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// lm/arpa-file-parser.cc
// Copyright 2014 Guoguo Chen
// Copyright 2016 Smart Action Company LLC (kkm)
// See ../../COPYING for clarification regarding multiple authors
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED
// WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
// MERCHANTABLITY OR NON-INFRINGEMENT.
// See the Apache 2 License for the specific language governing permissions and
// limitations under the License.
#include <fst/fstlib.h>
#include <sstream>
#include "base/kaldi-error.h"
#include "base/kaldi-math.h"
#include "lm/arpa-file-parser.h"
#include "util/text-utils.h"
namespace kaldi {
ArpaFileParser::ArpaFileParser(const ArpaParseOptions& options, fst::SymbolTable* symbols) : options_(options), symbols_(symbols), line_number_(0), warning_count_(0) {}
ArpaFileParser::~ArpaFileParser() {}
void TrimTrailingWhitespace(std::string* str) { str->erase(str->find_last_not_of(" \n\r\t") + 1); }
void ArpaFileParser::Read(std::istream& is) { // Argument sanity checks.
if (options_.bos_symbol <= 0 || options_.eos_symbol <= 0 || options_.bos_symbol == options_.eos_symbol) KALDI_ERR << "BOS and EOS symbols are required, must not be epsilons, and " << "differ from each other. Given:" << " BOS=" << options_.bos_symbol << " EOS=" << options_.eos_symbol; if (symbols_ != NULL && options_.oov_handling == ArpaParseOptions::kReplaceWithUnk && (options_.unk_symbol <= 0 || options_.unk_symbol == options_.bos_symbol || options_.unk_symbol == options_.eos_symbol)) KALDI_ERR << "When symbol table is given and OOV mode is kReplaceWithUnk, " << "UNK symbol is required, must not be epsilon, and " << "differ from both BOS and EOS symbols. Given:" << " UNK=" << options_.unk_symbol << " BOS=" << options_.bos_symbol << " EOS=" << options_.eos_symbol; if (symbols_ != NULL && symbols_->Find(options_.bos_symbol).empty()) KALDI_ERR << "BOS symbol must exist in symbol table"; if (symbols_ != NULL && symbols_->Find(options_.eos_symbol).empty()) KALDI_ERR << "EOS symbol must exist in symbol table"; if (symbols_ != NULL && options_.unk_symbol > 0 && symbols_->Find(options_.unk_symbol).empty()) KALDI_ERR << "UNK symbol must exist in symbol table";
ngram_counts_.clear(); line_number_ = 0; warning_count_ = 0; current_line_.clear();
#define PARSE_ERR KALDI_ERR << LineReference() << ": "
// Give derived class an opportunity to prepare its state.
ReadStarted();
// Processes "\data\" section.
bool keyword_found = false; while (++line_number_, getline(is, current_line_) && !is.eof()) { if (current_line_.find_first_not_of(" \t\n\r") == std::string::npos) { continue; }
TrimTrailingWhitespace(¤t_line_);
// Continue skipping lines until the \data\ marker alone on a line is found.
if (!keyword_found) { if (current_line_ == "\\data\\") { KALDI_LOG << "Reading \\data\\ section."; keyword_found = true; } continue; }
if (current_line_[0] == '\\') break;
// Enters "\data\" section, and looks for patterns like "ngram 1=1000",
// which means there are 1000 unigrams.
std::size_t equal_symbol_pos = current_line_.find("="); if (equal_symbol_pos != std::string::npos) // Guaranteed spaces around the "=".
current_line_.replace(equal_symbol_pos, 1, " = "); std::vector<std::string> col; SplitStringToVector(current_line_, " \t", true, &col); if (col.size() == 4 && col[0] == "ngram" && col[2] == "=") { int32 order, ngram_count = 0; if (!ConvertStringToInteger(col[1], &order) || !ConvertStringToInteger(col[3], &ngram_count)) { PARSE_ERR << "cannot parse ngram count"; } if (ngram_counts_.size() <= order) { ngram_counts_.resize(order); } ngram_counts_[order - 1] = ngram_count; } else { KALDI_WARN << LineReference() << ": uninterpretable line in \\data\\ section"; } }
if (ngram_counts_.size() == 0) PARSE_ERR << "\\data\\ section missing or empty.";
// Signal that grammar order and n-gram counts are known.
