csv

package
v0.3.1 Latest Latest
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 Go to latest Published: May 23, 2024 License: Apache-2.0, Apache-2.0, BSD-2-Clause, + 9 more Imports: 12 Imported by: 0

Documentation

Overview

Package csv reads CSV files and presents the extracted data as records, also writes data as record into CSV files

Example 
package main

import (
	"bytes"
	"fmt"

	"github.com/aliyun/aliyun-odps-go-sdk/arrow"
	"github.com/aliyun/aliyun-odps-go-sdk/arrow/csv"
)

func main() {
	f := bytes.NewBufferString(`## a simple set of data: int64;float64;string
0;0;str-0
1;1;str-1
2;2;str-2
3;3;str-3
4;4;str-4
5;5;str-5
6;6;str-6
7;7;str-7
8;8;str-8
9;9;str-9
`)

	schema := arrow.NewSchema(
		[]arrow.Field{
			{Name: "i64", Type: arrow.PrimitiveTypes.Int64},
			{Name: "f64", Type: arrow.PrimitiveTypes.Float64},
			{Name: "str", Type: arrow.BinaryTypes.String},
		},
		nil,
	)
	r := csv.NewReader(f, schema, csv.WithComment('#'), csv.WithComma(';'))
	defer r.Release()

	n := 0
	for r.Next() {
		rec := r.Record()
		for i, col := range rec.Columns() {
			fmt.Printf("rec[%d][%q]: %v\n", n, rec.ColumnName(i), col)
		}
		n++
	}

}

Output:

rec[0]["i64"]: [0]
rec[0]["f64"]: [0]
rec[0]["str"]: ["str-0"]
rec[1]["i64"]: [1]
rec[1]["f64"]: [1]
rec[1]["str"]: ["str-1"]
rec[2]["i64"]: [2]
rec[2]["f64"]: [2]
rec[2]["str"]: ["str-2"]
rec[3]["i64"]: [3]
rec[3]["f64"]: [3]
rec[3]["str"]: ["str-3"]
rec[4]["i64"]: [4]
rec[4]["f64"]: [4]
rec[4]["str"]: ["str-4"]
rec[5]["i64"]: [5]
rec[5]["f64"]: [5]
rec[5]["str"]: ["str-5"]
rec[6]["i64"]: [6]
rec[6]["f64"]: [6]
rec[6]["str"]: ["str-6"]
rec[7]["i64"]: [7]
rec[7]["f64"]: [7]
rec[7]["str"]: ["str-7"]
rec[8]["i64"]: [8]
rec[8]["f64"]: [8]
rec[8]["str"]: ["str-8"]
rec[9]["i64"]: [9]
rec[9]["f64"]: [9]
rec[9]["str"]: ["str-9"]
Example (WithChunk) 
package main

import (
	"bytes"
	"fmt"

	"github.com/aliyun/aliyun-odps-go-sdk/arrow"
	"github.com/aliyun/aliyun-odps-go-sdk/arrow/csv"
)

func main() {
	f := bytes.NewBufferString(`## a simple set of data: int64;float64;string
0;0;str-0
1;1;str-1
2;2;str-2
3;3;str-3
4;4;str-4
5;5;str-5
6;6;str-6
7;7;str-7
8;8;str-8
9;9;str-9
`)

	schema := arrow.NewSchema(
		[]arrow.Field{
			{Name: "i64", Type: arrow.PrimitiveTypes.Int64},
			{Name: "f64", Type: arrow.PrimitiveTypes.Float64},
			{Name: "str", Type: arrow.BinaryTypes.String},
		},
		nil,
	)
	r := csv.NewReader(
		f, schema,
		csv.WithComment('#'), csv.WithComma(';'),
		csv.WithChunk(3),
	)
	defer r.Release()

	n := 0
	for r.Next() {
		rec := r.Record()
		for i, col := range rec.Columns() {
			fmt.Printf("rec[%d][%q]: %v\n", n, rec.ColumnName(i), col)
		}
		n++
	}

