#include "vocab.h"
|
#include <yaml-cpp/yaml.h>
|
#include <glog/logging.h>
|
|
#include <fstream>
|
#include <iostream>
|
#include <list>
|
#include <sstream>
|
#include <string>
|
|
using namespace std;
|
|
namespace funasr {
|
Vocab::Vocab(const char *filename)
|
{
|
ifstream in(filename);
|
LoadVocabFromYaml(filename);
|
}
|
Vocab::Vocab(const char *filename, const char *lex_file)
|
{
|
ifstream in(filename);
|
LoadVocabFromYaml(filename);
|
LoadLex(lex_file);
|
}
|
Vocab::~Vocab()
|
{
|
}
|
|
void Vocab::LoadVocabFromYaml(const char* filename){
|
YAML::Node config;
|
try{
|
config = YAML::LoadFile(filename);
|
}catch(exception const &e){
|
LOG(INFO) << "Error loading file, yaml file error or not exist.";
|
exit(-1);
|
}
|
YAML::Node myList = config["token_list"];
|
int i = 0;
|
for (YAML::const_iterator it = myList.begin(); it != myList.end(); ++it) {
|
vocab.push_back(it->as<string>());
|
token_id[it->as<string>()] = i;
|
i ++;
|
}
|
}
|
|
void Vocab::LoadLex(const char* filename){
|
std::ifstream file(filename);
|
std::string line;
|
while (std::getline(file, line)) {
|
std::string key, value;
|
std::istringstream iss(line);
|
std::getline(iss, key, '\t');
|
std::getline(iss, value);
|
|
if (!key.empty() && !value.empty()) {
|
lex_map[key] = value;
|
}
|
}
|
|
file.close();
|
}
|
|
string Vocab::Word2Lex(const std::string &word) const {
|
auto it = lex_map.find(word);
|
if (it != lex_map.end()) {
|
return it->second;
|
}
|
return "";
|
}
|
|
int Vocab::GetIdByToken(const std::string &token) const {
|
auto it = token_id.find(token);
|
if (it != token_id.end()) {
|
return it->second;
|
}
|
return -1;
|
}
|
|
void Vocab::Vector2String(vector<int> in, std::vector<std::string> &preds)
|
{
|
for (auto it = in.begin(); it != in.end(); it++) {
|
string word = vocab[*it];
|
preds.emplace_back(word);
|
}
|
}
|
|
string Vocab::Vector2String(vector<int> in)
|
{
|
int i;
|
stringstream ss;
|
for (auto it = in.begin(); it != in.end(); it++) {
|
ss << vocab[*it];
|
}
|
return ss.str();
|
}
|
|
int Str2Int(string str)
|
{
|
const char *ch_array = str.c_str();
|
if (((ch_array[0] & 0xf0) != 0xe0) || ((ch_array[1] & 0xc0) != 0x80) ||
|
((ch_array[2] & 0xc0) != 0x80))
|
return 0;
|
int val = ((ch_array[0] & 0x0f) << 12) | ((ch_array[1] & 0x3f) << 6) |
|
(ch_array[2] & 0x3f);
|
return val;
|
}
|
|
string Vocab::Id2String(int id) const
|
{
|
if (id < 0 || id >= vocab.size()) {
|
LOG(INFO) << "Error vocabulary id, this id do not exit.";
|
return "";
|
} else {
|
return vocab[id];
|
}
|
}
|
|
bool Vocab::IsChinese(string ch)
|
{
|
if (ch.size() != 3) {
|
return false;
|
}
|
int unicode = Str2Int(ch);
|
if (unicode >= 19968 && unicode <= 40959) {
|
return true;
|
}
|
return false;
|
}
|
|
string Vocab::WordFormat(std::string word)
|
{
|
if(word == "i"){
|
return "I";
|
}else if(word == "i'm"){
|
return "I'm";
|
}else if(word == "i've"){
|
return "I've";
|
}else if(word == "i'll"){
|
return "I'll";
|
}else{
|
return word;
|
}
|
}
|
|
string Vocab::Vector2StringV2(vector<int> in, std::string language)
|
{
|
int i;
|
list<string> words;
|
int is_pre_english = false;
|
int pre_english_len = 0;
|
int is_combining = false;
|
std::string combine = "";
|
std::string unicodeChar = "▁";
|
|
for (i=0; i<in.size(); i++){
|
string word = vocab[in[i]];
|
// step1 space character skips
|
if (word == "<s>" || word == "</s>" || word == "<unk>")
|
continue;
|
if (language == "en-bpe"){
|
size_t found = word.find(unicodeChar);
|
if(found != std::string::npos){
|
if (combine != ""){
|
combine = WordFormat(combine);
|
if (words.size() != 0){
|
combine = " " + combine;
|
}
|
words.push_back(combine);
|
}
|
combine = word.substr(3);
|
}else{
|
combine += word;
|
}
|
continue;
|
}
|
// step2 combie phoneme to full word
|
{
|
int sub_word = !(word.find("@@") == string::npos);
|
// process word start and middle part
|
if (sub_word) {
|
// if badcase: lo@@ chinese
|
if (i == in.size()-1 || i<in.size()-1 && IsChinese(vocab[in[i+1]])){
|
word = word.erase(word.length() - 2) + " ";
|
if (is_combining) {
|
combine += word;
|
is_combining = false;
|
word = combine;
|
combine = "";
|
}
|
}else{
|
combine += word.erase(word.length() - 2);
|
is_combining = true;
|
continue;
|
}
|
}
|
// process word end part
|
else if (is_combining) {
|
combine += word;
|
is_combining = false;
|
word = combine;
|
combine = "";
|
}
|
}
|
|
// step3 process english word deal with space , turn abbreviation to upper case
|
{
|
// input word is chinese, not need process
|
if (IsChinese(word)) {
|
words.push_back(word);
|
is_pre_english = false;
|
}
|
// input word is english word
|
else {
|
// pre word is chinese
|
if (!is_pre_english) {
|
// word[0] = word[0] - 32;
|
words.push_back(word);
|
pre_english_len = word.size();
|
}
|
// pre word is english word
|
else {
|
// single letter turn to upper case
|
// if (word.size() == 1) {
|
// word[0] = word[0] - 32;
|
// }
|
|
if (pre_english_len > 1) {
|
words.push_back(" ");
|
words.push_back(word);
|
pre_english_len = word.size();
|
}
|
else {
|
if (word.size() > 1) {
|
words.push_back(" ");
|
}
|
words.push_back(word);
|
pre_english_len = word.size();
|
}
|
}
|
is_pre_english = true;
|
}
|
}
|
}
|
|
if (language == "en-bpe" && combine != ""){
|
combine = WordFormat(combine);
|
if (words.size() != 0){
|
combine = " " + combine;
|
}
|
words.push_back(combine);
|
}
|
|
stringstream ss;
|
for (auto it = words.begin(); it != words.end(); it++) {
|
ss << *it;
|
}
|
|
return ss.str();
|
}
|
|
int Vocab::Size() const
|
{
|
return vocab.size();
|
}
|
|
} // namespace funasr
|