#include "ggml.h" #include "llama.h" #include #include #include static const std::map LLAMA_FTYPE_MAP = { {"q4_0", LLAMA_FTYPE_MOSTLY_Q4_0}, {"q4_1", LLAMA_FTYPE_MOSTLY_Q4_1}, {"q4_2", LLAMA_FTYPE_MOSTLY_Q4_2}, {"q4_3", LLAMA_FTYPE_MOSTLY_Q4_3}, {"q8_0", LLAMA_FTYPE_MOSTLY_Q8_0}, }; // usage: // ./quantize models/llama/ggml-model.bin models/llama/ggml-model-quant.bin type // int main(int argc, char ** argv) { ggml_time_init(); if (argc < 4) { fprintf(stderr, "usage: %s model-f32.bin model-quant.bin type [nthread]\n", argv[0]); for (auto it = LLAMA_FTYPE_MAP.begin(); it != LLAMA_FTYPE_MAP.end(); it++) { fprintf(stderr, " type = \"%s\" or %d\n", it->first.c_str(), it->second); } return 1; } // needed to initialize f16 tables { struct ggml_init_params params = { 0, NULL, false }; struct ggml_context * ctx = ggml_init(params); ggml_free(ctx); } const std::string fname_inp = argv[1]; const std::string fname_out = argv[2]; enum llama_ftype ftype; if (argv[3][0] == 'q') { auto it = LLAMA_FTYPE_MAP.find(argv[3]); if (it == LLAMA_FTYPE_MAP.end()) { fprintf(stderr, "%s: unknown ftype '%s'\n", __func__, argv[3]); return 1; } ftype = it->second; } else { ftype = (enum llama_ftype)atoi(argv[3]); } int nthread = argc > 4 ? atoi(argv[4]) : 0; const int64_t t_main_start_us = ggml_time_us(); int64_t t_quantize_us = 0; // load the model { const int64_t t_start_us = ggml_time_us(); if (llama_model_quantize(fname_inp.c_str(), fname_out.c_str(), ftype, nthread)) { fprintf(stderr, "%s: failed to quantize model from '%s'\n", __func__, fname_inp.c_str()); return 1; } t_quantize_us = ggml_time_us() - t_start_us; } // report timing { const int64_t t_main_end_us = ggml_time_us(); printf("\n"); printf("%s: quantize time = %8.2f ms\n", __func__, t_quantize_us/1000.0); printf("%s: total time = %8.2f ms\n", __func__, (t_main_end_us - t_main_start_us)/1000.0); } return 0; }