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RAGFlow go API server (#13240)
# RAGFlow Go Implementation Plan 🚀 This repository tracks the progress of porting RAGFlow to Go. We'll implement core features and provide performance comparisons between Python and Go versions. ## Implementation Checklist - [x] User Management APIs - [x] Dataset Management Operations - [x] Retrieval Test - [x] Chat Management Operations - [x] Infinity Go SDK --------- Signed-off-by: Jin Hai <haijin.chn@gmail.com> Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
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Jin Hai
GitHub
225
internal/cpp/wordnet_lemmatizer.cpp
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225
internal/cpp/wordnet_lemmatizer.cpp
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// Copyright(C) 2024 InfiniFlow, Inc. All rights reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// https://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include "wordnet_lemmatizer.h"
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#include <fstream>
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#include <filesystem>
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namespace fs = std::filesystem;
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static const std::string ADJ = "a";
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static const std::string ADJ_SAT = "s";
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static const std::string ADV = "r";
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static const std::string NOUN = "n";
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static const std::string VERB = "v";
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WordNetLemmatizer::WordNetLemmatizer(const std::string &wordnet_path) : wordnet_path_(wordnet_path) { Load(); }
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WordNetLemmatizer::~WordNetLemmatizer() = default;
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int32_t WordNetLemmatizer::Load() {
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file_map_ = {{ADJ, "adj"}, {ADV, "adv"}, {NOUN, "noun"}, {VERB, "verb"}};
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MORPHOLOGICAL_SUBSTITUTIONS = {
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{NOUN, {{"s", ""}, {"ses", "s"}, {"ves", "f"}, {"xes", "x"}, {"zes", "z"}, {"ches", "ch"}, {"shes", "sh"}, {"men", "man"}, {"ies", "y"}}},
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{VERB, {{"s", ""}, {"ies", "y"}, {"es", "e"}, {"es", ""}, {"ed", "e"}, {"ed", ""}, {"ing", "e"}, {"ing", ""}}},
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{ADJ, {{"er", ""}, {"est", ""}, {"er", "e"}, {"est", "e"}}},
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{ADV, {}},
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{ADJ_SAT, {{"er", ""}, {"est", ""}, {"er", "e"}, {"est", "e"}}}};
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POS_LIST = {NOUN, VERB, ADJ, ADV};
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auto ret = LoadLemmas();
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if (ret != 0) {
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return ret;
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}
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LoadExceptions();
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// return Status::OK();
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return 0;
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}
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int32_t WordNetLemmatizer::LoadLemmas() {
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fs::path root(wordnet_path_);
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for (const auto &pair : file_map_) {
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const std::string &pos_abbrev = pair.first;
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const std::string &pos_name = pair.second;
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fs::path index_path(root / ("index." + pos_name));
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std::ifstream file(index_path.string());
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if (!file.is_open()) {
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return -1;
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// return Status::InvalidAnalyzerFile(fmt::format("Failed to load WordNet lemmatizer, index.{}", pos_name));
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}
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std::string line;
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while (std::getline(file, line)) {
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if (line.empty() || line[0] == ' ') {
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continue;
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}
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std::istringstream stream(line);
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try {
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std::string lemma;
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stream >> lemma;
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if (lemmas_.find(lemma) == lemmas_.end()) {
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lemmas_[lemma] = std::unordered_set<std::string>();
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}
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lemmas_[lemma].insert(pos_abbrev);
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if (pos_abbrev == ADJ) {
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if (lemmas_.find(lemma) == lemmas_.end()) {
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lemmas_[lemma] = std::unordered_set<std::string>();
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}
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lemmas_[lemma].insert(ADJ_SAT);
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}
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} catch (const std::exception &e) {
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return -1;
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// return Status::InvalidAnalyzerFile("Failed to load WordNet lemmatizer lemmas");
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}
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}
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}
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// return Status::OK();
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return 0;
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}
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void WordNetLemmatizer::LoadExceptions() {
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fs::path root(wordnet_path_);
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for (const auto &pair : file_map_) {
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const std::string &pos_abbrev = pair.first;
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const std::string &pos_name = pair.second;
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fs::path exc_path(root / (pos_name + ".exc"));
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std::ifstream file(exc_path.string());
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if (!file.is_open()) {
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continue;
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}
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exceptions_[pos_abbrev] = {};
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std::string line;
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while (std::getline(file, line)) {
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std::istringstream stream(line);
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std::string inflected_form;
