2023-05-12 19:39:33 +00:00
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#include <Functions/FunctionGenerateRandomStructure.h>
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2023-03-09 17:47:14 +00:00
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#include <Functions/FunctionFactory.h>
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#include <Functions/FunctionHelpers.h>
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#include <Functions/IFunction.h>
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2023-05-12 19:39:33 +00:00
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#include <Columns/ColumnString.h>
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#include <DataTypes/DataTypeString.h>
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#include <DataTypes/DataTypeFixedString.h>
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2023-03-09 17:47:14 +00:00
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#include <Interpreters/Context.h>
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#include <Common/randomSeed.h>
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2023-05-15 15:56:53 +00:00
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#include <Common/FunctionDocumentation.h>
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2023-05-16 10:01:55 +00:00
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#include <IO/WriteHelpers.h>
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#include <IO/WriteBufferFromVector.h>
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2023-03-09 17:47:14 +00:00
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#include <pcg_random.hpp>
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namespace DB
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{
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namespace ErrorCodes
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{
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extern const int NUMBER_OF_ARGUMENTS_DOESNT_MATCH;
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extern const int ILLEGAL_TYPE_OF_ARGUMENT;
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extern const int BAD_ARGUMENTS;
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}
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2023-05-12 19:39:33 +00:00
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namespace
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{
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const size_t MAX_NUMBER_OF_COLUMNS = 128;
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const size_t MAX_TUPLE_ELEMENTS = 16;
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const size_t MAX_DATETIME64_PRECISION = 9;
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const size_t MAX_DECIMAL32_PRECISION = 9;
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const size_t MAX_DECIMAL64_PRECISION = 18;
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const size_t MAX_DECIMAL128_PRECISION = 38;
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const size_t MAX_DECIMAL256_PRECISION = 76;
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const size_t MAX_DEPTH = 16;
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constexpr std::array<TypeIndex, 29> simple_types
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{
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TypeIndex::Int8,
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TypeIndex::UInt8,
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TypeIndex::Int16,
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TypeIndex::UInt16,
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TypeIndex::Int32,
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TypeIndex::UInt32,
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TypeIndex::Int64,
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TypeIndex::UInt64,
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TypeIndex::Int128,
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TypeIndex::UInt128,
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TypeIndex::Int256,
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TypeIndex::UInt256,
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TypeIndex::Float32,
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TypeIndex::Float64,
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TypeIndex::Decimal32,
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TypeIndex::Decimal64,
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TypeIndex::Decimal128,
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TypeIndex::Decimal256,
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TypeIndex::Date,
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TypeIndex::Date32,
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TypeIndex::DateTime,
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TypeIndex::DateTime64,
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TypeIndex::String,
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TypeIndex::FixedString,
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TypeIndex::Enum8,
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TypeIndex::Enum16,
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TypeIndex::IPv4,
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TypeIndex::IPv6,
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TypeIndex::UUID,
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};
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constexpr std::array<TypeIndex, 5> complex_types
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{
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TypeIndex::Nullable,
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TypeIndex::LowCardinality,
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TypeIndex::Array,
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TypeIndex::Tuple,
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TypeIndex::Map,
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};
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constexpr std::array<TypeIndex, 22> map_key_types
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{
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TypeIndex::Int8,
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TypeIndex::UInt8,
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TypeIndex::Int16,
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TypeIndex::UInt16,
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TypeIndex::Int32,
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TypeIndex::UInt32,
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TypeIndex::Int64,
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TypeIndex::UInt64,
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TypeIndex::Int128,
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TypeIndex::UInt128,
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TypeIndex::Int256,
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TypeIndex::UInt256,
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TypeIndex::Date,
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TypeIndex::Date32,
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TypeIndex::DateTime,
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TypeIndex::String,
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TypeIndex::FixedString,
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TypeIndex::IPv4,
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TypeIndex::Enum8,
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TypeIndex::Enum16,
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TypeIndex::UUID,
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TypeIndex::LowCardinality,
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};
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constexpr std::array<TypeIndex, 22> suspicious_lc_types
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{
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TypeIndex::Int8,
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TypeIndex::UInt8,
