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package json | ||
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||
import ( | ||
"encoding/json" | ||
"errors" | ||
"io" | ||
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"github.com/apache/arrow/go/arrow" | ||
"github.com/apache/arrow/go/arrow/array" | ||
) | ||
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var ( | ||
ErrMismatchFields = errors.New("arrow/json: number of records mismatch") | ||
) | ||
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// JsonEncoder wraps encoding/json.Encoder and writes array.Record based on a schema. | ||
type Encoder struct { | ||
e *json.Encoder | ||
schema *arrow.Schema | ||
} | ||
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// 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 NewWriter(w io.Writer, schema *arrow.Schema) *Encoder { | ||
// TODO | ||
// validate(schema) | ||
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ww := &Encoder{ | ||
e: json.NewEncoder(w), | ||
schema: schema, | ||
} | ||
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return ww | ||
} | ||
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func (e *Encoder) Schema() *arrow.Schema { return e.schema } | ||
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// Write writes a single Record as one row to the JSON file | ||
func (e *Encoder) Write(record array.Record) error { | ||
if !record.Schema().Equal(e.schema) { | ||
return ErrMismatchFields | ||
} | ||
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recs := make([]map[string]interface{}, record.NumRows()) | ||
for i := range recs { | ||
recs[i] = make(map[string]interface{}, record.NumCols()) | ||
} | ||
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for j, col := range record.Columns() { | ||
field := e.schema.Field(j) | ||
switch field.Type.(type) { | ||
case *arrow.BooleanType: | ||
arr := col.(*array.Boolean) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Int8Type: | ||
arr := col.(*array.Int8) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Int16Type: | ||
arr := col.(*array.Int16) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Int32Type: | ||
arr := col.(*array.Int32) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Int64Type: | ||
arr := col.(*array.Int64) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Uint8Type: | ||
arr := col.(*array.Uint8) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Uint16Type: | ||
arr := col.(*array.Uint16) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Uint32Type: | ||
arr := col.(*array.Uint32) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Uint64Type: | ||
arr := col.(*array.Uint64) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Float32Type: | ||
arr := col.(*array.Float32) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.Float64Type: | ||
arr := col.(*array.Float64) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
case *arrow.StringType: | ||
arr := col.(*array.String) | ||
for i := 0; i < arr.Len(); i++ { | ||
if arr.IsValid(i) { | ||
recs[i][field.Name] = arr.Value(i) | ||
} else { | ||
recs[i][field.Name] = nil | ||
} | ||
} | ||
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// TODO more types | ||
} | ||
} | ||
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return e.e.Encode(recs) | ||
} |
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package json | ||
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import ( | ||
"bytes" | ||
"fmt" | ||
"io/ioutil" | ||
"log" | ||
"strings" | ||
"testing" | ||
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"github.com/apache/arrow/go/arrow" | ||
"github.com/apache/arrow/go/arrow/array" | ||
"github.com/apache/arrow/go/arrow/memory" | ||
) | ||
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func Example_writer() { | ||
f := new(bytes.Buffer) | ||
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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, | ||
) | ||
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b := array.NewRecordBuilder(pool, schema) | ||
defer b.Release() | ||
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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) | ||
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rec := b.NewRecord() | ||
defer rec.Release() | ||
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w := NewWriter(f, schema) | ||
err := w.Write(rec) | ||
if err != nil { | ||
log.Fatal(err) | ||
} | ||
} | ||
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func TestCSVWriter(t *testing.T) { | ||
tests := []struct { | ||
name string | ||
}{{ | ||
name: "Primitives", | ||
}} | ||
for _, test := range tests { | ||
t.Run(test.name, func(t *testing.T) { | ||
testCSVWriter(t) | ||
}) | ||
} | ||
} | ||
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func testCSVWriter(t *testing.T) { | ||
f := new(bytes.Buffer) | ||
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pool := memory.NewCheckedAllocator(memory.NewGoAllocator()) | ||
defer pool.AssertSize(t, 0) | ||
schema := arrow.NewSchema( | ||
[]arrow.Field{ | ||
{Name: "bool", Type: arrow.FixedWidthTypes.Boolean}, | ||
{Name: "i8", Type: arrow.PrimitiveTypes.Int8}, | ||
