#include "model.hh" #include "sizes.hh" #include "../util/file_piece.hh" #include "../util/usage.hh" #include #include #include #include #include #include #include #ifdef WIN32 #include "../util/getopt.hh" #else #include #endif namespace lm { namespace ngram { namespace { void Usage(const char *name, const char *default_mem) { std::cerr << "Usage: " << name << " [-u log10_unknown_probability] [-s] [-i] [-v] [-w mmap|after] [-p probing_multiplier] [-T trie_temporary] [-S trie_building_mem] [-q bits] [-b bits] [-a bits] [type] input.arpa [output.mmap]\n\n" "-u sets the log10 probability for if the ARPA file does not have one.\n" " Default is -100. The ARPA file will always take precedence.\n" "-s allows models to be built even if they do not have and .\n" "-i allows buggy models from IRSTLM by mapping positive log probability to 0.\n" "-v disables inclusion of the vocabulary in the binary file.\n" "-w mmap|after determines how writing is done.\n" " mmap maps the binary file and writes to it. Default for trie.\n" " after allocates anonymous memory, builds, and writes. Default for probing.\n" "-r \"order1.arpa order2 order3 order4\" adds lower-order rest costs from these\n" " model files. order1.arpa must be an ARPA file. All others may be ARPA or\n" " the same data structure as being built. All files must have the same\n" " vocabulary. For probing, the unigrams must be in the same order.\n\n" "type is either probing or trie. Default is probing.\n\n" "probing uses a probing hash table. It is the fastest but uses the most memory.\n" "-p sets the space multiplier and must be >1.0. The default is 1.5.\n\n" "trie is a straightforward trie with bit-level packing. It uses the least\n" "memory and is still faster than SRI or IRST. Building the trie format uses an\n" "on-disk sort to save memory.\n" "-T is the temporary directory prefix. Default is the output file name.\n" "-S determines memory use for sorting. Default is " << default_mem << ". This is compatible\n" " with GNU sort. The number is followed by a unit: \% for percent of physical\n" " memory, b for bytes, K for Kilobytes, M for megabytes, then G,T,P,E,Z,Y. \n" " Default unit is K for Kilobytes.\n" "-q turns quantization on and sets the number of bits (e.g. -q 8).\n" "-b sets backoff quantization bits. Requires -q and defaults to that value.\n" "-a compresses pointers using an array of offsets. The parameter is the\n" " maximum number of bits encoded by the array. Memory is minimized subject\n" " to the maximum, so pick 255 to minimize memory.\n\n" "-h print this help message.\n\n" "Get a memory estimate by passing an ARPA file without an output file name.\n"; exit(1); } // I could really use boost::lexical_cast right about now. float ParseFloat(const char *from) { char *end; float ret = strtod(from, &end); if (*end) throw util::ParseNumberException(from); return ret; } unsigned long int ParseUInt(const char *from) { char *end; unsigned long int ret = strtoul(from, &end, 10); if (*end) throw util::ParseNumberException(from); return ret; } uint8_t ParseBitCount(const char *from) { unsigned long val = ParseUInt(from); if (val > 25) { util::ParseNumberException e(from); e << " bit counts are limited to 25."; } return val; } void ParseFileList(const char *from, std::vector &to) { to.clear(); while (true) { const char *i; for (i = from; *i && *i != ' '; ++i) {} to.push_back(std::string(from, i - from)); if (!*i) break; from = i + 1; } } void ProbingQuantizationUnsupported() { std::cerr << "Quantization is only implemented in the trie data structure." << std::endl; exit(1); } } // namespace ngram } // namespace lm } // namespace int main(int argc, char *argv[]) { using namespace lm::ngram; const char *default_mem = util::GuessPhysicalMemory() ? "80%" : "1G"; if (argc == 2 && !strcmp(argv[1], "--help")) Usage(argv[0], default_mem); try { bool quantize = false, set_backoff_bits = false, bhiksha = false, set_write_method = false, rest = false; lm::ngram::Config config; config.building_memory = util::ParseSize(default_mem); int opt; while ((opt = getopt(argc, argv, "q:b:a:u:p:t:T:m:S:w:sir:vh")) != -1) { switch(opt) { case 'q': config.prob_bits = ParseBitCount(optarg); if (!set_backoff_bits) config.backoff_bits = config.prob_bits; quantize = true; break; case 'b': config.backoff_bits = ParseBitCount(optarg); set_backoff_bits = true; break; case 'a': config.pointer_bhiksha_bits = ParseBitCount(optarg); bhiksha = true; break; case 'u': config.unknown_missing_logprob = ParseFloat(optarg); break; case 'p': config.probing_multiplier = ParseFloat(optarg); break; case 't': // legacy case 'T': config.temporary_directory_prefix = optarg; util::NormalizeTempPrefix(config.temporary_directory_prefix); break; case 'm': // legacy config.building_memory = ParseUInt(optarg) * 1048576; break; case 'S': config.building_memory = std::min(static_cast(std::numeric_limits::max()), util::ParseSize(optarg)); break; case 'w': set_write_method = true; if (!strcmp(optarg, "mmap")) { config.write_method = Config::WRITE_MMAP; } else if (!strcmp(optarg, "after")) { config.write_method = Config::WRITE_AFTER; } else { Usage(argv[0], default_mem); } break; case 's': config.sentence_marker_missing = lm::SILENT; break; case 'i': config.positive_log_probability = lm::SILENT; break; case 'r': rest = true; ParseFileList(optarg, config.rest_lower_files); config.rest_function = Config::REST_LOWER; break; case 'v': config.include_vocab = false; break; case 'h': // help default: Usage(argv[0], default_mem); } } if (!quantize && set_backoff_bits) { std::cerr << "You specified backoff quantization (-b) but not probability quantization (-q)" << std::endl; abort(); } if (optind + 1 == argc) { ShowSizes(argv[optind], config); return 0; } const char *model_type; const char *from_file; if (optind + 2 == argc) { model_type = "probing"; from_file = argv[optind]; config.write_mmap = argv[optind + 1]; } else if (optind + 3 == argc) { model_type = argv[optind]; from_file = argv[optind + 1]; config.write_mmap = argv[optind + 2]; } else { Usage(argv[0], default_mem); return 1; } if (!strcmp(model_type, "probing")) { if (!set_write_method) config.write_method = Config::WRITE_AFTER; if (quantize || set_backoff_bits) ProbingQuantizationUnsupported(); if (rest) { RestProbingModel(from_file, config); } else { ProbingModel(from_file, config); } } else if (!strcmp(model_type, "trie")) { if (rest) { std::cerr << "Rest + trie is not supported yet." << std::endl; return 1; } if (!set_write_method) config.write_method = Config::WRITE_MMAP; if (quantize) { if (bhiksha) { QuantArrayTrieModel(from_file, config); } else { QuantTrieModel(from_file, config); } } else { if (bhiksha) { ArrayTrieModel(from_file, config); } else { TrieModel(from_file, config); } } } else { Usage(argv[0], default_mem); } } catch (const std::exception &e) { std::cerr << e.what() << std::endl; std::cerr << "ERROR" << std::endl; return 1; } std::cerr << "SUCCESS" << std::endl; return 0; }