Encode hotwords in C++ side (#828)

* Encode hotwords in C++ side
This commit is contained in:
Wei Kang
2024-05-20 19:41:36 +08:00
committed by GitHub
parent 8af2af8466
commit b012b78ceb
43 changed files with 714 additions and 102 deletions

View File

@@ -4,6 +4,7 @@
#include "sherpa-onnx/csrc/utils.h"
#include <cassert>
#include <iostream>
#include <sstream>
#include <string>
@@ -12,15 +13,16 @@
#include "sherpa-onnx/csrc/log.h"
#include "sherpa-onnx/csrc/macros.h"
#include "sherpa-onnx/csrc/text-utils.h"
namespace sherpa_onnx {
static bool EncodeBase(std::istream &is, const SymbolTable &symbol_table,
static bool EncodeBase(const std::vector<std::string> &lines,
const SymbolTable &symbol_table,
std::vector<std::vector<int32_t>> *ids,
std::vector<std::string> *phrases,
std::vector<float> *scores,
std::vector<float> *thresholds) {
SHERPA_ONNX_CHECK(ids != nullptr);
ids->clear();
std::vector<int32_t> tmp_ids;
@@ -33,22 +35,15 @@ static bool EncodeBase(std::istream &is, const SymbolTable &symbol_table,
bool has_scores = false;
bool has_thresholds = false;
bool has_phrases = false;
bool has_oov = false;
while (std::getline(is, line)) {
for (const auto &line : lines) {
float score = 0;
float threshold = 0;
std::string phrase = "";
std::istringstream iss(line);
while (iss >> word) {
if (word.size() >= 3) {
// For BPE-based models, we replace ▁ with a space
// Unicode 9601, hex 0x2581, utf8 0xe29681
const uint8_t *p = reinterpret_cast<const uint8_t *>(word.c_str());
if (p[0] == 0xe2 && p[1] == 0x96 && p[2] == 0x81) {
word = word.replace(0, 3, " ");
}
}
if (symbol_table.Contains(word)) {
int32_t id = symbol_table[word];
tmp_ids.push_back(id);
@@ -71,7 +66,8 @@ static bool EncodeBase(std::istream &is, const SymbolTable &symbol_table,
"Cannot find ID for token %s at line: %s. (Hint: words on "
"the same line are separated by spaces)",
word.c_str(), line.c_str());
return false;
has_oov = true;
break;
}
}
}
@@ -101,12 +97,87 @@ static bool EncodeBase(std::istream &is, const SymbolTable &symbol_table,
thresholds->clear();
}
}
return true;
return !has_oov;
}
bool EncodeHotwords(std::istream &is, const SymbolTable &symbol_table,
bool EncodeHotwords(std::istream &is, const std::string &modeling_unit,
const SymbolTable &symbol_table,
const ssentencepiece::Ssentencepiece *bpe_encoder,
std::vector<std::vector<int32_t>> *hotwords) {
return EncodeBase(is, symbol_table, hotwords, nullptr, nullptr, nullptr);
std::vector<std::string> lines;
std::string line;
std::string word;
while (std::getline(is, line)) {
std::string score;
std::string phrase;
std::ostringstream oss;
std::istringstream iss(line);
while (iss >> word) {
switch (word[0]) {
case ':': // boosting score for current keyword
score = word;
break;
default:
if (!score.empty()) {
SHERPA_ONNX_LOGE(
"Boosting score should be put after the words/phrase, given "
"%s.",
line.c_str());
return false;
}
oss << " " << word;
break;
}
}
phrase = oss.str().substr(1);
std::istringstream piss(phrase);
oss.clear();
oss.str("");
while (piss >> word) {
if (modeling_unit == "cjkchar") {
for (const auto &w : SplitUtf8(word)) {
oss << " " << w;
}
} else if (modeling_unit == "bpe") {
std::vector<std::string> bpes;
bpe_encoder->Encode(word, &bpes);
for (const auto &bpe : bpes) {
oss << " " << bpe;
}
} else {
if (modeling_unit != "cjkchar+bpe") {
SHERPA_ONNX_LOGE(
"modeling_unit should be one of bpe, cjkchar or cjkchar+bpe, "
"given "
"%s",
modeling_unit.c_str());
exit(-1);
}
for (const auto &w : SplitUtf8(word)) {
if (isalpha(w[0])) {
std::vector<std::string> bpes;
bpe_encoder->Encode(w, &bpes);
for (const auto &bpe : bpes) {
oss << " " << bpe;
}
} else {
oss << " " << w;
}
}
}
}
std::string encoded_phrase = oss.str().substr(1);
oss.clear();
oss.str("");
oss << encoded_phrase;
if (!score.empty()) {
oss << " " << score;
}
lines.push_back(oss.str());
}
return EncodeBase(lines, symbol_table, hotwords, nullptr, nullptr, nullptr);
}
bool EncodeKeywords(std::istream &is, const SymbolTable &symbol_table,
@@ -114,7 +185,12 @@ bool EncodeKeywords(std::istream &is, const SymbolTable &symbol_table,
std::vector<std::string> *keywords,
std::vector<float> *boost_scores,
std::vector<float> *threshold) {
return EncodeBase(is, symbol_table, keywords_id, keywords, boost_scores,
std::vector<std::string> lines;
std::string line;
while (std::getline(is, line)) {
lines.push_back(line);
}
return EncodeBase(lines, symbol_table, keywords_id, keywords, boost_scores,
threshold);
}