#include "whisper.h" #include #include #include #include // command-line parameters struct whisper_params { int32_t n_threads = std::min(4, (int32_t) std::thread::hardware_concurrency()); int32_t what = 0; // what to benchmark: 0 - whisper encoder, 1 - memcpy, 2 - ggml_mul_mat std::string model = "models/ggml-base.en.bin"; bool use_gpu = true; bool flash_attn = false; }; void whisper_print_usage(int argc, char ** argv, const whisper_params & params); bool whisper_params_parse(int argc, char ** argv, whisper_params & params) { for (int i = 1; i < argc; i++) { std::string arg = argv[i]; if (arg == "-h" || arg == "--help") { whisper_print_usage(argc, argv, params); exit(0); } else if (arg == "-t" || arg == "--threads") { params.n_threads = std::stoi(argv[++i]); } else if (arg == "-m" || arg == "--model") { params.model = argv[++i]; } else if (arg == "-w" || arg == "--what") { params.what = atoi(argv[++i]); } else if (arg == "-ng" || arg == "--no-gpu") { params.use_gpu = false; } else if (arg == "-fa" || arg == "--flash-attn") { params.flash_attn = true; } else { fprintf(stderr, "error: unknown argument: %s\n", arg.c_str()); whisper_print_usage(argc, argv, params); exit(0); } } return true; } void whisper_print_usage(int /*argc*/, char ** argv, const whisper_params & params) { fprintf(stderr, "\n"); fprintf(stderr, "usage: %s [options]\n", argv[0]); fprintf(stderr, "\n"); fprintf(stderr, "options:\n"); fprintf(stderr, " -h, --help [default] show this help message and exit\n"); fprintf(stderr, " -t N, --threads N [%-7d] number of threads to use during computation\n", params.n_threads); fprintf(stderr, " -m FNAME, --model FNAME [%-7s] model path\n", params.model.c_str()); fprintf(stderr, " -w N, --what N [%-7d] what to benchmark:\n", params.what); fprintf(stderr, " -ng, --no-gpu [%-7s] disable GPU\n", params.use_gpu ? "false" : "true"); fprintf(stderr, " -fa, --flash-attn [%-7s] enable flash attention\n", params.flash_attn ? "true" : "false"); fprintf(stderr, " %-7s 0 - whisper\n", ""); fprintf(stderr, " %-7s 1 - memcpy\n", ""); fprintf(stderr, " %-7s 2 - ggml_mul_mat\n", ""); fprintf(stderr, "\n"); } int whisper_bench_full(const whisper_params & params) { // whisper init struct whisper_context_params cparams = whisper_context_default_params(); cparams.use_gpu = params.use_gpu; cparams.flash_attn = params.flash_attn; struct whisper_context * ctx = whisper_init_from_file_with_params(params.model.c_str(), cparams); { fprintf(stderr, "\n"); fprintf(stderr, "system_info: n_threads = %d / %d | %s\n", params.n_threads, std::thread::hardware_concurrency(), whisper_print_system_info()); } if (ctx == nullptr) { fprintf(stderr, "error: failed to initialize whisper context\n"); return 2; } const int n_mels = whisper_model_n_mels(ctx); if (int ret = whisper_set_mel(ctx, nullptr, 0, n_mels)) { fprintf(stderr, "error: failed to set mel: %d\n", ret); return 3; } // heat encoder if (int ret = whisper_encode(ctx, 0, params.n_threads) != 0) { fprintf(stderr, "error: failed to encode: %d\n", ret); return 4; } whisper_token tokens[512]; memset(tokens, 0, sizeof(tokens)); // prompt heat if (int ret = whisper_decode(ctx, tokens, 256, 0, params.n_threads) != 0) { fprintf(stderr, "error: failed to decode: %d\n", ret); return 4; } // text-generation heat if (int ret = whisper_decode(ctx, tokens, 1, 256, params.n_threads) != 0) { fprintf(stderr, "error: failed to decode: %d\n", ret); return 4; } whisper_reset_timings(ctx); // actual run if (int ret = whisper_encode(ctx, 0, params.n_threads) != 0) { fprintf(stderr, "error: failed to encode: %d\n", ret); return 4; } // text-generation for (int i = 0; i < 256; i++) { if (int ret = whisper_decode(ctx, tokens, 1, i, params.n_threads) != 0) { fprintf(stderr, "error: failed to decode: %d\n", ret); return 4; } } // batched decoding for (int i = 0; i < 64; i++) { if (int ret = whisper_decode(ctx, tokens, 5, 0, params.n_threads) != 0) { fprintf(stderr, "error: failed to decode: %d\n", ret); return 4; } } // prompt processing for (int i = 0; i < 16; i++) { if (int ret = whisper_decode(ctx, tokens, 256, 0, params.n_threads) != 0) { fprintf(stderr, "error: failed to decode: %d\n", ret); return 4; } } whisper_print_timings(ctx); whisper_free(ctx); fprintf(stderr, "\n"); fprintf(stderr, "If you wish, you can submit these results here:\n"); fprintf(stderr, "\n"); fprintf(stderr, " https://github.com/ggerganov/whisper.cpp/issues/89\n"); fprintf(stderr, "\n"); fprintf(stderr, "Please include the following information:\n"); fprintf(stderr, "\n"); fprintf(stderr, " - CPU model\n"); fprintf(stderr, " - Operating system\n"); fprintf(stderr, " - Compiler\n"); fprintf(stderr, "\n"); return 0; } int main(int argc, char ** argv) { whisper_params params; if (whisper_params_parse(argc, argv, params) == false) { return 1; } int ret = -1; switch (params.what) { case 0: ret = whisper_bench_full(params); break; case 1: ret = whisper_bench_memcpy(params.n_threads); break; case 2: ret = whisper_bench_ggml_mul_mat(params.n_threads); break; default: fprintf(stderr, "error: unknown benchmark: %d\n", params.what); break; } return ret; }