100644 --- a/ggml/src/ggml-metal.metal +++ b/ggml/src/ggml-metal.metal @@ -17,7 +17,7 @@ enum ggml_sort_order { GGML_SORT_ORDER_DESC, }; -// general-purpose kernel for addition, multiplication and division of two tensors +// general-purpose kernel for addition, subtraction, multiplication and division of two tensors // pros: works for non-contiguous tensors, supports broadcast across all dims // cons: not very efficient kernel void kernel_add( @@ -70,6 +70,56 @@ kernel void kernel_add( } } +kernel void kernel_sub( + device const char * src0, + device const char * src1, + device char * dst, + constant int64_t & ne00, + constant int64_t & ne01, + constant int64_t & ne02, + constant int64_t & ne03, + constant uint64_t & nb00, + constant uint64_t & nb01, + constant uint64_t & nb02, + constant uint64_t & nb03, + constant int64_t & ne10, + constant int64_t & ne11, + constant int64_t & ne12, + constant int64_t & ne13, + constant uint64_t & nb10, + constant uint64_t & nb11, + constant uint64_t & nb12, + constant uint64_t & nb13, + constant int64_t & ne0, + constant int64_t & ne1, + constant int64_t & ne2, + constant int64_t & ne3, + constant uint64_t & nb0, + constant uint64_t & nb1, + constant uint64_t & nb2, + constant uint64_t & nb3, + constant int64_t & offs, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + const int64_t i03 = tgpig.z; + const int64_t i02 = tgpig.y; + const int64_t i01 = tgpig.x; + + const int64_t i13 = i03 % ne13; + const int64_t i12 = i02 % ne12; + const int64_t i11 = i01 % ne11; + + device const char * src0_ptr = src0 + i03*nb03 + i02*nb02 + i01*nb01 + offs; + device const char * src1_ptr = src1 + i13*nb13 + i12*nb12 + i11*nb11; + device char * dst_ptr = dst + i03*nb3 + i02*nb2 + i01*nb1 + offs; + + for (int i0 = tpitg.x; i0 < ne0; i0 += ntg.x) { + const int i10 = i0 % ne10; + *((device float *)(dst_ptr + i0*nb0)) = *((device float *)(src0_ptr + i0*nb00)) - *((device float *)(src1_ptr + i10*nb10)); + } +} + kernel void kernel_mul( device const char * src0, device const char * src1, @@ -226,6 +276,15 @@ kernel void kernel_add_row( dst[tpig] = src0[tpig] + src1[tpig % nb]; } +kernel void kernel_sub_row( + device const float4 * src0, + device const float4 * src1, + device float4 * dst, + constant uint64_t & nb [[buffer(28)]], + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = src0[tpig] - src1[tpig % nb]; +} + kernel void kernel_mul_row( device const float4 * src0, device const float4 * src1, @@ -358,6 +417,27 @@ kernel void kernel_sqr( dst[tpig] = src0[tpig] * src0[tpig]; } +kernel void kernel_sqrt( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = sqrt(src0[tpig]); +} + +kernel void kernel_sin( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = sin(src0[tpig]); +} + +kernel void kernel_cos( + device const float * src0, + device float * dst, + uint tpig[[thread_position_in_grid]]) { + dst[tpig] = cos(src0[tpig]); +} + kernel void kernel_sum_rows( device const float * src0, device float * dst, diff --git a/ggml/src/ggml-quants.c b/ggml/src/ggml-quants.c index 95e2d75b5..6ea7f5fd1 100644 --- a/ggml/src/ggml-quants.c +++ b/ggml/src/ggml-quants.c @@ -3645,7 +3645,7 @@ void quantize_row_q8_K(const float * restrict x, void * restrict y, int64_t k) { quantize_row_q8_K_ref(x, y, k); } -//===================================== Dot ptoducts ================================= +//===================================== Dot products ================================= // // Helper functions diff --git a/ggml/src/ggml-vulkan-shaders.cpp b/ggml/src/ggml-vulkan-shaders.cpp index b46602f6e..e49f35f1a 100644 --- a/ggml/src/ggml-vulkan-shaders.cpp +++ b/ggml/src/ggml-vulkan-shaders.cpp @@ -859,9 +859,880 @@ unsigned char matmul_f32_f16_fp32_data[10260] = { }; -unsigned char matmul_f32_f16_aligned_fp32_data[10240] = { +unsigned char matmul_q4_0_f32_aligned_fp32_data[10408] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd7,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 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-0x3b,0x00,0x04,0x00,0xb5,0x01,0x00,0x00,0xb6,0x01,0x00,0x00, +0x91,0x01,0x00,0x00,0x92,0x01,0x00,0x00,0x07,0x00,0x00,0x00, +0x3b,0x00,0x04,0x00,0xbe,0x01,0x00,0x00,0xbf,0x01,0x00,0x00, 0x07,0x00,0x00,0x00,0x41,0x00,0x05,0x00,0x0d,0x00,0x00,0x00, 0x0e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x0c,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, @@ -2952,469 +2115,480 @@ unsigned char matmul_f32_f32_aligned_fp32_data[10124] = { 0x86,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb0,0x00,0x00,0x00, 0xaf,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xb2,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xb2,0x00,0x00,0x00, -0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0x9e,0x02,0x00,0x00, +0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xa8,0x02,0x00,0x00, 0x3f,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0xd1,0x00,0x00,0x00, 0xb3,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, -0xc3,0x00,0x00,0x00,0x9e,0x02,0x00,0x00,0xc1,0x00,0x00,0x00, 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matmul_f16_fp32_data[10276] = { +unsigned char matmul_f32_f32_aligned_fp32_data[10124] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd8,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0xfa,0x00,0x00,0x00,0x06,0x01,0x00,0x00,0x46,0x01,0x00,0x00, -0x51,0x01,0x00,0x00,0x38,0x02,0x00,0x00,0x81,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 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+0x06,0x00,0x00,0x00,0xb6,0x02,0x00,0x00,0xbb,0x02,0x00,0x00, +0xcf,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x50,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x52,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, 0x38,0x00,0x01,0x00, }; -unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { +unsigned char matmul_f32_f16_aligned_fp32_data[10240] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0xd7,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, @@ -5146,8 +5181,8 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0xfd,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x4a,0x01,0x00,0x00, -0x51,0x01,0x00,0x00,0x38,0x02,0x00,0x00,0x81,0x02,0x00,0x00, +0xfd,0x00,0x00,0x00,0x03,0x01,0x00,0x00,0x45,0x01,0x00,0x00, +0x4d,0x01,0x00,0x00,0x38,0x02,0x00,0x00,0x81,0x02,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -5190,25 +5225,25 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb9,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xbc,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x01,0x01,0x00,0x00, -0x06,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x02,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x02,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x00,0x01,0x00,0x00, +0x06,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x01,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, 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0x34,0x00,0x06,0x00,0x06,0x00,0x00,0x00,0x6b,0x01,0x00,0x00, @@ -5551,7 +5586,7 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0xf8,0x00,0x02,0x00,0xd5,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, 0xdd,0x00,0x00,0x00,0xf8,0x00,0x02,0x00,0xdd,0x00,0x00,0x00, 0xf5,0x00,0x07,0x00,0x06,0x00,0x00,0x00,0xb6,0x02,0x00,0x00, -0x3f,0x00,0x00,0x00,0xd5,0x00,0x00,0x00,0x28,0x01,0x00,0x00, +0x3f,0x00,0x00,0x00,0xd5,0x00,0x00,0x00,0x23,0x01,0x00,0x00, 0xde,0x00,0x00,0x00,0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00, 0xe3,0x00,0x00,0x00,0xb6,0x02,0x00,0x00,0x38,0x00,0x00,0x00, 0xf6,0x00,0x04,0x00,0xdf,0x00,0x00,0x00,0xde,0x00,0x00,0x00, @@ -5571,100 +5606,100 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0xf7,0x00,0x00,0x00,0x70,0x00,0x00,0x00,0x6e,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xf8,0x00,0x00,0x00, 0xf5,0x00,0x00,0x00,0xf7,0x00,0x00,0x00,0x41,0x00,0x07,0x00, -0x06,0x01,0x00,0x00,0x07,0x01,0x00,0x00,0x04,0x01,0x00,0x00, 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+0x27,0x01,0x00,0x00,0x1f,0x02,0x00,0x00,0x79,0x01,0x00,0x00, 0xb0,0x00,0x05,0x00,0xc2,0x00,0x00,0x00,0x7c,0x01,0x00,0x00, 0xc0,0x02,0x00,0x00,0x6d,0x00,0x00,0x00,0xf6,0x00,0x04,0x00, 0x78,0x01,0x00,0x00,0x79,0x01,0x00,0x00,0x00,0x00,0x00,0x00, @@ -5712,7 +5747,7 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0x06,0x00,0x00,0x00,0xa0,0x01,0x00,0x00,0x9e,0x01,0x00,0x00, 0x9f,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xa2,0x01,0x00,0x00,0xa0,0x01,0x00,0x00,0xc0,0x02,0x00,0x00, -0x41,0x00,0x05,0x00,0x0a,0x01,0x00,0x00,0xa3,0x01,0x00,0x00, +0x41,0x00,0x05,0x00,0x08,0x01,0x00,0x00,0xa3,0x01,0x00,0x00, 0xfd,0x00,0x00,0x00,0xa2,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xa4,0x01,0x00,0x00,0xa3,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0xcd,0x00,0x00,0x00,0xa5,0x01,0x00,0x00, @@ -5759,8 +5794,8 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0x06,0x00,0x00,0x00,0xce,0x01,0x00,0x00,0xcc,0x01,0x00,0x00, 0xcd,0x01,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0xd0,0x01,0x00,0x00,0xce,0x01,0x00,0x00,0xc0,0x02,0x00,0x00, -0x41,0x00,0x05,0x00,0x0a,0x01,0x00,0x00,0xd1,0x01,0x00,0x00, -0x4a,0x01,0x00,0x00,0xd0,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, +0x41,0x00,0x05,0x00,0x08,0x01,0x00,0x00,0xd1,0x01,0x00,0x00, +0x45,0x01,0x00,0x00,0xd0,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0xd2,0x01,0x00,0x00,0xd1,0x01,0x00,0x00, 0x41,0x00,0x05,0x00,0xcd,0x00,0x00,0x00,0xd3,0x01,0x00,0x00, 0xbd,0x01,0x00,0x00,0xc1,0x01,0x00,0x00,0x3e,0x00,0x03,0x00, @@ -5968,7 +6003,7 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0x41,0x00,0x05,0x00,0xcd,0x00,0x00,0x00,0x9a,0x02,0x00,0x00, 0xca,0x00,0x00,0x00,0x99,0x02,0x00,0x00,0x3d,0x00,0x04,0x00, 0xc4,0x00,0x00,0x00,0x9b,0x02,0x00,0x00,0x9a,0x02,0x00,0x00, -0x41,0x00,0x06,0x00,0x53,0x01,0x00,0x00,0x9c,0x02,0x00,0x00, +0x41,0x00,0x06,0x00,0x05,0x01,0x00,0x00,0x9c,0x02,0x00,0x00, 0x81,0x02,0x00,0x00,0x35,0x00,0x00,0x00,0x8e,0x02,0x00,0x00, 0x3e,0x00,0x03,0x00,0x9c,0x02,0x00,0x00,0x9b,0x02,0x00,0x00, 0xf9,0x00,0x02,0x00,0x7d,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, @@ -5993,6 +6028,1758 @@ unsigned char matmul_f16_f32_aligned_fp32_data[10240] = { 0x38,0x00,0x01,0x00, }; +unsigned char matmul_q4_1_f32_aligned_fp32_data[10476] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xf0,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, +0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, +0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, +0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, +0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, +0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, +0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, +0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x08,0x01,0x00,0x00, +0x2d,0x01,0x00,0x00,0x60,0x01,0x00,0x00,0x67,0x01,0x00,0x00, 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matmul_q4_1_f32_fp32_data[10512] = { +unsigned char matmul_q4_k_f32_fp32_data[11952] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf0,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00, -0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00,0x07,0x01,0x00,0x00, -0x2c,0x01,0x00,0x00,0x5d,0x01,0x00,0x00,0x68,0x01,0x00,0x00, -0x4f,0x02,0x00,0x00,0x98,0x02,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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-0xb7,0x02,0x00,0x00,0xbc,0x02,0x00,0x00,0xd0,0x00,0x00,0x00, -0xf9,0x00,0x02,0x00,0x51,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, -0x53,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, - -}; - -unsigned char matmul_id_f32_f16_fp32_data[10732] = { +unsigned char matmul_id_f16_f32_fp32_data[10732] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x2f,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, @@ -18036,8 +22329,8 @@ unsigned char matmul_id_f32_f16_fp32_data[10732] = { 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00, 0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, -0x90,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x0f,0x01,0x00,0x00, -0x4c,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x84,0x02,0x00,0x00, +0x90,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x10,0x01,0x00,0x00, +0x4e,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x84,0x02,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -18087,24 +22380,24 @@ unsigned char matmul_id_f32_f16_fp32_data[10732] = { 0x47,0x00,0x04,0x00,0xc5,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc8,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x0c,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x0d,0x01,0x00,0x00,0x00,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x0d,0x01,0x00,0x00, +0x0d,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x0e,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x0e,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x0d,0x01,0x00,0x00,0x02,0x00,0x00,0x00, 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0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xb7,0x01,0x00,0x00, 0xb5,0x01,0x00,0x00,0xd6,0x02,0x00,0x00,0x41,0x00,0x05,0x00, -0x1d,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x04,0x01,0x00,0x00, +0x1f,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x04,0x01,0x00,0x00, 0xb7,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xcf,0x00,0x00,0x00, 0xb9,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0xd8,0x00,0x00,0x00,0xba,0x01,0x00,0x00,0xa5,0x01,0x00,0x00, @@ -18703,7 +22996,7 @@ unsigned char matmul_id_f32_f16_fp32_data[10732] = { 0xe3,0x01,0x00,0x00,0xe1,0x01,0x00,0x00,0xe2,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00, 0xe3,0x01,0x00,0x00,0xd6,0x02,0x00,0x00,0x41,0x00,0x05,0x00, -0x1d,0x01,0x00,0x00,0xe6,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, +0x1f,0x01,0x00,0x00,0xe6,0x01,0x00,0x00,0x4e,0x01,0x00,0x00, 0xe5,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xcf,0x00,0x00,0x00, 0xe7,0x01,0x00,0x00,0xe6,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0xd8,0x00,0x00,0x00,0xe8,0x01,0x00,0x00,0xd2,0x01,0x00,0x00, @@ -18899,7 +23192,7 @@ unsigned char matmul_id_f32_f16_fp32_data[10732] = { 0xc5,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xd8,0x00,0x00,0x00, 0xa3,0x02,0x00,0x00,0xd5,0x00,0x00,0x00,0xa2,0x02,0x00,0x00, 0x3d,0x00,0x04,0x00,0xcf,0x00,0x00,0x00,0xa4,0x02,0x00,0x00, -0xa3,0x02,0x00,0x00,0x41,0x00,0x06,0x00,0x1a,0x01,0x00,0x00, +0xa3,0x02,0x00,0x00,0x41,0x00,0x06,0x00,0x72,0x01,0x00,0x00, 0xa5,0x02,0x00,0x00,0x84,0x02,0x00,0x00,0x15,0x00,0x00,0x00, 0x97,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0xa5,0x02,0x00,0x00, 0xa4,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, @@ -20736,9 +25029,9 @@ unsigned char matmul_id_f16_fp32_data[10748] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_f16_f32_aligned_fp32_data[10928] = { +unsigned char matmul_id_f16_aligned_fp32_data[10976] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x2d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x30,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, @@ -20748,7 +25041,7 @@ unsigned char matmul_id_f16_f32_aligned_fp32_data[10928] = { 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00, 0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, 0x91,0x00,0x00,0x00,0x07,0x01,0x00,0x00,0x0e,0x01,0x00,0x00, -0x6d,0x01,0x00,0x00,0x74,0x01,0x00,0x00,0x91,0x02,0x00,0x00, +0x6d,0x01,0x00,0x00,0x73,0x01,0x00,0x00,0x93,0x02,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -20808,22 +25101,22 @@ unsigned char matmul_id_f16_f32_aligned_fp32_data[10928] = { 0x21,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x2c,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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+0xf9,0x00,0x02,0x00,0xb4,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xb4,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + +}; + +unsigned char matmul_id_f32_f16_fp32_data[10732] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x2f,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, @@ -22555,8 +27757,8 @@ unsigned char matmul_id_f16_f32_fp32_data[10732] = { 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, 0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00, 0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, -0x90,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x10,0x01,0x00,0x00, -0x4e,0x01,0x00,0x00,0x59,0x01,0x00,0x00,0x84,0x02,0x00,0x00, +0x90,0x00,0x00,0x00,0x04,0x01,0x00,0x00,0x0f,0x01,0x00,0x00, +0x4c,0x01,0x00,0x00,0x58,0x01,0x00,0x00,0x84,0x02,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -22606,24 +27808,24 @@ unsigned char matmul_id_f16_f32_fp32_data[10732] = { 0x47,0x00,0x04,0x00,0xc5,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc8,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x0d,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x48,0x00,0x04,0x00,0x0e,0x01,0x00,0x00,0x00,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x0e,0x01,0x00,0x00, +0x0c,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x48,0x00,0x04,0x00,0x0d,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x0d,0x01,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x03,0x00,0x0e,0x01,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x10,0x01,0x00,0x00,0x22,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x10,0x01,0x00,0x00, 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-0x1f,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x04,0x01,0x00,0x00, +0x1d,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x04,0x01,0x00,0x00, 0xb7,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xcf,0x00,0x00,0x00, 0xb9,0x01,0x00,0x00,0xb8,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0xd8,0x00,0x00,0x00,0xba,0x01,0x00,0x00,0xa5,0x01,0x00,0x00, @@ -23222,7 +28424,7 @@ unsigned char matmul_id_f16_f32_fp32_data[10732] = { 0xe3,0x01,0x00,0x00,0xe1,0x01,0x00,0x00,0xe2,0x01,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe5,0x01,0x00,0x00, 0xe3,0x01,0x00,0x00,0xd6,0x02,0x00,0x00,0x41,0x00,0x05,0x00, -0x1f,0x01,0x00,0x00,0xe6,0x01,0x00,0x00,0x4e,0x01,0x00,0x00, +0x1d,0x01,0x00,0x00,0xe6,0x01,0x00,0x00,0x4c,0x01,0x00,0x00, 0xe5,0x01,0x00,0x00,0x3d,0x00,0x04,0x00,0xcf,0x00,0x00,0x00, 0xe7,0x01,0x00,0x00,0xe6,0x01,0x00,0x00,0x41,0x00,0x05,0x00, 0xd8,0x00,0x00,0x00,0xe8,0x01,0x00,0x00,0xd2,0x01,0x00,0x00, @@ -23418,7 +28620,7 @@ unsigned char matmul_id_f16_f32_fp32_data[10732] = { 0xc5,0x02,0x00,0x00,0x41,0x00,0x05,0x00,0xd8,0x00,0x00,0x00, 0xa3,0x02,0x00,0x00,0xd5,0x00,0x00,0x00,0xa2,0x02,0x00,0x00, 0x3d,0x00,0x04,0x00,0xcf,0x00,0x00,0x00,0xa4,0x02,0x00,0x00, -0xa3,0x02,0x00,0x00,0x41,0x00,0x06,0x00,0x72,0x01,0x00,0x00, +0xa3,0x02,0x00,0x00,0x41,0x00,0x06,0x00,0x1a,0x01,0x00,0x00, 0xa5,0x02,0x00,0x00,0x84,0x02,0x00,0x00,0x15,0x00,0x00,0x00, 0x97,0x02,0x00,0x00,0x3e,0x00,0x03,0x00,0xa5,0x02,0x00,0x00, 0xa4,0x02,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, @@ -23442,9 +28644,9 @@ unsigned char matmul_id_f16_f32_fp32_data[10732] = { 0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164] = { +unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x46,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x6d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -23454,8 +28656,8 @@ unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164] = { 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, 0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x12,0x01,0x00,0x00,0x38,0x01,0x00,0x00,0x83,0x01,0x00,0x00, -0x8a,0x01,0x00,0x00,0xa8,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x13,0x01,0x00,0x00,0x5b,0x01,0x00,0x00,0xa6,0x01,0x00,0x00, +0xad,0x01,0x00,0x00,0xcb,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, @@ -23504,876 +28706,912 @@ unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164] = { 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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+0x67,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -26262,8 +32414,8 @@ unsigned char matmul_id_q4_0_f32_aligned_fp32_data[11096] = { 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, 0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x12,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x7e,0x01,0x00,0x00, -0x85,0x01,0x00,0x00,0xa3,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x12,0x01,0x00,0x00,0x57,0x01,0x00,0x00,0xa2,0x01,0x00,0x00, +0xa9,0x01,0x00,0x00,0xc7,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, @@ -26317,864 +32469,1811 @@ unsigned char matmul_id_q4_0_f32_aligned_fp32_data[11096] = { 0x0e,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x0e,0x01,0x00,0x00, 0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x02,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0f,0x01,0x00,0x00,0x06,0x00,0x00,0x00, -0x12,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x10,0x01,0x00,0x00, +0x48,0x00,0x05,0x00,0x0e,0x01,0x00,0x00,0x02,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x05,0x00, +0x0e,0x01,0x00,0x00,0x03,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0f,0x01,0x00,0x00, +0x06,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x10,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x10,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, +0x10,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, +0x12,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 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unsigned char matmul_id_q5_1_f32_fp32_data[11308] = { 0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592] = { +unsigned char matmul_id_q8_0_f32_aligned_fp32_data[11140] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x6d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x42,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -29049,8 +36148,8 @@ unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592] = { 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, 0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x13,0x01,0x00,0x00,0x5b,0x01,0x00,0x00,0xa6,0x01,0x00,0x00, -0xad,0x01,0x00,0x00,0xcb,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 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0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x42,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x46,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -32867,8 +38967,8 @@ unsigned char matmul_id_q8_0_f32_aligned_fp32_data[11140] = { 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, 0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x15,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x7f,0x01,0x00,0x00, -0x86,0x01,0x00,0x00,0xa4,0x02,0x00,0x00,0x10,0x00,0x06,0x00, +0x12,0x01,0x00,0x00,0x38,0x01,0x00,0x00,0x83,0x01,0x00,0x00, +0x8a,0x01,0x00,0x00,0xa8,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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unsigned char matmul_id_q3_k_f32_aligned_fp32_data[13660] = { 0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588] = { +unsigned char matmul_id_q4_k_f32_fp32_data[12424] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb2,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xab,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -38091,9 +43039,9 @@ unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588] = { 0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x2c,0x01,0x00,0x00, -0x84,0x01,0x00,0x00,0xe8,0x01,0x00,0x00,0xef,0x01,0x00,0x00, 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+0x38,0x00,0x01,0x00, }; unsigned char