Use espeak-ng for coqui-ai/TTS VITS English models. (#466)

This commit is contained in:
Fangjun Kuang
2023-12-06 11:00:38 +08:00
committed by GitHub
parent 3b90e85ef2
commit 23cf92daf7
10 changed files with 230 additions and 93 deletions

View File

@@ -57,10 +57,17 @@ static std::unordered_map<char32_t, int32_t> ReadTokens(std::istream &is) {
s = conv.from_bytes(sym);
if (s.size() != 1) {
// for tokens.txt from coqui-ai/TTS, the last token is <BLNK>
if (s.size() == 6 && s[0] == '<' && s[1] == 'B' && s[2] == 'L' &&
s[3] == 'N' && s[4] == 'K' && s[5] == '>') {
continue;
}
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)) {
@@ -77,7 +84,7 @@ static std::unordered_map<char32_t, int32_t> ReadTokens(std::istream &is) {
// see the function "phonemes_to_ids" from
// https://github.com/rhasspy/piper/blob/master/notebooks/piper_inference_(ONNX).ipynb
static std::vector<int64_t> PhonemesToIds(
static std::vector<int64_t> PiperPhonemesToIds(
const std::unordered_map<char32_t, int32_t> &token2id,
const std::vector<piper::Phoneme> &phonemes) {
// see
@@ -104,6 +111,65 @@ static std::vector<int64_t> PhonemesToIds(
return ans;
}
static std::vector<int64_t> CoquiPhonemesToIds(
const std::unordered_map<char32_t, int32_t> &token2id,
const std::vector<piper::Phoneme> &phonemes,
const OfflineTtsVitsModelMetaData &meta_data) {
// 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;
int32_t comma_id = token2id.at(',');
SHERPA_ONNX_LOGE("comma id: %d", comma_id);
std::vector<int64_t> ans;
if (add_blank) {
ans.reserve(phonemes.size() * 2 + 3);
} else {
ans.reserve(phonemes.size() + 2);
}
if (use_eos_bos) {
ans.push_back(bos_id);
}
if (add_blank) {
ans.push_back(blank_id);
for (auto p : phonemes) {
if (token2id.count(p)) {
ans.push_back(token2id.at(p));
ans.push_back(blank_id);
} else {
SHERPA_ONNX_LOGE("Skip unknown phonemes. Unicode codepoint: \\U+%04x.",
static_cast<uint32_t>(p));
}
}
} else {
// not adding blank
for (auto p : phonemes) {
if (token2id.count(p)) {
ans.push_back(token2id.at(p));
} else {
SHERPA_ONNX_LOGE("Skip unknown phonemes. Unicode codepoint: \\U+%04x.",
static_cast<uint32_t>(p));
}
}
}
// add a comma at the end of a sentence so that we can have a longer pause.
ans.push_back(comma_id);
if (use_eos_bos) {
ans.push_back(eos_id);
}
return ans;
}
void InitEspeak(const std::string &data_dir) {
static std::once_flag init_flag;
std::call_once(init_flag, [data_dir]() {
@@ -119,21 +185,23 @@ void InitEspeak(const std::string &data_dir) {
});
}
PiperPhonemizeLexicon::PiperPhonemizeLexicon(const std::string &tokens,
const std::string &data_dir)
: data_dir_(data_dir) {
PiperPhonemizeLexicon::PiperPhonemizeLexicon(
const std::string &tokens, const std::string &data_dir,
const OfflineTtsVitsModelMetaData &meta_data)
: meta_data_(meta_data) {
{
std::ifstream is(tokens);
token2id_ = ReadTokens(is);
}
InitEspeak(data_dir_);
InitEspeak(data_dir);
}
#if __ANDROID_API__ >= 9
PiperPhonemizeLexicon::PiperPhonemizeLexicon(AAssetManager *mgr,
const std::string &tokens,
const std::string &data_dir) {
PiperPhonemizeLexicon::PiperPhonemizeLexicon(
AAssetManager *mgr, const std::string &tokens, const std::string &data_dir,
const OfflineTtsVitsModelMetaData &meta_data)
: meta_data_(meta_data) {
{
auto buf = ReadFile(mgr, tokens);
std::istrstream is(buf.data(), buf.size());
@@ -141,8 +209,9 @@ PiperPhonemizeLexicon::PiperPhonemizeLexicon(AAssetManager *mgr,
}
// We should copy the directory of espeak-ng-data from the asset to
// some internal or external storage and then pass the directory to data_dir.
InitEspeak(data_dir_);
// some internal or external storage and then pass the directory to
// data_dir.
InitEspeak(data_dir);
}
#endif
@@ -160,9 +229,21 @@ std::vector<std::vector<int64_t>> PiperPhonemizeLexicon::ConvertTextToTokenIds(
std::vector<std::vector<int64_t>> ans;
std::vector<int64_t> phoneme_ids;
for (const auto &p : phonemes) {
phoneme_ids = PhonemesToIds(token2id_, p);
ans.push_back(std::move(phoneme_ids));
if (meta_data_.is_piper) {
for (const auto &p : phonemes) {
phoneme_ids = PiperPhonemesToIds(token2id_, p);
ans.push_back(std::move(phoneme_ids));
}
} else if (meta_data_.is_coqui) {
for (const auto &p : phonemes) {
phoneme_ids = CoquiPhonemesToIds(token2id_, p, meta_data_);
ans.push_back(std::move(phoneme_ids));
}
} else {
SHERPA_ONNX_LOGE("Unsupported model");
exit(-1);
}
return ans;