Kiwi/tools/model_builder.cpp

130 lines
3.1 KiB
C++

#include <iostream>
#include <fstream>
#include <kiwi/Kiwi.h>
#include <tclap/CmdLine.h>
#include "toolUtils.h"
using namespace std;
using namespace kiwi;
vector<size_t> splitMultipleInts(const string& s, const char delim = ',')
{
vector<size_t> ret;
size_t p = 0, e = 0;
while (1)
{
size_t t = s.find(delim, p);
if (t == s.npos)
{
ret.emplace_back(atoi(&s[e]));
return ret;
}
else
{
ret.emplace_back(atoi(&s[e]));
p = t + 1;
e = t + 1;
}
}
}
int run(const KiwiBuilder::ModelBuildArgs& args, const string& output, bool skipBigram)
{
try
{
tutils::Timer timer;
if (skipBigram)
{
cout << "Build SkipBigram model based on KnLM: " << output << endl;
KiwiBuilder kb{ output, args };
}
else
{
KiwiBuilder{ args }.saveModel(output);
}
double tm = timer.getElapsed();
cout << "Total: " << tm << " ms " << endl;
return 0;
}
catch (const exception& e)
{
cerr << e.what() << endl;
return -1;
}
}
using namespace TCLAP;
int main(int argc, const char* argv[])
{
tutils::setUTF8Output();
CmdLine cmd{ "Kiwi ModelBuilder", ' ', "0.11.0" };
ValueArg<string> morpheme{ "", "morpheme", "morpheme files", true, "", "string" };
SwitchArg compress{ "", "compress", "compress LM" };
SwitchArg quantize{ "", "quantize", "quantize LM" };
SwitchArg tagHistory{ "", "history", "use tag history of LM" };
SwitchArg skipBigram{ "", "skipbigram", "build skipbigram model" };
ValueArg<size_t> workers{ "w", "workers", "number of workers", false, 1, "int" };
ValueArg<size_t> morMinCnt{ "", "morpheme_min_cnt", "min count of morpheme", false, 10, "int" };
ValueArg<size_t> lmOrder{ "", "order", "order of LM", false, 4, "int" };
ValueArg<string> lmMinCnt{ "", "min_cnt", "min count of LM", false, "1", "multiple ints with comma"};
ValueArg<size_t> lmLastOrderMinCnt{ "", "last_min_cnt", "min count of the last order of LM", false, 2, "int" };
ValueArg<string> output{ "o", "output", "output model path", true, "", "string" };
ValueArg<size_t> sbgSize{ "", "sbg_size", "sbg size", false, 1000000, "int" };
UnlabeledMultiArg<string> inputs{ "inputs", "input copora", true, "string" };
cmd.add(output);
cmd.add(inputs);
cmd.add(morpheme);
cmd.add(compress);
cmd.add(quantize);
cmd.add(tagHistory);
cmd.add(skipBigram);
cmd.add(morMinCnt);
cmd.add(lmOrder);
cmd.add(lmMinCnt);
cmd.add(lmLastOrderMinCnt);
cmd.add(workers);
cmd.add(sbgSize);
try
{
cmd.parse(argc, argv);
}
catch (const ArgException& e)
{
cerr << "error: " << e.error() << " for arg " << e.argId() << endl;
return -1;
}
KiwiBuilder::ModelBuildArgs args;
args.morphemeDef = morpheme;
args.corpora = inputs.getValue();
args.compressLm = compress;
args.quantizeLm = quantize;
args.useLmTagHistory = tagHistory;
args.minMorphCnt = morMinCnt;
args.lmOrder = lmOrder;
args.numWorkers = workers;
args.sbgSize = sbgSize;
auto v = splitMultipleInts(lmMinCnt.getValue());
if (v.empty())
{
args.lmMinCnts.resize(1, 1);
}
else if (v.size() == 1 || v.size() == lmOrder)
{
args.lmMinCnts = v;
}
else
{
cerr << "error: min_cnt size should be 1 or equal to order" << endl;
return -1;
}
return run(args, output, skipBigram);
}