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stream >> inflected_form;
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std::vector<std::string> base_forms;
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std::string base_form;
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while (stream >> base_form) {
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base_forms.push_back(base_form);
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}
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exceptions_[pos_abbrev][inflected_form] = base_forms;
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}
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}
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exceptions_[ADJ_SAT] = exceptions_[ADJ];
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}
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std::vector<std::string> WordNetLemmatizer::CollectSubstitutions(const std::vector<std::string> &forms, const std::string &pos) {
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const auto &substitutions = MORPHOLOGICAL_SUBSTITUTIONS.at(pos);
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std::vector<std::string> results;
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for (const auto &form : forms) {
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for (const auto &[old_suffix, new_suffix] : substitutions) {
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if (form.size() >= old_suffix.size() && form.compare(form.size() - old_suffix.size(), old_suffix.size(), old_suffix) == 0) {
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results.push_back(form.substr(0, form.size() - old_suffix.size()) + new_suffix);
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}
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}
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}
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return results;
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}
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std::vector<std::string> WordNetLemmatizer::CollectSubstitutions(const std::string &form, const std::string &pos) {
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const auto &substitutions = MORPHOLOGICAL_SUBSTITUTIONS.at(pos);
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std::vector<std::string> results;
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for (const auto &[old_suffix, new_suffix] : substitutions) {
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if (form.size() >= old_suffix.size() && form.compare(form.size() - old_suffix.size(), old_suffix.size(), old_suffix) == 0) {
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results.push_back(form.substr(0, form.size() - old_suffix.size()) + new_suffix);
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}
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}
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return results;
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}
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std::vector<std::string> WordNetLemmatizer::FilterForms(const std::vector<std::string> &forms, const std::string &pos) {
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std::vector<std::string> result;
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std::unordered_set<std::string> seen;
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for (const auto &form : forms) {
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if (lemmas_.find(form) != lemmas_.end()) {
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if (lemmas_[form].find(pos) != lemmas_[form].end()) {
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if (seen.find(form) == seen.end()) {
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result.push_back(form);
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seen.insert(form);
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}
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}
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}
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}
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return result;
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}
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std::vector<std::string> WordNetLemmatizer::Morphy(const std::string &form, const std::string &pos, bool check_exceptions) {
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const auto &pos_exceptions = exceptions_.at(pos);
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// Check exceptions first
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if (check_exceptions && pos_exceptions.find(form) != pos_exceptions.end()) {
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std::vector<std::string> forms = pos_exceptions.at(form);
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forms.push_back(form);
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return FilterForms(forms, pos);
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}
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// Apply morphological rules with recursion (like Java version)
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std::vector<std::string> forms = CollectSubstitutions(form, pos);
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std::vector<std::string> combined_forms = forms;
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combined_forms.push_back(form);
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// First attempt with original form and first-level substitutions
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auto results = FilterForms(combined_forms, pos);
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if (!results.empty()) {
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return results;
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}
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// Recursively apply rules (Java version's while loop)
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while (!forms.empty()) {
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forms = CollectSubstitutions(forms, pos);
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results = FilterForms(forms, pos);
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if (!results.empty()) {
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return results;
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}
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}
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// Return empty result if no valid lemma found
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return {};
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}
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std::string WordNetLemmatizer::Lemmatize(const std::string &form, const std::string &pos) {
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std::vector<std::string> parts_of_speech;
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if (!pos.empty()) {
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parts_of_speech.push_back(pos);
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} else {
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parts_of_speech = POS_LIST;
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}
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for (const auto &part : parts_of_speech) {
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auto analyses = Morphy(form, part);
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if (!analyses.empty()) {
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return analyses[0];
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}
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}
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return form;
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}
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