{Name: "i16", Type: arrow.PrimitiveTypes.Int16}, | ||
{Name: "i32", Type: arrow.PrimitiveTypes.Int32}, | ||
{Name: "i64", Type: arrow.PrimitiveTypes.Int64}, | ||
{Name: "u8", Type: arrow.PrimitiveTypes.Uint8}, | ||
{Name: "u16", Type: arrow.PrimitiveTypes.Uint16}, | ||
{Name: "u32", Type: arrow.PrimitiveTypes.Uint32}, | ||
{Name: "u64", Type: arrow.PrimitiveTypes.Uint64}, | ||
{Name: "f32", Type: arrow.PrimitiveTypes.Float32}, | ||
{Name: "f64", Type: arrow.PrimitiveTypes.Float64}, | ||
{Name: "str", Type: arrow.BinaryTypes.String}, | ||
}, | ||
nil, | ||
) | ||
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b := array.NewRecordBuilder(pool, schema) | ||
defer b.Release() | ||
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b.Field(0).(*array.BooleanBuilder).AppendValues([]bool{true, false, true}, nil) | ||
b.Field(1).(*array.Int8Builder).AppendValues([]int8{-1, 0, 1}, nil) | ||
b.Field(2).(*array.Int16Builder).AppendValues([]int16{-1, 0, 1}, nil) | ||
b.Field(3).(*array.Int32Builder).AppendValues([]int32{-1, 0, 1}, nil) | ||
b.Field(4).(*array.Int64Builder).AppendValues([]int64{-1, 0, 1}, nil) | ||
b.Field(5).(*array.Uint8Builder).AppendValues([]uint8{0, 1, 2}, nil) | ||
b.Field(6).(*array.Uint16Builder).AppendValues([]uint16{0, 1, 2}, nil) | ||
b.Field(7).(*array.Uint32Builder).AppendValues([]uint32{0, 1, 2}, nil) | ||
b.Field(8).(*array.Uint64Builder).AppendValues([]uint64{0, 1, 2}, nil) | ||
b.Field(9).(*array.Float32Builder).AppendValues([]float32{0.0, 0.1, 0.2}, nil) | ||
b.Field(10).(*array.Float64Builder).AppendValues([]float64{0.0, 0.1, 0.2}, nil) | ||
b.Field(11).(*array.StringBuilder).AppendValues([]string{"str-0", "str-1", "str-2"}, nil) | ||
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for _, field := range b.Fields() { | ||
field.AppendNull() | ||
} | ||
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rec := b.NewRecord() | ||
defer rec.Release() | ||
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w := NewWriter(f, schema) | ||
err := w.Write(rec) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
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want := strings.ReplaceAll(`[ | ||
{"bool":true,"f32":0,"f64":0,"i16":-1,"i32":-1,"i64":-1,"i8":-1,"str":"str-0","u16":0,"u32":0,"u64":0,"u8":0}, | ||
{"bool":false,"f32":0.1,"f64":0.1,"i16":0,"i32":0,"i64":0,"i8":0,"str":"str-1","u16":1,"u32":1,"u64":1,"u8":1} | ||
,{"bool":true,"f32":0.2,"f64":0.2,"i16":1,"i32":1,"i64":1,"i8":1,"str":"str-2","u16":2,"u32":2,"u64":2,"u8":2}, | ||
{"bool":null,"f32":null,"f64":null,"i16":null,"i32":null,"i64":null,"i8":null,"str":null,"u16":null,"u32":null,"u64":null,"u8":null}] | ||
`, "\n", "") + "\n" | ||
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if got, want := f.String(), want; strings.Compare(got, want) != 0 { | ||
t.Fatalf("invalid output:\ngot=%s\nwant=%s\n", got, want) | ||
} | ||
} | ||
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func BenchmarkWrite(b *testing.B) { | ||
pool := memory.NewCheckedAllocator(memory.NewGoAllocator()) | ||
defer pool.AssertSize(b, 0) | ||
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schema := arrow.NewSchema( | ||
[]arrow.Field{ | ||
{Name: "bool", Type: arrow.FixedWidthTypes.Boolean}, | ||
{Name: "i8", Type: arrow.PrimitiveTypes.Int8}, | ||
{Name: "i16", Type: arrow.PrimitiveTypes.Int16}, | ||
{Name: "i32", Type: arrow.PrimitiveTypes.Int32}, | ||
{Name: "i64", Type: arrow.PrimitiveTypes.Int64}, | ||
{Name: "u8", Type: arrow.PrimitiveTypes.Uint8}, | ||
{Name: "u16", Type: arrow.PrimitiveTypes.Uint16}, | ||
{Name: "u32", Type: arrow.PrimitiveTypes.Uint32}, | ||
{Name: "u64", Type: arrow.PrimitiveTypes.Uint64}, | ||
{Name: "f32", Type: arrow.PrimitiveTypes.Float32}, | ||
{Name: "f64", Type: arrow.PrimitiveTypes.Float64}, | ||
{Name: "str", Type: arrow.BinaryTypes.String}, | ||
}, | ||
nil, | ||
) | ||
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bldr := array.NewRecordBuilder(pool, schema) | ||
defer bldr.Release() | ||
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const N = 1000 | ||
for i := 0; i < N; i++ { | ||
bldr.Field(0).(*array.BooleanBuilder).Append(i%10 == 0) | ||
bldr.Field(1).(*array.Int8Builder).Append(int8(i)) | ||
bldr.Field(2).(*array.Int16Builder).Append(int16(i)) | ||
bldr.Field(3).(*array.Int32Builder).Append(int32(i)) | ||
bldr.Field(4).(*array.Int64Builder).Append(int64(i)) | ||
bldr.Field(5).(*array.Uint8Builder).Append(uint8(i)) | ||
bldr.Field(6).(*array.Uint16Builder).Append(uint16(i)) | ||
bldr.Field(7).(*array.Uint32Builder).Append(uint32(i)) | ||
bldr.Field(8).(*array.Uint64Builder).Append(uint64(i)) | ||
bldr.Field(9).(*array.Float32Builder).Append(float32(i)) | ||
bldr.Field(10).(*array.Float64Builder).Append(float64(i)) | ||
bldr.Field(11).(*array.StringBuilder).Append(fmt.Sprintf("str-%d", i)) | ||
} | ||
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rec := bldr.NewRecord() | ||
defer rec.Release() | ||
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w := NewWriter(ioutil.Discard, schema) | ||
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b.ResetTimer() | ||
for i := 0; i < b.N; i++ { | ||
err := w.Write(rec) | ||
if err != nil { | ||
b.Fatal(err) | ||
} | ||
} | ||
} |