HeaderAvailable();
NGram ngram; ngram.words.reserve(ngram_counts_.size());
// Processes "\N-grams:" section.
for (int32 cur_order = 1; cur_order <= ngram_counts_.size(); ++cur_order) { // Skips n-grams with zero count.
if (ngram_counts_[cur_order - 1] == 0) KALDI_WARN << "Zero ngram count in ngram order " << cur_order << "(look for 'ngram " << cur_order << "=0' in the \\data\\ " << " section). There is possibly a problem with the file.";
// Must be looking at a \k-grams: directive at this point.
std::ostringstream keyword; keyword << "\\" << cur_order << "-grams:"; if (current_line_ != keyword.str()) { PARSE_ERR << "invalid directive, expecting '" << keyword.str() << "'"; } KALDI_LOG << "Reading " << current_line_ << " section.";
int32 ngram_count = 0; while (++line_number_, getline(is, current_line_) && !is.eof()) { if (current_line_.find_first_not_of(" \n\t\r") == std::string::npos) { continue; } if (current_line_[0] == '\\') { TrimTrailingWhitespace(¤t_line_); std::ostringstream next_keyword; next_keyword << "\\" << cur_order + 1 << "-grams:"; if ((current_line_ != next_keyword.str()) && (current_line_ != "\\end\\")) { if (ShouldWarn()) { KALDI_WARN << "ignoring possible directive '" << current_line_ << "' expecting '" << next_keyword.str() << "'";
if (warning_count_ > 0 && warning_count_ > static_cast<uint32>(options_.max_warnings)) { KALDI_WARN << "Of " << warning_count_ << " parse warnings, " << options_.max_warnings << " were reported. " << "Run program with --max-arpa-warnings=-1 " << "to see all warnings"; } } } else { break; } }
std::vector<std::string> col; SplitStringToVector(current_line_, " \t", true, &col);
if (col.size() < 1 + cur_order || col.size() > 2 + cur_order || (cur_order == ngram_counts_.size() && col.size() != 1 + cur_order)) { PARSE_ERR << "Invalid n-gram data line"; } ++ngram_count;
// Parse out n-gram logprob and, if present, backoff weight.
if (!ConvertStringToReal(col[0], &ngram.logprob)) { PARSE_ERR << "invalid n-gram logprob '" << col[0] << "'"; } ngram.backoff = 0.0; if (col.size() > cur_order + 1) { if (!ConvertStringToReal(col[cur_order + 1], &ngram.backoff)) PARSE_ERR << "invalid backoff weight '" << col[cur_order + 1] << "'"; } // Convert to natural log.
ngram.logprob *= M_LN10; ngram.backoff *= M_LN10;
ngram.words.resize(cur_order); bool skip_ngram = false; for (int32 index = 0; !skip_ngram && index < cur_order; ++index) { int32 word; if (symbols_) { // Symbol table provided, so symbol labels are expected.
if (options_.oov_handling == ArpaParseOptions::kAddToSymbols) { word = symbols_->AddSymbol(col[1 + index]); } else { word = symbols_->Find(col[1 + index]); if (word == -1) { // fst::kNoSymbol
switch (options_.oov_handling) { case ArpaParseOptions::kReplaceWithUnk: word = options_.unk_symbol; break; case ArpaParseOptions::kSkipNGram: if (ShouldWarn()) KALDI_WARN << LineReference() << " skipped: word '" << col[1 + index] << "' not in symbol table"; skip_ngram = true; break; default: PARSE_ERR << "word '" << col[1 + index] << "' not in symbol table"; } } } } else { // Symbols not provided, LM file should contain integers.
if (!ConvertStringToInteger(col[1 + index], &word) || word < 0) { PARSE_ERR << "invalid symbol '" << col[1 + index] << "'"; } } // Whichever way we got it, an epsilon is invalid.
if (word == 0) { PARSE_ERR << "epsilon symbol '" << col[1 + index] << "' is illegal in ARPA LM"; } ngram.words[index] = word; } if (!skip_ngram) { ConsumeNGram(ngram); } } if (ngram_count > ngram_counts_[cur_order - 1]) { PARSE_ERR << "header said there would be " << ngram_counts_[cur_order - 1] << " n-grams of order " << cur_order << ", but we saw more already."; } }
if (current_line_ != "\\end\\") { PARSE_ERR << "invalid or unexpected directive line, expecting \\end\\"; }
if (warning_count_ > 0 && warning_count_ > static_cast<uint32>(options_.max_warnings)) { KALDI_WARN << "Of " << warning_count_ << " parse warnings, " << options_.max_warnings << " were reported. Run program with " << "--max_warnings=-1 to see all warnings"; }
current_line_.clear(); ReadComplete();
#undef PARSE_ERR
}
std::string ArpaFileParser::LineReference() const { std::ostringstream ss; ss << "line " << line_number_ << " [" << current_line_ << "]"; return ss.str(); }
bool ArpaFileParser::ShouldWarn() { return (warning_count_ != -1) && (++warning_count_ <= static_cast<uint32>(options_.max_warnings)); }
} // namespace kaldi
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