github.com/apache/arrow/go/v7@v7.0.1/parquet/internal/encoding/encoding_test.go

// 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.

package encoding_test

import (
	"fmt"
	"reflect"
	"testing"
	"unsafe"

	"github.com/apache/arrow/go/v7/arrow"
	"github.com/apache/arrow/go/v7/arrow/bitutil"
	"github.com/apache/arrow/go/v7/arrow/memory"
	"github.com/apache/arrow/go/v7/parquet"
	"github.com/apache/arrow/go/v7/parquet/internal/encoding"
	"github.com/apache/arrow/go/v7/parquet/internal/testutils"
	"github.com/apache/arrow/go/v7/parquet/schema"
	"github.com/stretchr/testify/assert"
	"github.com/stretchr/testify/suite"
)

type nodeFactory func(string, parquet.Repetition, int32) *schema.PrimitiveNode

func createNodeFactory(t reflect.Type) nodeFactory {
	switch t {
	case reflect.TypeOf(true):
		return schema.NewBooleanNode
	case reflect.TypeOf(int32(0)):
		return schema.NewInt32Node
	case reflect.TypeOf(int64(0)):
		return schema.NewInt64Node
	case reflect.TypeOf(parquet.Int96{}):
		return schema.NewInt96Node
	case reflect.TypeOf(float32(0)):
		return schema.NewFloat32Node
	case reflect.TypeOf(float64(0)):
		return schema.NewFloat64Node
	case reflect.TypeOf(parquet.ByteArray{}):
		return schema.NewByteArrayNode
	case reflect.TypeOf(parquet.FixedLenByteArray{}):
		return func(name string, rep parquet.Repetition, field int32) *schema.PrimitiveNode {
			return schema.NewFixedLenByteArrayNode(name, rep, 12, field)
		}
	}
	return nil
}

func initdata(t reflect.Type, drawbuf, decodebuf []byte, nvals, repeats int, heap *memory.Buffer) (interface{}, interface{}) {
	switch t {
	case reflect.TypeOf(true):
		draws := *(*[]bool)(unsafe.Pointer(&drawbuf))
		decode := *(*[]bool)(unsafe.Pointer(&decodebuf))
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(int32(0)):
		draws := arrow.Int32Traits.CastFromBytes(drawbuf)
		decode := arrow.Int32Traits.CastFromBytes(decodebuf)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(int64(0)):
		draws := arrow.Int64Traits.CastFromBytes(drawbuf)
		decode := arrow.Int64Traits.CastFromBytes(decodebuf)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(parquet.Int96{}):
		draws := parquet.Int96Traits.CastFromBytes(drawbuf)
		decode := parquet.Int96Traits.CastFromBytes(decodebuf)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(float32(0)):
		draws := arrow.Float32Traits.CastFromBytes(drawbuf)
		decode := arrow.Float32Traits.CastFromBytes(decodebuf)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(float64(0)):
		draws := arrow.Float64Traits.CastFromBytes(drawbuf)
		decode := arrow.Float64Traits.CastFromBytes(decodebuf)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(parquet.ByteArray{}):
		draws := make([]parquet.ByteArray, nvals*repeats)
		decode := make([]parquet.ByteArray, nvals*repeats)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	case reflect.TypeOf(parquet.FixedLenByteArray{}):
		draws := make([]parquet.FixedLenByteArray, nvals*repeats)
		decode := make([]parquet.FixedLenByteArray, nvals*repeats)
		testutils.InitValues(draws[:nvals], heap)

		for j := 1; j < repeats; j++ {
			for k := 0; k < nvals; k++ {
				draws[nvals*j+k] = draws[k]
			}
		}

		return draws[:nvals*repeats], decode[:nvals*repeats]
	}
	return nil, nil
}

func encode(enc encoding.TypedEncoder, vals interface{}) {
	switch v := vals.(type) {
	case []bool:
		enc.(encoding.BooleanEncoder).Put(v)
	case []int32:
		enc.(encoding.Int32Encoder).Put(v)
	case []int64:
		enc.(encoding.Int64Encoder).Put(v)
	case []parquet.Int96:
		enc.(encoding.Int96Encoder).Put(v)
	case []float32:
		enc.(encoding.Float32Encoder).Put(v)
	case []float64:
		enc.(encoding.Float64Encoder).Put(v)
	case []parquet.ByteArray:
		enc.(encoding.ByteArrayEncoder).Put(v)
	case []parquet.FixedLenByteArray:
		enc.(encoding.FixedLenByteArrayEncoder).Put(v)
	}
}