matmul_id_q5_k_f32_fp32_data[12948] = { @@ -40215,9 +45149,9 @@ unsigned char matmul_id_q5_k_f32_fp32_data[12948] = { }; -unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280] = { +unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x93,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xb2,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -40227,9 +45161,9 @@ unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280] = { 0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x3e,0x01,0x00,0x00, -0x4f,0x01,0x00,0x00,0xd2,0x01,0x00,0x00,0xd9,0x01,0x00,0x00, -0xf7,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x2c,0x01,0x00,0x00, +0x84,0x01,0x00,0x00,0xe8,0x01,0x00,0x00,0xef,0x01,0x00,0x00, +0x0d,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -40278,43 +45212,40 @@ unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc6,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xc9,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x35,0x01,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x36,0x01,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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0x15,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x20,0x00,0x00,0x00, @@ -40432,814 +45363,843 @@ unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280] = { 0xfe,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x4e,0x00,0x00,0x00, 0x1b,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x05,0x01,0x00,0x00,0x80,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x0c,0x01,0x00,0x00,0x40,0x00,0x00,0x00, +0x06,0x00,0x00,0x00,0x0c,0x01,0x00,0x00,0x20,0x00,0x00,0x00, 0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x11,0x01,0x00,0x00, -0x20,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0x15,0x01,0x00,0x00,0x10,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x17,0x01,0x00,0x00,0x08,0x00,0x00,0x00, -0x15,0x00,0x04,0x00,0x34,0x01,0x00,0x00,0x08,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x1c,0x00,0x04,0x00,0x35,0x01,0x00,0x00, -0x34,0x01,0x00,0x00,0x05,0x01,0x00,0x00,0x1c,0x00,0x04,0x00, -0x36,0x01,0x00,0x00,0x34,0x01,0x00,0x00,0x0c,0x01,0x00,0x00, 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+0xf8,0x00,0x02,0x00,0xd7,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0xd0,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xd0,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x36,0x03,0x00,0x00, +0x47,0x03,0x00,0x00,0x9b,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0xcd,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0xcf,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0x37,0x03,0x00,0x00,0xf8,0x00,0x02,0x00, +0x37,0x03,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; unsigned char matmul_id_q5_k_f32_aligned_fp32_data[13112] = { @@ -42338,9 +47298,9 @@ unsigned char matmul_id_q5_k_f32_aligned_fp32_data[13112] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char matmul_id_q6_k_f32_fp32_data[12116] = { +unsigned char matmul_id_q3_k_f32_fp32_data[13496] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x8c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xfa,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -42350,9 +47310,9 @@ unsigned char matmul_id_q6_k_f32_fp32_data[12116] = { 0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00,0x3d,0x01,0x00,0x00, -0x4e,0x01,0x00,0x00,0xb6,0x01,0x00,0x00,0xc1,0x01,0x00,0x00, -0xeb,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00,0x44,0x01,0x00,0x00, +0xb5,0x01,0x00,0x00,0x12,0x02,0x00,0x00,0x1d,0x02,0x00,0x00, +0x47,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -42401,43 +47361,43 @@ unsigned char matmul_id_q6_k_f32_fp32_data[12116] = { 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc5,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xc8,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x34,0x01,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x35,0x01,0x00,0x00, +0x47,0x00,0x04,0x00,0x3b,0x01,0x00,0x00,0x06,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x3c,0x01,0x00,0x00, 0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x37,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x39,0x01,0x00,0x00,0x00,0x00,0x00,0x00, +0x3e,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, +0x48,0x00,0x05,0x00,0x40,0x01,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x39,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x39,0x01,0x00,0x00, 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0x77,0x00,0x00,0x00,0x6f,0x00,0x00,0x00,0x70,0x00,0x00,0x00, @@ -42737,9 +47697,9 @@ unsigned char matmul_id_q6_k_f32_fp32_data[12116] = { 0x16,0x00,0x00,0x00,0x7e,0x00,0x00,0x00,0x13,0x00,0x00,0x00, 0x7d,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, 0x7f,0x00,0x00,0x00,0x7e,0x00,0x00,0x00,0x84,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x1f,0x03,0x00,0x00, +0x06,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x7b,0x03,0x00,0x00, 0x7f,0x00,0x00,0x00,0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x82,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x59,0x03,0x00,0x00, +0x82,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0xbb,0x03,0x00,0x00, 0x41,0x00,0x06,0x00,0x83,0x00,0x00,0x00,0x84,0x00,0x00,0x00, 0x7b,0x00,0x00,0x00,0x15,0x00,0x00,0x00,0x82,0x00,0x00,0x00, 0x3d,0x00,0x04,0x00,0x14,0x00,0x00,0x00,0x85,0x00,0x00,0x00, @@ -42750,35 +47710,35 @@ unsigned char matmul_id_q6_k_f32_fp32_data[12116] = { 0x00,0x00,0x00,0x00,0xfa,0x00,0x04,0x00,0x88,0x00,0x00,0x00, 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matmul_f32_f16_aligned_data[11360] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char matmul_f32_f32_data[10324] = { +unsigned char matmul_id_iq4_nl_f32_aligned_fp32_data[11580] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xdb,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, +0x59,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, 0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, 0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, 0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, +0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 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+0x9b,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x83,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x85,0x02,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7e,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7e,0x02,0x00,0x00, +0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0xe4,0x02,0x00,0x00, +0xf5,0x02,0x00,0x00,0x9b,0x00,0x00,0x00,0xf9,0x00,0x02,0x00, +0x7b,0x02,0x00,0x00,0xf8,0x00,0x02,0x00,0x7d,0x02,0x00,0x00, +0xf9,0x00,0x02,0x00,0xe5,0x02,0x00,0x00,0xf8,0x00,0x02,0x00, +0xe5,0x02,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, + }; unsigned char matmul_f16_data[10316] = { @@ -47919,871 +54991,6 @@ unsigned char matmul_f16_aligned_data[11200] = { 0x38,0x00,0x01,0x00, }; -unsigned char matmul_f16_f32_data[10332] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xdb,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 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matmul_q4_1_f32_aligned_data[11224] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x1a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x08,0x01,0x00,0x00,0x2d,0x01,0x00,0x00, -0x62,0x01,0x00,0x00,0x6a,0x01,0x00,0x00,0x79,0x02,0x00,0x00, -0xc2,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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unsigned char matmul_q5_0_f32_aligned_data[11668] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x63,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -55312,9 +63226,9 @@ unsigned char matmul_q5_0_f32_aligned_data[11668] = { 0x38,0x00,0x01,0x00, }; -unsigned char matmul_q5_1_f32_data[10956] = { +unsigned char matmul_q5_0_f32_data[11076] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x18,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x48,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -55323,9 +63237,9 @@ unsigned char matmul_q5_1_f32_data[10956] = { 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, 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+0xf8,0x00,0x02,0x00,0x41,0x02,0x00,0x00,0x80,0x00,0x05,0x00, +0x06,0x00,0x00,0x00,0xa4,0x02,0x00,0x00,0xa7,0x02,0x00,0x00, +0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x3e,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0x40,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, +0x38,0x00,0x01,0x00, +}; + +unsigned char matmul_q2_k_f32_data[11240] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x50,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, 0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, @@ -59909,9 +66926,9 @@ unsigned char matmul_q4_k_f32_fp32_data[11952] = { 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x21,0x01,0x00,0x00,0x79,0x01,0x00,0x00, -0xc3,0x01,0x00,0x00,0xce,0x01,0x00,0x00,0xb5,0x02,0x00,0x00, -0xfe,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x4d,0x00,0x00,0x00,0x1f,0x01,0x00,0x00,0x58,0x01,0x00,0x00, +0x8b,0x01,0x00,0x00,0x96,0x01,0x00,0x00,0x82,0x02,0x00,0x00, +0xcb,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -59954,41 +66971,41 @@ unsigned char matmul_q4_k_f32_fp32_data[11952] = { 0x47,0x00,0x04,0x00,0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbb,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x1b,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x1c,0x01,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x1d,0x01,0x00,0x00, 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+0x06,0x00,0x00,0x00,0x0f,0x03,0x00,0x00,0x16,0x03,0x00,0x00, +0xd0,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0xa9,0x02,0x00,0x00, +0xf8,0x00,0x02,0x00,0xab,0x02,0x00,0x00,0xfd,0x00,0x01,0x00, +0x38,0x00,0x01,0x00, }; unsigned char matmul_q3_k_f32_aligned_data[13704] = { @@ -62044,2259 +71089,101 @@ unsigned char matmul_q3_k_f32_aligned_data[13704] = { }; -unsigned char matmul_q5_k_f32_aligned_data[13172] = { +unsigned char matmul_id_f32_f16_aligned_data[12048] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xa8,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x6a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, 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-unsigned char matmul_iq4_nl_f32_aligned_data[11640] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x2d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x08,0x01,0x00,0x00,0x40,0x01,0x00,0x00,0x75,0x01,0x00,0x00, -0x7d,0x01,0x00,0x00,0x8c,0x02,0x00,0x00,0xd5,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x33,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0xaf,0x01,0x00,0x00, -0xba,0x01,0x00,0x00,0xa6,0x02,0x00,0x00,0xef,0x02,0x00,0x00, +0x2e,0x01,0x00,0x00,0x84,0x01,0x00,0x00,0xea,0x01,0x00,0x00, +0xf5,0x01,0x00,0x00,0xe1,0x02,0x00,0x00,0x2a,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -65233,45 +72153,45 @@ unsigned char matmul_q6_k_f32_data[11764] = { 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xb8,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xbb,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x2a,0x01,0x00,0x00, +0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x27,0x01,0x00,0x00, 0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x2b,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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+unsigned char matmul_id_q5_1_f32_data[11428] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0x66,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -77767,8 +82804,8 @@ unsigned char matmul_id_q4_1_f32_data[11104] = { 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, 0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00,0x11,0x01,0x00,0x00, -0x37,0x01,0x00,0x00,0x68,0x01,0x00,0x00,0x73,0x01,0x00,0x00, -0xa2,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x56,0x01,0x00,0x00,0x87,0x01,0x00,0x00,0x92,0x01,0x00,0x00, +0xc1,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -77823,33 +82860,982 @@ unsigned char matmul_id_q4_1_f32_data[11104] = { 0x48,0x00,0x05,0x00,0x0d,0x01,0x00,0x00,0x01,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 0x0d,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0e,0x01,0x00,0x00, -0x06,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x48,0x00,0x04,0x00, -0x0f,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x0f,0x01,0x00,0x00,0x00,0x00,0x00,0x00, -0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, -0x0f,0x01,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x11,0x01,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x11,0x01,0x00,0x00,0x21,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x44,0x01,0x00,0x00, -0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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-0x90,0x00,0x00,0x00,0x38,0x01,0x00,0x00,0x8f,0x01,0x00,0x00, -0xf3,0x01,0x00,0x00,0xfe,0x01,0x00,0x00,0x2d,0x03,0x00,0x00, +0x90,0x00,0x00,0x00,0x2b,0x01,0x00,0x00,0x84,0x01,0x00,0x00, +0xce,0x01,0x00,0x00,0xd9,0x01,0x00,0x00,0x08,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -90882,43 +94037,40 @@ unsigned char matmul_id_q5_k_f32_data[13068] = { 0x47,0x00,0x04,0x00,0xc5,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x05,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xc8,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x31,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x32,0x01,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x33,0x01,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x34,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 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0x58,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -93898,145 +99838,148 @@ unsigned char matmul_id_iq4_nl_f32_data[11520] = { }; -unsigned char mul_mat_vec_f32_f32_f32_data[3752] = { +unsigned char mul_mat_vec_f32_f16_f32_data[3820] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x53,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x19,0x00,0x00,0x00,0x2f,0x00,0x00,0x00,0x37,0x00,0x00,0x00, -0x66,0x00,0x00,0x00,0x6a,0x00,0x00,0x00,0x73,0x00,0x00,0x00, -0x8f,0x00,0x00,0x00,0xc9,0x00,0x00,0x00,0x07,0x01,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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+0x38,0x00,0x01,0x00, }; unsigned char matmul_id_q5_k_f32_aligned_data[13860] = { @@ -95373,1973 +101319,9 @@ unsigned char matmul_id_q5_k_f32_aligned_data[13860] = { }; -unsigned char matmul_q4_k_f32_aligned_fp32_data[11900] = { +unsigned char matmul_id_iq4_nl_f32_aligned_data[12328] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x59,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x22,0x01,0x00,0x00,0x79,0x01,0x00,0x00, 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matmul_id_f32_f32_aligned_fp32_data[10812] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x26,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x07,0x01,0x00,0x00, -0x0d,0x01,0x00,0x00,0x68,0x01,0x00,0x00,0x6e,0x01,0x00,0x00, -0x8a,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, 0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, @@ -100339,14 +102700,14 @@ unsigned char get_rows_f32_data[3052] = { 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x74,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x78,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x79,0x00,0x00,0x00, +0x02,0x00,0x00,0x00,0x48,0x00,0x04,0x00,0x79,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 0x79,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00,0x79,0x00,0x00,0x00, 0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x7b,0x00,0x00,0x00, 0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x7b,0x00,0x00,0x00,0x21,0x00,0x00,0x00,0x00,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x86,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, +0x47,0x00,0x04,0x00,0x84,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 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mul_mat_vec_q4_1_f16_f32_data[4328] = { +unsigned char mul_mat_vec_q4_1_f32_f32_data[4296] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x8b,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x89,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, @@ -104753,7 +106928,7 @@ unsigned char mul_mat_vec_q4_1_f16_f32_data[4328] = { 0x00,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x4f,0x00,0x00,0x00, 0x58,0x00,0x00,0x00,0x86,0x00,0x00,0x00,0x8a,0x00,0x00,0x00, 0x93,0x00,0x00,0x00,0xaf,0x00,0x00,0x00,0xe9,0x00,0x00,0x00, -0x28,0x01,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x27,0x01,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x1b,0x00,0x00,0x00, 0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -104796,7 +106971,7 @@ unsigned char mul_mat_vec_q4_1_f16_f32_data[4328] = { 0x47,0x00,0x04,0x00,0x93,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xa1,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xe6,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00, +0xe6,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x48,0x00,0x04,0x00,0xe7,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xe7,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00, @@ -104804,16 +106979,16 @@ unsigned char mul_mat_vec_q4_1_f16_f32_data[4328] = { 0x47,0x00,0x04,0x00,0xe9,0x00,0x00,0x00,0x22,0x00,0x00,0x00, 0x00,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe9,0x00,0x00,0x00, 0x21,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x25,0x01,0x00,0x00,0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 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mul_mat_vec_id_q5_0_f32_data[4648] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xab,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x78,0x00,0x00,0x00, -0x80,0x00,0x00,0x00,0x89,0x00,0x00,0x00,0x9c,0x00,0x00,0x00, -0x9f,0x00,0x00,0x00,0xa7,0x00,0x00,0x00,0xc3,0x00,0x00,0x00, -0xfd,0x00,0x00,0x00,0x3b,0x01,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0x1b,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 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0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, @@ -109209,14 +110984,14 @@ unsigned char get_rows_q5_0_f32_data[4240] = { 0x97,0x00,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x97,0x00,0x00,0x00,0x21,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xe8,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x48,0x00,0x04,0x00, +0x06,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x48,0x00,0x04,0x00, 0xe9,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x19,0x00,0x00,0x00, 0x48,0x00,0x05,0x00,0xe9,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x47,0x00,0x03,0x00, 0xe9,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0xeb,0x00,0x00,0x00,0x22,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0xeb,0x00,0x00,0x00,0x21,0x00,0x00,0x00, -0x02,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xff,0x00,0x00,0x00, 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0x17,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x19,0x00,0x00,0x00, @@ -111605,19 +113452,27 @@ unsigned char get_rows_q8_0_data[3668] = { 0x01,0x00,0x00,0x00,0x2b,0x00,0x04,0x00,0x1b,0x00,0x00,0x00, 0x1c,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00, 0x20,0x00,0x00,0x00,0x0c,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x1b,0x00,0x00,0x00,0x27,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x29,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x2b,0x00,0x04,0x00, -0x06,0x00,0x00,0x00,0x32,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x17,0x00,0x04,0x00,0x3e,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x03,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x3f,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x3b,0x00,0x04,0x00, -0x3f,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x2b,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0x41,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x20,0x00,0x04,0x00,0x42,0x00,0x00,0x00, +0x2b,0x00,0x04,0x00,0x1b,0x00,0x00,0x00,0x28,0x00,0x00,0x00, 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mul_mat_vec_q8_0_f16_f32_data[4200] = { }; -unsigned char get_rows_q8_0_f32_data[3652] = { +unsigned char mul_mat_vec_id_q5_1_f32_data[4528] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf2,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xa3,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, 0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, 0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, 0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, +0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00, 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x40,0x00,0x00,0x00, -0x4f,0x00,0x00,0x00,0x67,0x00,0x00,0x00,0xba,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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matmul_iq4_nl_f32_data[11048] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x0a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x07,0x01,0x00,0x00,0x3f,0x01,0x00,0x00,0x72,0x01,0x00,0x00, -0x7d,0x01,0x00,0x00,0x69,0x02,0x00,0x00,0xb2,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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matmul_q5_k_f32_aligned_fp32_data[12424] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x7e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x2f,0x01,0x00,0x00,0x84,0x01,0x00,0x00, -0xea,0x01,0x00,0x00,0xf1,0x01,0x00,0x00,0xd9,0x02,0x00,0x00, -0x22,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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mul_mat_vec_id_q2_k_f32_data[8388] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x0a,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x1b,0x00,0x00,0x00,0x25,0x00,0x00,0x00, -0x3a,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x5d,0x00,0x00,0x00, -0x83,0x00,0x00,0x00,0xa8,0x00,0x00,0x00,0xc5,0x00,0x00,0x00, -0xe4,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x11,0x00,0x00,0x00, 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+0xf9,0x00,0x02,0x00,0x32,0x01,0x00,0x00,0xf8,0x00,0x02,0x00, +0x32,0x01,0x00,0x00,0xf9,0x00,0x02,0x00,0x3f,0x01,0x00,0x00, +0xf8,0x00,0x02,0x00,0x3f,0x01,0x00,0x00,0xfd,0x00,0x01,0x00, +0x38,0x00,0x01,0x00, }; unsigned char mul_mat_vec_id_q5_k_f32_data[12808] = { @@ -128226,9 +116026,9 @@ unsigned char mul_mat_vec_id_q5_k_f32_data[12808] = { 0x38,0x00,0x01,0x00, }; -unsigned char mul_mat_vec_id_q6_k_f32_data[11748] = { +unsigned char mul_mat_vec_id_q3_k_f32_data[10012] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xe8,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x5d,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -128238,8 +116038,8 @@ unsigned char mul_mat_vec_id_q6_k_f32_data[11748] = { 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 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mul_mat_vec_id_q6_k_f32_data[11748] = { 0x44,0x00,0x00,0x00,0x40,0x00,0x00,0x00,0x43,0x00,0x00,0x00, 0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x45,0x00,0x00,0x00, 0x3d,0x00,0x00,0x00,0x44,0x00,0x00,0x00,0x41,0x00,0x05,0x00, -0x13,0x00,0x00,0x00,0xe1,0x01,0x00,0x00,0x11,0x00,0x00,0x00, +0x13,0x00,0x00,0x00,0x43,0x03,0x00,0x00,0x11,0x00,0x00,0x00, 