// Copyright 2017 Google Inc. All Rights Reserved. // Author: rays@google.com (Ray Smith) // Purpose: Collection of convenience functions to simplify creation of the // unicharset, recoder, and dawgs for an LSTM model. // 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 // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "lang_model_helpers.h" #include #include #include #include "dawg.h" #include "fileio.h" #include "tessdatamanager.h" #include "trie.h" #include "unicharcompress.h" namespace tesseract { // Helper makes a filename (//) and writes data // to the file, using writer if not null, otherwise, a default writer. // Default writer will overwrite any existing file, but a supplied writer // can do its own thing. If lang is empty, returns true but does nothing. // NOTE that suffix should contain any required . for the filename. bool WriteFile(const string& output_dir, const string& lang, const string& suffix, const GenericVector& data, FileWriter writer) { if (lang.empty()) return true; string dirname = output_dir + "/" + lang; // Attempt to make the directory, but ignore errors, as it may not be a // standard filesystem, and the writer will complain if not successful. mkdir(dirname.c_str(), S_IRWXU | S_IRWXG); string filename = dirname + "/" + lang + suffix; if (writer == nullptr) return SaveDataToFile(data, filename.c_str()); else return (*writer)(data, filename.c_str()); } // Helper reads a file with optional reader and returns a STRING. // On failure emits a warning message and returns and empty STRING. STRING ReadFile(const string& filename, FileReader reader) { if (filename.empty()) return STRING(); GenericVector data; bool read_result; if (reader == nullptr) read_result = LoadDataFromFile(filename.c_str(), &data); else read_result = (*reader)(filename.c_str(), &data); if (read_result) return STRING(&data[0], data.size()); tprintf("Failed to read data from: %s\n", filename.c_str()); return STRING(); } // Helper writes the unicharset to file and to the traineddata. bool WriteUnicharset(const UNICHARSET& unicharset, const string& output_dir, const string& lang, FileWriter writer, TessdataManager* traineddata) { GenericVector unicharset_data; TFile fp; fp.OpenWrite(&unicharset_data); if (!unicharset.save_to_file(&fp)) return false; traineddata->OverwriteEntry(TESSDATA_LSTM_UNICHARSET, &unicharset_data[0], unicharset_data.size()); return WriteFile(output_dir, lang, ".unicharset", unicharset_data, writer); } // Helper creates the recoder and writes it to the traineddata, and a human- // readable form to file. bool WriteRecoder(const UNICHARSET& unicharset, bool pass_through, const string& output_dir, const string& lang, FileWriter writer, STRING* radical_table_data, TessdataManager* traineddata) { UnicharCompress recoder; // Where the unicharset is carefully setup already to contain a good // compact encoding, use a pass-through recoder that does nothing. // For scripts that have a large number of unicodes (Han, Hangul) we want // to use the recoder to compress the symbol space by re-encoding each // unicode as multiple codes from a smaller 'alphabet' that are related to the // shapes in the character. Hangul Jamo is a perfect example of this. // See the Hangul Syllables section, sub-section "Equivalence" in: // http://www.unicode.org/versions/Unicode10.0.0/ch18.pdf if (pass_through) { recoder.SetupPassThrough(unicharset); } else { int null_char = unicharset.has_special_codes() ? UNICHAR_BROKEN : unicharset.size(); tprintf("Null char=%d\n", null_char); if (!recoder.ComputeEncoding(unicharset, null_char, radical_table_data)) { tprintf("Creation of encoded unicharset failed!!