}

Output:

rec[0]["i64"]: [0 1 2]
rec[0]["f64"]: [0 1 2]
rec[0]["str"]: ["str-0" "str-1" "str-2"]
rec[1]["i64"]: [3 4 5]
rec[1]["f64"]: [3 4 5]
rec[1]["str"]: ["str-3" "str-4" "str-5"]
rec[2]["i64"]: [6 7 8]
rec[2]["f64"]: [6 7 8]
rec[2]["str"]: ["str-6" "str-7" "str-8"]
rec[3]["i64"]: [9]
rec[3]["f64"]: [9]
rec[3]["str"]: ["str-9"]
Example (Writer) 
package main

import (
	"bytes"
	"fmt"
	"log"

	"github.com/aliyun/aliyun-odps-go-sdk/arrow"
	"github.com/aliyun/aliyun-odps-go-sdk/arrow/array"
	"github.com/aliyun/aliyun-odps-go-sdk/arrow/csv"
	"github.com/aliyun/aliyun-odps-go-sdk/arrow/memory"
)

func main() {
	f := new(bytes.Buffer)

	pool := memory.NewGoAllocator()
	schema := arrow.NewSchema(
		[]arrow.Field{
			{Name: "i64", Type: arrow.PrimitiveTypes.Int64},
			{Name: "f64", Type: arrow.PrimitiveTypes.Float64},
			{Name: "str", Type: arrow.BinaryTypes.String},
		},
		nil,
	)

	b := array.NewRecordBuilder(pool, schema)
	defer b.Release()

	b.Field(0).(*array.Int64Builder).AppendValues([]int64{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}, nil)
	b.Field(1).(*array.Float64Builder).AppendValues([]float64{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}, nil)
	b.Field(2).(*array.StringBuilder).AppendValues([]string{"str-0", "str-1", "str-2", "str-3", "str-4", "str-5", "str-6", "str-7", "str-8", "str-9"}, nil)

	rec := b.NewRecord()
	defer rec.Release()

	w := csv.NewWriter(f, schema, csv.WithComma(';'))
	err := w.Write(rec)
	if err != nil {
		log.Fatal(err)
	}

	err = w.Flush()
	if err != nil {
		log.Fatal(err)
	}

	err = w.Error()
	if err != nil {
		log.Fatal(err)
	}

	r := csv.NewReader(f, schema, csv.WithComment('#'), csv.WithComma(';'))
	defer r.Release()

	n := 0
	for r.Next() {
		rec := r.Record()
		for i, col := range rec.Columns() {
			fmt.Printf("rec[%d][%q]: %v\n", n, rec.ColumnName(i), col)
		}
		n++
	}

}

Output:

rec[0]["i64"]: [0]
rec[0]["f64"]: [0]
rec[0]["str"]: ["str-0"]
rec[1]["i64"]: [1]
rec[1]["f64"]: [1]
rec[1]["str"]: ["str-1"]
rec[2]["i64"]: [2]
rec[2]["f64"]: [2]
rec[2]["str"]: ["str-2"]
rec[3]["i64"]: [3]
rec[3]["f64"]: [3]
rec[3]["str"]: ["str-3"]
rec[4]["i64"]: [4]
rec[4]["f64"]: [4]
rec[4]["str"]: ["str-4"]
rec[5]["i64"]: [5]
rec[5]["f64"]: [5]
rec[5]["str"]: ["str-5"]
rec[6]["i64"]: [6]
rec[6]["f64"]: [6]
rec[6]["str"]: ["str-6"]
rec[7]["i64"]: [7]
rec[7]["f64"]: [7]
rec[7]["str"]: ["str-7"]
rec[8]["i64"]: [8]
rec[8]["f64"]: [8]
rec[8]["str"]: ["str-8"]
rec[9]["i64"]: [9]
rec[9]["f64"]: [9]
rec[9]["str"]: ["str-9"]

Index

Examples

Constants

This section is empty.

Variables

View Source 
var DefaultNullValues = []string{"", "NULL", "null"}

DefaultNullValues is the set of values considered as NULL values by default when Reader is configured to handle NULL values.

