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options.h
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options.h
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// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you 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.
#pragma once
#include <cstdint>
#include <memory>
#include <string>
#include <unordered_map>
#include <vector>
#include "arrow/csv/invalid_row.h"
#include "arrow/csv/type_fwd.h"
#include "arrow/io/interfaces.h"
#include "arrow/status.h"
#include "arrow/util/visibility.h"
namespace arrow {
class DataType;
class TimestampParser;
namespace csv {
// Silly workaround for https://github.com/michaeljones/breathe/issues/453
constexpr char kDefaultEscapeChar = '\\';
struct ARROW_EXPORT ParseOptions {
// Parsing options
/// Field delimiter
char delimiter = ',';
/// Whether quoting is used
bool quoting = true;
/// Quoting character (if `quoting` is true)
char quote_char = '"';
/// Whether a quote inside a value is double-quoted
bool double_quote = true;
/// Whether escaping is used
bool escaping = false;
/// Escaping character (if `escaping` is true)
char escape_char = kDefaultEscapeChar;
/// Whether values are allowed to contain CR (0x0d) and LF (0x0a) characters
bool newlines_in_values = false;
/// Whether empty lines are ignored. If false, an empty line represents
/// a single empty value (assuming a one-column CSV file).
bool ignore_empty_lines = true;
/// A handler function for rows which do not have the correct number of columns
InvalidRowHandler invalid_row_handler;
/// Create parsing options with default values
static ParseOptions Defaults();
/// \brief Test that all set options are valid
Status Validate() const;
};
struct ARROW_EXPORT ConvertOptions {
// Conversion options
/// Whether to check UTF8 validity of string columns
bool check_utf8 = true;
/// Optional per-column types (disabling type inference on those columns)
std::unordered_map<std::string, std::shared_ptr<DataType>> column_types;
/// Recognized spellings for null values
std::vector<std::string> null_values;
/// Recognized spellings for boolean true values
std::vector<std::string> true_values;
/// Recognized spellings for boolean false values
std::vector<std::string> false_values;
/// Whether string / binary columns can have null values.
///
/// If true, then strings in "null_values" are considered null for string columns.
/// If false, then all strings are valid string values.
bool strings_can_be_null = false;
/// Whether quoted values can be null.
///
/// If true, then strings in "null_values" are also considered null when they
/// appear quoted in the CSV file. Otherwise, quoted values are never considered null.
bool quoted_strings_can_be_null = true;
/// Whether to try to automatically dict-encode string / binary data.
/// If true, then when type inference detects a string or binary column,
/// it is dict-encoded up to `auto_dict_max_cardinality` distinct values
/// (per chunk), after which it switches to regular encoding.
///
/// This setting is ignored for non-inferred columns (those in `column_types`).
bool auto_dict_encode = false;
int32_t auto_dict_max_cardinality = 50;
/// Decimal point character for floating-point and decimal data
char decimal_point = '.';
// XXX Should we have a separate FilterOptions?
/// If non-empty, indicates the names of columns from the CSV file that should
/// be actually read and converted (in the vector's order).
/// Columns not in this vector will be ignored.
std::vector<std::string> include_columns;
/// If false, columns in `include_columns` but not in the CSV file will error out.
/// If true, columns in `include_columns` but not in the CSV file will produce
/// a column of nulls (whose type is selected using `column_types`,
/// or null by default)
/// This option is ignored if `include_columns` is empty.
bool include_missing_columns = false;
/// User-defined timestamp parsers, using the virtual parser interface in
/// arrow/util/value_parsing.h. More than one parser can be specified, and
/// the CSV conversion logic will try parsing values starting from the
/// beginning of this vector. If no parsers are specified, we use the default
/// built-in ISO-8601 parser.
std::vector<std::shared_ptr<TimestampParser>> timestamp_parsers;
/// Create conversion options with default values, including conventional
/// values for `null_values`, `true_values` and `false_values`
static ConvertOptions Defaults();
/// \brief Test that all set options are valid
Status Validate() const;
};
struct ARROW_EXPORT ReadOptions {
// Reader options
/// Whether to use the global CPU thread pool
bool use_threads = true;
/// \brief Block size we request from the IO layer.
///
/// This will determine multi-threading granularity as well as
/// the size of individual record batches.
/// Minimum valid value for block size is 1
int32_t block_size = 1 << 20; // 1 MB
/// Number of header rows to skip (not including the row of column names, if any)
int32_t skip_rows = 0;
/// Number of rows to skip after the column names are read, if any
int32_t skip_rows_after_names = 0;
/// Column names for the target table.
/// If empty, fall back on autogenerate_column_names.
std::vector<std::string> column_names;
/// Whether to autogenerate column names if `column_names` is empty.
/// If true, column names will be of the form "f0", "f1"...
/// If false, column names will be read from the first CSV row after `skip_rows`.
bool autogenerate_column_names = false;
/// Create read options with default values
static ReadOptions Defaults();
/// \brief Test that all set options are valid
Status Validate() const;
};
/// \brief Quoting style for CSV writing
enum class ARROW_EXPORT QuotingStyle {
/// Only enclose values in quotes which need them, because their CSV rendering can
/// contain quotes itself (e.g. strings or binary values)
Needed,
/// Enclose all valid values in quotes. Nulls are not quoted. May cause readers to
/// interpret all values as strings if schema is inferred.
AllValid,
/// Do not enclose any values in quotes. Prevents values from containing quotes ("),
/// cell delimiters (,) or line endings (\\r, \\n), (following RFC4180). If values
/// contain these characters, an error is caused when attempting to write.
None
};
struct ARROW_EXPORT WriteOptions {
/// Whether to write an initial header line with column names
bool include_header = true;
/// \brief Maximum number of rows processed at a time
///
/// The CSV writer converts and writes data in batches of N rows.
/// This number can impact performance.
int32_t batch_size = 1024;
/// Field delimiter
char delimiter = ',';
/// \brief The string to write for null values. Quotes are not allowed in this string.
std::string null_string;
/// \brief IO context for writing.
io::IOContext io_context;
/// \brief The end of line character to use for ending rows
std::string eol = "\n";
/// \brief Quoting style
QuotingStyle quoting_style = QuotingStyle::Needed;
/// Create write options with default values
static WriteOptions Defaults();
/// \brief Test that all set options are valid
Status Validate() const;
};
} // namespace csv
} // namespace arrow