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TypeIndex::Int16,
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TypeIndex::UInt16,
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TypeIndex::Int32,
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TypeIndex::UInt32,
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TypeIndex::Int64,
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TypeIndex::UInt64,
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TypeIndex::Int128,
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TypeIndex::UInt128,
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TypeIndex::Int256,
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TypeIndex::UInt256,
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TypeIndex::Float32,
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TypeIndex::Float64,
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TypeIndex::Date,
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TypeIndex::Date32,
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TypeIndex::DateTime,
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TypeIndex::String,
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TypeIndex::FixedString,
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TypeIndex::IPv4,
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TypeIndex::IPv6,
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TypeIndex::UUID,
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};
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template <bool allow_complex_types>
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constexpr auto getAllTypes()
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{
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constexpr size_t complex_types_size = complex_types.size() * allow_complex_types;
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constexpr size_t result_size = simple_types.size() + complex_types_size;
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std::array<TypeIndex, result_size> result;
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size_t index = 0;
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2023-05-12 19:39:33 +00:00
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for (size_t i = 0; i != simple_types.size(); ++i, ++index)
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result[index] = simple_types[i];
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for (size_t i = 0; i != complex_types_size; ++i, ++index)
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result[index] = complex_types[i];
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return result;
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}
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size_t generateNumberOfColumns(pcg64 & rng)
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{
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return rng() % MAX_NUMBER_OF_COLUMNS + 1;
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}
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void writeLowCardinalityNestedType(pcg64 & rng, WriteBuffer & buf, bool allow_suspicious_lc_types)
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{
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bool make_nullable = rng() % 2;
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if (make_nullable)
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writeCString("Nullable(", buf);
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if (allow_suspicious_lc_types)
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{
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TypeIndex type = suspicious_lc_types[rng() % suspicious_lc_types.size()];
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if (type == TypeIndex::FixedString)
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writeString("FixedString(" + std::to_string(rng() % MAX_FIXEDSTRING_SIZE_WITHOUT_SUSPICIOUS + 1) + ")", buf);
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else
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writeString(magic_enum::enum_name<TypeIndex>(type), buf);
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}
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else
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{
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/// Support only String and FixedString.
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if (rng() % 2)
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writeCString("String", buf);
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else
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writeString("FixedString(" + std::to_string(rng() % MAX_FIXEDSTRING_SIZE_WITHOUT_SUSPICIOUS + 1) + ")", buf);
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}
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if (make_nullable)
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writeChar(')', buf);
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}
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void writeEnumValues(const String & column_name, pcg64 & rng, WriteBuffer & buf, ssize_t max_value)
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{
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/// Don't generate big enums, because it will lead to really big result
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/// and slowness of this function, and it can lead to `Max query size exceeded`
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/// while using this function with generateRandom.
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size_t num_values = rng() % 16 + 1;
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std::vector<Int16> values(num_values);
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/// Generate random numbers from range [-(max_value + 1), max_value - num_values + 1].
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for (Int16 & x : values)
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x = rng() % (2 * max_value + 3 - num_values) - max_value - 1;
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/// Make all numbers unique.
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std::sort(values.begin(), values.end());
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for (size_t i = 0; i < num_values; ++i)
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values[i] += i;
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std::shuffle(values.begin(), values.end(), rng);
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for (size_t i = 0; i != num_values; ++i)
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{
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if (i != 0)
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writeCString(", ", buf);
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writeString("'" + column_name + "V" + std::to_string(i) + "' = " + std::to_string(values[i]), buf);
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}
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}
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void writeMapKeyType(const String & column_name, pcg64 & rng, WriteBuffer & buf)
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{
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TypeIndex type = map_key_types[rng() % map_key_types.size()];
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switch (type)
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{
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case TypeIndex::FixedString:
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writeString("FixedString(" + std::to_string(rng() % MAX_FIXEDSTRING_SIZE_WITHOUT_SUSPICIOUS + 1) + ")", buf);
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break;
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case TypeIndex::LowCardinality:
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writeCString("LowCardinality(", buf);
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/// Map key supports only String and FixedString inside LowCardinality.