0x12,0x00,0x00,0x00,0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00, -0xe2,0x01,0x00,0x00,0xe1,0x01,0x00,0x00,0x41,0x00,0x06,0x00, -0x1e,0x00,0x00,0x00,0xe4,0x01,0x00,0x00,0x1b,0x00,0x00,0x00, -0x1c,0x00,0x00,0x00,0xe2,0x01,0x00,0x00,0x3d,0x00,0x04,0x00, -0x17,0x00,0x00,0x00,0xe5,0x01,0x00,0x00,0xe4,0x01,0x00,0x00, -0x7c,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xe6,0x01,0x00,0x00, -0xe5,0x01,0x00,0x00,0x41,0x00,0x05,0x00,0x27,0x00,0x00,0x00, -0xe8,0x01,0x00,0x00,0x25,0x00,0x00,0x00,0x26,0x00,0x00,0x00, -0x3d,0x00,0x04,0x00,0x06,0x00,0x00,0x00,0xe9,0x01,0x00,0x00, -0xe8,0x01,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 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mul_mat_vec_id_q6_k_f32_data[11748] = { 0x06,0x00,0x00,0x00,0x6c,0x00,0x00,0x00,0x67,0x00,0x00,0x00, 0x68,0x00,0x00,0x00,0x82,0x00,0x05,0x00,0x06,0x00,0x00,0x00, 0x6d,0x00,0x00,0x00,0x60,0x00,0x00,0x00,0x6c,0x00,0x00,0x00, -0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x71,0x00,0x00,0x00, -0x6f,0x00,0x00,0x00,0x6d,0x00,0x00,0x00,0x86,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x74,0x00,0x00,0x00,0x6d,0x00,0x00,0x00, -0x6f,0x00,0x00,0x00,0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00, -0x78,0x00,0x00,0x00,0x76,0x00,0x00,0x00,0x68,0x00,0x00,0x00, -0x80,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x7a,0x00,0x00,0x00, -0x78,0x00,0x00,0x00,0x71,0x00,0x00,0x00,0x84,0x00,0x05,0x00, -0x06,0x00,0x00,0x00,0x7e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00, +0x84,0x00,0x05,0x00,0x06,0x00,0x00,0x00,0x74,0x00,0x00,0x00, +0x72,0x00,0x00,0x00,0x68,0x00,0x00,0x00,0xc4,0x00,0x05,0x00, +0x17,0x00,0x00,0x00,0x75,0x00,0x00,0x00,0x71,0x00,0x00,0x00, +0x74,0x00,0x00,0x00,0x72,0x00,0x04,0x00,0x76,0x00,0x00,0x00, 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-0x15,0x01,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, - -}; - -unsigned char mul_mat_vec_q6_k_f16_f32_data[12096] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x1d,0x04,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xd4,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -129962,8 +116875,8 @@ unsigned char mul_mat_vec_q6_k_f16_f32_data[12096] = { 0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x4a,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0xa0,0x00,0x00,0x00, -0xc5,0x00,0x00,0x00,0xdb,0x00,0x00,0x00,0xeb,0x01,0x00,0x00, +0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x9a,0x00,0x00,0x00, +0xc3,0x00,0x00,0x00,0x37,0x02,0x00,0x00,0x9f,0x03,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x11,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -129991,41 +116904,38 @@ unsigned char mul_mat_vec_q6_k_f16_f32_data[12096] = { 0x47,0x00,0x04,0x00,0x4e,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x18,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x6e,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00, -0xbc,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0xbd,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0xbf,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0xc1,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0xc1,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x80,0x00,0x00,0x00, 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-unsigned char matmul_q3_k_f32_aligned_fp32_data[12972] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x9e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0xaf,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, 0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, 0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, @@ -134759,1746 +124497,1323 @@ unsigned char matmul_q3_k_f32_aligned_fp32_data[12972] = { 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x3a,0x01,0x00,0x00,0xaa,0x01,0x00,0x00, -0x0b,0x02,0x00,0x00,0x12,0x02,0x00,0x00,0xfa,0x02,0x00,0x00, -0x43,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 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mul_mat_vec_q5_k_f32_f32_data[12916] = { 0x38,0x00,0x01,0x00, }; -unsigned char mul_f32_data[4484] = { +unsigned char dequant_q8_0_data[4780] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x82,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x4c,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, +0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, +0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, +0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, +0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00,0x05,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00,0x2b,0x00,0x00,0x00, +0x4c,0x00,0x00,0x00,0x61,0x00,0x00,0x00,0x10,0x00,0x06,0x00, +0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x00,0x01,0x00,0x00, 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clamp_f32_data[3696] = { +0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, +0xd2,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, +0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, +0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x0f,0x00,0x09,0x00,0x05,0x00,0x00,0x00, +0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, +0x14,0x00,0x00,0x00,0x2c,0x00,0x00,0x00,0xed,0x00,0x00,0x00, +0xf7,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x14,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, +0x2a,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, +0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x2a,0x00,0x00,0x00, +0x01,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 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unsigned char concat_i32_data[5280] = { @@ -143851,16 +141527,16 @@ unsigned char concat_i32_data[5280] = { }; -unsigned char upscale_f32_data[2832] = { +unsigned char gelu_f32_data[1668] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xa1,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, +0x55,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, 0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, 0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, 0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x0f,0x00,0x09,0x00,0x05,0x00,0x00,0x00, 0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x79,0x00,0x00,0x00, -0x82,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, +0x0b,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x30,0x00,0x00,0x00, +0x44,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, 0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, @@ -143870,62 +141546,42 @@ unsigned char upscale_f32_data[2832] = { 0x48,0x00,0x05,0x00,0x1e,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 0x23,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 0x1e,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x0c,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x1e,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x10,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x1e,0x00,0x00,0x00,0x05,0x00,0x00,0x00, -0x23,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x1e,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x18,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x1e,0x00,0x00,0x00, -0x07,0x00,0x00,0x00,0x23,0x00,0x00,0x00,0x1c,0x00,0x00,0x00, -0x48,0x00,0x05,0x00,0x1e,0x00,0x00,0x00,0x08,0x00,0x00,0x00, -0x23,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x1e,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x23,0x00,0x00,0x00, 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-0xfb,0x00,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, - -}; - unsigned char soft_max_f32_f16_data[5072] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, 0x7c,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, @@ -149848,3344 +158237,102 @@ unsigned char soft_max_f32_f16_data[5072] = { 0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, }; -unsigned char rope_neox_f32_data[3852] = { +unsigned char matmul_id_q4_1_f32_data[11104] = { 0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x4a,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0b,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x2b,0x00,0x00,0x00,0x67,0x00,0x00,0x00,0x89,0x00,0x00,0x00, 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0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, @@ -158326,8 +159178,8 @@ unsigned char matmul_q5_k_f32_data[12596] = { 0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, 0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x2e,0x01,0x00,0x00,0x84,0x01,0x00,0x00,0xea,0x01,0x00,0x00, -0xf5,0x01,0x00,0x00,0xe1,0x02,0x00,0x00,0x2a,0x03,0x00,0x00, +0x08,0x01,0x00,0x00,0x40,0x01,0x00,0x00,0x75,0x01,0x00,0x00, +0x7d,0x01,0x00,0x00,0x8c,0x02,0x00,0x00,0xd5,0x02,0x00,0x00, 0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, @@ -158366,49 +159218,48 @@ unsigned char matmul_q5_k_f32_data[12596] = { 0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 0x63,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x07,0x00,0x00,0x00, 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+0x7f,0x00,0x00,0x00,0x80,0x00,0x00,0x00,0x7b,0x00,0x00,0x00, +0x36,0x00,0x00,0x00,0x7e,0x00,0x00,0x00,0x3d,0x00,0x04,0x00, +0x77,0x00,0x00,0x00,0x81,0x00,0x00,0x00,0x80,0x00,0x00,0x00, +0x73,0x00,0x04,0x00,0x18,0x00,0x00,0x00,0x82,0x00,0x00,0x00, +0x81,0x00,0x00,0x00,0x41,0x00,0x06,0x00,0x83,0x00,0x00,0x00, +0x84,0x00,0x00,0x00,0x73,0x00,0x00,0x00,0x36,0x00,0x00,0x00, +0x76,0x00,0x00,0x00,0x3e,0x00,0x03,0x00,0x84,0x00,0x00,0x00, +0x82,0x00,0x00,0x00,0xf9,0x00,0x02,0x00,0x87,0x00,0x00,0x00, +0xf8,0x00,0x02,0x00,0x87,0x00,0x00,0x00,0xfd,0x00,0x01,0x00, +0x38,0x00,0x01,0x00, }; diff --git a/ggml/src/ggml-vulkan-shaders.hpp b/ggml/src/ggml-vulkan-shaders.hpp index 56bbc1333..1a67cd3c6 100644 --- a/ggml/src/ggml-vulkan-shaders.hpp +++ b/ggml/src/ggml-vulkan-shaders.hpp @@ -3,65 +3,77 @@ extern unsigned char matmul_f32_f16_fp32_data[10260]; const uint64_t matmul_f32_f16_fp32_len = 10260; -extern unsigned char matmul_f32_f16_aligned_fp32_data[10240]; -const uint64_t matmul_f32_f16_aligned_fp32_len = 10240; +extern unsigned char matmul_q4_0_f32_aligned_fp32_data[10408]; +const uint64_t matmul_q4_0_f32_aligned_fp32_len = 10408; -extern unsigned char matmul_f32_f32_fp32_data[10208]; -const uint64_t matmul_f32_f32_fp32_len = 10208; - -extern unsigned char matmul_f32_f32_aligned_fp32_data[10124]; -const uint64_t matmul_f32_f32_aligned_fp32_len = 10124; +extern unsigned char matmul_f16_aligned_fp32_data[10288]; +const uint64_t matmul_f16_aligned_fp32_len = 10288; extern unsigned char matmul_f16_f32_fp32_data[10260]; const uint64_t matmul_f16_f32_fp32_len = 10260; -extern unsigned char matmul_f16_fp32_data[10276]; -const uint64_t matmul_f16_fp32_len = 10276; - -extern unsigned char matmul_f16_f32_aligned_fp32_data[10240]; -const uint64_t matmul_f16_f32_aligned_fp32_len = 10240; - -extern unsigned char matmul_q5_1_f32_aligned_fp32_data[10800]; -const uint64_t matmul_q5_1_f32_aligned_fp32_len = 10800; +extern unsigned char matmul_f32_f32_aligned_fp32_data[10124]; +const uint64_t matmul_f32_f32_aligned_fp32_len = 10124; extern unsigned char matmul_q4_0_f32_fp32_data[10444]; const uint64_t matmul_q4_0_f32_fp32_len = 10444; -extern unsigned char matmul_q4_0_f32_aligned_fp32_data[10408]; -const uint64_t matmul_q4_0_f32_aligned_fp32_len = 10408; +extern unsigned char matmul_f32_f16_aligned_fp32_data[10240]; +const uint64_t matmul_f32_f16_aligned_fp32_len = 10240; extern unsigned char matmul_q4_1_f32_aligned_fp32_data[10476]; const uint64_t matmul_q4_1_f32_aligned_fp32_len = 10476; -extern unsigned char matmul_q5_0_f32_fp32_data[10956]; -const uint64_t matmul_q5_0_f32_fp32_len = 10956; +extern unsigned char matmul_q8_0_f32_aligned_fp32_data[10452]; +const uint64_t matmul_q8_0_f32_aligned_fp32_len = 10452; + +extern unsigned char matmul_q5_1_f32_aligned_fp32_data[10800]; +const uint64_t matmul_q5_1_f32_aligned_fp32_len = 10800; extern unsigned char matmul_q5_0_f32_aligned_fp32_data[10920]; const uint64_t matmul_q5_0_f32_aligned_fp32_len = 10920; -extern unsigned char matmul_q5_k_f32_fp32_data[12476]; -const uint64_t matmul_q5_k_f32_fp32_len = 12476; - -extern unsigned char matmul_q5_1_f32_fp32_data[10836]; -const uint64_t matmul_q5_1_f32_fp32_len = 10836; - -extern unsigned char matmul_q3_k_f32_fp32_data[13024]; -const uint64_t matmul_q3_k_f32_fp32_len = 13024; +extern unsigned char matmul_q8_0_f32_fp32_data[10488]; +const uint64_t matmul_q8_0_f32_fp32_len = 10488; extern unsigned char matmul_q4_1_f32_fp32_data[10512]; const uint64_t matmul_q4_1_f32_fp32_len = 10512; +extern unsigned char matmul_q5_k_f32_aligned_fp32_data[12424]; +const uint64_t matmul_q5_k_f32_aligned_fp32_len = 12424; + +extern unsigned char matmul_q3_k_f32_fp32_data[13024]; +const uint64_t matmul_q3_k_f32_fp32_len = 13024; + +extern unsigned char matmul_q4_k_f32_fp32_data[11952]; +const uint64_t matmul_q4_k_f32_fp32_len = 11952; + +extern unsigned char matmul_q3_k_f32_aligned_fp32_data[12972]; +const uint64_t matmul_q3_k_f32_aligned_fp32_len = 12972; + +extern unsigned char matmul_q2_k_f32_aligned_fp32_data[11068]; +const uint64_t matmul_q2_k_f32_aligned_fp32_len = 11068; + +extern unsigned char matmul_q4_k_f32_aligned_fp32_data[11900]; +const uint64_t matmul_q4_k_f32_aligned_fp32_len = 11900; + +extern unsigned char matmul_q5_k_f32_fp32_data[12476]; +const uint64_t matmul_q5_k_f32_fp32_len = 12476; + extern unsigned char matmul_q6_k_f32_aligned_fp32_data[11592]; const uint64_t matmul_q6_k_f32_aligned_fp32_len = 11592; +extern unsigned char matmul_q6_k_f32_fp32_data[11644]; +const uint64_t matmul_q6_k_f32_fp32_len = 11644; + +extern unsigned char matmul_q2_k_f32_fp32_data[11120]; +const uint64_t matmul_q2_k_f32_fp32_len = 11120; + extern unsigned char matmul_iq4_nl_f32_aligned_fp32_data[10892]; const uint64_t matmul_iq4_nl_f32_aligned_fp32_len = 10892; -extern unsigned char matmul_q8_0_f32_aligned_fp32_data[10452]; -const uint64_t matmul_q8_0_f32_aligned_fp32_len = 10452; - -extern unsigned char matmul_id_f32_f16_fp32_data[10732]; -const uint64_t matmul_id_f32_f16_fp32_len = 10732; +extern unsigned char matmul_id_f16_f32_fp32_data[10732]; +const uint64_t matmul_id_f16_f32_fp32_len = 10732; extern unsigned char matmul_iq4_nl_f32_fp32_data[10928]; const uint64_t matmul_iq4_nl_f32_fp32_len = 10928; @@ -69,26 +81,35 @@ const uint64_t matmul_iq4_nl_f32_fp32_len = 10928; extern unsigned char matmul_id_f16_fp32_data[10748]; const uint64_t matmul_id_f16_fp32_len = 10748; -extern unsigned char matmul_id_f16_f32_aligned_fp32_data[10928]; -const uint64_t matmul_id_f16_f32_aligned_fp32_len = 10928; +extern unsigned char matmul_id_f16_aligned_fp32_data[10976]; +const uint64_t matmul_id_f16_aligned_fp32_len = 10976; extern unsigned char matmul_id_f32_f32_fp32_data[10680]; const uint64_t matmul_id_f32_f32_fp32_len = 10680; -extern unsigned char matmul_id_f16_f32_fp32_data[10732]; -const uint64_t matmul_id_f16_f32_fp32_len = 10732; +extern unsigned char matmul_id_f32_f32_aligned_fp32_data[10812]; +const uint64_t matmul_id_f32_f32_aligned_fp32_len = 10812; -extern unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164]; -const uint64_t matmul_id_q4_1_f32_aligned_fp32_len = 11164; +extern unsigned char matmul_id_f32_f16_fp32_data[10732]; +const uint64_t matmul_id_f32_f16_fp32_len = 10732; + +extern unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592]; +const uint64_t matmul_id_q5_0_f32_aligned_fp32_len = 11592; extern unsigned char matmul_id_q5_0_f32_fp32_data[11412]; const uint64_t matmul_id_q5_0_f32_fp32_len = 11412; +extern unsigned char matmul_id_f32_f16_aligned_fp32_data[10928]; +const uint64_t matmul_id_f32_f16_aligned_fp32_len = 10928; + extern unsigned char matmul_id_q4_1_f32_fp32_data[10984]; const uint64_t matmul_id_q4_1_f32_fp32_len = 10984; -extern unsigned char matmul_id_q4_0_f32_aligned_fp32_data[11096]; -const uint64_t matmul_id_q4_0_f32_aligned_fp32_len = 11096; +extern unsigned char matmul_id_q5_1_f32_aligned_fp32_data[11488]; +const uint64_t matmul_id_q5_1_f32_aligned_fp32_len = 11488; + +extern unsigned char matmul_id_f16_f32_aligned_fp32_data[10928]; +const uint64_t matmul_id_f16_f32_aligned_fp32_len = 10928; extern unsigned char matmul_id_q4_0_f32_fp32_data[10916]; const uint64_t matmul_id_q4_0_f32_fp32_len = 10916; @@ -96,56 +117,56 @@ const uint64_t matmul_id_q4_0_f32_fp32_len = 10916; extern unsigned char matmul_id_q5_1_f32_fp32_data[11308]; const uint64_t matmul_id_q5_1_f32_fp32_len = 11308; -extern unsigned char matmul_id_q5_0_f32_aligned_fp32_data[11592]; -const uint64_t matmul_id_q5_0_f32_aligned_fp32_len = 11592; +extern unsigned char matmul_id_q8_0_f32_aligned_fp32_data[11140]; +const uint64_t matmul_id_q8_0_f32_aligned_fp32_len = 11140; extern unsigned char matmul_id_q8_0_f32_fp32_data[10960]; const uint64_t matmul_id_q8_0_f32_fp32_len = 10960; -extern unsigned char matmul_id_q5_1_f32_aligned_fp32_data[11488]; -const uint64_t matmul_id_q5_1_f32_aligned_fp32_len = 11488; - extern unsigned char matmul_id_q2_k_f32_fp32_data[11592]; const uint64_t matmul_id_q2_k_f32_fp32_len = 11592; -extern unsigned char matmul_id_q8_0_f32_aligned_fp32_data[11140]; -const uint64_t matmul_id_q8_0_f32_aligned_fp32_len = 11140; - -extern unsigned char matmul_id_q4_k_f32_fp32_data[12424]; -const uint64_t matmul_id_q4_k_f32_fp32_len = 12424; - -extern unsigned char matmul_id_q3_k_f32_fp32_data[13496]; -const uint64_t matmul_id_q3_k_f32_fp32_len = 13496; +extern unsigned char matmul_id_q4_1_f32_aligned_fp32_data[11164]; +const uint64_t matmul_id_q4_1_f32_aligned_fp32_len = 11164; extern unsigned char matmul_id_q2_k_f32_aligned_fp32_data[11756]; const uint64_t matmul_id_q2_k_f32_aligned_fp32_len = 11756; +extern unsigned char matmul_id_q6_k_f32_fp32_data[12116]; +const uint64_t matmul_id_q6_k_f32_fp32_len = 12116; + extern unsigned char matmul_id_q3_k_f32_aligned_fp32_data[13660]; const uint64_t matmul_id_q3_k_f32_aligned_fp32_len = 13660; -extern unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588]; -const uint64_t matmul_id_q4_k_f32_aligned_fp32_len = 12588; +extern unsigned char matmul_id_q4_k_f32_fp32_data[12424]; +const uint64_t matmul_id_q4_k_f32_fp32_len = 12424; extern unsigned char matmul_id_q5_k_f32_fp32_data[12948]; const uint64_t matmul_id_q5_k_f32_fp32_len = 12948; -extern unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280]; -const uint64_t matmul_id_q6_k_f32_aligned_fp32_len = 12280; +extern unsigned char matmul_id_q4_k_f32_aligned_fp32_data[12588]; +const uint64_t matmul_id_q4_k_f32_aligned_fp32_len = 12588; extern unsigned char matmul_id_q5_k_f32_aligned_fp32_data[13112]; const uint64_t matmul_id_q5_k_f32_aligned_fp32_len = 13112; -extern unsigned char matmul_id_q6_k_f32_fp32_data[12116]; -const uint64_t matmul_id_q6_k_f32_fp32_len = 12116; +extern unsigned char matmul_id_q3_k_f32_fp32_data[13496]; +const uint64_t matmul_id_q3_k_f32_fp32_len = 13496; + +extern unsigned char matmul_id_q6_k_f32_aligned_fp32_data[12280]; +const uint64_t matmul_id_q6_k_f32_aligned_fp32_len = 12280; extern unsigned char matmul_id_iq4_nl_f32_fp32_data[11400]; const uint64_t matmul_id_iq4_nl_f32_fp32_len = 11400; +extern unsigned char matmul_f32_f16_data[10332]; +const uint64_t matmul_f32_f16_len = 10332; + extern unsigned char matmul_f32_f16_aligned_data[11360]; const uint64_t matmul_f32_f16_aligned_len = 11360; -extern unsigned char matmul_f32_f32_data[10324]; -const uint64_t matmul_f32_f32_len = 10324; +extern unsigned char matmul_id_iq4_nl_f32_aligned_fp32_data[11580]; +const uint64_t matmul_id_iq4_nl_f32_aligned_fp32_len = 11580; extern unsigned char matmul_f16_data[10316]; const uint64_t matmul_f16_len = 10316; @@ -153,113 +174,104 @@ const uint64_t matmul_f16_len = 10316; extern unsigned char matmul_f16_aligned_data[11200]; const uint64_t matmul_f16_aligned_len = 11200; -extern unsigned char matmul_f16_f32_data[10332]; -const uint64_t matmul_f16_f32_len = 10332; - extern unsigned char matmul_f32_f32_aligned_data[11432]; const uint64_t matmul_f32_f32_aligned_len = 11432; +extern unsigned char matmul_f16_f32_data[10332]; +const uint64_t matmul_f16_f32_len = 10332; + extern unsigned char matmul_f16_f32_aligned_data[11360]; const uint64_t matmul_f16_f32_aligned_len = 11360; extern unsigned char matmul_q4_0_f32_data[10564]; const uint64_t matmul_q4_0_f32_len = 10564; -extern unsigned char matmul_q4_1_f32_aligned_data[11224]; -const uint64_t matmul_q4_1_f32_aligned_len = 11224; - extern unsigned char matmul_q4_1_f32_data[10632]; const uint64_t matmul_q4_1_f32_len = 10632; +extern unsigned char matmul_f32_f32_data[10324]; +const uint64_t matmul_f32_f32_len = 10324; + extern unsigned char matmul_q4_0_f32_aligned_data[11156]; const uint64_t matmul_q4_0_f32_aligned_len = 11156; -extern unsigned char matmul_q5_0_f32_aligned_data[11668]; -const uint64_t matmul_q5_0_f32_aligned_len = 11668; - extern unsigned char matmul_q5_1_f32_data[10956]; const uint64_t matmul_q5_1_f32_len = 10956; -extern unsigned char matmul_q8_0_f32_data[10608]; -const uint64_t matmul_q8_0_f32_len = 10608; +extern unsigned char matmul_q5_0_f32_aligned_data[11668]; +const uint64_t matmul_q5_0_f32_aligned_len = 11668; -extern unsigned char matmul_q8_0_f32_aligned_data[11200]; -const uint64_t matmul_q8_0_f32_aligned_len = 11200; +extern unsigned char matmul_q5_0_f32_data[11076]; +const uint64_t matmul_q5_0_f32_len = 11076; -extern unsigned char matmul_q8_0_f32_fp32_data[10488]; -const uint64_t matmul_q8_0_f32_fp32_len = 10488; +extern unsigned char matmul_q4_1_f32_aligned_data[11224]; +const uint64_t matmul_q4_1_f32_aligned_len = 11224; extern unsigned char matmul_q5_1_f32_aligned_data[11548]; const uint64_t matmul_q5_1_f32_aligned_len = 11548; -extern unsigned char matmul_q4_k_f32_fp32_data[11952]; -const uint64_t matmul_q4_k_f32_fp32_len = 11952; +extern unsigned char matmul_f16_f32_aligned_fp32_data[10240]; +const uint64_t matmul_f16_f32_aligned_fp32_len = 10240; -extern unsigned char matmul_q3_k_f32_aligned_data[13704]; -const uint64_t matmul_q3_k_f32_aligned_len = 13704; +extern unsigned char matmul_q2_k_f32_data[11240]; +const uint64_t matmul_q2_k_f32_len = 11240; extern unsigned char matmul_q5_k_f32_aligned_data[13172]; const uint64_t matmul_q5_k_f32_aligned_len = 13172; -extern unsigned char matmul_q4_k_f32_aligned_data[12648]; -const uint64_t matmul_q4_k_f32_aligned_len = 12648; +extern unsigned char matmul_q2_k_f32_aligned_data[11800]; +const uint64_t matmul_q2_k_f32_aligned_len = 11800; -extern unsigned char matmul_iq4_nl_f32_aligned_data[11640]; -const uint64_t matmul_iq4_nl_f32_aligned_len = 11640; - -extern unsigned char matmul_q6_k_f32_data[11764]; -const uint64_t matmul_q6_k_f32_len = 11764; - -extern unsigned char matmul_q6_k_f32_aligned_data[12324]; -const uint64_t matmul_q6_k_f32_aligned_len = 12324; - -extern unsigned char matmul_id_f32_f16_data[10804]; -const uint64_t matmul_id_f32_f16_len = 10804; +extern unsigned char matmul_q3_k_f32_aligned_data[13704]; +const uint64_t matmul_q3_k_f32_aligned_len = 13704; extern unsigned char matmul_id_f32_f16_aligned_data[12048]; const uint64_t matmul_id_f32_f16_aligned_len = 12048; +extern unsigned char matmul_q5_k_f32_data[12596]; +const uint64_t matmul_q5_k_f32_len = 12596; + +extern unsigned char matmul_q5_0_f32_fp32_data[10956]; +const uint64_t matmul_q5_0_f32_fp32_len = 10956; + +extern unsigned char matmul_q6_k_f32_aligned_data[12324]; +const uint64_t matmul_q6_k_f32_aligned_len = 12324; + +extern unsigned char matmul_q6_k_f32_data[11764]; +const uint64_t matmul_q6_k_f32_len = 11764; + +extern unsigned char matmul_iq4_nl_f32_data[11048]; +const uint64_t matmul_iq4_nl_f32_len = 11048; + extern unsigned char matmul_id_f16_data[10788]; const uint64_t matmul_id_f16_len = 10788; +extern unsigned char matmul_id_f16_aligned_data[11888]; +const