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https://github.com/ClickHouse/ClickHouse.git
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Add detectLanguage
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parent
a5320e8d15
commit
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1
contrib/CMakeLists.txt
vendored
1
contrib/CMakeLists.txt
vendored
@ -37,6 +37,7 @@ add_subdirectory (abseil-cpp-cmake)
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add_subdirectory (antlr4-runtime-cmake)
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add_subdirectory (boost-cmake)
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add_subdirectory (cctz-cmake)
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add_subdirectory (cld2-cmake)
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add_subdirectory (consistent-hashing)
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add_subdirectory (dragonbox-cmake)
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add_subdirectory (hyperscan-cmake)
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@ -1,24 +1,6 @@
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option (USE_INTERNAL_CLD2_LIBRARY "Use internal cld2 library" ${NOT_UNBUNDLED})
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if (NOT USE_INTERNAL_LZ4_LIBRARY)
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find_library (LIBRARY_CLD2 cld2)
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find_path (INCLUDE_CLD2 compact_lang_det.h)
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if (LIBRARY_CLD2 AND INCLUDE_CLD2)
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set(EXTERNAL_CLD2_LIBRARY_FOUND 1)
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add_library (cld2 INTERFACE)
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set_property (TARGET cld2 PROPERTY INTERFACE_LINK_LIBRARIES ${LIBRARY_CLD2})
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set_property (TARGET cld2 PROPERTY INTERFACE_INCLUDE_DIRECTORIES ${INCLUDE_CLD2})
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else ()
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set(EXTERNAL_CLD2_LIBRARY_FOUND 0)
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message (${RECONFIGURE_MESSAGE_LEVEL} "Can't find system cld2")
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endif()
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endif()
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if (NOT EXTERNAL_CLD2_LIBRARY_FOUND)
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set (USE_INTERNAL_CLD2_LIBRARY 1)
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set (LIBRARY_DIR "${ClickHouse_SOURCE_DIR}/contrib/cld2")
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set (SRCS
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${LIBRARY_DIR}/internal/cldutil.cc
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${LIBRARY_DIR}/internal/cldutil_shared.cc
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@ -61,7 +43,4 @@ if (NOT EXTERNAL_CLD2_LIBRARY_FOUND)
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-Wl
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)
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target_include_directories (cld2 SYSTEM PUBLIC ${LIBRARY_DIR}/public)
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endif()
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#target_link_libraries (cld2 PUBLIC ssl)
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target_include_directories (cld2 PUBLIC ${LIBRARY_DIR}/public)
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35722
programs/server/charset_freq.txt
Normal file
35722
programs/server/charset_freq.txt
Normal file
File diff suppressed because it is too large
Load Diff
@ -908,9 +908,9 @@
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<!-- Text classification -->
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<encoding_frequencies_path>/ClassificationDictionaries/charset_freq.txt</encoding_frequencies_path>
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<programming_lang_frequencies_path>/ClassificationDictionaries/programming_freq.txt</programming_lang_frequencies_path>
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<emotional_dict_path>/ClassificationDictionaries/emotional_dictionary_rus.txt</emotional_dict_path>
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<encoding_frequencies_path>charset_freq.txt</encoding_frequencies_path>
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<programming_lang_frequencies_path>programming_freq.txt</programming_lang_frequencies_path>
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<emotional_dict_path>emotional_dictionary_rus.txt</emotional_dict_path>
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<top_level_domains_lists>
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<!--
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288664
programs/server/emotional_dictionary_rus.txt
Normal file
288664
programs/server/emotional_dictionary_rus.txt
Normal file
File diff suppressed because it is too large
Load Diff
55532
programs/server/emotional_dictionary_rus_part.txt
Normal file
55532
programs/server/emotional_dictionary_rus_part.txt
Normal file
File diff suppressed because it is too large
Load Diff
9434
programs/server/programming_freq.txt
Normal file
9434
programs/server/programming_freq.txt
Normal file
File diff suppressed because it is too large
Load Diff
BIN
src/Common/t
Executable file
BIN
src/Common/t
Executable file
Binary file not shown.