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if (rng() % 2)
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writeCString("String", buf);
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else
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writeString("FixedString(" + std::to_string(rng() % MAX_FIXEDSTRING_SIZE_WITHOUT_SUSPICIOUS + 1) + ")", buf);
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writeChar(')', buf);
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break;
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case TypeIndex::Enum8:
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writeCString("Enum8(", buf);
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writeEnumValues(column_name, rng, buf, INT8_MAX);
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writeChar(')', buf);
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break;
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case TypeIndex::Enum16:
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writeCString("Enum16(", buf);
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writeEnumValues(column_name, rng, buf, INT16_MAX);
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writeChar(')', buf);
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break;
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default:
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writeString(magic_enum::enum_name<TypeIndex>(type), buf);
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break;
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}
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}
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template <bool allow_complex_types = true>
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void writeRandomType(const String & column_name, pcg64 & rng, WriteBuffer & buf, bool allow_suspicious_lc_types, size_t depth = 0)
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{
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if (allow_complex_types && depth > MAX_DEPTH)
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writeRandomType<false>(column_name, rng, buf, depth);
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constexpr auto all_types = getAllTypes<allow_complex_types>();
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auto type = all_types[rng() % all_types.size()];
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switch (type)
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{
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case TypeIndex::UInt8:
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if (rng() % 2)
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writeCString("UInt8", buf);
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else
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writeCString("Bool", buf);
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return;
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case TypeIndex::FixedString:
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writeString("FixedString(" + std::to_string(rng() % MAX_FIXEDSTRING_SIZE_WITHOUT_SUSPICIOUS + 1) + ")", buf);
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return;
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case TypeIndex::DateTime64:
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writeString("DateTime64(" + std::to_string(rng() % MAX_DATETIME64_PRECISION + 1) + ")", buf);
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return;
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case TypeIndex::Decimal32:
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writeString("Decimal32(" + std::to_string(rng() % MAX_DECIMAL32_PRECISION + 1) + ")", buf);
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return;
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case TypeIndex::Decimal64:
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writeString("Decimal64(" + std::to_string(rng() % MAX_DECIMAL64_PRECISION + 1) + ")", buf);
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return;
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case TypeIndex::Decimal128:
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writeString("Decimal128(" + std::to_string(rng() % MAX_DECIMAL128_PRECISION + 1) + ")", buf);
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return;
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case TypeIndex::Decimal256:
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writeString("Decimal256(" + std::to_string(rng() % MAX_DECIMAL256_PRECISION + 1) + ")", buf);
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return;
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case TypeIndex::Enum8:
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writeCString("Enum8(", buf);
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writeEnumValues(column_name, rng, buf, INT8_MAX);
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writeChar(')', buf);
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return;
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case TypeIndex::Enum16:
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writeCString("Enum16(", buf);
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writeEnumValues(column_name, rng, buf, INT16_MAX);
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writeChar(')', buf);
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return;
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case TypeIndex::LowCardinality:
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writeCString("LowCardinality(", buf);
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2023-05-12 19:39:33 +00:00
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writeLowCardinalityNestedType(rng, buf, allow_suspicious_lc_types);
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writeChar(')', buf);
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return;
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case TypeIndex::Nullable:
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{
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2023-05-11 11:58:08 +00:00
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writeCString("Nullable(", buf);
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writeRandomType<false>(column_name, rng, buf, allow_suspicious_lc_types, depth + 1);
|
2023-05-11 11:58:08 +00:00
|
|
|
writeChar(')', buf);
|
|
|
|
return;
|
2023-03-10 16:16:28 +00:00
|
|
|
}
|
2023-05-11 11:58:08 +00:00
|
|
|
case TypeIndex::Array:
|
2023-03-10 16:16:28 +00:00
|
|
|
{
|
2023-05-11 11:58:08 +00:00
|
|
|
writeCString("Array(", buf);
|
2023-05-12 19:39:33 +00:00
|
|
|
writeRandomType(column_name, rng, buf, allow_suspicious_lc_types, depth + 1);
|
2023-05-11 11:58:08 +00:00
|
|
|
writeChar(')', buf);
|
|
|
|
return;
|
2023-03-10 16:16:28 +00:00
|
|
|
}
|
2023-05-11 11:58:08 +00:00
|
|
|
case TypeIndex::Map:
|
2023-03-10 16:16:28 +00:00
|
|
|
{
|
2023-05-11 11:58:08 +00:00
|
|
|
writeCString("Map(", buf);
|
2023-05-15 11:20:03 +00:00
|
|
|
writeMapKeyType(column_name, rng, buf);
|
2023-05-11 11:58:08 +00:00
|
|
|
writeCString(", ", buf);
|
2023-05-12 19:39:33 +00:00
|
|
|
writeRandomType(column_name, rng, buf, allow_suspicious_lc_types, depth + 1);
|
2023-05-11 11:58:08 +00:00
|
|
|
writeChar(')', buf);
|
|
|
|
return;
|
2023-03-10 16:16:28 +00:00
|
|
|
}
|
2023-05-11 11:58:08 +00:00
|
|
|
case TypeIndex::Tuple:
|
2023-03-09 17:47:14 +00:00
|
|
|
{
|
|
|
|
size_t elements = rng() % MAX_TUPLE_ELEMENTS + 1;
|
2023-05-11 11:58:08 +00:00
|
|
|
bool generate_nested = rng() % 2;
|
|
|
|
bool generate_named_tuple = rng() % 2;
|
|
|
|
if (generate_nested)
|
|
|
|
writeCString("Nested(", buf);
|
|
|
|
else
|
|
|
|
writeCString("Tuple(", buf);
|
|
|
|
|
2023-03-09 17:47:14 +00:00
|
|
|
for (size_t i = 0; i != elements; ++i)
|
|
|
|
{
|
|
|
|
if (i != 0)
|
2023-05-11 11:58:08 +00:00
|
|
|
writeCString(", ", buf);
|
|
|
|
|
|
|
|
String element_name = "e" + std::to_string(i + 1);
|
|
|
|
if (generate_named_tuple || generate_nested)
|
|
|
|
{
|
|
|
|
writeString(element_name, buf);
|
|
|
|
writeChar(' ', buf);
|
|
|
|
}
|
2023-05-12 19:39:33 +00:00
|
|
|
writeRandomType(element_name, rng, buf, allow_suspicious_lc_types, depth + 1);
|
2023-03-09 17:47:14 +00:00
|
|
|
}
|
2023-05-11 11:58:08 +00:00
|
|
|
writeChar(')', buf);
|
|
|
|
return;
|
2023-03-09 17:47:14 +00:00
|
|
|
}
|
2023-03-09 20:15:32 +00:00
|
|
|
default:
|
2023-05-11 11:58:08 +00:00
|
|
|
writeString(magic_enum::enum_name<TypeIndex>(type), buf);
|
|
|
|
return;
|
2023-03-09 17:47:14 +00:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
void writeRandomStructure(pcg64 & rng, size_t number_of_columns, WriteBuffer & buf, bool allow_suspicious_lc_types)
|
2023-03-09 17:47:14 +00:00
|
|
|
{
|
2023-05-12 19:39:33 +00:00
|
|
|
for (size_t i = 0; i != number_of_columns; ++i)
|
|
|
|
{
|
|
|
|
if (i != 0)
|
|
|
|
writeCString(", ", buf);
|
|
|
|
String column_name = "c" + std::to_string(i + 1);
|
|
|
|
writeString(column_name, buf);