uint64_t matmul_id_f16_aligned_len = 11888; + extern unsigned char matmul_id_f32_f32_data[10796]; const uint64_t matmul_id_f32_f32_len = 10796; extern unsigned char matmul_id_f32_f32_aligned_data[12120]; const uint64_t matmul_id_f32_f32_aligned_len = 12120; -extern unsigned char matmul_q4_k_f32_data[12072]; -const uint64_t matmul_q4_k_f32_len = 12072; +extern unsigned char matmul_id_q4_0_f32_aligned_data[11844]; +const uint64_t matmul_id_q4_0_f32_aligned_len = 11844; + +extern unsigned char matmul_id_q2_k_f32_data[11712]; +const uint64_t matmul_id_q2_k_f32_len = 11712; + +extern unsigned char matmul_id_q5_1_f32_data[11428]; +const uint64_t matmul_id_q5_1_f32_len = 11428; extern unsigned char matmul_id_f16_f32_data[10804]; const uint64_t matmul_id_f16_f32_len = 10804; -extern unsigned char matmul_id_f16_aligned_data[11888]; -const uint64_t matmul_id_f16_aligned_len = 11888; - -extern unsigned char matmul_id_f16_f32_aligned_data[12048]; -const uint64_t matmul_id_f16_f32_aligned_len = 12048; - -extern unsigned char matmul_id_q4_0_f32_data[11036]; -const uint64_t matmul_id_q4_0_f32_len = 11036; - -extern unsigned char matmul_id_q4_0_f32_aligned_data[11844]; -const uint64_t matmul_id_q4_0_f32_aligned_len = 11844; - -extern unsigned char matmul_id_q4_1_f32_data[11104]; -const uint64_t matmul_id_q4_1_f32_len = 11104; - -extern unsigned char matmul_id_q4_1_f32_aligned_data[11912]; -const uint64_t matmul_id_q4_1_f32_aligned_len = 11912; - -extern unsigned char matmul_id_q5_0_f32_aligned_data[12340]; -const uint64_t matmul_id_q5_0_f32_aligned_len = 12340; - extern unsigned char matmul_id_q5_0_f32_data[11532]; const uint64_t matmul_id_q5_0_f32_len = 11532; -extern unsigned char matmul_id_q5_1_f32_aligned_data[12236]; -const uint64_t matmul_id_q5_1_f32_aligned_len = 12236; +extern unsigned char matmul_id_q5_0_f32_aligned_data[12340]; +const uint64_t matmul_id_q5_0_f32_aligned_len = 12340; extern unsigned char matmul_id_q8_0_f32_data[11080]; const uint64_t matmul_id_q8_0_f32_len = 11080; @@ -267,62 +279,56 @@ const uint64_t matmul_id_q8_0_f32_len = 11080; extern unsigned char matmul_id_q2_k_f32_aligned_data[12488]; const uint64_t matmul_id_q2_k_f32_aligned_len = 12488; -extern unsigned char matmul_id_q5_1_f32_data[11428]; -const uint64_t matmul_id_q5_1_f32_len = 11428; +extern unsigned char matmul_id_q3_k_f32_data[13616]; +const uint64_t matmul_id_q3_k_f32_len = 13616; + +extern unsigned char matmul_id_q4_1_f32_aligned_data[11912]; +const uint64_t matmul_id_q4_1_f32_aligned_len = 11912; + +extern unsigned char matmul_id_q3_k_f32_aligned_data[14392]; +const uint64_t matmul_id_q3_k_f32_aligned_len = 14392; extern unsigned char matmul_id_q8_0_f32_aligned_data[11888]; const uint64_t matmul_id_q8_0_f32_aligned_len = 11888; -extern unsigned char matmul_id_q2_k_f32_data[11712]; -const uint64_t matmul_id_q2_k_f32_len = 11712; - -extern unsigned char matmul_id_iq4_nl_f32_aligned_data[12328]; -const uint64_t matmul_id_iq4_nl_f32_aligned_len = 12328; +extern unsigned char matmul_id_q5_1_f32_aligned_data[12236]; +const uint64_t matmul_id_q5_1_f32_aligned_len = 12236; extern unsigned char matmul_id_q4_k_f32_data[12544]; const uint64_t matmul_id_q4_k_f32_len = 12544; -extern unsigned char matmul_id_q3_k_f32_data[13616]; -const uint64_t matmul_id_q3_k_f32_len = 13616; - -extern unsigned char matmul_id_q5_k_f32_data[13068]; -const uint64_t matmul_id_q5_k_f32_len = 13068; - extern unsigned char matmul_id_q6_k_f32_data[12236]; const uint64_t matmul_id_q6_k_f32_len = 12236; -extern unsigned char matmul_id_iq4_nl_f32_data[11520]; -const uint64_t matmul_id_iq4_nl_f32_len = 11520; - -extern unsigned char mul_mat_vec_f32_f32_f32_data[3752]; -const uint64_t mul_mat_vec_f32_f32_f32_len = 3752; - -extern unsigned char matmul_id_q5_k_f32_aligned_data[13860]; -const uint64_t matmul_id_q5_k_f32_aligned_len = 13860; - -extern unsigned char matmul_q4_k_f32_aligned_fp32_data[11900]; -const uint64_t matmul_q4_k_f32_aligned_fp32_len = 11900; - -extern unsigned char matmul_id_iq4_nl_f32_aligned_fp32_data[11580]; -const uint64_t matmul_id_iq4_nl_f32_aligned_fp32_len = 11580; - -extern unsigned char matmul_id_q4_k_f32_aligned_data[13336]; -const uint64_t matmul_id_q4_k_f32_aligned_len = 13336; - -extern unsigned char matmul_id_f32_f32_aligned_fp32_data[10812]; -const uint64_t matmul_id_f32_f32_aligned_fp32_len = 10812; - -extern unsigned char mul_mat_vec_f32_f16_f32_data[3820]; -const uint64_t mul_mat_vec_f32_f16_f32_len = 3820; - -extern unsigned char dequant_f32_data[3200]; -const uint64_t dequant_f32_len = 3200; - extern unsigned char mul_mat_vec_id_f32_f32_data[3676]; const uint64_t mul_mat_vec_id_f32_f32_len = 3676; -extern unsigned char get_rows_f32_data[3052]; -const uint64_t get_rows_f32_len = 3052; +extern unsigned char matmul_id_q4_k_f32_aligned_data[13336]; +const uint64_t matmul_id_q4_k_f32_aligned_len = 13336; + +extern unsigned char matmul_id_q6_k_f32_aligned_data[13012]; +const uint64_t matmul_id_q6_k_f32_aligned_len = 13012; + +extern unsigned char mul_mat_vec_f32_f32_f32_data[3752]; +const uint64_t mul_mat_vec_f32_f32_f32_len = 3752; + +extern unsigned char matmul_id_iq4_nl_f32_data[11520]; +const uint64_t matmul_id_iq4_nl_f32_len = 11520; + +extern unsigned char mul_mat_vec_f32_f16_f32_data[3820]; +const uint64_t mul_mat_vec_f32_f16_f32_len = 3820; + +extern unsigned char matmul_id_q5_k_f32_aligned_data[13860]; +const uint64_t matmul_id_q5_k_f32_aligned_len = 13860; + +extern unsigned char matmul_id_iq4_nl_f32_aligned_data[12328]; +const uint64_t matmul_id_iq4_nl_f32_aligned_len = 12328; + +extern unsigned char dequant_f32_data[3200]; +const uint64_t dequant_f32_len = 3200; + +extern unsigned char get_rows_f16_data[3020]; +const uint64_t get_rows_f16_len = 3020; extern unsigned char get_rows_f32_f32_data[3000]; const uint64_t get_rows_f32_f32_len = 3000; @@ -330,80 +336,74 @@ const uint64_t get_rows_f32_f32_len = 3000; extern unsigned char mul_mat_vec_f16_f32_f32_data[3820]; const uint64_t mul_mat_vec_f16_f32_f32_len = 3820; -extern unsigned char mul_mat_vec_id_f16_f32_data[3744]; -const uint64_t mul_mat_vec_id_f16_f32_len = 3744; - extern unsigned char mul_mat_vec_f16_f16_f32_data[3852]; const uint64_t mul_mat_vec_f16_f16_f32_len = 3852; -extern unsigned char mul_mat_vec_q4_0_f16_f32_data[4244]; -const uint64_t mul_mat_vec_q4_0_f16_f32_len = 4244; - -extern unsigned char get_rows_f16_data[3020]; -const uint64_t get_rows_f16_len = 3020; - -extern unsigned char mul_mat_vec_q4_0_f32_f32_data[4212]; -const uint64_t mul_mat_vec_q4_0_f32_f32_len = 4212; - -extern unsigned char get_rows_f16_f32_data[3052]; -const uint64_t get_rows_f16_f32_len = 3052; - extern unsigned char mul_mat_vec_id_q4_0_f32_data[4136]; const uint64_t mul_mat_vec_id_q4_0_f32_len = 4136; +extern unsigned char matmul_id_f16_f32_aligned_data[12048]; +const uint64_t matmul_id_f16_f32_aligned_len = 12048; + +extern unsigned char mul_mat_vec_q4_0_f32_f32_data[4212]; +const uint64_t mul_mat_vec_q4_0_f32_f32_len = 4212; + +extern unsigned char mul_mat_vec_q4_0_f16_f32_data[4244]; +const uint64_t mul_mat_vec_q4_0_f16_f32_len = 4244; + extern unsigned char get_rows_q4_0_data[3728]; const uint64_t get_rows_q4_0_len = 3728; -extern unsigned char mul_mat_vec_q4_1_f32_f32_data[4296]; -const uint64_t mul_mat_vec_q4_1_f32_f32_len = 4296; - extern unsigned char dequant_q4_0_data[5292]; const uint64_t dequant_q4_0_len = 5292; extern unsigned char get_rows_q4_0_f32_data[3712]; const uint64_t get_rows_q4_0_f32_len = 3712; -extern unsigned char mul_mat_vec_q4_1_f16_f32_data[4328]; -const uint64_t mul_mat_vec_q4_1_f16_f32_len = 4328; - -extern unsigned char mul_mat_vec_id_q4_1_f32_data[4204]; -const uint64_t mul_mat_vec_id_q4_1_f32_len = 4204; - -extern unsigned char dequant_q4_1_data[5248]; -const uint64_t dequant_q4_1_len = 5248; - -extern unsigned char get_rows_q4_1_f32_data[3796]; -const uint64_t get_rows_q4_1_f32_len = 3796; - -extern unsigned char get_rows_q4_1_data[3812]; -const uint64_t get_rows_q4_1_len = 3812; - -extern unsigned char dequant_q3_k_data[4804]; -const uint64_t dequant_q3_k_len = 4804; - -extern unsigned char mul_mat_vec_id_q3_k_f32_data[10012]; -const uint64_t mul_mat_vec_id_q3_k_f32_len = 10012; - -extern unsigned char mul_mat_vec_id_q5_0_f32_data[4648]; -const uint64_t mul_mat_vec_id_q5_0_f32_len = 4648; +extern unsigned char mul_mat_vec_q4_1_f32_f32_data[4296]; +const uint64_t mul_mat_vec_q4_1_f32_f32_len = 4296; extern unsigned char dequant_q5_0_data[6644]; const uint64_t dequant_q5_0_len = 6644; +extern unsigned char mul_mat_vec_q4_1_f16_f32_data[4328]; +const uint64_t mul_mat_vec_q4_1_f16_f32_len = 4328; + +extern unsigned char dequant_q4_1_data[5248]; +const uint64_t dequant_q4_1_len = 5248; + +extern unsigned char mul_mat_vec_id_q4_1_f32_data[4204]; +const uint64_t mul_mat_vec_id_q4_1_f32_len = 4204; + +extern unsigned char get_rows_q4_1_data[3812]; +const uint64_t get_rows_q4_1_len = 3812; + +extern unsigned char mul_mat_vec_id_q5_0_f32_data[4648]; +const uint64_t mul_mat_vec_id_q5_0_f32_len = 4648; + +extern unsigned char mul_mat_vec_q5_0_f32_f32_data[4740]; +const uint64_t mul_mat_vec_q5_0_f32_f32_len = 4740; + +extern unsigned char mul_mat_vec_q5_0_f16_f32_data[4772]; +const uint64_t mul_mat_vec_q5_0_f16_f32_len = 4772; + extern unsigned char mul_mat_vec_q5_1_f32_f32_data[4636]; const uint64_t mul_mat_vec_q5_1_f32_f32_len = 4636; -extern unsigned char get_rows_q5_0_f32_data[4240]; -const uint64_t get_rows_q5_0_f32_len = 4240; +extern unsigned char get_rows_q5_0_data[4256]; +const uint64_t get_rows_q5_0_len = 4256; -extern unsigned char mul_mat_vec_id_q5_1_f32_data[4528]; -const uint64_t mul_mat_vec_id_q5_1_f32_len = 4528; +extern unsigned char get_rows_q4_1_f32_data[3796]; +const uint64_t get_rows_q4_1_f32_len = 3796; extern unsigned char mul_mat_vec_q5_1_f16_f32_data[4668]; const uint64_t mul_mat_vec_q5_1_f16_f32_len = 4668; -extern unsigned char dequant_q5_1_data[6412]; -const uint64_t dequant_q5_1_len = 6412; +extern unsigned char get_rows_q5_0_f32_data[4240]; +const uint64_t get_rows_q5_0_f32_len = 4240; + +extern unsigned char get_rows_q8_0_data[3668]; +const uint64_t get_rows_q8_0_len = 3668; extern unsigned char get_rows_q5_1_data[4152]; const uint64_t get_rows_q5_1_len = 4152; @@ -411,137 +411,62 @@ const uint64_t get_rows_q5_1_len = 4152; extern unsigned char mul_mat_vec_q8_0_f32_f32_data[4168]; const uint64_t mul_mat_vec_q8_0_f32_f32_len = 4168; -extern unsigned char get_rows_q8_0_data[3668]; -const uint64_t get_rows_q8_0_len = 3668; +extern unsigned char get_rows_q5_1_f32_data[4136]; +const uint64_t get_rows_q5_1_f32_len = 4136; + +extern unsigned char dequant_q5_1_data[6412]; +const uint64_t dequant_q5_1_len = 6412; extern unsigned char mul_mat_vec_q8_0_f16_f32_data[4200]; const uint64_t mul_mat_vec_q8_0_f16_f32_len = 4200; -extern unsigned char get_rows_q8_0_f32_data[3652]; -const uint64_t get_rows_q8_0_f32_len = 3652; - -extern unsigned char mul_mat_vec_q2_k_f16_f32_data[8736]; -const uint64_t mul_mat_vec_q2_k_f16_f32_len = 8736; - -extern unsigned char mul_mat_vec_q3_k_f16_f32_data[10168]; -const uint64_t mul_mat_vec_q3_k_f16_f32_len = 10168; - -extern unsigned char matmul_iq4_nl_f32_data[11048]; -const uint64_t matmul_iq4_nl_f32_len = 11048; - -extern unsigned char dequant_q2_k_data[4032]; -const uint64_t dequant_q2_k_len = 4032; - -extern unsigned char mul_mat_vec_q3_k_f32_f32_data[10040]; -const uint64_t mul_mat_vec_q3_k_f32_f32_len = 10040; - -extern unsigned char mul_mat_vec_id_iq4_nl_f32_data[4644]; -const uint64_t mul_mat_vec_id_iq4_nl_f32_len = 4644; - -extern unsigned char get_rows_q5_1_f32_data[4136]; -const uint64_t get_rows_q5_1_f32_len = 4136; - -extern unsigned char matmul_q2_k_f32_fp32_data[11120]; -const uint64_t matmul_q2_k_f32_fp32_len = 11120; - -extern unsigned char matmul_q2_k_f32_aligned_fp32_data[11068]; -const uint64_t matmul_q2_k_f32_aligned_fp32_len = 11068; - -extern unsigned char matmul_q5_k_f32_aligned_fp32_data[12424]; -const uint64_t matmul_q5_k_f32_aligned_fp32_len = 12424; - -extern unsigned char matmul_q2_k_f32_data[11240]; -const uint64_t matmul_q2_k_f32_len = 11240; - -extern unsigned char matmul_q2_k_f32_aligned_data[11800]; -const uint64_t matmul_q2_k_f32_aligned_len = 11800; - -extern unsigned char mul_mat_vec_id_q2_k_f32_data[8388]; -const uint64_t mul_mat_vec_id_q2_k_f32_len = 8388; - -extern unsigned char matmul_f32_f16_data[10332]; -const uint64_t matmul_f32_f16_len = 10332; - -extern unsigned char matmul_q5_0_f32_data[11076]; -const uint64_t matmul_q5_0_f32_len = 11076; - -extern unsigned char mul_mat_vec_q5_0_f32_f32_data[4740]; -const uint64_t mul_mat_vec_q5_0_f32_f32_len = 4740; - -extern unsigned char mul_mat_vec_q4_k_f32_f32_data[10028]; -const uint64_t mul_mat_vec_q4_k_f32_f32_len = 10028; - -extern unsigned char dequant_q4_k_data[5916]; -const uint64_t dequant_q4_k_len = 5916; - -extern unsigned char add_f16_f32_f16_data[4552]; -const uint64_t add_f16_f32_f16_len = 4552; - -extern unsigned char mul_mat_vec_id_q4_k_f32_data[9936]; -const uint64_t mul_mat_vec_id_q4_k_f32_len = 9936; +extern unsigned char mul_mat_vec_id_q5_1_f32_data[4528]; +const uint64_t mul_mat_vec_id_q5_1_f32_len = 4528; extern unsigned char mul_mat_vec_id_q5_k_f32_data[12808]; const uint64_t mul_mat_vec_id_q5_k_f32_len = 12808; -extern unsigned char mul_mat_vec_id_q6_k_f32_data[11748]; -const uint64_t mul_mat_vec_id_q6_k_f32_len = 11748; +extern unsigned char mul_mat_vec_id_q3_k_f32_data[10012]; +const uint64_t mul_mat_vec_id_q3_k_f32_len = 10012; -extern unsigned char mul_mat_vec_iq4_nl_f32_f32_data[4720]; -const uint64_t mul_mat_vec_iq4_nl_f32_f32_len = 4720; - -extern unsigned char mul_mat_vec_id_q8_0_f32_data[4092]; -const uint64_t mul_mat_vec_id_q8_0_f32_len = 4092; - -extern unsigned char mul_mat_vec_q6_k_f16_f32_data[12096]; -const uint64_t mul_mat_vec_q6_k_f16_f32_len = 12096; - -extern unsigned char clamp_f32_data[3696]; -const uint64_t clamp_f32_len = 3696; - -extern unsigned char dequant_q5_k_data[5980]; -const uint64_t dequant_q5_k_len = 5980; - -extern unsigned char dequant_q6_k_data[4272]; -const uint64_t dequant_q6_k_len = 4272; - -extern unsigned char gelu_quick_f32_data[1488]; -const uint64_t gelu_quick_f32_len = 1488; +extern unsigned char mul_mat_vec_q4_k_f32_f32_data[10028]; +const uint64_t mul_mat_vec_q4_k_f32_f32_len = 10028; extern unsigned char mul_mat_vec_q2_k_f32_f32_data[8480]; const uint64_t mul_mat_vec_q2_k_f32_f32_len = 8480; -extern unsigned char silu_f32_data[1448]; -const uint64_t silu_f32_len = 1448; +extern unsigned char mul_mat_vec_q6_k_f32_f32_data[11840]; +const uint64_t mul_mat_vec_q6_k_f32_f32_len = 11840; -extern unsigned char relu_f32_data[1396]; -const uint64_t relu_f32_len = 1396; +extern unsigned char mul_mat_vec_q3_k_f32_f32_data[10040]; +const uint64_t mul_mat_vec_q3_k_f32_f32_len = 10040; -extern unsigned char mul_mat_vec_iq4_nl_f16_f32_data[4752]; -const uint64_t mul_mat_vec_iq4_nl_f16_f32_len = 4752; +extern unsigned char dequant_q2_k_data[4032]; +const uint64_t dequant_q2_k_len = 4032; -extern unsigned char mul_mat_vec_nc_f16_f32_data[2824]; -const uint64_t mul_mat_vec_nc_f16_f32_len = 2824; +extern unsigned char mul_mat_vec_q2_k_f16_f32_data[8736]; +const uint64_t mul_mat_vec_q2_k_f16_f32_len = 8736; -extern unsigned char group_norm_f32_data[3028]; -const uint64_t group_norm_f32_len = 3028; +extern unsigned char mul_mat_vec_id_q2_k_f32_data[8388]; +const uint64_t mul_mat_vec_id_q2_k_f32_len = 8388; -extern unsigned char diag_mask_inf_f32_data[1504]; -const uint64_t diag_mask_inf_f32_len = 1504; +extern unsigned char mul_mat_vec_q3_k_f16_f32_data[10168]; +const uint64_t mul_mat_vec_q3_k_f16_f32_len = 10168; -extern unsigned char rms_norm_f32_data[2512]; -const uint64_t rms_norm_f32_len = 2512; +extern unsigned char mul_mat_vec_id_iq4_nl_f32_data[4644]; +const uint64_t mul_mat_vec_id_iq4_nl_f32_len = 4644; -extern unsigned char cpy_f32_f16_data[3468]; -const uint64_t cpy_f32_f16_len = 3468; +extern unsigned char mul_mat_vec_id_q8_0_f32_data[4092]; +const uint64_t mul_mat_vec_id_q8_0_f32_len = 4092; -extern unsigned char matmul_q3_k_f32_aligned_fp32_data[12972]; -const uint64_t matmul_q3_k_f32_aligned_fp32_len = 12972; +extern unsigned char mul_mat_vec_q4_k_f16_f32_data[10540]; +const uint64_t mul_mat_vec_q4_k_f16_f32_len = 10540; -extern unsigned char add_f32_data[4484]; -const uint64_t add_f32_len = 4484; +extern unsigned char mul_mat_vec_id_q4_k_f32_data[9936]; +const uint64_t mul_mat_vec_id_q4_k_f32_len = 9936; -extern unsigned char cpy_f16_f16_data[3436]; -const uint64_t cpy_f16_f16_len = 3436; +extern unsigned char dequant_q4_k_data[5916]; +const uint64_t dequant_q4_k_len = 5916; extern unsigned char mul_mat_vec_q5_k_f16_f32_data[13428]; const uint64_t mul_mat_vec_q5_k_f16_f32_len = 13428; @@ -549,68 +474,128 @@ const uint64_t mul_mat_vec_q5_k_f16_f32_len = 13428; extern unsigned char mul_mat_vec_q5_k_f32_f32_data[12916]; const uint64_t mul_mat_vec_q5_k_f32_f32_len = 12916; -extern unsigned char mul_f32_data[4484]; -const uint64_t mul_f32_len = 4484; +extern unsigned char dequant_q8_0_data[4780]; +const uint64_t dequant_q8_0_len = 4780; -extern unsigned char split_k_reduce_data[1416]; -const uint64_t split_k_reduce_len = 1416; +extern unsigned char dequant_q5_k_data[5980]; +const uint64_t dequant_q5_k_len = 5980; -extern unsigned char repeat_f32_data[3248]; -const uint64_t repeat_f32_len = 3248; +extern unsigned char get_rows_q8_0_f32_data[3652]; +const uint64_t get_rows_q8_0_f32_len = 3652; -extern unsigned char scale_f32_data[3504]; -const uint64_t scale_f32_len = 3504; +extern unsigned char mul_mat_vec_q6_k_f16_f32_data[12096]; +const uint64_t mul_mat_vec_q6_k_f16_f32_len = 12096; -extern unsigned char div_f32_data[4484]; -const uint64_t div_f32_len = 4484; +extern unsigned char dequant_q6_k_data[4272]; +const uint64_t dequant_q6_k_len = 4272; -extern unsigned char sqr_f32_data[3436]; -const uint64_t sqr_f32_len = 3436; +extern unsigned char mul_mat_vec_iq4_nl_f32_f32_data[4720]; +const uint64_t mul_mat_vec_iq4_nl_f32_f32_len = 4720; -extern unsigned char pad_f32_data[3600]; -const uint64_t pad_f32_len = 3600; +extern unsigned char cpy_f32_f32_data[3416]; +const uint64_t cpy_f32_f32_len = 3416; -extern unsigned char dequant_iq4_nl_data[5992]; -const uint64_t dequant_iq4_nl_len = 5992; +extern unsigned char mul_mat_vec_iq4_nl_f16_f32_data[4752]; +const uint64_t mul_mat_vec_iq4_nl_f16_f32_len = 4752; -extern unsigned char matmul_f16_aligned_fp32_data[10288]; -const uint64_t matmul_f16_aligned_fp32_len = 10288; - -extern unsigned char concat_f32_data[5280]; -const uint64_t concat_f32_len = 5280; +extern unsigned char dequant_q3_k_data[4804]; +const uint64_t dequant_q3_k_len = 4804; extern unsigned char get_rows_iq4_nl_data[4236]; const uint64_t get_rows_iq4_nl_len = 4236; -extern unsigned char gelu_f32_data[1668]; -const uint64_t gelu_f32_len = 1668; +extern unsigned char cpy_f16_f16_data[3436]; +const uint64_t cpy_f16_f16_len = 3436; -extern unsigned char get_rows_iq4_nl_f32_data[4220]; -const uint64_t get_rows_iq4_nl_f32_len = 4220; - -extern unsigned char concat_i32_data[5280]; -const uint64_t concat_i32_len = 5280; - -extern unsigned char upscale_f32_data[2832]; -const uint64_t upscale_f32_len = 2832; - -extern unsigned char mul_mat_vec_p021_f16_f32_data[2768]; -const uint64_t mul_mat_vec_p021_f16_f32_len = 2768; - -extern unsigned char matmul_q3_k_f32_data[13144]; -const uint64_t matmul_q3_k_f32_len = 13144; - -extern unsigned char matmul_id_f16_aligned_fp32_data[10976]; -const uint64_t matmul_id_f16_aligned_fp32_len = 10976; +extern unsigned char mul_mat_vec_nc_f16_f32_data[2824]; +const uint64_t mul_mat_vec_nc_f16_f32_len = 2824; extern unsigned char norm_f32_data[2792]; const uint64_t norm_f32_len = 2792; +extern unsigned char mul_mat_vec_p021_f16_f32_data[2768]; +const uint64_t mul_mat_vec_p021_f16_f32_len = 2768; + +extern unsigned char add_f16_f32_f16_data[4552]; +const uint64_t add_f16_f32_f16_len = 4552; + +extern unsigned char get_rows_iq4_nl_f32_data[4220]; +const uint64_t get_rows_iq4_nl_f32_len = 4220; + +extern unsigned char acc_f32_data[5892]; +const uint64_t acc_f32_len = 5892; + +extern unsigned char rms_norm_f32_data[2512]; +const uint64_t rms_norm_f32_len = 2512; + +extern unsigned char split_k_reduce_data[1416]; +const uint64_t split_k_reduce_len = 1416; + +extern unsigned char mul_mat_vec_id_q6_k_f32_data[11748]; +const uint64_t mul_mat_vec_id_q6_k_f32_len = 11748; + +extern unsigned char repeat_f32_data[3248]; +const uint64_t repeat_f32_len = 3248; + +extern unsigned char dequant_iq4_nl_data[5992]; +const uint64_t dequant_iq4_nl_len = 5992; + +extern unsigned char add_f32_data[4484]; +const uint64_t add_f32_len = 4484; + +extern unsigned char mul_f32_data[4484]; +const uint64_t mul_f32_len = 4484; + +extern unsigned char div_f32_data[4484]; +const uint64_t div_f32_len = 4484; + +extern unsigned char group_norm_f32_data[3028]; +const uint64_t group_norm_f32_len = 3028; + +extern unsigned char cpy_f32_f16_data[3468]; +const uint64_t cpy_f32_f16_len = 3468; + +extern unsigned char cos_f32_data[3440]; +const uint64_t cos_f32_len = 3440; + +extern unsigned char clamp_f32_data[3696]; +const uint64_t clamp_f32_len = 3696; + +extern unsigned char concat_f32_data[5280]; +const uint64_t concat_f32_len = 5280; + +extern unsigned char pad_f32_data[3600]; +const uint64_t pad_f32_len = 3600; + +extern unsigned char scale_f32_data[3504]; +const uint64_t scale_f32_len = 3504; + +extern unsigned char concat_f16_data[5364]; +const uint64_t concat_f16_len = 5364; + +extern unsigned char sqr_f32_data[3436]; +const uint64_t sqr_f32_len = 3436; + +extern unsigned char upscale_f32_data[2832]; +const uint64_t upscale_f32_len = 2832; + +extern unsigned char concat_i32_data[5280]; +const uint64_t concat_i32_len = 5280; + +extern unsigned char gelu_f32_data[1668]; +const uint64_t gelu_f32_len = 1668; + +extern unsigned char gelu_quick_f32_data[1488]; +const uint64_t gelu_quick_f32_len = 1488; + extern unsigned char leaky_relu_f32_data[1524]; const uint64_t leaky_relu_f32_len = 1524; -extern unsigned char cpy_f32_f32_data[3416]; -const uint64_t cpy_f32_f32_len = 3416; +extern unsigned char silu_f32_data[1448]; +const uint64_t silu_f32_len = 1448; + +extern unsigned char relu_f32_data[1396]; +const uint64_t relu_f32_len = 1396; extern unsigned char tanh_f32_data[1376]; const uint64_t tanh_f32_len = 1376; @@ -618,17 +603,14 @@ const uint64_t tanh_f32_len = 1376; extern unsigned char soft_max_f32_data[5004]; const uint64_t soft_max_f32_len = 5004; -extern unsigned char get_rows_q5_0_data[4256]; -const uint64_t get_rows_q5_0_len = 4256; - -extern unsigned char matmul_id_q3_k_f32_aligned_data[14392]; -const uint64_t matmul_id_q3_k_f32_aligned_len = 14392; - extern unsigned char rope_norm_f32_data[3852]; const uint64_t rope_norm_f32_len = 3852; -extern unsigned char soft_max_f32_f16_data[5072]; -const uint64_t soft_max_f32_f16_len = 5072; +extern unsigned char rope_norm_f16_data[3952]; +const uint64_t rope_norm_f16_len = 3952; + +extern unsigned char diag_mask_inf_f32_data[1504]; +const uint64_t diag_mask_inf_f32_len = 1504; extern unsigned char rope_neox_f32_data[3852]; const uint64_t rope_neox_f32_len = 3852; @@ -636,15 +618,12 @@ const uint64_t rope_neox_f32_len = 3852; extern unsigned char rope_neox_f16_data[3952]; const uint64_t rope_neox_f16_len = 3952; -extern unsigned char rope_norm_f16_data[3952]; -const uint64_t