/*-*-mode:c++;indent-tabs-mode:nil;c-basic-offset:4;tab-width:8;coding:utf-8-*-│ │vi: set net ft=c++ ts=4 sts=4 sw=4 fenc=utf-8 :vi│ ╚──────────────────────────────────────────────────────────────────────────────╝ │ │ │ llama.com │ │ Copyright (c) 2023 Georgi Gerganov │ │ │ │ Permission is hereby granted, free of charge, to any person obtaining │ │ a copy of this software and associated documentation files (the │ │ "Software"), to deal in the Software without restriction, including │ │ without limitation the rights to use, copy, modify, merge, publish, │ │ distribute, sublicense, and/or sell copies of the Software, and to │ │ permit persons to whom the Software is furnished to do so, subject to │ │ the following conditions: │ │ │ │ The above copyright notice and this permission notice shall be │ │ included in all copies or substantial portions of the Software. │ │ │ │ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, │ │ EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF │ │ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. │ │ IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY │ │ CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, │ │ TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE │ │ SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. │ │ │ ╚─────────────────────────────────────────────────────────────────────────────*/ #include "libc/log/log.h" #include "libc/runtime/runtime.h" #include "third_party/ggml/common.h" #include "third_party/ggml/ggml.h" #include "third_party/ggml/llama.h" #include "third_party/ggml/llama_util.h" #include "third_party/libcxx/map" #include "third_party/libcxx/vector" asm(".ident\t\"\\n\\n\ llama.cpp (MIT License)\\n\ Copyright (c) 2023 Georgi Gerganov\""); asm(".include \"libc/disclaimer.inc\""); // clang-format off static const std::map LLAMA_FTYPE_MAP = { {"f32", LLAMA_FTYPE_ALL_F32 }, {"f16", LLAMA_FTYPE_MOSTLY_F16 }, {"q4_0", LLAMA_FTYPE_MOSTLY_Q4_0}, {"q4_1", LLAMA_FTYPE_MOSTLY_Q4_1}, {"q4_2", LLAMA_FTYPE_MOSTLY_Q4_2}, {"q5_0", LLAMA_FTYPE_MOSTLY_Q5_0}, {"q5_1", LLAMA_FTYPE_MOSTLY_Q5_1}, {"q8_0", LLAMA_FTYPE_MOSTLY_Q8_0}, }; // usage: // ./quantize models/llama/ggml-model.bin models/llama/ggml-model-quant.bin type [nthreads] // int main(int argc, char ** argv) { verynice(); ShowCrashReports(); ggjt_v3(); ggml_time_init(); if (argc < 3) { fprintf(stderr, "usage: %s model-f32.bin model-quant.bin type [nthreads]\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 llama_init_backend(); const std::string fname_inp = argv[1]; const std::string fname_out = argv[2]; if (fname_inp == fname_out) { fprintf(stderr, "%s: input and output names are same\n", fname_inp.c_str()); exit(1); } enum llama_ftype ftype; if (!is_integer_str(argv[3])) { 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]) : std::min(20, std::max(1, _getcpucount() >> 1)); 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; }