offline-tts-character-frontend.cc
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// sherpa-onnx/csrc/offline-tts-character-frontend.cc
//
// Copyright (c) 2023 Xiaomi Corporation
#if __ANDROID_API__ >= 9
#include <strstream>
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include <algorithm>
#include <cctype>
#include <codecvt>
#include <fstream>
#include <locale>
#include <sstream>
#include <utility>
#include "sherpa-onnx/csrc/macros.h"
#include "sherpa-onnx/csrc/offline-tts-character-frontend.h"
#include "sherpa-onnx/csrc/onnx-utils.h"
namespace sherpa_onnx {
static std::unordered_map<char32_t, int32_t> ReadTokens(std::istream &is) {
std::wstring_convert<std::codecvt_utf8<char32_t>, char32_t> conv;
std::unordered_map<char32_t, int32_t> token2id;
std::string line;
std::string sym;
std::u32string s;
int32_t id = 0;
while (std::getline(is, line)) {
std::istringstream iss(line);
iss >> sym;
if (iss.eof()) {
id = atoi(sym.c_str());
sym = " ";
} else {
iss >> id;
}
// eat the trailing \r\n on windows
iss >> std::ws;
if (!iss.eof()) {
SHERPA_ONNX_LOGE("Error when reading tokens: %s", line.c_str());
exit(-1);
}
// Form models from coqui-ai/TTS, we have saved the IDs of the following
// symbols in OfflineTtsVitsModelMetaData, so it is safe to skip them here.
if (sym == "<PAD>" || sym == "<EOS>" || sym == "<BOS>" || sym == "<BLNK>") {
continue;
}
s = conv.from_bytes(sym);
if (s.size() != 1) {
SHERPA_ONNX_LOGE("Error when reading tokens at Line %s. size: %d",
line.c_str(), static_cast<int32_t>(s.size()));
exit(-1);
}
char32_t c = s[0];
if (token2id.count(c)) {
SHERPA_ONNX_LOGE("Duplicated token %s. Line %s. Existing ID: %d",
sym.c_str(), line.c_str(), token2id.at(c));
exit(-1);
}
token2id.insert({c, id});
}
return token2id;
}
OfflineTtsCharacterFrontend::OfflineTtsCharacterFrontend(
const std::string &tokens, const OfflineTtsVitsModelMetaData &meta_data)
: meta_data_(meta_data) {
std::ifstream is(tokens);
token2id_ = ReadTokens(is);
}
#if __ANDROID_API__ >= 9
OfflineTtsCharacterFrontend::OfflineTtsCharacterFrontend(
AAssetManager *mgr, const std::string &tokens,
const OfflineTtsVitsModelMetaData &meta_data)
: meta_data_(meta_data) {
auto buf = ReadFile(mgr, tokens);
std::istrstream is(buf.data(), buf.size());
token2id_ = ReadTokens(is);
}
#endif
std::vector<std::vector<int64_t>>
OfflineTtsCharacterFrontend::ConvertTextToTokenIds(
const std::string &_text, const std::string & /*voice = ""*/) const {
// see
// https://github.com/coqui-ai/TTS/blob/dev/TTS/tts/utils/text/tokenizer.py#L87
int32_t use_eos_bos = meta_data_.use_eos_bos;
int32_t bos_id = meta_data_.bos_id;
int32_t eos_id = meta_data_.eos_id;
int32_t blank_id = meta_data_.blank_id;
int32_t add_blank = meta_data_.add_blank;
std::string text(_text.size(), 0);
std::transform(_text.begin(), _text.end(), text.begin(),
[](auto c) { return std::tolower(c); });
std::wstring_convert<std::codecvt_utf8<char32_t>, char32_t> conv;
std::u32string s = conv.from_bytes(text);
std::vector<std::vector<int64_t>> ans;
std::vector<int64_t> this_sentence;
if (add_blank) {
if (use_eos_bos) {
this_sentence.push_back(bos_id);
}
this_sentence.push_back(blank_id);
for (char32_t c : s) {
if (token2id_.count(c)) {
this_sentence.push_back(token2id_.at(c));
this_sentence.push_back(blank_id);
} else {
SHERPA_ONNX_LOGE("Skip unknown character. Unicode codepoint: \\U+%04x.",
static_cast<uint32_t>(c));
}
if (c == '.' || c == ':' || c == '?' || c == '!') {
// end of a sentence
if (use_eos_bos) {
this_sentence.push_back(eos_id);
}
ans.push_back(std::move(this_sentence));
this_sentence = {};
// re-initialize this_sentence
if (use_eos_bos) {
this_sentence.push_back(bos_id);
}
this_sentence.push_back(blank_id);
}
}
if (use_eos_bos) {
this_sentence.push_back(eos_id);
}
if (static_cast<int32_t>(this_sentence.size()) > 1 + use_eos_bos) {
ans.push_back(std::move(this_sentence));
}
} else {
// not adding blank
if (use_eos_bos) {
this_sentence.push_back(bos_id);
}
for (char32_t c : s) {
if (token2id_.count(c)) {
this_sentence.push_back(token2id_.at(c));
}
if (c == '.' || c == ':' || c == '?' || c == '!') {
// end of a sentence
if (use_eos_bos) {
this_sentence.push_back(eos_id);
}
ans.push_back(std::move(this_sentence));
this_sentence = {};
// re-initialize this_sentence
if (use_eos_bos) {
this_sentence.push_back(bos_id);
}
}
}
if (this_sentence.size() > 1) {
ans.push_back(std::move(this_sentence));
}
}
return ans;
}
} // namespace sherpa_onnx