rope_norm_f16_len = 3952; +extern unsigned char sum_rows_f32_data[2296]; +const uint64_t sum_rows_f32_len = 2296; extern unsigned char argsort_f32_data[4096]; const uint64_t argsort_f32_len = 4096; -extern unsigned char sum_rows_f32_data[2296]; -const uint64_t sum_rows_f32_len = 2296; - extern unsigned char im2col_f32_f16_data[3716]; const uint64_t im2col_f32_f16_len = 3716; @@ -654,33 +633,60 @@ const uint64_t timestep_embedding_f32_len = 1976; extern unsigned char im2col_f32_data[3648]; const uint64_t im2col_f32_len = 3648; -extern unsigned char matmul_id_f32_f16_aligned_fp32_data[10928]; -const uint64_t matmul_id_f32_f16_aligned_fp32_len = 10928; +extern unsigned char matmul_id_q5_k_f32_data[13068]; +const uint64_t matmul_id_q5_k_f32_len = 13068; -extern unsigned char matmul_id_q6_k_f32_aligned_data[13012]; -const uint64_t matmul_id_q6_k_f32_aligned_len = 13012; +extern unsigned char matmul_f32_f32_fp32_data[10208]; +const uint64_t matmul_f32_f32_fp32_len = 10208; -extern unsigned char mul_mat_vec_q4_k_f16_f32_data[10540]; -const uint64_t mul_mat_vec_q4_k_f16_f32_len = 10540; +extern unsigned char matmul_q8_0_f32_aligned_data[11200]; +const uint64_t matmul_q8_0_f32_aligned_len = 11200; -extern unsigned char dequant_q8_0_data[4780]; -const uint64_t dequant_q8_0_len = 4780; +extern unsigned char matmul_q4_k_f32_aligned_data[12648]; +const uint64_t matmul_q4_k_f32_aligned_len = 12648; -extern unsigned char mul_mat_vec_q6_k_f32_f32_data[11840]; -const uint64_t mul_mat_vec_q6_k_f32_f32_len = 11840; +extern unsigned char matmul_q8_0_f32_data[10608]; +const uint64_t matmul_q8_0_f32_len = 10608; -extern unsigned char matmul_q6_k_f32_fp32_data[11644]; -const uint64_t matmul_q6_k_f32_fp32_len = 11644; +extern unsigned char matmul_q4_k_f32_data[12072]; +const uint64_t matmul_q4_k_f32_len = 12072; -extern unsigned char acc_f32_data[5892]; -const uint64_t acc_f32_len = 5892; +extern unsigned char get_rows_f32_data[3052]; +const uint64_t get_rows_f32_len = 3052; -extern unsigned char mul_mat_vec_q5_0_f16_f32_data[4772]; -const uint64_t mul_mat_vec_q5_0_f16_f32_len = 4772; +extern unsigned char sin_f32_data[3440]; +const uint64_t sin_f32_len = 3440; -extern unsigned char matmul_q5_k_f32_data[12596]; -const uint64_t matmul_q5_k_f32_len = 12596; +extern unsigned char matmul_q5_1_f32_fp32_data[10836]; +const uint64_t matmul_q5_1_f32_fp32_len = 10836; -extern unsigned char concat_f16_data[5364]; -const uint64_t concat_f16_len = 5364; +extern unsigned char matmul_id_q4_0_f32_aligned_fp32_data[11096]; +const uint64_t matmul_id_q4_0_f32_aligned_fp32_len = 11096; + +extern unsigned char matmul_id_q4_0_f32_data[11036]; +const uint64_t matmul_id_q4_0_f32_len = 11036; + +extern unsigned char matmul_id_f32_f16_data[10804]; +const uint64_t matmul_id_f32_f16_len = 10804; + +extern unsigned char mul_mat_vec_id_f16_f32_data[3744]; +const uint64_t mul_mat_vec_id_f16_f32_len = 3744; + +extern unsigned char matmul_f16_fp32_data[10276]; +const uint64_t matmul_f16_fp32_len = 10276; + +extern unsigned char matmul_q3_k_f32_data[13144]; +const uint64_t matmul_q3_k_f32_len = 13144; + +extern unsigned char soft_max_f32_f16_data[5072]; +const uint64_t soft_max_f32_f16_len = 5072; + +extern unsigned char matmul_id_q4_1_f32_data[11104]; +const uint64_t matmul_id_q4_1_f32_len = 11104; + +extern unsigned char matmul_iq4_nl_f32_aligned_data[11640]; +const uint64_t matmul_iq4_nl_f32_aligned_len = 11640; + +extern unsigned char get_rows_f16_f32_data[3052]; +const uint64_t get_rows_f16_f32_len = 3052; diff --git a/ggml/src/ggml-vulkan.cpp b/ggml/src/ggml-vulkan.cpp index c9830a8b7..4de175b72 100644 --- a/ggml/src/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan.cpp @@ -188,6 +188,8 @@ struct vk_device_struct { vk_pipeline pipeline_upscale_f32; vk_pipeline pipeline_scale_f32; vk_pipeline pipeline_sqr_f32; + vk_pipeline pipeline_sin_f32; + vk_pipeline pipeline_cos_f32; vk_pipeline pipeline_clamp_f32; vk_pipeline pipeline_pad_f32; vk_pipeline pipeline_repeat_f32; @@ -1702,6 +1704,8 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_scale_f32, "scale_f32", scale_f32_len, scale_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_sqr_f32, "sqr_f32", sqr_f32_len, sqr_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_sin_f32, "sin_f32", sin_f32_len, sin_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_cos_f32, "cos_f32", cos_f32_len, cos_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_clamp_f32, "clamp_f32", clamp_f32_len, clamp_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); @@ -4023,6 +4027,16 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_sqr_f32; } return nullptr; + case GGML_OP_SIN: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_sin_f32; + } + return nullptr; + case GGML_OP_COS: + if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { + return ctx->device->pipeline_cos_f32; + } + return nullptr; case GGML_OP_CLAMP: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_clamp_f32; @@ -4171,6 +4185,8 @@ static bool ggml_vk_op_supports_incontiguous(ggml_op op) { case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_REPEAT: @@ -4381,6 +4397,8 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co case GGML_OP_MUL: case GGML_OP_SCALE: case GGML_OP_SQR: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_REPEAT: @@ -4598,6 +4616,32 @@ static void ggml_vk_sqr(ggml_backend_vk_context * ctx, vk_context& subctx, const }, dryrun); } +static void ggml_vk_sin(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t dst_type_size = ggml_type_size(dst->type); + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_SIN, { + (uint32_t)ggml_nelements(src0), + (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, + (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, + 0, + 0.0f, 0.0f, + }); +} + +static void ggml_vk_cos(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t dst_type_size = ggml_type_size(dst->type); + + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, dst, GGML_OP_COS, { + (uint32_t)ggml_nelements(src0), + (uint32_t)src0->ne[0], (uint32_t)src0->ne[1], (uint32_t)src0->ne[2], (uint32_t)src0->ne[3], (uint32_t)src0->nb[0] / src0_type_size, (uint32_t)src0->nb[1] / src0_type_size, (uint32_t)src0->nb[2] / src0_type_size, (uint32_t)src0->nb[3] / src0_type_size, + (uint32_t) dst->ne[0], (uint32_t) dst->ne[1], (uint32_t) dst->ne[2], (uint32_t) dst->ne[3], (uint32_t) dst->nb[0] / dst_type_size, (uint32_t) dst->nb[1] / dst_type_size, (uint32_t) dst->nb[2] / dst_type_size, (uint32_t) dst->nb[3] / dst_type_size, + 0, + 0.0f, 0.0f, + }); +} + static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst, bool dryrun = false) { float * op_params = (float *)dst->op_params; const uint32_t src0_type_size = ggml_type_size(src0->type); @@ -5658,6 +5702,8 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_CPY: @@ -5735,6 +5781,14 @@ static void ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_tensor * nod case GGML_OP_SQR: ggml_vk_sqr(ctx, compute_ctx, src0, node, dryrun); + break; + case GGML_OP_SIN: + ggml_vk_sin(ctx, compute_ctx, src0, node); + + break; + case GGML_OP_COS: + ggml_vk_cos(ctx, compute_ctx, src0, node); + break; case GGML_OP_CLAMP: ggml_vk_clamp(ctx, compute_ctx, src0, node, dryrun); @@ -5851,6 +5905,8 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_tensor * case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_CPY: @@ -6582,6 +6638,8 @@ GGML_CALL static bool ggml_backend_vk_supports_op(ggml_backend_t backend, const case GGML_OP_UPSCALE: case GGML_OP_SCALE: case GGML_OP_SQR: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_CONT: @@ -7024,6 +7082,10 @@ static void ggml_vk_check_results_0(ggml_tensor * tensor) { tensor_clone = ggml_scale(ggml_ctx, src0_clone, ((float *)tensor->op_params)[0]); } else if (tensor->op == GGML_OP_SQR) { tensor_clone = ggml_sqr(ggml_ctx, src0_clone); + } else if (tensor->op == GGML_OP_SIN) { + tensor_clone = ggml_sin(ggml_ctx, src0_clone); + } else if (tensor->op == GGML_OP_COS) { + tensor_clone = ggml_cos(ggml_ctx, src0_clone); } else if (tensor->op == GGML_OP_CLAMP) { tensor_clone = ggml_clamp(ggml_ctx, src0_clone, ((float *)tensor->op_params)[0], ((float *)tensor->op_params)[1]); } else if (tensor->op == GGML_OP_PAD) { diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index 4a127d12f..8265fcb6f 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -69,23 +69,42 @@ int ggml_sve_cnt_b = 0; #endif #include +#if !defined(__clang__) typedef volatile LONG atomic_int; typedef atomic_int atomic_bool; typedef atomic_int atomic_flag; #define ATOMIC_FLAG_INIT 0 +typedef enum { + memory_order_relaxed, + memory_order_consume, + memory_order_acquire, + memory_order_release, + memory_order_acq_rel, + memory_order_seq_cst +} memory_order; + static void atomic_store(atomic_int * ptr, LONG val) { InterlockedExchange(ptr, val); } +static void atomic_store_explicit(atomic_int * ptr, LONG val, memory_order mo) { + // TODO: add support for explicit memory order + InterlockedExchange(ptr, val); +} static LONG atomic_load(atomic_int * ptr) { return InterlockedCompareExchange(ptr, 0, 0); } +static LONG atomic_load_explicit(atomic_int * ptr, memory_order mo) { + // TODO: add support for explicit memory order + return InterlockedCompareExchange(ptr, 0, 0); +} static LONG atomic_fetch_add(atomic_int * ptr, LONG inc) { return InterlockedExchangeAdd(ptr, inc); } -static LONG atomic_fetch_sub(atomic_int * ptr, LONG dec) { - return atomic_fetch_add(ptr, -(dec)); +static LONG atomic_fetch_add_explicit(atomic_int * ptr, LONG inc, memory_order mo) { + // TODO: add support for explicit memory order + return InterlockedExchangeAdd(ptr, inc); } static atomic_bool atomic_flag_test_and_set(atomic_flag * ptr) { return InterlockedExchange(ptr, 1); @@ -93,6 +112,9 @@ static atomic_bool atomic_flag_test_and_set(atomic_flag * ptr) { static void atomic_flag_clear(atomic_flag * ptr) { InterlockedExchange(ptr, 0); } +#else // clang +#include +#endif typedef HANDLE pthread_t; @@ -121,8 +143,10 @@ static int sched_yield (void) { return 0; } #else + #include #include +#include typedef void * thread_ret_t; @@ -1876,28 +1900,102 @@ struct ggml_context_container { struct ggml_context context; }; -struct ggml_compute_state_shared { - const struct ggml_cgraph * cgraph; - const struct ggml_cplan * cplan; +// +// Threading defs +// - int n_threads; +typedef pthread_t ggml_thread_t; + +#if defined(_WIN32) + +typedef CONDITION_VARIABLE ggml_cond_t; +typedef SRWLOCK ggml_mutex_t; + +#define ggml_mutex_init(m) InitializeSRWLock(m) +#define ggml_mutex_destroy(m) +#define ggml_mutex_lock(m) AcquireSRWLockExclusive(m) +#define ggml_mutex_unlock(m) ReleaseSRWLockExclusive(m) +#define ggml_mutex_lock_shared(m) AcquireSRWLockShared(m) +#define ggml_mutex_unlock_shared(m) ReleaseSRWLockShared(m) + +#define ggml_cond_init(c) InitializeConditionVariable(c) +#define ggml_cond_destroy(c) +#define ggml_cond_wait(c, m) SleepConditionVariableSRW(c, m, INFINITE, CONDITION_VARIABLE_LOCKMODE_SHARED) +#define ggml_cond_broadcast(c) WakeAllConditionVariable(c) + +#define ggml_thread_create pthread_create +#define ggml_thread_join pthread_join + +#else + +typedef pthread_cond_t ggml_cond_t; +typedef pthread_mutex_t ggml_mutex_t; + +#define ggml_mutex_init(m) pthread_mutex_init(m, NULL) +#define ggml_mutex_destroy(m) pthread_mutex_destroy(m) +#define ggml_mutex_lock(m) pthread_mutex_lock(m) +#define ggml_mutex_unlock(m) pthread_mutex_unlock(m) +#define ggml_mutex_lock_shared(m) pthread_mutex_lock(m) +#define ggml_mutex_unlock_shared(m) pthread_mutex_unlock(m) + +#define ggml_lock_init(x) UNUSED(x) +#define ggml_lock_destroy(x) UNUSED(x) +#if defined(__x86_64__) || (defined(_MSC_VER) && defined(_M_AMD64)) +#define ggml_lock_lock(x) _mm_pause() +#else +#define ggml_lock_lock(x) UNUSED(x) +#endif +#define ggml_lock_unlock(x) UNUSED(x) + +#define GGML_LOCK_INITIALIZER 0 +#define ggml_cond_init(c) pthread_cond_init(c, NULL) +#define ggml_cond_destroy(c) pthread_cond_destroy(c) +#define ggml_cond_wait(c, m) pthread_cond_wait(c, m) +#define ggml_cond_broadcast(c) pthread_cond_broadcast(c) + +#define ggml_thread_create pthread_create +#define ggml_thread_join pthread_join + +#endif + +// Threadpool def +struct ggml_threadpool { + ggml_mutex_t mutex; // mutex for cond.var + ggml_cond_t cond; // cond.var for waiting for new work + + struct ggml_cgraph * cgraph; + struct ggml_cplan * cplan; // synchronization primitives + atomic_int n_graph; // incremented when there is work to be done (i.e each graph) atomic_int n_barrier; atomic_int n_barrier_passed; + atomic_int current_chunk; // currently processing chunk during Mat_Mul, shared between all the threads. - ggml_abort_callback abort_callback; // abort ggml_graph_compute when true - void * abort_callback_data; + // these are atomic as an annotation for thread-sanitizer + atomic_bool stop; // Used for stopping the threadpool altogether + atomic_bool pause; // Used for pausing the threadpool or individual threads - atomic_int current_chunk; // currently processing chunk during mul_mat, shared between all the threads + struct ggml_compute_state * workers; // per thread state + int n_threads_max; // number of threads in the pool + int n_threads_cur; // number of threads used in the current graph + + int32_t prio; // Scheduling priority + uint32_t poll; // Polling level (0 - no polling) enum ggml_status ec; }; +// Per-thread state struct ggml_compute_state { +#ifndef GGML_USE_OPENMP ggml_thread_t thrd; + bool cpumask[GGML_MAX_N_THREADS]; + int last_graph; + bool pending; +#endif + struct ggml_threadpool * threadpool; int ith; - struct ggml_compute_state_shared * shared; }; struct ggml_compute_params { @@ -1908,7 +2006,7 @@ struct ggml_compute_params { size_t wsize; void * wdata; - struct ggml_compute_state_shared * shared; + struct ggml_threadpool * threadpool; }; // @@ -2318,7 +2416,9 @@ inline static void ggml_vec_scale_f16(const int n, ggml_fp16_t * y, const float inline static void ggml_vec_norm_f32 (const int n, float * s, const float * x) { ggml_vec_dot_f32(n, s, 0, x, 0, x, 0, 1); *s = sqrtf(*s); } inline static void ggml_vec_sqr_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = x[i]*x[i]; } inline static void ggml_vec_sqrt_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = sqrtf(x[i]); } -inline static void ggml_vec_log_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = logf(x[i]); } +inline static void ggml_vec_log_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = logf(x[i]); } +inline static void ggml_vec_sin_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = sinf(x[i]); } +inline static void ggml_vec_cos_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = cosf(x[i]); } inline static void ggml_vec_abs_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = fabsf(x[i]); } inline static void ggml_vec_sgn_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? 1.f : ((x[i] < 0.f) ? -1.f : 0.f); } inline static void ggml_vec_step_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = (x[i] > 0.f) ? 1.f : 0.f; } @@ -2686,6 +2786,19 @@ static ggml_float ggml_vec_soft_max_f32(const int n, float * y, const float * x, return sum; } +static ggml_float ggml_vec_log_soft_max_f32(const int n, float * y, const float * x, float max) { + // log(soft_max) = log(soft_max_i / soft_max_sum) = log(soft_max_i) - log(soft_max_sum) = (logit_i - max) - log(soft_max_i) + + int i = 0; + ggml_float sum = 0; + for (; i < n; ++i) { + float val = x[i] - max; + y[i] = val; + sum += (ggml_float)expf(val); + } + return sum = (ggml_float)logf(sum); +} + inline static float ggml_silu_backward_f32(float x, float dy) { const float s = 1.0f/(1.0f + expf(-x)); return dy*s*(1.0f + x*(1.0f - s)); @@ -2777,6 +2890,8 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "SQR", "SQRT", "LOG", + "SIN", + "COS", "SUM", "SUM_ROWS", "MEAN", @@ -2814,9 +2929,11 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "CLAMP", "CONV_TRANSPOSE_1D", "IM2COL", + "IM2COL_BACK", "CONV_TRANSPOSE_2D", "POOL_1D", "POOL_2D", + "POOL_2D_BACK", "UPSCALE", "PAD", "ARANGE", @@ -2850,7 +2967,7 @@ static const char * GGML_OP_NAME[GGML_OP_COUNT] = { "CROSS_ENTROPY_LOSS_BACK", }; -static_assert(GGML_OP_COUNT == 74, "GGML_OP_COUNT != 74"); +static_assert(GGML_OP_COUNT == 78, "GGML_OP_COUNT != 78"); static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "none", @@ -2865,6 +2982,8 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "x^2", "√x", "log(x)", + "sin(x)", + "cos(x)", "Σx", "Σx_k", "Σx/n", @@ -2902,9 +3021,11 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "clamp(x)", "conv_transpose_1d(x)", "im2col(x)", + "im2col_back(x)", "conv_transpose_2d(x)", "pool_1d(x)", "pool_2d(x)", + "pool_2d_back(x)", "upscale(x)", "pad(x)", "arange(start, stop, step)", @@ -2938,7 +3059,7 @@ static const char * GGML_OP_SYMBOL[GGML_OP_COUNT] = { "cross_entropy_loss_back(x,y)", }; -static_assert(GGML_OP_COUNT == 74, "GGML_OP_COUNT != 74"); +static_assert(GGML_OP_COUNT == 78, "GGML_OP_COUNT != 78"); static_assert(GGML_OP_POOL_COUNT == 2, "GGML_OP_POOL_COUNT != 2"); @@ -2965,6 +3086,19 @@ static_assert(GGML_UNARY_OP_COUNT == 13, "GGML_UNARY_OP_COUNT != 13"); static_assert(sizeof(struct ggml_object)%GGML_MEM_ALIGN == 0, "ggml_object size must be a multiple of GGML_MEM_ALIGN"); static_assert(sizeof(struct ggml_tensor)%GGML_MEM_ALIGN == 0, "ggml_tensor size must be a multiple of GGML_MEM_ALIGN"); +// Helpers for polling loops +#if defined(__aarch64__) && ( defined(__clang__) || defined(__GNUC__) ) +static inline void ggml_thread_cpu_relax(void) { + __asm__ volatile("yield" ::: "memory"); +} +#elif defined(__x86_64__) +static inline void ggml_thread_cpu_relax(void) { + _mm_pause(); +} +#else +static inline void ggml_thread_cpu_relax(void) {;} +#endif + // // NUMA support // @@ -3012,42 +3146,36 @@ inline static void ggml_critical_section_start(void) { } #ifdef GGML_USE_OPENMP -static void ggml_barrier(struct ggml_compute_state_shared * shared) { - if (shared->n_threads == 1) { +static void ggml_barrier(struct ggml_threadpool * threadpool) { + if (threadpool->n_threads_cur == 1) { return; } #pragma omp barrier } #else -static void ggml_barrier(struct ggml_compute_state_shared * shared) { - if (shared->n_threads == 1) { +static void ggml_barrier(struct ggml_threadpool * threadpool) { + if (threadpool->n_threads_cur == 1) { return; } - atomic_int * n_barrier = &shared->n_barrier; - atomic_int * n_barrier_passed = &shared->n_barrier_passed; + atomic_int * n_barrier = &threadpool->n_barrier; + atomic_int * n_barrier_passed = &threadpool->n_barrier_passed; - int n_threads = shared->n_threads; - int passed_old = atomic_load(n_barrier_passed); + int n_threads = threadpool->n_threads_cur; + int passed_old = atomic_load_explicit(n_barrier_passed, memory_order_relaxed); if (atomic_fetch_add(n_barrier, 1) == n_threads - 1) { // last thread atomic_store(n_barrier, 0); - atomic_fetch_add(n_barrier_passed, 1); + atomic_fetch_add_explicit(n_barrier_passed, 1, memory_order_relaxed); } else { // wait for other threads - const int n_spin_before_sleep = 100000; while (true) { - for (int i = 0; i < n_spin_before_sleep; i++) { - if (atomic_load(n_barrier_passed) != passed_old) { - return; - } - #if defined(__SSE3__) - _mm_pause(); - #endif + if (atomic_load_explicit(n_barrier_passed, memory_order_relaxed) != passed_old) { + return; } - sched_yield(); + ggml_thread_cpu_relax(); } } } @@ -3791,6 +3919,7 @@ static struct ggml_tensor * ggml_new_tensor_impl( } struct ggml_object * const obj_new = ggml_new_object(ctx, GGML_OBJECT_TYPE_TENSOR, GGML_TENSOR_SIZE + obj_alloc_size); + GGML_ASSERT(obj_new); // TODO: for recoverable errors, we would need to free the data allocated from the scratch buffer here @@ -4510,8 +4639,6 @@ static struct ggml_tensor * ggml_add_impl( bool is_node = false; if (!inplace && (a->grad || b->grad)) { - // TODO: support backward pass for broadcasting - GGML_ASSERT(ggml_are_same_shape(a, b)); is_node = true; } @@ -4685,11 +4812,13 @@ static struct ggml_tensor * ggml_sub_impl( struct ggml_tensor * a, struct ggml_tensor * b, bool inplace) { - GGML_ASSERT(ggml_are_same_shape(a, b)); + GGML_ASSERT(ggml_can_repeat(b, a)); bool is_node = false; if (!inplace && (a->grad || b->grad)) { + // TODO: support backward pass for broadcasting + GGML_ASSERT(ggml_are_same_shape(a, b)); is_node = true; } @@ -4904,6 +5033,72 @@ struct ggml_tensor * ggml_log_inplace( return ggml_log_impl(ctx, a, true); } +// ggml_sin + +static struct ggml_tensor * ggml_sin_impl( + struct ggml_context * ctx, + struct ggml_tensor * a, + bool inplace) { + bool is_node = false; + + if (!inplace && (a->grad)) { + is_node = true; + } + + struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a); + + result->op = GGML_OP_SIN; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src[0] = a; + + return result; +} + +struct ggml_tensor * ggml_sin( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_sin_impl(ctx, a, false); +} + +struct ggml_tensor * ggml_sin_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_sin_impl(ctx, a, true); +} + +// ggml_cos + +static struct ggml_tensor * ggml_cos_impl( + struct ggml_context * ctx, + struct ggml_tensor * a, + bool inplace) { + bool is_node = false; + + if (!inplace && (a->grad)) { + is_node = true; + } + + struct ggml_tensor * result = inplace ? ggml_view_tensor(ctx, a) : ggml_dup_tensor(ctx, a); + + result->op = GGML_OP_COS; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src[0] = a; + + return result; +} + +struct ggml_tensor * ggml_cos( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_cos_impl(ctx, a, false); +} + +struct ggml_tensor * ggml_cos_inplace( + struct ggml_context * ctx, + struct ggml_tensor * a) { + return ggml_cos_impl(ctx, a, true); +} + // ggml_sum struct ggml_tensor * ggml_sum( @@ -6751,17 +6946,20 @@ struct ggml_tensor * ggml_im2col( GGML_ASSERT(a->ne[2] == b->ne[2]); } else { GGML_ASSERT(a->ne[1] == b->ne[1]); + GGML_ASSERT(b->ne[3] == 1); } bool is_node = false; - if (a->grad || b->grad) { - GGML_ABORT("fatal error"); // TODO: implement backward + if (/*a->grad ||*/ b->grad) { // a is only used for its shape, not its data is_node = true; } const int64_t OH = is_2D ? ggml_calc_conv_output_size(b->ne[1], a->ne[1], s1, p1, d1) : 0; const int64_t OW = ggml_calc_conv_output_size(b->ne[0], a->ne[0], s0, p0, d0); + GGML_ASSERT((!is_2D || OH > 0) && "b too small compared to a"); + GGML_ASSERT((OW > 0) && "b too small compared to a"); + const int64_t ne[4] = { is_2D ? (a->ne[2] * a->ne[1] * a->ne[0]) : a->ne[1] * a->ne[0], OW, @@ -6781,6 +6979,37 @@ struct ggml_tensor * ggml_im2col( return result; } +struct ggml_tensor * ggml_im2col_back( + struct ggml_context * ctx, + struct ggml_tensor * a, + struct ggml_tensor * b, + int64_t * ne, + int s0, + int s1, + int p0, + int p1, + int d0, + int d1, + bool is_2D) { + + bool is_node = false; + + if (/*a->grad ||*/ b->grad) { // a is only used for its shape, not its data + is_node = true; + } + + struct ggml_tensor * result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); + int32_t params[] = { s0, s1, p0, p1, d0, d1, (is_2D ? 