ClickHouse/src/Common/FrequencyHolder.h
2022-04-29 10:26:35 +08:00

244 lines
6.5 KiB
C++

#pragma once
#include <base/StringRef.h>
#include <Common/logger_useful.h>
#include <string_view>
#include <unordered_map>
#include <Common/Arena.h>
#include <Common/getResource.h>
#include <Common/HashTable/HashMap.h>
#include <Common/StringUtils/StringUtils.h>
#include <IO/ReadBufferFromFile.h>
#include <IO/ReadBufferFromString.h>
#include <IO/ReadHelpers.h>
#include <IO/readFloatText.h>
#include <IO/ZstdInflatingReadBuffer.h>
namespace DB
{
namespace ErrorCodes
{
extern const int FILE_DOESNT_EXIST;
}
/// FrequencyHolder class is responsible for storing and loading dictionaries
/// needed for text classification functions:
///
/// 1. detectLanguageUnknown
/// 2. detectCharset
/// 3. detectTonality
/// 4. detectProgrammingLanguage
class FrequencyHolder
{
public:
struct Language
{
String name;
HashMap<StringRef, Float64> map;
};
struct Encoding
{
String name;
String lang;
HashMap<UInt16, Float64> map;
};
public:
using Map = HashMap<StringRef, Float64>;
using Container = std::vector<Language>;
using EncodingMap = HashMap<UInt16, Float64>;
using EncodingContainer = std::vector<Encoding>;
static FrequencyHolder & getInstance()
{
static FrequencyHolder instance;
return instance;
}
const Map & getEmotionalDict() const
{
return emotional_dict;
}
const EncodingContainer & getEncodingsFrequency() const
{
return encodings_freq;
}
const Container & getProgrammingFrequency() const
{
return programming_freq;
}
private:
FrequencyHolder()
{
loadEmotionalDict();
loadEncodingsFrequency();
loadProgrammingFrequency();
}
void loadEncodingsFrequency()
{
Poco::Logger * log = &Poco::Logger::get("EncodingsFrequency");
LOG_TRACE(log, "Loading embedded charset frequencies");
auto resource = getResource("charset.zst");
if (resource.empty())
throw Exception(ErrorCodes::FILE_DOESNT_EXIST, "There is no embedded charset frequencies");
String line;
UInt16 bigram;
Float64 frequency;
String charset_name;
auto buf = std::make_unique<ReadBufferFromMemory>(resource.data(), resource.size());
ZstdInflatingReadBuffer in(std::move(buf));
while (!in.eof())
{
readString(line, in);
in.ignore();
if (line.empty())
continue;
ReadBufferFromString buf_line(line);
// Start loading a new charset
if (line.starts_with("// "))
{
// Skip "// "
buf_line.ignore(3);
readString(charset_name, buf_line);
/* In our dictionary we have lines with form: <Language>_<Charset>
* If we need to find language of data, we return <Language>
* If we need to find charset of data, we return <Charset>.
*/
size_t sep = charset_name.find('_');
Encoding enc;
enc.lang = charset_name.substr(0, sep);
enc.name = charset_name.substr(sep + 1);
encodings_freq.push_back(std::move(enc));
}
else
{
readIntText(bigram, buf_line);
buf_line.ignore();
readFloatText(frequency, buf_line);
encodings_freq.back().map[bigram] = frequency;
}
}
LOG_TRACE(log, "Charset frequencies was added, charsets count: {}", encodings_freq.size());
}
void loadEmotionalDict()
{
Poco::Logger * log = &Poco::Logger::get("EmotionalDict");
LOG_TRACE(log, "Loading embedded emotional dictionary");
auto resource = getResource("tonality_ru.zst");
if (resource.empty())
throw Exception(ErrorCodes::FILE_DOESNT_EXIST, "There is no embedded emotional dictionary");
String line;
String word;
Float64 tonality;
size_t count = 0;
auto buf = std::make_unique<ReadBufferFromMemory>(resource.data(), resource.size());
ZstdInflatingReadBuffer in(std::move(buf));
while (!in.eof())
{
readString(line, in);
in.ignore();
if (line.empty())
continue;
ReadBufferFromString buf_line(line);
readStringUntilWhitespace(word, buf_line);
buf_line.ignore();
readFloatText(tonality, buf_line);
StringRef ref{string_pool.insert(word.data(), word.size()), word.size()};
emotional_dict[ref] = tonality;
++count;
}
LOG_TRACE(log, "Emotional dictionary was added. Word count: {}", std::to_string(count));
}
void loadProgrammingFrequency()
{
Poco::Logger * log = &Poco::Logger::get("ProgrammingFrequency");
LOG_TRACE(log, "Loading embedded programming languages frequencies loading");
auto resource = getResource("programming.zst");
if (resource.empty())
throw Exception(ErrorCodes::FILE_DOESNT_EXIST, "There is no embedded programming languages frequencies");
String line;
String bigram;
Float64 frequency;
String programming_language;
auto buf = std::make_unique<ReadBufferFromMemory>(resource.data(), resource.size());
ZstdInflatingReadBuffer in(std::move(buf));
while (!in.eof())
{
readString(line, in);
in.ignore();
if (line.empty())
continue;
ReadBufferFromString buf_line(line);
// Start loading a new language
if (line.starts_with("// "))
{
// Skip "// "
buf_line.ignore(3);
readString(programming_language, buf_line);
Language lang;
lang.name = programming_language;
programming_freq.push_back(std::move(lang));
}
else
{
readStringUntilWhitespace(bigram, buf_line);
buf_line.ignore();
readFloatText(frequency, buf_line);
StringRef ref{string_pool.insert(bigram.data(), bigram.size()), bigram.size()};
programming_freq.back().map[ref] = frequency;
}
}
LOG_TRACE(log, "Programming languages frequencies was added");
}
Arena string_pool;
Map emotional_dict;
Container programming_freq;
EncodingContainer encodings_freq;
};
}