\n"); return false; } } TFile fp; GenericVector recoder_data; fp.OpenWrite(&recoder_data); if (!recoder.Serialize(&fp)) return false; traineddata->OverwriteEntry(TESSDATA_LSTM_RECODER, &recoder_data[0], recoder_data.size()); STRING encoding = recoder.GetEncodingAsString(unicharset); recoder_data.init_to_size(encoding.length(), 0); memcpy(&recoder_data[0], &encoding[0], encoding.length()); STRING suffix; suffix.add_str_int(".charset_size=", recoder.code_range()); suffix += ".txt"; return WriteFile(output_dir, lang, suffix.string(), recoder_data, writer); } // Helper builds a dawg from the given words, using the unicharset as coding, // and reverse_policy for LTR/RTL, and overwrites file_type in the traineddata. static bool WriteDawg(const GenericVector& words, const UNICHARSET& unicharset, Trie::RTLReversePolicy reverse_policy, TessdataType file_type, TessdataManager* traineddata) { // The first 3 arguments are not used in this case. Trie trie(DAWG_TYPE_WORD, "", SYSTEM_DAWG_PERM, unicharset.size(), 0); trie.add_word_list(words, unicharset, reverse_policy); tprintf("Reducing Trie to SquishedDawg\n"); std::unique_ptr dawg(trie.trie_to_dawg()); if (dawg == nullptr || dawg->NumEdges() == 0) return false; TFile fp; GenericVector dawg_data; fp.OpenWrite(&dawg_data); if (!dawg->write_squished_dawg(&fp)) return false; traineddata->OverwriteEntry(file_type, &dawg_data[0], dawg_data.size()); return true; } // Builds and writes the dawgs, given a set of words, punctuation // patterns, number patterns, to the traineddata. Encoding uses the given // unicharset, and the punc dawgs is reversed if lang_is_rtl. static bool WriteDawgs(const GenericVector& words, const GenericVector& puncs, const GenericVector& numbers, bool lang_is_rtl, const UNICHARSET& unicharset, TessdataManager* traineddata) { if (puncs.empty()) { tprintf("Must have non-empty puncs list to use language models!!\n"); return false; } // For each of the dawg types, make the dawg, and write to traineddata. // Dawgs are reversed as follows: // Words: According to the word content. // Puncs: According to lang_is_rtl. // Numbers: Never. // System dawg (main wordlist). if (!words.empty() && !WriteDawg(words, unicharset, Trie::RRP_REVERSE_IF_HAS_RTL, TESSDATA_LSTM_SYSTEM_DAWG, traineddata)) { return false; } // punc/punc-dawg. Trie::RTLReversePolicy reverse_policy = lang_is_rtl ? Trie::RRP_FORCE_REVERSE : Trie::RRP_DO_NO_REVERSE; if (!WriteDawg(puncs, unicharset, reverse_policy, TESSDATA_LSTM_PUNC_DAWG, traineddata)) { return false; } // numbers/number-dawg. if (!numbers.empty() && !WriteDawg(numbers, unicharset, Trie::RRP_DO_NO_REVERSE, TESSDATA_LSTM_NUMBER_DAWG, traineddata)) { return false; } return true; } // The main function for combine_lang_model.cpp. // Returns EXIT_SUCCESS or EXIT_FAILURE for error. int CombineLangModel(const UNICHARSET& unicharset, const string& script_dir, const string& version_str, const string& output_dir, const string& lang, bool pass_through_recoder, const GenericVector& words, const GenericVector& puncs, const GenericVector& numbers, bool lang_is_rtl, FileReader reader, FileWriter writer) { // Build the traineddata file. TessdataManager traineddata; if (!version_str.empty()) { traineddata.SetVersionString(traineddata.VersionString() + ":" + version_str); } // Unicharset and recoder. if (!WriteUnicharset(unicharset, output_dir, lang, writer, &traineddata)) { tprintf("Error writing unicharset!!\n"); return EXIT_FAILURE; } // If there is a config file, read it and add to traineddata. string config_filename = script_dir + "/" + lang + "/" + lang + ".config"; STRING config_file = ReadFile(config_filename, reader); if (config_file.length() > 0) { traineddata.OverwriteEntry(TESSDATA_LANG_CONFIG, &config_file[0], config_file.length()); } string radical_filename = script_dir + "/radical-stroke.txt"; STRING radical_data = ReadFile(radical_filename, reader); if (radical_data.length() == 0) { tprintf("Error reading radical code table %s\n", radical_filename.c_str()); return EXIT_FAILURE; } if (!WriteRecoder(unicharset, pass_through_recoder, output_dir, lang, writer, &radical_data, &traineddata)) { tprintf("Error writing recoder!!\n"); } if (!words.empty() || !puncs.empty() || !numbers.empty()) { if (!WriteDawgs(words, puncs, numbers, lang_is_rtl, unicharset, &traineddata)) { tprintf("Error during conversion of wordlists to DAWGs!!\n"); return EXIT_FAILURE; } } // Traineddata file. GenericVector traineddata_data; traineddata.Serialize(&traineddata_data); if (!WriteFile(output_dir, lang, ".traineddata", traineddata_data, writer)) { tprintf("Error writing output traineddata file!!\n"); return EXIT_FAILURE; } return EXIT_SUCCESS; } } // namespace tesseract