1 : 0) }; + ggml_set_op_params(result, params, sizeof(params)); + + result->op = GGML_OP_IM2COL_BACK; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src[0] = a; + result->src[1] = b; + + return result; +} + // a: [OC，IC, KH, KW] // b: [N, IC, IH, IW] // result: [N, OC, OH, OW] @@ -6794,7 +7023,7 @@ struct ggml_tensor * ggml_conv_2d( int p1, int d0, int d1) { - struct ggml_tensor * im2col = ggml_im2col(ctx, a, b, s0, s1, p0, p1, d0, d1, true, GGML_TYPE_F16); // [N, OH, OW, IC * KH * KW] + struct ggml_tensor * im2col = ggml_im2col(ctx, a, b, s0, s1, p0, p1, d0, d1, true, a->type); // [N, OH, OW, IC * KH * KW] struct ggml_tensor * result = ggml_mul_mat(ctx, @@ -6920,17 +7149,17 @@ struct ggml_tensor * ggml_pool_2d( bool is_node = false; if (a->grad) { - GGML_ABORT("fatal error"); // TODO: implement backward is_node = true; } struct ggml_tensor * result; - const int64_t ne[3] = { + const int64_t ne[4] = { ggml_calc_pool_output_size(a->ne[0], k0, s0, p0), ggml_calc_pool_output_size(a->ne[1], k1, s1, p1), a->ne[2], + a->ne[3], }; - result = ggml_new_tensor(ctx, GGML_TYPE_F32, 3, ne); + result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, ne); int32_t params[] = { op, k0, k1, s0, s1, p0, p1 }; ggml_set_op_params(result, params, sizeof(params)); @@ -6941,6 +7170,37 @@ struct ggml_tensor * ggml_pool_2d( return result; } +struct ggml_tensor * ggml_pool_2d_back( + struct ggml_context * ctx, + struct ggml_tensor * a, + struct ggml_tensor * af, + enum ggml_op_pool op, + int k0, + int k1, + int s0, + int s1, + float p0, + float p1) { + + bool is_node = false; + + if (a->grad) { + is_node = true; + } + + struct ggml_tensor * result; + result = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, af->ne); + + int32_t params[] = { op, k0, k1, s0, s1, p0, p1 }; + ggml_set_op_params(result, params, sizeof(params)); + + result->op = GGML_OP_POOL_2D_BACK; + result->grad = is_node ? ggml_dup_tensor(ctx, result) : NULL; + result->src[0] = a; + result->src[1] = af; + return result; +} + // ggml_upscale static struct ggml_tensor * ggml_upscale_impl( @@ -10028,7 +10288,7 @@ static void ggml_compute_forward_acc_f32( ((char *) src0->data), ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); } const int ith = params->ith; @@ -10133,11 +10393,10 @@ static void ggml_compute_forward_sub_f32( const struct ggml_tensor * src0 = dst->src[0]; const struct ggml_tensor * src1 = dst->src[1]; - if (params->ith != 0) { - return; - } + assert(ggml_can_repeat(src1, src0) && ggml_are_same_shape(src0, dst)); - assert(ggml_are_same_shape(src0, src1) && ggml_are_same_shape(src0, dst)); + const int ith = params->ith; + const int nth = params->nth; const int nr = ggml_nrows(src0); @@ -10146,40 +10405,55 @@ static void ggml_compute_forward_sub_f32( GGML_ASSERT( nb0 == sizeof(float)); GGML_ASSERT(nb00 == sizeof(float)); - if (nb10 == sizeof(float)) { - for (int ir = 0; ir < nr; ++ir) { - // src0, src1 and dst are same shape => same indices - const int i3 = ir/(ne2*ne1); - const int i2 = (ir - i3*ne2*ne1)/ne1; - const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + // rows per thread + const int dr = (nr + nth - 1)/nth; + // row range for this thread + const int ir0 = dr*ith; + const int ir1 = MIN(ir0 + dr, nr); + + if (nb10 == sizeof(float)) { + for (int ir = ir0; ir < ir1; ++ir) { + // src1 is broadcastable across src0 and dst in i1, i2, i3 + const int64_t i03 = ir/(ne02*ne01); + const int64_t i02 = (ir - i03*ne02*ne01)/ne01; + const int64_t i01 = (ir - i03*ne02*ne01 - i02*ne01); + + const int64_t i13 = i03 % ne13; + const int64_t i12 = i02 % ne12; + const int64_t i11 = i01 % ne11; + const int64_t nr0 = ne00 / ne10; + + float * dst_ptr = (float *) ((char *) dst->data + i03*nb3 + i02*nb2 + i01*nb1 ); + float * src0_ptr = (float *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01); + float * src1_ptr = (float *) ((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11); + + for (int64_t r = 0; r < nr0; ++r) { #ifdef GGML_USE_ACCELERATE - vDSP_vsub( - (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11), 1, - (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01), 1, - (float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 ), 1, - ne0); + vDSP_vsub(src1_ptr, 1, src0_ptr + r*ne10, 1, dst_ptr + r*ne10, 1, ne10); #else - ggml_vec_sub_f32(ne0, - (float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 ), - (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01), - (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11)); + ggml_vec_sub_f32(ne10, dst_ptr + r*ne10, src0_ptr + r*ne10, src1_ptr); #endif - // } - // } + } } } else { // src1 is not contiguous - for (int ir = 0; ir < nr; ++ir) { - // src0, src1 and dst are same shape => same indices - const int i3 = ir/(ne2*ne1); - const int i2 = (ir - i3*ne2*ne1)/ne1; - const int i1 = (ir - i3*ne2*ne1 - i2*ne1); + for (int ir = ir0; ir < ir1; ++ir) { + // src1 is broadcastable across src0 and dst in i1, i2, i3 + const int64_t i03 = ir/(ne02*ne01); + const int64_t i02 = (ir - i03*ne02*ne01)/ne01; + const int64_t i01 = (ir - i03*ne02*ne01 - i02*ne01); - float * dst_ptr = (float *) ((char *) dst->data + i3*nb3 + i2*nb2 + i1*nb1 ); - float * src0_ptr = (float *) ((char *) src0->data + i3*nb03 + i2*nb02 + i1*nb01); - for (int i0 = 0; i0 < ne0; i0++) { - float * src1_ptr = (float *) ((char *) src1->data + i3*nb13 + i2*nb12 + i1*nb11 + i0*nb10); + const int64_t i13 = i03 % ne13; + const int64_t i12 = i02 % ne12; + const int64_t i11 = i01 % ne11; + + float * dst_ptr = (float *) ((char *) dst->data + i03*nb3 + i02*nb2 + i01*nb1 ); + float * src0_ptr = (float *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01); + + for (int64_t i0 = 0; i0 < ne0; ++i0) { + const int64_t i10 = i0 % ne10; + float * src1_ptr = (float *) ((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11 + i10*nb10); dst_ptr[i0] = src0_ptr[i0] - *src1_ptr; } @@ -10536,6 +10810,96 @@ static void ggml_compute_forward_log( } } +// ggml_compute_forward_sin + +static void ggml_compute_forward_sin_f32( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + + if (params->ith != 0) { + return; + } + + GGML_ASSERT(ggml_are_same_shape(src0, dst)); + + const int n = ggml_nrows(src0); + const int nc = src0->ne[0]; + + GGML_ASSERT( dst->nb[0] == sizeof(float)); + GGML_ASSERT(src0->nb[0] == sizeof(float)); + + for (int i = 0; i < n; i++) { + ggml_vec_sin_f32(nc, + (float *) ((char *) dst->data + i*( dst->nb[1])), + (float *) ((char *) src0->data + i*(src0->nb[1]))); + } +} + +static void ggml_compute_forward_sin( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_sin_f32(params, dst); + } break; + default: + { + GGML_ABORT("fatal error"); + } + } +} + +// ggml_compute_forward_cos + +static void ggml_compute_forward_cos_f32( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + + if (params->ith != 0) { + return; + } + + GGML_ASSERT(ggml_are_same_shape(src0, dst)); + + const int n = ggml_nrows(src0); + const int nc = src0->ne[0]; + + GGML_ASSERT( dst->nb[0] == sizeof(float)); + GGML_ASSERT(src0->nb[0] == sizeof(float)); + + for (int i = 0; i < n; i++) { + ggml_vec_cos_f32(nc, + (float *) ((char *) dst->data + i*( dst->nb[1])), + (float *) ((char *) src0->data + i*(src0->nb[1]))); + } +} + +static void ggml_compute_forward_cos( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + + switch (src0->type) { + case GGML_TYPE_F32: + { + ggml_compute_forward_cos_f32(params, dst); + } break; + default: + { + GGML_ABORT("fatal error"); + } + } +} + // ggml_compute_forward_sum static void ggml_compute_forward_sum_f32( @@ -12417,10 +12781,10 @@ UseGgmlGemm1:; if (ith == 0) { // Every thread starts at ith, so the first unprocessed chunk is nth. This save a bit of coordination right at the start. - atomic_store(¶ms->shared->current_chunk, nth); + atomic_store_explicit(¶ms->threadpool->current_chunk, nth, memory_order_relaxed); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); #if GGML_USE_LLAMAFILE if (src1->type != vec_dot_type) { @@ -12528,7 +12892,7 @@ UseGgmlGemm2:; break; } - current_chunk = atomic_fetch_add(¶ms->shared->current_chunk, 1); + current_chunk = atomic_fetch_add_explicit(¶ms->threadpool->current_chunk, 1, memory_order_relaxed); } } @@ -12623,7 +12987,7 @@ static void ggml_compute_forward_mul_mat_id( } } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); // compute each matrix multiplication in sequence for (int cur_a = 0; cur_a < n_as; ++cur_a) { @@ -12777,7 +13141,7 @@ static void ggml_compute_forward_out_prod_f32( if (ith == 0) { ggml_vec_set_f32(ne0*ne1*ne2*ne3, dst->data, 0); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); // dst[:,:,:,:] = 0 // for i2,i3: @@ -12895,7 +13259,7 @@ static void ggml_compute_forward_out_prod_q_f32( if (ith == 0) { ggml_vec_set_f32(ne0*ne1*ne2*ne3, dst->data, 0); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); // parallelize by last three dimensions @@ -13081,7 +13445,7 @@ static void ggml_compute_forward_set_f32( ((char *) src0->data), ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); } const int ith = params->ith; @@ -13660,7 +14024,7 @@ static void ggml_compute_forward_diag_mask_f32( ((char *) src0->data), ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); } // TODO: handle transposed/permuted matrices @@ -14436,7 +14800,7 @@ static void ggml_compute_forward_conv_transpose_1d_f16_f32( // need to zero dst since we are accumulating into it memset(dst->data, 0, ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); const int32_t s0 = ((const int32_t*)(dst->op_params))[0]; @@ -14524,7 +14888,7 @@ static void ggml_compute_forward_conv_transpose_1d_f32( // need to zero dst since we are accumulating into it memset(dst->data, 0, ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); const int32_t s0 = ((const int32_t*)(dst->op_params))[0]; @@ -14579,6 +14943,7 @@ static void ggml_compute_forward_conv_transpose_1d( } } +// ggml_compute_forward_im2col_f32 // src0: kernel [OC, IC, KH, KW] // src1: image [N, IC, IH, IW] // dst: result [N, OH, OW, IC*KH*KW] @@ -14589,7 +14954,6 @@ static void ggml_compute_forward_im2col_f32( const struct ggml_tensor * src0 = dst->src[0]; const struct ggml_tensor * src1 = dst->src[1]; - GGML_ASSERT(src0->type == GGML_TYPE_F16); GGML_ASSERT(src1->type == GGML_TYPE_F32); GGML_ASSERT( dst->type == GGML_TYPE_F32); @@ -14620,7 +14984,6 @@ static void ggml_compute_forward_im2col_f32( int ofs0 = is_2D ? nb13 : nb12; int ofs1 = is_2D ? nb12 : nb11; - GGML_ASSERT(nb00 == sizeof(ggml_fp16_t)); GGML_ASSERT(nb10 == sizeof(float)); // im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW] @@ -14656,6 +15019,7 @@ static void ggml_compute_forward_im2col_f32( } +// ggml_compute_forward_im2col_f16 // src0: kernel [OC, IC, KH, KW] // src1: image [N, IC, IH, IW] // dst: result [N, OH, OW, IC*KH*KW] @@ -14751,6 +15115,99 @@ static void ggml_compute_forward_im2col( } } +// ggml_compute_forward_im2col_back_f32 + +static void ggml_compute_forward_im2col_back_f32( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src0 = dst->src[0]; + const struct ggml_tensor * src1 = dst->src[1]; + + GGML_ASSERT(src1->type == GGML_TYPE_F32); + GGML_ASSERT( dst->type == GGML_TYPE_F32); + + GGML_TENSOR_BINARY_OP_LOCALS; + + const int32_t s0 = ((const int32_t *)(dst->op_params))[0]; + const int32_t s1 = ((const int32_t *)(dst->op_params))[1]; + const int32_t p0 = ((const int32_t *)(dst->op_params))[2]; + const int32_t p1 = ((const int32_t *)(dst->op_params))[3]; + const int32_t d0 = ((const int32_t *)(dst->op_params))[4]; + const int32_t d1 = ((const int32_t *)(dst->op_params))[5]; + const bool is_2D = ((const int32_t *)(dst->op_params))[6] == 1; + + const int ith = params->ith; + const int nth = params->nth; + + const int64_t N = is_2D ? ne3 : ne2; + const int64_t IC = is_2D ? ne2 : ne1; + const int64_t IH = is_2D ? ne1 : 1; + const int64_t IW = ne0; + + const int64_t KH = is_2D ? ne01 : 1; + const int64_t KW = ne00; + + const int64_t OH = is_2D ? ne12 : 1; + const int64_t OW = ne11; + + int ofs0 = is_2D ? nb3 : nb2; + int ofs1 = is_2D ? nb2 : nb1; + + GGML_ASSERT(nb0 == sizeof(float)); + + // im2col: [N, IC, IH, IW] => [N, OH, OW, IC*KH*KW] + { + float * const wdata = (float *) dst->data; + + for (int64_t in = 0; in < N; in++) { + for (int64_t iic = ith; iic < IC; iic += nth) { + for (int64_t iih = 0; iih < IH; iih++) { + for (int64_t iiw = 0; iiw < IW; iiw++) { + + // micro kernel + float grad = 0.0f; + for (int64_t ikh = 0; ikh < KH; ikh++) { + for (int64_t ikw = 0; ikw < KW; ikw++) { + // For s0 > 1 some values were skipped over in the forward pass. + // These values have tmpw % s0 != 0 and need to be skipped in the backwards pass as well. + const int64_t tmpw = (iiw + p0 - ikw*d0); + if (tmpw % s0 != 0) { + continue; + } + const int64_t iow = tmpw / s0; + + // Equivalent logic as above except for s1. + int64_t ioh; + if (is_2D) { + const int64_t tmph = iih + p1 - ikh*d1; + + if (tmph % s1 != 0) { + continue; + } + + ioh = tmph / s1; + } else { + ioh = 0; + } + + if (iow < 0 || iow >= OW || ioh < 0 || ioh >= OH) { + continue; + } + + const float * const src_data = (const float *) src1->data + + (in*OH*OW + ioh*OW + iow)*(IC*KH*KW); // [IC, KH, KW] + grad += src_data[iic*(KH*KW) + ikh*KW + ikw]; + } + } + float * dst_data = (float *)((char *) wdata + (in*ofs0 + iic*ofs1)); // [IH, IW] + dst_data[iih*IW + iiw] = grad; + } + } + } + } + } +} // ggml_compute_forward_conv_transpose_2d @@ -14811,7 +15268,7 @@ static void ggml_compute_forward_conv_transpose_2d( memset(dst->data, 0, ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); const int32_t stride = ggml_get_op_params_i32(dst, 0); @@ -14993,6 +15450,128 @@ static void ggml_compute_forward_pool_2d( } } +// ggml_compute_forward_pool_2d_back + +static void ggml_compute_forward_pool_2d_back( + const struct ggml_compute_params * params, + struct ggml_tensor * dst) { + + const struct ggml_tensor * src = dst->src[0]; + const struct ggml_tensor * dstf = dst->src[1]; // forward tensor of dst + + assert(dst->type == GGML_TYPE_F32 || dst->type == GGML_TYPE_F16); + + if (params->ith != 0) { + return; + } + + const int32_t * opts = (const int32_t *)dst->op_params; + enum ggml_op_pool op = opts[0]; + const int k0 = opts[1]; + const int k1 = opts[2]; + const int s0 = opts[3]; + const int s1 = opts[4]; + const int p0 = opts[5]; + const int p1 = opts[6]; + + char * cdata = (char *) dst->data; + const char * cdataf = (const char *) dstf->data; + const char * const data_end = cdata + ggml_nbytes(dst); + + GGML_ASSERT(params->ith == 0); + memset(cdata, 0, ggml_nbytes(dst)); + + const int64_t px = src->ne[0]; + const int64_t py = src->ne[1]; + const int64_t pa = px * py; + + const float * splane = (const float *) src->data; + + const int ka = k0 * k1; + const int offset0 = -p0; + const int offset1 = -p1; + + while (cdata < data_end) { + for (int oy = 0; oy < py; ++oy) { + const float * const srow = splane + oy * px; + for (int ox = 0; ox < px; ++ox) { + const float grad0 = srow[ox]; + + const int ix = offset0 + ox * s0; + const int iy = offset1 + oy * s1; + + if (op == GGML_OP_POOL_MAX) { + float maxval = -FLT_MAX; + int kxmax = -1; + int kymax = -1; + + for (int ky = 0; ky < k1; ++ky) { + if (iy + ky < 0 || iy + ky >= dst->ne[1]) { + continue; + } + const void * drowf = (const void *)(cdataf + dst->nb[1] * (iy + ky)); + for (int kx = 0; kx < k0; ++kx) { + int j = ix + kx; + if (j < 0 || j >= dst->ne[0]) { + continue; + } + + const float val = dst->type == GGML_TYPE_F32 ? + ((const float *) drowf)[j] : GGML_FP16_TO_FP32(((const ggml_fp16_t *) drowf)[j]); + if (val <= maxval) { + continue; + } + + maxval = val; + kxmax = kx; + kymax = ky; + } + } + + if (kxmax == -1 || kymax == -1) { + continue; + } + + void * drow = (void *)(cdata + dst->nb[1] * (iy + kymax)); + const int j = ix + kxmax; + if (dst->type == GGML_TYPE_F32) { + ((float *) drow)[j] += grad0; + } else { + ((ggml_fp16_t *) drow)[j] = GGML_FP32_TO_FP16(grad0 + GGML_FP16_TO_FP32(((const ggml_fp16_t *) drow)[j])); + } + } else if (op == GGML_OP_POOL_AVG) { + const float grad = grad0 / ka; + + for (int ky = 0; ky < k1; ++ky) { + if (iy + ky < 0 || iy + ky >= dst->ne[1]) { + continue; + } + void * drow = (void *)(cdata + dst->nb[1] * (iy + ky)); + for (int kx = 0; kx < k0; ++kx) { + int j = ix + kx; + if (j < 0 || j >= dst->ne[0]) { + continue; + } + + if (dst->type == GGML_TYPE_F32) { + ((float *) drow)[j] += grad; + } else { + ((ggml_fp16_t *) drow)[j] += GGML_FP32_TO_FP16(grad); + } + } + } + } else { + GGML_ASSERT(false); + } + } + } + + cdata += dst->nb[2]; + cdataf += dst->nb[2]; + splane += pa; + } +} + // ggml_compute_forward_upscale static void ggml_compute_forward_upscale_f32( @@ -15557,7 +16136,7 @@ static void ggml_compute_forward_flash_attn_back_f32( if (ith == 0) { memset(dst->data, 0, nb0*ne0*ne1*ne2*ne3); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); const int64_t elem_q = ggml_nelements(q); const int64_t elem_k = ggml_nelements(k); @@ -16248,7 +16827,7 @@ static void ggml_compute_forward_add_rel_pos_f32( if (params->ith == 0) { memcpy((char *) dst->data, (char *) src0->data, ggml_nbytes(dst)); } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); } // ref: https://github.com/facebookresearch/segment-anything/blob/main/segment_anything/modeling/image_encoder.py#L357-L359 @@ -16533,9 +17112,7 @@ static void ggml_compute_forward_cross_entropy_loss_f32( if (ith == 0) { memset(sums, 0, sizeof(float) * (nth + nth * nc)); } - ggml_barrier(params->shared); - - const double eps = 1e-9; + ggml_barrier(params->threadpool); // rows per thread const int dr = (nr + nth - 1)/nth; @@ -16557,20 +17134,15 @@ static void ggml_compute_forward_cross_entropy_loss_f32( } #endif - // soft_max float max = -INFINITY; ggml_vec_max_f32(nc, &max, s0); - ggml_float sum = ggml_vec_soft_max_f32(nc, st, s0, max); - assert(sum > 0.0); - sum = (1.0 - eps) / sum; + ggml_float sum = ggml_vec_log_soft_max_f32(nc, st, s0, max); + assert(sum >= 0.0); - // avoid log(0) by rescaling from [0..1] to [eps..1] - ggml_vec_scale_f32(nc, st, sum); - ggml_vec_add1_f32(nc, st, st, eps); - ggml_vec_log_f32(nc, st, st); + ggml_vec_add1_f32(nc, st, st, -sum); ggml_vec_mul_f32(nc, st, st, s1); - float st_sum = 0; + float st_sum = 0.0f; ggml_vec_sum_f32(nc, &st_sum, st); sums[ith] += st_sum; @@ -16581,7 +17153,7 @@ static void ggml_compute_forward_cross_entropy_loss_f32( } #endif } - ggml_barrier(params->shared); + ggml_barrier(params->threadpool); if (ith == 0) { float * dp = (float *) dst->data; @@ -16627,8 +17199,6 @@ static void ggml_compute_forward_cross_entropy_loss_back_f32( const int64_t ith = params->ith; const int64_t nth = params->nth; - const double eps = 1e-9; - // TODO: handle transposed/permuted matrices const int64_t nc = src0->ne[0]; const int64_t nr = ggml_nrows(src0); @@ -16660,11 +17230,9 @@ static void ggml_compute_forward_cross_entropy_loss_back_f32( ggml_vec_max_f32(nc, &max, s0); ggml_float sum = ggml_vec_soft_max_f32(nc, ds0, s0, max); assert(sum > 0.0); - sum = (1.0 - eps) / sum; + ggml_vec_scale_f32(nc, ds0, 1.0/sum); // grad(src0) = (softmax(src0) - src1) * grad(cross_entropy_loss(src0, src1)) / nr - ggml_vec_scale_f32(nc, ds0, sum); - ggml_vec_add1_f32(nc, ds0, ds0, eps); ggml_vec_sub_f32(nc, ds0, ds0, s1); ggml_vec_scale_f32(nc, ds0, d[0] / (float) nr); @@ -16745,6 +17313,14 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_log(params, tensor); } break; + case GGML_OP_SIN: + { + ggml_compute_forward_sin(params, tensor); + } break; + case GGML_OP_COS: + { + ggml_compute_forward_cos(params, tensor); + } break; case GGML_OP_SUM: { ggml_compute_forward_sum(params, tensor); @@ -16885,6 +17461,10 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_im2col(params, tensor); } break; + case GGML_OP_IM2COL_BACK: + { + ggml_compute_forward_im2col_back_f32(params, tensor); + } break; case GGML_OP_CONV_TRANSPOSE_2D: { ggml_compute_forward_conv_transpose_2d(params, tensor); @@ -16897,6 +17477,10 @@ static void ggml_compute_forward(struct ggml_compute_params * params, struct ggm { ggml_compute_forward_pool_2d(params, tensor); } break; + case GGML_OP_POOL_2D_BACK: + { + ggml_compute_forward_pool_2d_back(params, tensor); + } break; case GGML_OP_UPSCALE: { ggml_compute_forward_upscale(params, tensor); @@ -17265,7 +17849,11 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor src0->grad = ggml_add_or_set(ctx, src0->grad, tensor->grad, zero_table); } if (src1->grad) { - src1->grad = ggml_add_or_set(ctx, src1->grad, tensor->grad, zero_table); + if (ggml_are_same_shape(src0, src1)) { + src1->grad = ggml_add_or_set(ctx, src1->grad, tensor->grad, zero_table); + } else { + src1->grad = ggml_add_or_set(ctx, src1->grad, ggml_repeat_back(ctx, tensor->grad, src1), zero_table); + } } } break; case GGML_OP_ADD1: @@ -17391,6 +17979,30 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor zero_table); } } break; + case GGML_OP_SIN: + { + if (src0->grad) { + src0->grad = + ggml_add_or_set(ctx, + src0->grad, + ggml_mul(ctx, + tensor->grad, + ggml_cos(ctx, src0)), + zero_table); + } + } break; + case GGML_OP_COS: + { + if (src0->grad) { + src0->grad = + ggml_sub_or_set(ctx, + src0->grad, + ggml_mul(ctx, + tensor->grad, + ggml_sin(ctx, src0)), + zero_table); + } + } break; case GGML_OP_SUM: { if (src0->grad) { @@ -17838,6 +18450,23 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor GGML_ABORT("fatal error"); // TODO: not implemented } case GGML_OP_IM2COL: + { + if (src1->grad) { + const int32_t s0 = ggml_get_op_params_i32(tensor, 0); + const int32_t s1 = ggml_get_op_params_i32(tensor, 1); + const int32_t p0 = ggml_get_op_params_i32(tensor, 2); + const int32_t p1 = ggml_get_op_params_i32(tensor, 3); + const int32_t d0 = ggml_get_op_params_i32(tensor, 4); + const int32_t d1 = ggml_get_op_params_i32(tensor, 5); + const bool is_2D = ggml_get_op_params_i32(tensor, 6) == 1; + + src1->grad = ggml_add_or_set(ctx, + src1->grad, + ggml_im2col_back(ctx, src0, tensor->grad, src1->ne, s0, s1, p0, p1, d0, d1, is_2D), + zero_table); + } + } break; + case GGML_OP_IM2COL_BACK: { GGML_ABORT("fatal error"); // TODO: not implemented } @@ -17850,6 +18479,23 @@ static void ggml_compute_backward(struct ggml_context * ctx, struct ggml_tensor GGML_ABORT("fatal error"); // TODO: not implemented } case GGML_OP_POOL_2D: + { + if (src0->grad) { + const enum ggml_op_pool op = ggml_get_op_params_i32(tensor, 0); + const int32_t k0 = ggml_get_op_params_i32(tensor, 1); + const int32_t k1 = ggml_get_op_params_i32(tensor, 2); + const int32_t s0 = ggml_get_op_params_i32(tensor, 3); + const int32_t s1 = ggml_get_op_params_i32(tensor, 4); + const int32_t p0 = ggml_get_op_params_i32(tensor, 5); + const int32_t p1 = ggml_get_op_params_i32(tensor, 6); + + src0->grad = ggml_add_or_set(ctx, + src0->grad, + ggml_pool_2d_back(ctx, tensor->grad, src0, op, k0, k1, s0, s1, p0, p1), + zero_table); + } + } break; + case GGML_OP_POOL_2D_BACK: { GGML_ABORT("fatal error"); // TODO: not implemented } @@ -18139,6 +18785,7 @@ void ggml_build_forward_expand(struct ggml_cgraph * cgraph, struct ggml_tensor * void ggml_build_backward_expand(struct ggml_context * ctx, struct ggml_cgraph * gf, struct ggml_cgraph * gb, bool keep) { GGML_ASSERT(gf->n_nodes > 0); + GGML_ASSERT(gf->grads); // if we are keeping the gradient graph, we have to detach the gradient nodes from the original graph if (keep) { @@ -18322,65 +18969,6 @@ void ggml_graph_clear(struct ggml_cgraph * cgraph) { ggml_hash_set_reset(&cgraph->visited_hash_set); } -// -// thread data -// -// synchronization is done via busy loops -// I tried using spin locks, but not sure how to use them correctly - the things I tried were slower than busy loops -// - -#ifdef __APPLE__ - -//#include -// -//typedef os_unfair_lock ggml_lock_t; -// -//#define ggml_lock_init(x) UNUSED(x) -//#define ggml_lock_destroy(x) UNUSED(x) -//#define ggml_lock_lock os_unfair_lock_lock -//#define ggml_lock_unlock os_unfair_lock_unlock -// -//#define GGML_LOCK_INITIALIZER OS_UNFAIR_LOCK_INIT - -typedef int ggml_lock_t; - -#define ggml_lock_init(x) UNUSED(x) -#define ggml_lock_destroy(x) UNUSED(x) -#define ggml_lock_lock(x) UNUSED(x) -#define ggml_lock_unlock(x) UNUSED(x) - -#define GGML_LOCK_INITIALIZER 0 - -#define ggml_thread_create pthread_create -#define ggml_thread_join pthread_join - -#else - -//typedef pthread_spinlock_t ggml_lock_t; - -//#define ggml_lock_init(x) pthread_spin_init(x, PTHREAD_PROCESS_PRIVATE) -//#define ggml_lock_destroy pthread_spin_destroy -//#define ggml_lock_lock pthread_spin_lock -//#define ggml_lock_unlock pthread_spin_unlock - -typedef int ggml_lock_t; - -#define ggml_lock_init(x) UNUSED(x) -#define ggml_lock_destroy(x) UNUSED(x) -#if defined(__x86_64__) || (defined(_MSC_VER) && defined(_M_AMD64)) -#define ggml_lock_lock(x) _mm_pause() -#else -#define ggml_lock_lock(x) UNUSED(x) -#endif -#define ggml_lock_unlock(x) UNUSED(x) - -#define GGML_LOCK_INITIALIZER 0 - -#define ggml_thread_create pthread_create -#define ggml_thread_join pthread_join - -#endif - // Android's libc implementation "bionic" does not support setting affinity #if defined(__gnu_linux__) static void set_numa_thread_affinity(int thread_n) { @@ -18478,6 +19066,8 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) { case GGML_OP_SQR: case GGML_OP_SQRT: case GGML_OP_LOG: + case GGML_OP_SIN: + case GGML_OP_COS: case GGML_OP_SUM: case GGML_OP_SUM_ROWS: case GGML_OP_MEAN: @@ -18564,6 +19154,7 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) { n_tasks = MIN(n_threads, ggml_nrows(node->src[0])); } break; case GGML_OP_IM2COL: + case GGML_OP_IM2COL_BACK: case GGML_OP_CONV_TRANSPOSE_1D: case GGML_OP_CONV_TRANSPOSE_2D: { @@ -18571,6 +19162,7 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) { } break; case GGML_OP_POOL_1D: case GGML_OP_POOL_2D: + case GGML_OP_POOL_2D_BACK: { n_tasks = 1; } break; @@ -18657,9 +19249,268 @@ static int ggml_get_n_tasks(struct ggml_tensor * node, int n_threads) { return n_tasks; } -struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threads) { +static thread_ret_t ggml_graph_compute_secondary_thread(void* data); + +#if defined(_WIN32) +#include "windows.h" + +// TODO: support > 64 CPUs +bool ggml_thread_apply_affinity(bool * mask) { + HANDLE h = GetCurrentThread(); + uint64_t bitmask = 0ULL; + + assert(GGML_MAX_N_THREADS >= 64); + + for (int32_t i = 0; i < 8; i++) { + int32_t idx = i * 8; + uint8_t val = 0; + val |= mask[idx + 0] << 0; + val |= mask[idx + 1] << 1; + val |= mask[idx + 2] << 2; + val |= mask[idx + 3] << 3; + val |= mask[idx + 4] << 4; + val |= mask[idx + 5] << 5; + val |= mask[idx + 6] << 6; + val |= mask[idx + 7] << 7; + bitmask |= (uint64_t)val << idx; + } + + for (int32_t i = 64; i < GGML_MAX_N_THREADS; i++) { + if (mask[i]) { + fprintf(stderr, "warn: setting thread-affinity for > 64 CPUs isn't supported on windows!