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weiyu/modules/python/vendors/FunASR/runtime/onnxruntime/src/vocab.cpp

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2024-12-14 10:43:18 +08:00
#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);
LoadVocabFromJson(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::LoadVocabFromJson(const char* filename){
nlohmann::json json_array;
std::ifstream file(filename);
if (file.is_open()) {
file >> json_array;
file.close();
} else {
LOG(INFO) << "Error loading token file, token file error or not exist.";
exit(-1);
}
int i = 0;
for (const auto& element : json_array) {
vocab.push_back(element);
token_id[element] = 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