func encodeSpaced(enc encoding.TypedEncoder, vals interface{}, validBits []byte, validBitsOffset int64) {
	switch v := vals.(type) {
	case []bool:
		enc.(encoding.BooleanEncoder).PutSpaced(v, validBits, validBitsOffset)
	case []int32:
		enc.(encoding.Int32Encoder).PutSpaced(v, validBits, validBitsOffset)
	case []int64:
		enc.(encoding.Int64Encoder).PutSpaced(v, validBits, validBitsOffset)
	case []parquet.Int96:
		enc.(encoding.Int96Encoder).PutSpaced(v, validBits, validBitsOffset)
	case []float32:
		enc.(encoding.Float32Encoder).PutSpaced(v, validBits, validBitsOffset)
	case []float64:
		enc.(encoding.Float64Encoder).PutSpaced(v, validBits, validBitsOffset)
	case []parquet.ByteArray:
		enc.(encoding.ByteArrayEncoder).PutSpaced(v, validBits, validBitsOffset)
	case []parquet.FixedLenByteArray:
		enc.(encoding.FixedLenByteArrayEncoder).PutSpaced(v, validBits, validBitsOffset)
	}
}

func decode(dec encoding.TypedDecoder, out interface{}) (int, error) {
	switch v := out.(type) {
	case []bool:
		return dec.(encoding.BooleanDecoder).Decode(v)
	case []int32:
		return dec.(encoding.Int32Decoder).Decode(v)
	case []int64:
		return dec.(encoding.Int64Decoder).Decode(v)
	case []parquet.Int96:
		return dec.(encoding.Int96Decoder).Decode(v)
	case []float32:
		return dec.(encoding.Float32Decoder).Decode(v)
	case []float64:
		return dec.(encoding.Float64Decoder).Decode(v)
	case []parquet.ByteArray:
		return dec.(encoding.ByteArrayDecoder).Decode(v)
	case []parquet.FixedLenByteArray:
		return dec.(encoding.FixedLenByteArrayDecoder).Decode(v)
	}
	return 0, nil
}

func decodeSpaced(dec encoding.TypedDecoder, out interface{}, nullCount int, validBits []byte, validBitsOffset int64) (int, error) {
	switch v := out.(type) {
	case []bool:
		return dec.(encoding.BooleanDecoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []int32:
		return dec.(encoding.Int32Decoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []int64:
		return dec.(encoding.Int64Decoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []parquet.Int96:
		return dec.(encoding.Int96Decoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []float32:
		return dec.(encoding.Float32Decoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []float64:
		return dec.(encoding.Float64Decoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []parquet.ByteArray:
		return dec.(encoding.ByteArrayDecoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	case []parquet.FixedLenByteArray:
		return dec.(encoding.FixedLenByteArrayDecoder).DecodeSpaced(v, nullCount, validBits, validBitsOffset)
	}
	return 0, nil
}

type BaseEncodingTestSuite struct {
	suite.Suite

	descr   *schema.Column
	typeLen int
	mem     memory.Allocator
	typ     reflect.Type

	nvalues     int
	heap        *memory.Buffer
	inputBytes  *memory.Buffer
	outputBytes *memory.Buffer
	nodeFactory nodeFactory

	draws     interface{}
	decodeBuf interface{}
}

func (b *BaseEncodingTestSuite) SetupSuite() {
	b.mem = memory.DefaultAllocator
	b.inputBytes = memory.NewResizableBuffer(b.mem)
	b.outputBytes = memory.NewResizableBuffer(b.mem)
	b.heap = memory.NewResizableBuffer(b.mem)
	b.nodeFactory = createNodeFactory(b.typ)
}

func (b *BaseEncodingTestSuite) TearDownSuite() {
	b.inputBytes.Release()
	b.outputBytes.Release()
	b.heap.Release()
}

func (b *BaseEncodingTestSuite) SetupTest() {
	b.descr = schema.NewColumn(b.nodeFactory("name", parquet.Repetitions.Optional, -1), 0, 0)
	b.typeLen = int(b.descr.TypeLength())
}

func (b *BaseEncodingTestSuite) initData(nvalues, repeats int) {
	b.nvalues = nvalues * repeats
	b.inputBytes.ResizeNoShrink(b.nvalues * int(b.typ.Size()))
	b.outputBytes.ResizeNoShrink(b.nvalues * int(b.typ.Size()))
	memory.Set(b.inputBytes.Buf(), 0)
	memory.Set(b.outputBytes.Buf(), 0)