\n"); + break; + } + } + + DWORD_PTR m = (DWORD_PTR)bitmask; + + m = SetThreadAffinityMask(h, m); + + return m != 0; +} + +static bool ggml_thread_apply_priority(int32_t prio) { + // Note that on Windows the Process Priority Class must be updated in order to set Thread priority. + // This is up to the applications. + DWORD p = THREAD_PRIORITY_NORMAL; + switch (prio) { + case GGML_SCHED_PRIO_NORMAL: p = THREAD_PRIORITY_NORMAL; break; + case GGML_SCHED_PRIO_MEDIUM: p = THREAD_PRIORITY_ABOVE_NORMAL; break; + case GGML_SCHED_PRIO_HIGH: p = THREAD_PRIORITY_HIGHEST; break; + case GGML_SCHED_PRIO_REALTIME: p = THREAD_PRIORITY_TIME_CRITICAL; break; + } + + if (prio == GGML_SCHED_PRIO_NORMAL) { + // Keep inherited policy/priority + return true; + } + + if (!SetThreadPriority(GetCurrentThread(), p)) { + fprintf(stderr, "warn: failed to set thread priority %d : (%d)\n", prio, (int) GetLastError()); + return false; + } + + return true; +} + +#elif defined(__APPLE__) +#include +#include + +static bool ggml_thread_apply_affinity(const bool * mask) { + // Not supported on Apple platforms + UNUSED(mask); + return true; +} + +static bool ggml_thread_apply_priority(int32_t prio) { + struct sched_param p; + int32_t policy = SCHED_OTHER; + switch (prio) { + case GGML_SCHED_PRIO_NORMAL: policy = SCHED_OTHER; p.sched_priority = 0; break; + case GGML_SCHED_PRIO_MEDIUM: policy = SCHED_FIFO; p.sched_priority = 40; break; + case GGML_SCHED_PRIO_HIGH: policy = SCHED_FIFO; p.sched_priority = 80; break; + case GGML_SCHED_PRIO_REALTIME: policy = SCHED_FIFO; p.sched_priority = 90; break; + } + + if (prio == GGML_SCHED_PRIO_NORMAL) { + // Keep inherited policy/priority + return true; + } + + int32_t err = pthread_setschedparam(pthread_self(), policy, &p); + if (err != 0) { + fprintf(stderr, "warn: failed to set thread priority %d : %s (%d)\n", prio, strerror(err), err); + return false; + } + + return true; +} + +#else // posix? + +static bool ggml_thread_apply_affinity(const bool * mask) { + cpu_set_t cpuset; + int err; + + CPU_ZERO(&cpuset); + + for (uint32_t i = 0; i < GGML_MAX_N_THREADS; i++) { + if (mask[i]) { + GGML_PRINT_DEBUG("Thread %lx: adding %d to cpuset\n", pthread_self(), i); + CPU_SET(i, &cpuset); + } + } + +#ifdef __ANDROID__ + err = sched_setaffinity(0, sizeof(cpuset), &cpuset); + if (err < 0) { + err = errno; + } +#else + err = pthread_setaffinity_np(pthread_self(), sizeof(cpuset), &cpuset); +#endif + if (err != 0) { + fprintf(stderr, "warn: failed to set affinity mask 0x%llx : %s (%d)\n", (unsigned long long)mask, strerror(err), err); + return false; + } + + return true; +} + +static bool ggml_thread_apply_priority(int32_t prio) { + struct sched_param p; + int32_t policy = SCHED_OTHER; + switch (prio) { + case GGML_SCHED_PRIO_NORMAL: policy = SCHED_OTHER; p.sched_priority = 0; break; + case GGML_SCHED_PRIO_MEDIUM: policy = SCHED_FIFO; p.sched_priority = 40; break; + case GGML_SCHED_PRIO_HIGH: policy = SCHED_FIFO; p.sched_priority = 80; break; + case GGML_SCHED_PRIO_REALTIME: policy = SCHED_FIFO; p.sched_priority = 90; break; + } + + if (prio == GGML_SCHED_PRIO_NORMAL) { + // Keep inherited policy/priority + return true; + } + + int32_t err = pthread_setschedparam(pthread_self(), policy, &p); + if (err != 0) { + fprintf(stderr, "warn: failed to set thread priority %d : %s (%d)\n", prio, strerror(err), err); + return false; + } + + return true; +} + +#endif + +static bool ggml_thread_cpumask_is_valid(const bool * mask) { + for (int i = 0; i < GGML_MAX_N_THREADS; i++) { + if (mask[i]) { return true; } + } + return false; +} + +static void ggml_thread_cpumask_next(const bool * global_mask, bool * local_mask, bool strict, int32_t* iter) { + if (!strict) { + memcpy(local_mask, global_mask, GGML_MAX_N_THREADS); + return; + } else { + memset(local_mask, 0, GGML_MAX_N_THREADS); + int32_t base_idx = *iter; + for (int32_t i = 0; i < GGML_MAX_N_THREADS; i++) { + int32_t idx = base_idx + i; + if (idx >= GGML_MAX_N_THREADS) { + // Just a cheaper modulo + idx -= GGML_MAX_N_THREADS; + } + if (global_mask[idx]) { + local_mask[idx] = 1; + *iter = idx + 1; + return; + } + } + } +} + +void ggml_threadpool_free(struct ggml_threadpool* threadpool) { + if (!threadpool) return; + +#ifndef GGML_USE_OPENMP + struct ggml_compute_state* workers = threadpool->workers; + const int n_threads = threadpool->n_threads_max; + + ggml_mutex_lock(&threadpool->mutex); + + threadpool->stop = true; + threadpool->pause = false; + + ggml_cond_broadcast(&threadpool->cond); + ggml_mutex_unlock(&threadpool->mutex); + + for (int j = 1; j < n_threads; j++) { + int32_t rc = ggml_thread_join(workers[j].thrd, NULL); + GGML_ASSERT(rc == GGML_EXIT_SUCCESS || rc == GGML_EXIT_ABORTED); + UNUSED(rc); + } + + ggml_mutex_destroy(&threadpool->mutex); + ggml_cond_destroy(&threadpool->cond); +#endif // GGML_USE_OPENMP + + GGML_ALIGNED_FREE(threadpool->workers); + GGML_ALIGNED_FREE(threadpool); +} + +#ifndef GGML_USE_OPENMP +// pause/resume must be called under mutex +static void ggml_threadpool_pause_locked(struct ggml_threadpool * threadpool) { + GGML_PRINT_DEBUG("Pausing threadpool\n"); + threadpool->pause = true; + ggml_cond_broadcast(&threadpool->cond); +} + +static void ggml_threadpool_resume_locked(struct ggml_threadpool * threadpool) { + GGML_PRINT_DEBUG("Resuming threadpool\n"); + threadpool->pause = false; + ggml_cond_broadcast(&threadpool->cond); +} +#endif + +void ggml_threadpool_pause(struct ggml_threadpool * threadpool) { +#ifndef GGML_USE_OPENMP + ggml_mutex_lock(&threadpool->mutex); + if (!threadpool->pause) { + ggml_threadpool_pause_locked(threadpool); + } + ggml_mutex_unlock(&threadpool->mutex); +#else + UNUSED(threadpool); +#endif +} + +void ggml_threadpool_resume(struct ggml_threadpool * threadpool) { +#ifndef GGML_USE_OPENMP + ggml_mutex_lock(&threadpool->mutex); + if (threadpool->pause) { + ggml_threadpool_resume_locked(threadpool); + } + ggml_mutex_unlock(&threadpool->mutex); +#else + UNUSED(threadpool); +#endif +} + +struct ggml_cplan ggml_graph_plan( + const struct ggml_cgraph * cgraph, + int n_threads, + struct ggml_threadpool * threadpool) { + + if (threadpool == NULL) { + GGML_PRINT_DEBUG("Threadpool is not specified. Will create a disposable threadpool : n_threads %d\n", n_threads); + } if (n_threads <= 0) { - n_threads = GGML_DEFAULT_N_THREADS; + n_threads = threadpool ? threadpool->n_threads_max : GGML_DEFAULT_N_THREADS; } size_t work_size = 0; @@ -18820,12 +19671,13 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa } if (work_size > 0) { - work_size += CACHE_LINE_SIZE*(n_threads - 1); + work_size += CACHE_LINE_SIZE*(n_threads); } - cplan.n_threads = MIN(max_tasks, n_threads); - cplan.work_size = work_size; - cplan.work_data = NULL; + cplan.threadpool = threadpool; + cplan.n_threads = MIN(max_tasks, n_threads); + cplan.work_size = work_size; + cplan.work_data = NULL; return cplan; } @@ -18833,17 +19685,17 @@ struct ggml_cplan ggml_graph_plan(const struct ggml_cgraph * cgraph, int n_threa static thread_ret_t ggml_graph_compute_thread(void * data) { struct ggml_compute_state * state = (struct ggml_compute_state *) data; - const struct ggml_cgraph * cgraph = state->shared->cgraph; - const struct ggml_cplan * cplan = state->shared->cplan; + const struct ggml_cgraph * cgraph = state->threadpool->cgraph; + const struct ggml_cplan * cplan = state->threadpool->cplan; set_numa_thread_affinity(state->ith); struct ggml_compute_params params = { - /*.ith =*/ state->ith, - /*.nth =*/ state->shared->n_threads, - /*.wsize =*/ cplan->work_size, - /*.wdata =*/ cplan->work_data, - /*.shared=*/ state->shared, + /*.ith =*/ state->ith, + /*.nth =*/ state->threadpool->n_threads_cur, + /*.wsize =*/ cplan->work_size, + /*.wdata =*/ cplan->work_data, + /*.threadpool=*/ state->threadpool, }; for (int node_n = 0; node_n < cgraph->n_nodes; node_n++) { @@ -18852,12 +19704,12 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { ggml_compute_forward(¶ms, node); if (state->ith == 0 && cplan->abort_callback && cplan->abort_callback(cplan->abort_callback_data)) { - state->shared->ec = GGML_STATUS_ABORTED; + state->threadpool->ec = GGML_STATUS_ABORTED; } - ggml_barrier(state->shared); + ggml_barrier(state->threadpool); - if (state->shared->ec != GGML_STATUS_SUCCESS) { + if (state->threadpool->ec != GGML_STATUS_SUCCESS) { break; } } @@ -18865,24 +19717,243 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { return 0; } +#ifndef GGML_USE_OPENMP + +static inline bool ggml_graph_compute_ready(struct ggml_compute_state * state) { + struct ggml_threadpool * threadpool = state->threadpool; + + if (state->pending || threadpool->stop || threadpool->pause) { return true; } + + // check for new graph/work + int new_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed); + if (new_graph != state->last_graph) { + state->pending = (state->ith < threadpool->n_threads_cur); + state->last_graph = new_graph; + } + + return state->pending; +} + +static inline bool ggml_graph_compute_poll_for_work(struct ggml_compute_state * state) { + struct ggml_threadpool * threadpool = state->threadpool; + + // This seems to make 0 ... 100 a decent range for polling level across modern processors. + // Perhaps, we can adjust it dynamically based on load and things. + const uint64_t n_rounds = 1024UL * 128 * threadpool->poll; + + for (uint64_t i=0; !ggml_graph_compute_ready(state) && ipending; +} + +static inline bool ggml_graph_compute_check_for_work(struct ggml_compute_state * state) { + struct ggml_threadpool * threadpool = state->threadpool; + + if (ggml_graph_compute_poll_for_work(state)) { + return state->pending; + } + + ggml_mutex_lock_shared(&threadpool->mutex); + while (!ggml_graph_compute_ready(state)) { + // No new work. Wait for the signal. + GGML_PRINT_DEBUG("thread #%d waiting for work\n", state->ith); + ggml_cond_wait(&threadpool->cond, &threadpool->mutex); + } + ggml_mutex_unlock_shared(&threadpool->mutex); + + return state->pending; +} + +static thread_ret_t ggml_graph_compute_secondary_thread(void* data) { + struct ggml_compute_state * state = (struct ggml_compute_state *) data; + struct ggml_threadpool * threadpool = state->threadpool; + + ggml_thread_apply_priority(threadpool->prio); + if (ggml_thread_cpumask_is_valid(state->cpumask)) { + ggml_thread_apply_affinity(state->cpumask); + } + + while (true) { + // Check if we need to sleep + while (threadpool->pause) { + GGML_PRINT_DEBUG("thread #%d inside pause loop\n", state->ith); + ggml_mutex_lock_shared(&threadpool->mutex); + if (threadpool->pause) { + ggml_cond_wait(&threadpool->cond, &threadpool->mutex); + } + GGML_PRINT_DEBUG("thread #%d resuming after wait\n", state->ith); + ggml_mutex_unlock_shared(&threadpool->mutex); + } + + // This needs to be checked for after the cond_wait + if (threadpool->stop) break; + + // Check if there is new work + // The main thread is the only one that can dispatch new work + + ggml_graph_compute_check_for_work(state); + if (state->pending) { + state->pending = false; + + ggml_graph_compute_thread(state); + } + } + + return (thread_ret_t) 0; +} + +// Start processing new graph +static void ggml_graph_compute_kickoff(struct ggml_threadpool * threadpool) +{ + // always take the mutex here because the worker threads are doing hybrid poll/wait + + ggml_mutex_lock(&threadpool->mutex); + + atomic_fetch_add_explicit(&threadpool->n_graph, 1, memory_order_relaxed); + + if (threadpool->pause) { + // Update main thread prio and affinity to match the threadpool settings + ggml_thread_apply_priority(threadpool->prio); + if (ggml_thread_cpumask_is_valid(threadpool->workers[0].cpumask)) { + ggml_thread_apply_affinity(threadpool->workers[0].cpumask); + } + + // resume does cond broadcast + ggml_threadpool_resume_locked(threadpool); + } else { + ggml_cond_broadcast(&threadpool->cond); + } + + ggml_mutex_unlock(&threadpool->mutex); +} + +#endif // GGML_USE_OPENMP + +void ggml_threadpool_params_init(struct ggml_threadpool_params * p, int n_threads) { + p->n_threads = n_threads; + p->prio = 0; // default priority (usually means normal or inherited) + p->poll = 50; // hybrid-polling enabled + p->strict_cpu = false; // no strict placement (all threads share same cpumask) + p->paused = false; // threads are ready to go + memset(p->cpumask, 0, GGML_MAX_N_THREADS); // all-zero means use the default affinity (usually inherited) +} + +struct ggml_threadpool_params ggml_threadpool_params_default(int n_threads) { + struct ggml_threadpool_params p; + ggml_threadpool_params_init(&p, n_threads); + return p; +} + +bool ggml_threadpool_params_match(const struct ggml_threadpool_params * p0, const struct ggml_threadpool_params * p1) { + if (p0->n_threads != p1->n_threads ) return false; + if (p0->prio != p1->prio ) return false; + if (p0->poll != p1->poll ) return false; + if (p0->strict_cpu != p1->strict_cpu ) return false; + return memcmp(p0->cpumask, p1->cpumask, GGML_MAX_N_THREADS) == 0; +} + +static struct ggml_threadpool * ggml_threadpool_new_impl( + struct ggml_threadpool_params * tpp, + struct ggml_cgraph * cgraph, + struct ggml_cplan * cplan) { + + struct ggml_threadpool * threadpool = + GGML_ALIGNED_MALLOC(sizeof(struct ggml_threadpool)); + { + threadpool->cgraph = cgraph; + threadpool->cplan = cplan; + threadpool->n_graph = 0; + threadpool->n_barrier = 0; + threadpool->n_barrier_passed = 0; + threadpool->current_chunk = 0; + threadpool->stop = false; + threadpool->pause = tpp->paused; + threadpool->workers = NULL; + threadpool->n_threads_max = tpp->n_threads; + threadpool->n_threads_cur = tpp->n_threads; + threadpool->poll = tpp->poll; + threadpool->prio = tpp->prio; + threadpool->ec = GGML_STATUS_SUCCESS; + } + + // Allocate and init workers state + const size_t workers_size = sizeof(struct ggml_compute_state) * tpp->n_threads; + struct ggml_compute_state * workers = GGML_ALIGNED_MALLOC(workers_size); + + memset(workers, 0, workers_size); + for (int j = 0; j < tpp->n_threads; j++) { + workers[j].threadpool = threadpool; + workers[j].ith = j; + } + + threadpool->workers = workers; + +#ifndef GGML_USE_OPENMP + ggml_mutex_init(&threadpool->mutex); + ggml_cond_init(&threadpool->cond); + + // Spin the threads for all workers, and update CPU placements. + // Place the main thread last (towards the higher numbered CPU cores). + + int32_t cpumask_iter = 0; + + for (int j = 1; j < tpp->n_threads; j++) { + ggml_thread_cpumask_next(tpp->cpumask, workers[j].cpumask, tpp->strict_cpu, &cpumask_iter); + + int32_t rc = ggml_thread_create(&workers[j].thrd, NULL, ggml_graph_compute_secondary_thread, &workers[j]); + GGML_ASSERT(rc == 0); + } + + ggml_thread_cpumask_next(tpp->cpumask, workers[0].cpumask, tpp->strict_cpu, &cpumask_iter); + + if (!threadpool->pause) { + // Update main thread prio and affinity at the start, otherwise we'll do it in resume + ggml_thread_apply_priority(threadpool->prio); + if (ggml_thread_cpumask_is_valid(threadpool->workers[0].cpumask)) { + ggml_thread_apply_affinity(threadpool->workers[0].cpumask); + } + } +#endif // GGML_USE_OPENMP + + return threadpool; +} + +struct ggml_threadpool * ggml_threadpool_new(struct ggml_threadpool_params * tpp) { + return ggml_threadpool_new_impl(tpp, NULL, NULL); +} + enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cplan * cplan) { GGML_ASSERT(cplan); GGML_ASSERT(cplan->n_threads > 0); GGML_ASSERT(cplan->work_size == 0 || cplan->work_data != NULL); - int n_threads = cplan->n_threads; + int n_threads = cplan->n_threads; + struct ggml_threadpool * threadpool = cplan->threadpool; - struct ggml_compute_state_shared state_shared = { - /*.cgraph =*/ cgraph, - /*.cgraph_plan =*/ cplan, - /*.n_threads =*/ n_threads, - /*.n_barrier =*/ 0, - /*.n_barrier_passed =*/ 0, - /*.abort_callback =*/ NULL, - /*.abort_callback_data =*/ NULL, - /*.current_chunk =*/ 0, - /*.ec =*/ GGML_STATUS_SUCCESS, - }; + bool disposable_threadpool = false; + + if (threadpool == NULL) { + GGML_PRINT_DEBUG("Threadpool is not specified. Will create a disposable threadpool : n_threads %d\n", n_threads); + disposable_threadpool = true; + + struct ggml_threadpool_params ttp = ggml_threadpool_params_default(n_threads); + threadpool = ggml_threadpool_new_impl(&ttp, cgraph, cplan); + } else { + // Reset some of the parameters that need resetting + // No worker threads should be accessing the parameters below at this stage + threadpool->cgraph = cgraph; + threadpool->cplan = cplan; + threadpool->n_threads_cur = n_threads; + threadpool->current_chunk = 0; + threadpool->ec = GGML_STATUS_SUCCESS; + } + + if (n_threads > threadpool->n_threads_max) { + GGML_PRINT("WARNING: cplan is requesting more threads than the threadpool contains. Expect a bad time!\n"); + } #ifdef GGML_USE_OPENMP if (n_threads > 1) { @@ -18892,63 +19963,36 @@ enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cpl { // update the number of threads from the actual number of threads that we got from OpenMP n_threads = omp_get_num_threads(); - state_shared.n_threads = n_threads; + threadpool->n_threads_cur = n_threads; } - struct ggml_compute_state worker = { - .thrd = 0, - .ith = omp_get_thread_num(), - .shared = &state_shared, - }; - ggml_graph_compute_thread(&worker); + ggml_graph_compute_thread(&threadpool->workers[omp_get_thread_num()]); } } else { - struct ggml_compute_state worker = { - .thrd = 0, - .ith = 0, - .shared = &state_shared, - }; - ggml_graph_compute_thread(&worker); + ggml_graph_compute_thread(&threadpool->workers[0]); } #else - struct ggml_compute_state * workers = alloca(sizeof(struct ggml_compute_state)*n_threads); + // Kick all threads to start the new graph + ggml_graph_compute_kickoff(threadpool); - for (int j = 0; j < n_threads; ++j) { - workers[j] = (struct ggml_compute_state) { - .thrd = 0, - .ith = j, - .shared = &state_shared, - }; - } - - // create thread pool - for (int j = 1; j < n_threads; ++j) { - const int rc = ggml_thread_create(&workers[j].thrd, NULL, ggml_graph_compute_thread, &workers[j]); - GGML_ASSERT(rc == 0); - UNUSED(rc); - } - - // this is a work thread too - ggml_graph_compute_thread(&workers[0]); - - // join or kill thread pool - if (n_threads > 1) { - for (int j = 1; j < n_threads; j++) { - const int rc = ggml_thread_join(workers[j].thrd, NULL); - GGML_ASSERT(rc == 0); - UNUSED(rc); - } - } + // This is a work thread too + ggml_graph_compute_thread(&threadpool->workers[0]); #endif // don't leave affinity set on the main thread clear_numa_thread_affinity(); - return state_shared.ec; + enum ggml_status ret = threadpool->ec; + + if (disposable_threadpool) { + ggml_threadpool_free(threadpool); + } + + return ret; } enum ggml_status ggml_graph_compute_with_ctx(struct ggml_context * ctx, struct ggml_cgraph * cgraph, int n_threads) { - struct ggml_cplan cplan = ggml_graph_plan(cgraph, n_threads); + struct ggml_cplan cplan = ggml_graph_plan(cgraph, n_threads, NULL); struct ggml_object * obj = ggml_new_object(ctx, GGML_OBJECT_TYPE_WORK_BUFFER, cplan.work_size); @@ -19089,9 +20133,11 @@ void ggml_graph_export(const struct ggml_cgraph * cgraph, const char * fname) { const uint32_t type = tensor->type; const uint32_t op = tensor->op; + const int32_t flags = tensor->flags; fwrite(&type, sizeof(uint32_t), 1, fout); fwrite(&op, sizeof(uint32_t), 1, fout); + fwrite(&flags, sizeof(int32_t), 1, fout); for (int j = 0; j < GGML_MAX_DIMS; ++j) { const uint64_t ne = tensor->ne[j]; @@ -19121,9 +20167,11 @@ void ggml_graph_export(const struct ggml_cgraph * cgraph, const char * fname) { const uint32_t type = tensor->type; const uint32_t op = tensor->op; + const int32_t flags = tensor->flags; fwrite(&type, sizeof(uint32_t), 1, fout); fwrite(&op, sizeof(uint32_t), 1, fout); + fwrite(&flags, sizeof(int32_t), 1, fout); for (int j = 0; j < GGML_MAX_DIMS; ++j) { const uint64_t ne = tensor->ne[j]; @@ -19182,6 +20230,14 @@ void ggml_graph_export(const struct ggml_cgraph * cgraph, const char * fname) { } } } + + // dump the data + // TODO: pad this to 32 byte boundary + if ((flags & GGML_TENSOR_FLAG_PARAM)) { + const size_t size = ggml_nbytes(tensor); + + fwrite(tensor->data, sizeof(char), size, fout); + } } } @@ -19295,10 +20351,12 @@ struct ggml_cgraph * ggml_graph_import(const char * fname, struct ggml_context * { uint32_t type; uint32_t op; + int32_t flags; for (uint32_t i = 0; i < n_leafs; ++i) { type = *(const uint32_t *) ptr; ptr += sizeof(type); op = *(const uint32_t *) ptr; ptr += sizeof(op); + flags = *(const