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authorKenneth Heafield <github@kheafield.com>2013-01-22 21:37:49 +0000
committerKenneth Heafield <github@kheafield.com>2013-01-22 21:37:49 +0000
commit516c132fb683b5bf77ae3230a1b3709beb57618e (patch)
treed37fb5d1d8f4273dac3509291495ff9797c399e0 /klm/lm/build_binary_main.cc
parent53532304714256f692fd5f7305b2fab10a7d7cca (diff)
KenLM 58da338b
Diffstat (limited to 'klm/lm/build_binary_main.cc')
-rw-r--r--klm/lm/build_binary_main.cc228
1 files changed, 228 insertions, 0 deletions
diff --git a/klm/lm/build_binary_main.cc b/klm/lm/build_binary_main.cc
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+++ b/klm/lm/build_binary_main.cc
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+#include "lm/model.hh"
+#include "lm/sizes.hh"
+#include "util/file_piece.hh"
+#include "util/usage.hh"
+
+#include <algorithm>
+#include <cstdlib>
+#include <exception>
+#include <iostream>
+#include <iomanip>
+#include <limits>
+
+#include <math.h>
+#include <stdlib.h>
+
+#ifdef WIN32
+#include "util/getopt.hh"
+#else
+#include <unistd.h>
+#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] [-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 <unk> 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 <s> and </s>.\n"
+"-i allows buggy models from IRSTLM by mapping positive log probability to 0.\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"
+"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<std::string> &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";
+
+ 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:")) != -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;
+ break;
+ case 'm': // legacy
+ config.building_memory = ParseUInt(optarg) * 1048576;
+ break;
+ case 'S':
+ config.building_memory = std::min(static_cast<uint64_t>(std::numeric_limits<std::size_t>::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;
+ 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);
+ }
+ 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;
+}