@ -19,7 +19,7 @@ namespace DB
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{
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template <size_t N>
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template <size_t N, bool detect_language>
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struct CharsetClassificationImpl
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{
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@ -120,17 +120,26 @@ struct CharsetClassificationImpl
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std::unordered_map<UInt16, Float64> model;
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calculateStats(data.data(), data.size(), readCodePoints, model);
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Float64 max_result = log(zero_frequency) * (model.size() + 1);
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res = "Undefined";
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Float64 max_result = 0;
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String poss_ans;
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for (const auto& item : encodings_freq)
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{
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const Float64 freq_pr = Naive_bayes(item.second, model);
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if (max_result > freq_pr)
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const Float64 score = Naive_bayes(item.second, model);
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if (max_result == 0 || max_result < score)
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{
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res = item.first;
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max_result = freq_pr;
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poss_ans = item.first;
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max_result = score;
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}
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}
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size_t sep = poss_ans.find('_');
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if (detect_language)
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{
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res = poss_ans.erase(0, sep + 1);
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}
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else
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{
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res = poss_ans.erase(sep, poss_ans.size() - sep);
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}
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}
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@ -154,42 +163,40 @@ struct CharsetClassificationImpl
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const char * haystack = reinterpret_cast<const char *>(&data[prev_offset]);
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String str = haystack;
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String prom;
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String poss_ans;
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std::unordered_map<UInt16, Float64> model;
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calculateStats(str.data(), str.size(), readCodePoints, model);
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/*
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Float64 max_result = log(zero_frequency) * model.size();
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prom = "Undefined";
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Float64 max_result = 0;
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for (const auto& item : encodings_freq)
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{
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const Float64 freq_pr = Naive_bayes(item.second, model);
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if (max_result > freq_pr)
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Float64 score = Naive_bayes(item.second, model);
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if (max_result == 0 || max_result < score)
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{
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prom = item.first;
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max_result = freq_pr;
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max_result = score;
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poss_ans = item.first;
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}
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}
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*/
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std::vector<std::pair<std::string, Float64>> results;
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for (const auto& item : encodings_freq)
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{
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results.push_back(std::make_pair(item.first, Naive_bayes(item.second, model)));
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}
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std::sort(results.begin(), results.end(), [](auto &left, auto &right)
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{
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return left.second > right.second;
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});
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prom = results[0].first + " | " + results[1].first + " | " + results[2].first;
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size_t sep = poss_ans.find('_');
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String ans_str;
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if (detect_language)
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{
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ans_str = poss_ans.erase(0, sep + 1);
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}
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else
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{
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ans_str = poss_ans.erase(sep, poss_ans.size() - sep);
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}
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const auto ans = prom.c_str();
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const auto ans = ans_str.c_str();
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size_t cur_offset = offsets[i];
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res_data.resize(res_offset + strlen(ans) + 1);
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memcpy(&res_data[res_offset], ans, strlen(ans));
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res_offset += strlen(ans);
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size_t ans_size = strlen(ans);
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res_data.resize(res_offset + ans_size + 1);
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memcpy(&res_data[res_offset], ans, ans_size);
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res_offset += ans_size;
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res_data[res_offset] = 0;
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++res_offset;
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@ -205,15 +212,22 @@ struct CharsetClassificationImpl
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struct NameCharsetDetect
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{
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static constexpr auto name = "charsetDetect";
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static constexpr auto name = "detectCharset";
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};
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struct NameLanguageDetect
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{
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static constexpr auto name = "detectLanguage";
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};
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using FunctionCharsetDetect = FunctionsTextClassification<CharsetClassificationImpl<2>, NameCharsetDetect>;
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using FunctionCharsetDetect = FunctionsTextClassification<CharsetClassificationImpl<2, true>, NameCharsetDetect>;
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using FunctionLanguageDetect = FunctionsTextClassification<CharsetClassificationImpl<2, false>, NameLanguageDetect>;
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void registerFunctionsCharsetClassification(FunctionFactory & factory)
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{
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factory.registerFunction<FunctionCharsetDetect>();
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factory.registerFunction<FunctionLanguageDetect>();
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}
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}
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@ -12,9 +12,11 @@ namespace DB
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{
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/** Functions for text classification:
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*
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* charsetDetect(string data) - detect charset of data.
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* detectCharset(string data) - detect charset of data.
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* Returns string name of most likely charset.
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* .
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* detectLanguage(string data) - detect language of data in various encodings (not UTF-8)
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*
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* getTonality(string data) - defines the emotional coloring of the text.
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* Returns NEG if text is negative, POS if text is postive or NEUT if text is neutral.
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*
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