int32_t *) ptr; ptr += sizeof(flags); int64_t ne[GGML_MAX_DIMS]; size_t nb[GGML_MAX_DIMS]; @@ -19316,20 +20374,19 @@ struct ggml_cgraph * ggml_graph_import(const char * fname, struct ggml_context * struct ggml_tensor * tensor = ggml_new_tensor(*ctx_eval, (enum ggml_type) type, GGML_MAX_DIMS, ne); - tensor->op = (enum ggml_op) op; + tensor->op = (enum ggml_op) op; + tensor->flags = flags; memcpy(tensor->name, ptr, GGML_MAX_NAME); ptr += GGML_MAX_NAME; memcpy(tensor->op_params, ptr, GGML_MAX_OP_PARAMS); ptr += GGML_MAX_OP_PARAMS; - tensor->data = (void *) ptr; - for (int j = 0; j < GGML_MAX_DIMS; ++j) { tensor->nb[j] = nb[j]; } - result->leafs[i] = tensor; + tensor->data = (void *) ptr; ptr += ggml_nbytes(tensor); - ptr += ggml_nbytes(tensor); + result->leafs[i] = tensor; fprintf(stderr, "%s: loaded leaf %u: '%16s', %9zu bytes\n", __func__, i, tensor->name, ggml_nbytes(tensor)); } @@ -19341,10 +20398,12 @@ struct ggml_cgraph * ggml_graph_import(const char * fname, struct ggml_context * { uint32_t type; uint32_t op; + int32_t flags; for (uint32_t i = 0; i < n_nodes; ++i) { type = *(const uint32_t *) ptr; ptr += sizeof(type); op = *(const uint32_t *) ptr; ptr += sizeof(op); + flags = *(const int32_t *) ptr; ptr += sizeof(flags); enum ggml_op eop = (enum ggml_op) op; @@ -19434,6 +20493,11 @@ struct ggml_cgraph * ggml_graph_import(const char * fname, struct ggml_context * result->nodes[i] = tensor; + // TODO tensor data is be duplicated due to ggml_new_tensor call above + if (flags & GGML_TENSOR_FLAG_PARAM) { + tensor->data = (void *) ptr; ptr += ggml_nbytes(tensor); + } + fprintf(stderr, "%s: loaded node %u: '%16s', %9zu bytes\n", __func__, i, tensor->name, ggml_nbytes(tensor)); } } @@ -19702,6 +20766,7 @@ static enum ggml_opt_result ggml_opt_adam( ggml_opt_callback callback, void * callback_data) { GGML_ASSERT(ggml_is_scalar(f)); + GGML_ASSERT(f->type == GGML_TYPE_F32); // these will store the parameters we want to optimize struct ggml_tensor * ps[GGML_MAX_PARAMS]; @@ -19743,7 +20808,7 @@ static enum ggml_opt_result ggml_opt_adam( float * pf = params.past > 0 ? opt->adam.pf->data : NULL; // past function values - struct ggml_cplan cplan = ggml_graph_plan(gb, params.n_threads); + struct ggml_cplan cplan = ggml_graph_plan(gb, params.n_threads, NULL); struct ggml_object * obj = ggml_new_object(ctx, GGML_OBJECT_TYPE_WORK_BUFFER, cplan.work_size); cplan.work_data = (uint8_t *)ctx->mem_buffer + obj->offs; @@ -20090,7 +21155,7 @@ static enum ggml_opt_result ggml_opt_lbfgs( opt->iter = iter; } - struct ggml_cplan cplan = ggml_graph_plan(gb, params.n_threads); + struct ggml_cplan cplan = ggml_graph_plan(gb, params.n_threads, NULL); struct ggml_object * obj = ggml_new_object(ctx, GGML_OBJECT_TYPE_WORK_BUFFER, cplan.work_size); cplan.work_data = (uint8_t *)ctx->mem_buffer + obj->offs; @@ -20468,6 +21533,8 @@ enum ggml_opt_result ggml_opt( struct ggml_context * ctx, struct ggml_opt_params params, struct ggml_tensor * f) { + GGML_ASSERT(f->grad && "ggml_set_param called for at least one parent tensor."); + bool free_ctx = false; if (ctx == NULL) { struct ggml_init_params params_ctx = { @@ -20522,6 +21589,8 @@ enum ggml_opt_result ggml_opt_resume_g( ggml_opt_callback callback, void * callback_data) { + GGML_ASSERT(f->grad && "ggml_set_param must be called for at least one ancestor"); + // build forward + backward compute graphs enum ggml_opt_result result = GGML_OPT_RESULT_OK; @@ -21653,6 +22722,7 @@ void gguf_set_kv(struct gguf_context * ctx, struct gguf_context * src) { void gguf_add_tensor( struct gguf_context * ctx, const struct ggml_tensor * tensor) { + GGML_ASSERT(tensor); if (gguf_find_tensor(ctx, tensor->name) != -1) { GGML_ABORT("duplicated tensor name"); } diff --git a/ggml/src/vulkan-shaders/cos.comp b/ggml/src/vulkan-shaders/cos.comp new file mode 100644 index 000000000..f9a858cbf --- /dev/null +++ b/ggml/src/vulkan-shaders/cos.comp @@ -0,0 +1,15 @@ +#version 450 + +#include "types.comp" +#include "generic_unary_head.comp" + +void main() { + const uint idx = get_idx(); + + if (idx >= p.ne) { + return; + } + + const FLOAT_TYPE val = FLOAT_TYPE(data_a[src0_idx(idx)]); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(cos(val)); +} diff --git a/ggml/src/vulkan-shaders/sin.comp b/ggml/src/vulkan-shaders/sin.comp new file mode 100644 index 000000000..7faf9be93 --- /dev/null +++ b/ggml/src/vulkan-shaders/sin.comp @@ -0,0 +1,15 @@ +#version 450 + +#include "types.comp" +#include "generic_unary_head.comp" + +void main() { + const uint idx = get_idx(); + + if (idx >= p.ne) { + return; + } + + const FLOAT_TYPE val = FLOAT_TYPE(data_a[src0_idx(idx)]); + data_d[p.d_offset + dst_idx(idx)] = D_TYPE(sin(val)); +} diff --git a/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp index df4244ff5..c6ee8efdd 100644 --- a/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp @@ -397,6 +397,14 @@ void process_shaders(std::vector>& tasks) { string_to_spv("sqr_f32", "square.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("sin_f32", "sin.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cos_f32", "cos.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { string_to_spv("clamp_f32", "clamp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); })); diff --git a/gpttype_adapter.cpp b/gpttype_adapter.cpp index 8a8d2ba98..c5e8bbada 100644 --- a/gpttype_adapter.cpp +++ b/gpttype_adapter.cpp @@ -1173,8 +1173,8 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in file_format = in_file_format; file_format_meta = in_file_format_meta; - kcpp_params->n_threads = inputs.threads; - kcpp_params->n_threads_batch = inputs.blasthreads; + kcpp_params->cpuparams.n_threads = inputs.threads; + kcpp_params->cpuparams_batch.n_threads = inputs.blasthreads; bool isGguf = (file_format == FileFormat::GGUF_GENERIC); kcpp_params->n_batch = GetBatchSize(inputs.blasbatchsize, in_file_format); kcpp_params->n_ubatch = kcpp_params->n_batch; @@ -1283,7 +1283,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in int err = llama_v2_apply_lora_from_file(llama_ctx_v2, lora_filename.c_str(), lora_base_arg, - kcpp_params->n_threads); + kcpp_params->cpuparams.n_threads); if (err != 0) { fprintf(stderr, "%s: error: failed to apply lora adapter\n", __func__); @@ -1295,7 +1295,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in //determine mem per token const std::vector tmp = {1, 2, 3, 4}; - llama_v2_eval(llama_ctx_v2, tmp.data(), tmp.size(), 0, kcpp_params->n_threads); + llama_v2_eval(llama_ctx_v2, tmp.data(), tmp.size(), 0, kcpp_params->cpuparams.n_threads); return ModelLoadResult::SUCCESS; } else if(file_format == FileFormat::GGJT_3) @@ -1350,7 +1350,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in int err = llama_v3_apply_lora_from_file(llama_ctx_v3, lora_filename.c_str(), lora_base_arg, - kcpp_params->n_threads); + kcpp_params->cpuparams.n_threads); if (err != 0) { fprintf(stderr, "%s: error: failed to apply lora adapter\n", __func__); @@ -1362,7 +1362,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in //determine mem per token const std::vector tmp = {1, 2, 3, 4}; - auto er = llama_v3_eval(llama_ctx_v3, tmp.data(), tmp.size(), 0, kcpp_params->n_threads); + auto er = llama_v3_eval(llama_ctx_v3, tmp.data(), tmp.size(), 0, kcpp_params->cpuparams.n_threads); if(er!=0) { printf("\nLLAMA EVAL returned nonzero!\n"); @@ -1424,8 +1424,8 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in llama_ctx_params.n_batch = kcpp_params->n_batch; llama_ctx_params.n_ubatch = kcpp_params->n_ubatch; - llama_ctx_params.n_threads = kcpp_params->n_threads; - llama_ctx_params.n_threads_batch = kcpp_params->n_threads_batch; + llama_ctx_params.n_threads = kcpp_params->cpuparams.n_threads; + llama_ctx_params.n_threads_batch = kcpp_params->cpuparams_batch.n_threads; #if defined(GGML_USE_CUDA) || defined(GGML_USE_VULKAN) bool ts_all_zero = true; @@ -1539,11 +1539,11 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in bool useWorldTokenizer = false; if (file_format == FileFormat::RWKV_1) { - rwkv_ctx_v2 = rwkv_v2_init_from_file(modelname.c_str(), kcpp_params->n_threads); + rwkv_ctx_v2 = rwkv_v2_init_from_file(modelname.c_str(), kcpp_params->cpuparams.n_threads); } else //rwkv_2 { - rwkv_ctx_v3 = rwkv_init_from_file(modelname.c_str(), kcpp_params->n_threads); + rwkv_ctx_v3 = rwkv_init_from_file(modelname.c_str(), kcpp_params->cpuparams.n_threads); if(inputs.gpulayers>0) { @@ -1622,7 +1622,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in rwkv_ctx_v3->logits_out = (float *)malloc(logitbufsiz); rwkv_ctx_v3->state_in = nullptr; - bool testeval = rwkv_eval(rwkv_ctx_v3, kcpp_params->n_threads, 0, rwkv_ctx_v3->state_in, rwkv_ctx_v3->state_out, rwkv_ctx_v3->logits_out); + bool testeval = rwkv_eval(rwkv_ctx_v3, kcpp_params->cpuparams.n_threads, 0, rwkv_ctx_v3->state_in, rwkv_ctx_v3->state_out, rwkv_ctx_v3->logits_out); if (!testeval) { printf("\nError: RWKV Init Eval Failed!\n"); @@ -1654,7 +1654,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = gpt2_ctx_v1.hparams.n_vocab; // determine the required inference memory per token: - legacy_gpt2_eval(gpt2_ctx_v1, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, file_format); + legacy_gpt2_eval(gpt2_ctx_v1, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, file_format); return ModelLoadResult::SUCCESS; } else if (file_format == FileFormat::GPT2_2 || file_format==FileFormat::GPT2_3 || file_format==FileFormat::GPT2_4) @@ -1676,7 +1676,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = gpt2_ctx_v3.hparams.n_vocab; // determine the required inference memory per token: - gpt2_eval(gpt2_ctx_v3, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, v3_use_scratch); + gpt2_eval(gpt2_ctx_v3, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, v3_use_scratch); return ModelLoadResult::SUCCESS; } else @@ -1699,7 +1699,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = gpt2_ctx_v2.hparams.n_vocab; // determine the required inference memory per token: - gpt2_v2_eval(gpt2_ctx_v2, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, file_format); + gpt2_v2_eval(gpt2_ctx_v2, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, file_format); return ModelLoadResult::SUCCESS; } } @@ -1720,7 +1720,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = gptj_ctx_v1.hparams.n_vocab; // determine the required inference memory per token: - legacy_gptj_eval(gptj_ctx_v1, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, file_format); + legacy_gptj_eval(gptj_ctx_v1, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, file_format); //if the logits are NAN or duplicated, it means the model is incompatible if(logits.size()>0 && IsNanCheck(logits[0])) @@ -1751,14 +1751,14 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = gptj_ctx_v3.hparams.n_vocab; // determine the required inference memory per token: - gptj_eval(gptj_ctx_v3, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, v3_use_scratch); + gptj_eval(gptj_ctx_v3, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, v3_use_scratch); //if the logits are NAN or duplicated, it means the model is incompatible std::vector oldlogits(logits); //this is another hack because they change the library - we run the eval through the model //twice and compare logits. if they give the same logits for different inputs, model is broken - gptj_eval(gptj_ctx_v3, kcpp_params->n_threads, 0, {4, 5, 6, 7}, logits, mem_per_token, v3_use_scratch); + gptj_eval(gptj_ctx_v3, kcpp_params->cpuparams.n_threads, 0, {4, 5, 6, 7}, logits, mem_per_token, v3_use_scratch); if(logits.size()>0 && (IsNanCheck(logits[0]) || LogitsDuplicated(oldlogits,logits))) { @@ -1789,14 +1789,14 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = gptj_ctx_v2.hparams.n_vocab; // determine the required inference memory per token: - gptj_v2_eval(gptj_ctx_v2, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token); + gptj_v2_eval(gptj_ctx_v2, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token); //if the logits are NAN or duplicated, it means the model is incompatible std::vector oldlogits(logits); //this is another hack because they change the library - we run the eval through the model //twice and compare logits. if they give the same logits for different inputs, model is broken - gptj_v2_eval(gptj_ctx_v2, kcpp_params->n_threads, 0, {4, 5, 6, 7}, logits, mem_per_token); + gptj_v2_eval(gptj_ctx_v2, kcpp_params->cpuparams.n_threads, 0, {4, 5, 6, 7}, logits, mem_per_token); if(logits.size()>0 && (IsNanCheck(logits[0]) || LogitsDuplicated(oldlogits,logits))) { @@ -1827,7 +1827,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = neox_ctx_v3.hparams.n_vocab; // determine the required inference memory per token: - gpt_neox_eval(neox_ctx_v3, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, v3_use_scratch); + gpt_neox_eval(neox_ctx_v3, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token, v3_use_scratch); return ModelLoadResult::SUCCESS; } @@ -1851,7 +1851,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = neox_ctx_v2.hparams.n_vocab; // determine the required inference memory per token: - gpt_neox_v2_eval(neox_ctx_v2, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token); + gpt_neox_v2_eval(neox_ctx_v2, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, mem_per_token); if(logits.size()>0 && file_format==FileFormat::NEOX_2 && !IsNanCheck(logits[0])) { @@ -1859,7 +1859,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in std::vector test_embd = ::gpt_tokenize(vocab, "1 2 3 4 5 6 7"); auto orig_par_res = neox_ctx_v2.hparams.par_res; neox_ctx_v2.hparams.par_res = 0; //test with residual false - gpt_neox_v2_eval(neox_ctx_v2, kcpp_params->n_threads, 0, test_embd, logits, mem_per_token); + gpt_neox_v2_eval(neox_ctx_v2, kcpp_params->cpuparams.n_threads, 0, test_embd, logits, mem_per_token); neox_ctx_v2.hparams.par_res = orig_par_res; int topid = std::max_element(logits.begin(),logits.end())-logits.begin(); std::string predicted = vocab.id_to_token[topid].c_str(); @@ -1888,7 +1888,7 @@ ModelLoadResult gpttype_load_model(const load_model_inputs inputs, FileFormat in n_vocab = mpt_ctx_v3.hparams.n_vocab; // determine the required inference memory per token: - mpt_eval(mpt_ctx_v3, kcpp_params->n_threads, 0, { 0, 1, 2, 3 }, logits, false, mem_per_token, v3_use_scratch); + mpt_eval(mpt_ctx_v3, kcpp_params->cpuparams.n_threads, 0, { 0, 1, 2, 3 }, logits, false, mem_per_token, v3_use_scratch); return ModelLoadResult::SUCCESS; } else @@ -1966,10 +1966,10 @@ int GetThreadsToUse(bool blasmode) } else { - return kcpp_params->n_threads_batch; + return kcpp_params->cpuparams_batch.n_threads; } } - return kcpp_params->n_threads; + return kcpp_params->cpuparams.n_threads; } generation_outputs gpttype_generate(const generation_inputs inputs) @@ -2263,7 +2263,7 @@ generation_outputs gpttype_generate(const generation_inputs inputs) else { llava_images[i].clp_image_tokens = 0; - if (!llava_image_embed_make_with_clip_img(clp_ctx, kcpp_params->n_threads, clp_img_data, &llava_images[i].clp_img_embd, &llava_images[i].clp_image_tokens)) { + if (!llava_image_embed_make_with_clip_img(clp_ctx, kcpp_params->cpuparams.n_threads, clp_img_data, &llava_images[i].clp_img_embd, &llava_images[i].clp_image_tokens)) { printf("\nError: Clip image %d failed to create embd!",i); } if(debugmode==1) diff --git a/include/llama.h b/include/llama.h index ed0543ad7..badd372bd 100644 --- a/include/llama.h +++ b/include/llama.h @@ -304,8 +304,8 @@ extern "C" { uint32_t n_batch; // logical maximum batch size that can be submitted to llama_decode uint32_t n_ubatch; // physical maximum batch size uint32_t n_seq_max; // max number of sequences (i.e. distinct states for recurrent models) - uint32_t n_threads; // number of threads to use for generation - uint32_t n_threads_batch; // number of threads to use for batch processing + int32_t n_threads; // number of threads to use for generation + int32_t n_threads_batch; // number of threads to use for batch processing enum llama_rope_scaling_type rope_scaling_type; // RoPE scaling type, from `enum llama_rope_scaling_type` enum llama_pooling_type pooling_type; // whether to pool (sum) embedding results by sequence id @@ -428,6 +428,13 @@ extern "C" { //optional: LLAMA_API void llama_numa_init(enum ggml_numa_strategy numa); + // Optional: an auto threadpool gets created in ggml if not passed explicitly + LLAMA_API void llama_attach_threadpool( + struct llama_context * ctx, + ggml_threadpool_t threadpool, + ggml_threadpool_t threadpool_batch); + LLAMA_API void llama_detach_threadpool(struct llama_context * ctx); + // Call once at the end of the program - currently only used for MPI LLAMA_API void llama_backend_free(void); @@ -839,13 +846,13 @@ extern "C" { // Set the number of threads used for decoding // n_threads is the number of threads used for generation (single token) // n_threads_batch is the number of threads used for prompt and batch processing (multiple tokens) - LLAMA_API void llama_set_n_threads(struct llama_context * ctx, uint32_t n_threads, uint32_t n_threads_batch); + LLAMA_API void llama_set_n_threads(struct llama_context * ctx, int32_t n_threads, int32_t n_threads_batch); // Get the number of threads used for generation of a single token. - LLAMA_API uint32_t llama_n_threads(struct llama_context * ctx); + LLAMA_API int32_t llama_n_threads(struct llama_context * ctx); // Get the number of threads used for prompt and batch processing (multiple token). - LLAMA_API uint32_t llama_n_threads_batch(struct llama_context * ctx); + LLAMA_API int32_t llama_n_threads_batch(struct llama_context * ctx); // Set whether the model is in embeddings mode or not // If true, embeddings will be returned but logits will not diff --git a/otherarch/whispercpp/whisper.cpp b/otherarch/whispercpp/whisper.cpp index 1adc2f959..6a8bd8faa 100644 --- a/otherarch/whispercpp/whisper.cpp +++ b/otherarch/whispercpp/whisper.cpp @@ -163,7 +163,7 @@ static bool ggml_graph_compute_helper( int n_threads, ggml_abort_callback abort_callback, void * abort_callback_data) { - struct ggml_cplan plan = ggml_graph_plan(graph, n_threads); + struct ggml_cplan plan = ggml_graph_plan(graph, n_threads, nullptr); plan.abort_callback = abort_callback; plan.abort_callback_data = abort_callback_data; diff --git a/src/llama.cpp b/src/llama.cpp index 5d5facbfd..ea03cfcde 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -2386,8 +2386,8 @@ struct llama_cparams { uint32_t n_batch; uint32_t n_ubatch; uint32_t n_seq_max; - uint32_t n_threads; // number of threads to use for generation - uint32_t n_threads_batch; // number of threads to use for batch processing + int n_threads; // number of threads to use for generation + int n_threads_batch; // number of threads to use for batch processing float rope_freq_base; float rope_freq_scale; @@ -3104,6 +3104,9 @@ struct llama_context { #endif ggml_backend_t backend_cpu = nullptr; + ggml_threadpool_t threadpool = nullptr; + ggml_threadpool_t threadpool_batch = nullptr; + bool has_evaluated_once = false; int64_t t_start_us; @@ -15570,9 +15573,10 @@ static void llama_output_reorder(struct llama_context * ctx) { } static void llama_graph_compute( - llama_context & lctx, - ggml_cgraph * gf, - int n_threads) { + llama_context & lctx, + ggml_cgraph * gf, + int n_threads, + ggml_threadpool * threadpool) { #ifdef GGML_USE_METAL if (ggml_backend_is_metal(lctx.backend_metal)) { ggml_backend_metal_set_n_cb(lctx.backend_metal, n_threads); @@ -15581,6 +15585,7 @@ static void llama_graph_compute( if (lctx.backend_cpu != nullptr) { ggml_backend_cpu_set_n_threads(lctx.backend_cpu, n_threads); + ggml_backend_cpu_set_threadpool(lctx.backend_cpu, threadpool); ggml_backend_cpu_set_abort_callback(lctx.backend_cpu, lctx.abort_callback, lctx.abort_callback_data); } #ifdef GGML_USE_BLAS @@ -15701,6 +15706,8 @@ static int llama_decode_internal( } int n_threads = (n_tokens < 32) ? cparams.n_threads : cparams.n_threads_batch; + ggml_threadpool_t threadpool = n_tokens == 1 ? lctx.threadpool : lctx.threadpool_batch; + GGML_ASSERT(n_threads > 0); // non-causal masks do not use the KV cache @@ -15762,7 +15769,7 @@ static int llama_decode_internal( llama_set_inputs(lctx, ubatch); - llama_graph_compute(lctx, gf, n_threads); + llama_graph_compute(lctx, gf, n_threads, threadpool); // update the kv ring buffer { @@ -15939,7 +15946,9 @@ static int llama_encode_internal( lctx.inp_embd_enc = NULL; lctx.n_outputs = n_tokens; - const int n_threads = n_tokens == 1 ? cparams.n_threads : cparams.n_threads_batch; + int n_threads = n_tokens == 1 ? cparams.n_threads : cparams.n_threads_batch; + ggml_threadpool_t threadpool = n_tokens == 1 ? lctx.threadpool : lctx.threadpool_batch; + GGML_ASSERT(n_threads > 0); ggml_backend_sched_reset(lctx.sched); @@ -15971,7 +15980,7 @@ static int llama_encode_internal( llama_set_inputs(lctx, ubatch); - llama_graph_compute(lctx, gf, n_threads); + llama_graph_compute(lctx, gf, n_threads, threadpool); // extract embeddings if (embd) { @@ -16253,7 +16262,7 @@ static void llama_kv_cache_defrag_internal(struct llama_context & lctx) { ggml_cgraph * gf = llama_build_graph_defrag(lctx, ids); - llama_graph_compute(lctx, gf, lctx.cparams.n_threads); + llama_graph_compute(lctx, gf, lctx.cparams.n_threads, lctx.threadpool); #endif //const int64_t t_end = ggml_time_us(); @@ -16279,7 +16288,7 @@ static void llama_kv_cache_update_internal(struct llama_context & lctx) { llama_set_k_shift(lctx); - llama_graph_compute(lctx, gf, lctx.cparams.n_threads); + llama_graph_compute(lctx, gf, lctx.cparams.n_threads, lctx.threadpool); need_reserve = true; } @@ -16898,7 +16907,8 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s // TODO: avoid hardcoded tensor names - use the TN_* constants if (name.find("attn_v.weight") != std::string::npos || - name.find("attn_qkv.weight") != std::string::npos) { + name.find("attn_qkv.weight") != std::string::npos || + name.find("attn_kv_b.weight")!= std::string::npos) { ++qs.n_attention_wv; } else if (name == LLM_TN(model.arch)(LLM_TENSOR_OUTPUT, "weight")) { qs.has_output = true; @@ -17512,6 +17522,19 @@ void llama_numa_init(enum ggml_numa_strategy numa) { } } +void llama_attach_threadpool( + struct llama_context * ctx, + ggml_threadpool_t threadpool, + ggml_threadpool_t threadpool_batch) { + ctx->threadpool = threadpool; + ctx->threadpool_batch = threadpool_batch ? threadpool_batch : threadpool; +} + +void llama_detach_threadpool(struct llama_context * ctx) { + ctx->threadpool = nullptr; + ctx->threadpool_batch = nullptr; +} + void llama_backend_free(void) { ggml_quantize_free(); } @@ -19428,7 +19451,6 @@ size_t llama_state_seq_load_file(struct llama_context * ctx, const char * filepa } } - void printcache(struct llama_context * ctx) { struct llama_kv_cache & cache = ctx->kv_self; @@ -19439,16 +19461,16 @@ void printcache(struct llama_context * ctx) printf("%s",vals.c_str()); } -void llama_set_n_threads(struct llama_context * ctx, uint32_t n_threads, uint32_t n_threads_batch) { +void llama_set_n_threads(struct llama_context * ctx, int32_t n_threads, int32_t n_threads_batch) { ctx->cparams.n_threads = n_threads; ctx->cparams.n_threads_batch = n_threads_batch; } -uint32_t llama_n_threads(struct llama_context * ctx) { +int32_t llama_n_threads(struct llama_context * ctx) { return ctx->cparams.n_threads; } -uint32_t llama_n_threads_batch(struct llama_context * ctx) { +int32_t llama_n_threads_batch(struct llama_context * ctx) { return ctx->cparams.n_threads_batch; }