|
|
|
|
writeChar(' ', buf);
|
|
|
|
writeRandomType(column_name, rng, buf, allow_suspicious_lc_types);
|
|
|
|
}
|
2023-03-09 17:47:14 +00:00
|
|
|
}
|
2023-05-12 19:39:33 +00:00
|
|
|
}
|
2023-03-09 17:47:14 +00:00
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
DataTypePtr FunctionGenerateRandomStructure::getReturnTypeImpl(const DataTypes & arguments) const
|
|
|
|
{
|
|
|
|
if (arguments.size() > 2)
|
|
|
|
throw Exception(
|
|
|
|
ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH,
|
|
|
|
"Number of arguments for function {} doesn't match: passed {}, expected from 0 to 2",
|
|
|
|
getName(), arguments.size());
|
2023-05-11 11:58:08 +00:00
|
|
|
|
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
for (size_t i = 0; i != arguments.size(); ++i)
|
2023-03-09 17:47:14 +00:00
|
|
|
{
|
2023-05-12 19:39:33 +00:00
|
|
|
if (!isUnsignedInteger(arguments[i]) && !arguments[i]->onlyNull())
|
2023-03-09 17:47:14 +00:00
|
|
|
{
|
2023-05-12 19:39:33 +00:00
|
|
|
throw Exception(
|
|
|
|
ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT,
|
|
|
|
"Illegal type {} of the {} argument of function {}, expected unsigned integer or Null",
|
|
|
|
arguments[i]->getName(),
|
|
|
|
i + 1,
|
|
|
|
getName());
|
2023-03-09 17:47:14 +00:00
|
|
|
}
|
|
|
|
}
|
2023-03-09 20:15:32 +00:00
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
return std::make_shared<DataTypeString>();
|
|
|
|
}
|
2023-03-10 16:16:28 +00:00
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
ColumnPtr FunctionGenerateRandomStructure::executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const
|
|
|
|
{
|
|
|
|
size_t seed = randomSeed();
|
|
|
|
size_t number_of_columns = 0;
|
2023-03-10 16:16:28 +00:00
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
if (!arguments.empty() && !arguments[0].column->onlyNull())
|
|
|
|
{
|
|
|
|
number_of_columns = arguments[0].column->getUInt(0);
|
|
|
|
if (number_of_columns > MAX_NUMBER_OF_COLUMNS)
|
|
|
|
throw Exception(
|
|
|
|
ErrorCodes::BAD_ARGUMENTS,
|
|
|
|
"Maximum allowed number of columns is {}, got {}",
|
|
|
|
MAX_NUMBER_OF_COLUMNS,
|
|
|
|
number_of_columns);
|
2023-03-09 20:15:32 +00:00
|
|
|
}
|
2023-03-09 17:47:14 +00:00
|
|
|
|
2023-05-12 19:39:33 +00:00
|
|
|
if (arguments.size() > 1 && !arguments[1].column->onlyNull())
|
|
|
|
seed = arguments[1].column->getUInt(0);
|
|
|
|
|
|
|
|
pcg64 rng(seed);
|
|
|
|
if (number_of_columns == 0)
|
|
|
|
number_of_columns = generateNumberOfColumns(rng);
|
|
|
|
|
|
|
|
auto col_res = ColumnString::create();
|
|
|
|
auto & string_column = assert_cast<ColumnString &>(*col_res);
|
|
|
|
auto & chars = string_column.getChars();
|
|
|
|
WriteBufferFromVector buf(chars);
|
|
|
|
writeRandomStructure(rng, number_of_columns, buf, allow_suspicious_lc_types);
|
|
|
|
buf.finalize();
|
|
|
|
chars.push_back(0);
|
|
|
|
string_column.getOffsets().push_back(chars.size());
|
|
|
|
return ColumnConst::create(std::move(col_res), input_rows_count);
|
|
|
|
}
|
|
|
|
|
|
|
|
String FunctionGenerateRandomStructure::generateRandomStructure(size_t seed, const ContextPtr & context)
|
|
|
|
{
|
|
|
|
pcg64 rng(seed);
|
|
|
|
size_t number_of_columns = generateNumberOfColumns(rng);
|
|
|
|
WriteBufferFromOwnString buf;
|
|
|
|
writeRandomStructure(rng, number_of_columns, buf, context->getSettingsRef().allow_suspicious_low_cardinality_types);
|
|
|
|
return buf.str();
|
|
|
|
}
|
2023-03-09 17:47:14 +00:00
|
|
|
|
|
|
|
REGISTER_FUNCTION(GenerateRandomStructure)
|
|
|
|
{
|
|
|
|
factory.registerFunction<FunctionGenerateRandomStructure>(
|
|
|
|
{
|
|
|
|
R"(
|
|
|
|
Generates a random table structure.
|
2023-05-11 11:58:08 +00:00
|
|
|
This function takes 2 optional constant arguments:
|
|
|
|
the number of columns in the result structure (random by default) and random seed (random by default)
|
2023-03-09 20:27:14 +00:00
|
|
|
The maximum number of columns is 128.
|
2023-03-09 17:47:14 +00:00
|
|
|
The function returns a value of type String.
|
|
|
|
)",
|
2023-05-15 15:56:53 +00:00
|
|
|
FunctionDocumentation::Examples{
|
2023-03-09 17:47:14 +00:00
|
|
|
{"random", "SELECT generateRandomStructure()"},
|
2023-05-11 11:58:08 +00:00
|
|
|
{"with specified number of columns", "SELECT generateRandomStructure(10)"},
|
2023-03-09 20:27:14 +00:00
|
|
|
{"with specified seed", "SELECT generateRandomStructure(10, 42)"},
|
|
|
|
},
|
2023-05-15 15:56:53 +00:00
|
|
|
FunctionDocumentation::Categories{"Random"}
|
2023-03-09 17:47:14 +00:00
|
|
|
},
|
|
|
|
FunctionFactory::CaseSensitive);
|
|
|
|
}
|
|
|
|
|
|
|
|
}
|