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