View Source 
var (
	ErrMismatchFields = errors.New("arrow/csv: number of records mismatch")
)

Functions

This section is empty.

Types

type Option 

type Option func(config)

Option configures a CSV reader/writer.

func WithAllocator 

func WithAllocator(mem memory.Allocator) Option

WithAllocator specifies the Arrow memory allocator used while building records.

func WithCRLF 

func WithCRLF(useCRLF bool) Option

WithCRLF specifies the line terminator used while writing CSV files. If useCRLF is true, \r\n is used as the line terminator, otherwise \n is used. The default value is false.

func WithChunk 

func WithChunk(n int) Option

WithChunk specifies the chunk size used while parsing CSV files.

If n is zero or 1, no chunking will take place and the reader will create one record per row. If n is greater than 1, chunks of n rows will be read. If n is negative, the reader will load the whole CSV file into memory and create one big record with all the rows.

func WithComma 

func WithComma(c rune) Option

WithComma specifies the fields separation character used while parsing CSV files.

func WithComment 

func WithComment(c rune) Option

WithComment specifies the comment character used while parsing CSV files.

func WithHeader 

func WithHeader(useHeader bool) Option

WithHeader enables or disables CSV-header handling.

func WithNullReader 

func WithNullReader(stringsCanBeNull bool, nullValues ...string) Option

WithNullReader sets options for a CSV Reader pertaining to NULL value handling. If stringsCanBeNull is true, then a string that matches one of the nullValues set will be interpreted as NULL. Numeric columns will be checked for nulls in all cases. If no nullValues arguments are passed in, the defaults set in NewReader() will be kept.

When no NULL values is given, the default set is taken from DefaultNullValues.

func WithNullWriter 

func WithNullWriter(null string) Option

WithNullWriter sets the null string written for NULL values. The default is set in NewWriter().

type Reader 

type Reader struct {
	// contains filtered or unexported fields
}

Reader wraps encoding/csv.Reader and creates array.Records from a schema.

func NewReader 

func NewReader(r io.Reader, schema *arrow.Schema, opts ...Option) *Reader

NewReader returns a reader that reads from the CSV file and creates array.Records from the given schema.

NewReader panics if the given schema contains fields that have types that are not primitive types.

func (*Reader) Err 

func (r *Reader) Err() error

Err returns the last error encountered during the iteration over the underlying CSV file.

func (*Reader) Next 

func (r *Reader) Next() bool

Next returns whether a Record could be extracted from the underlying CSV file.

Next panics if the number of records extracted from a CSV row does not match the number of fields of the associated schema.

func (*Reader) Record 

func (r *Reader) Record() array.Record

Record returns the current record that has been extracted from the underlying CSV file. It is valid until the next call to Next.

func (*Reader) Release 

func (r *Reader) Release()

Release decreases the reference count by 1. When the reference count goes to zero, the memory is freed. Release may be called simultaneously from multiple goroutines.

func (*Reader) Retain 

func (r *Reader) Retain()

Retain increases the reference count by 1. Retain may be called simultaneously from multiple goroutines.

func (*Reader) Schema 

func (r *Reader) Schema() *arrow.Schema

type Writer 

type Writer struct {
	// contains filtered or unexported fields
}

Writer wraps encoding/csv.Writer and writes array.Record based on a schema.

func NewWriter 

func NewWriter(w io.Writer, schema *arrow.Schema, opts ...Option) *Writer

NewWriter returns a writer that writes array.Records to the CSV file with the given schema.

NewWriter panics if the given schema contains fields that have types that are not primitive types.

func (*Writer) Error 

func (w *Writer) Error() error

Error reports any error that has occurred during a previous Write or Flush.

func (*Writer) Flush 

func (w *Writer) Flush() error

Flush writes any buffered data to the underlying csv Writer. If an error occurred during the Flush, return it

func (*Writer) Schema 

func (w *Writer) Schema() *arrow.Schema

func (*Writer) Write 

func (w *Writer) Write(record array.Record) error

Write writes a single Record as one row to the CSV file

Source Files

View all Source files

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