	b.draws, b.decodeBuf = initdata(b.typ, b.inputBytes.Buf(), b.outputBytes.Buf(), nvalues, repeats, b.heap)
}

func (b *BaseEncodingTestSuite) encodeTestData(e parquet.Encoding) (encoding.Buffer, error) {
	enc := encoding.NewEncoder(testutils.TypeToParquetType(b.typ), e, false, b.descr, memory.DefaultAllocator)
	b.Equal(e, enc.Encoding())
	b.Equal(b.descr.PhysicalType(), enc.Type())
	encode(enc, reflect.ValueOf(b.draws).Slice(0, b.nvalues).Interface())
	return enc.FlushValues()
}

func (b *BaseEncodingTestSuite) decodeTestData(e parquet.Encoding, buf []byte) {
	dec := encoding.NewDecoder(testutils.TypeToParquetType(b.typ), e, b.descr, b.mem)
	b.Equal(e, dec.Encoding())
	b.Equal(b.descr.PhysicalType(), dec.Type())

	dec.SetData(b.nvalues, buf)
	decoded, _ := decode(dec, b.decodeBuf)
	b.Equal(b.nvalues, decoded)
	b.Equal(reflect.ValueOf(b.draws).Slice(0, b.nvalues).Interface(), reflect.ValueOf(b.decodeBuf).Slice(0, b.nvalues).Interface())
}

func (b *BaseEncodingTestSuite) encodeTestDataSpaced(e parquet.Encoding, validBits []byte, validBitsOffset int64) (encoding.Buffer, error) {
	enc := encoding.NewEncoder(testutils.TypeToParquetType(b.typ), e, false, b.descr, memory.DefaultAllocator)
	encodeSpaced(enc, reflect.ValueOf(b.draws).Slice(0, b.nvalues).Interface(), validBits, validBitsOffset)
	return enc.FlushValues()
}

func (b *BaseEncodingTestSuite) decodeTestDataSpaced(e parquet.Encoding, nullCount int, buf []byte, validBits []byte, validBitsOffset int64) {
	dec := encoding.NewDecoder(testutils.TypeToParquetType(b.typ), e, b.descr, b.mem)
	dec.SetData(b.nvalues-nullCount, buf)
	decoded, _ := decodeSpaced(dec, b.decodeBuf, nullCount, validBits, validBitsOffset)
	b.Equal(b.nvalues, decoded)

	drawval := reflect.ValueOf(b.draws)
	decodeval := reflect.ValueOf(b.decodeBuf)
	for j := 0; j < b.nvalues; j++ {
		if bitutil.BitIsSet(validBits, int(validBitsOffset)+j) {
			b.Equal(drawval.Index(j).Interface(), decodeval.Index(j).Interface())
		}
	}
}

func (b *BaseEncodingTestSuite) checkRoundTrip(e parquet.Encoding) {
	buf, _ := b.encodeTestData(e)
	defer buf.Release()
	b.decodeTestData(e, buf.Bytes())
}

func (b *BaseEncodingTestSuite) checkRoundTripSpaced(e parquet.Encoding, validBits []byte, validBitsOffset int64) {
	buf, _ := b.encodeTestDataSpaced(e, validBits, validBitsOffset)
	defer buf.Release()

	nullCount := 0
	for i := 0; i < b.nvalues; i++ {
		if bitutil.BitIsNotSet(validBits, int(validBitsOffset)+i) {
			nullCount++
		}
	}
	b.decodeTestDataSpaced(e, nullCount, buf.Bytes(), validBits, validBitsOffset)
}

func (b *BaseEncodingTestSuite) TestBasicRoundTrip() {
	b.initData(10000, 1)
	b.checkRoundTrip(parquet.Encodings.Plain)
}

func (b *BaseEncodingTestSuite) TestDeltaEncodingRoundTrip() {
	b.initData(10000, 1)

	switch b.typ {
	case reflect.TypeOf(int32(0)), reflect.TypeOf(int64(0)):
		b.checkRoundTrip(parquet.Encodings.DeltaBinaryPacked)
	default:
		b.Panics(func() { b.checkRoundTrip(parquet.Encodings.DeltaBinaryPacked) })
	}
}

func (b *BaseEncodingTestSuite) TestDeltaLengthByteArrayRoundTrip() {
	b.initData(10000, 1)

	switch b.typ {
	case reflect.TypeOf(parquet.ByteArray{}):
		b.checkRoundTrip(parquet.Encodings.DeltaLengthByteArray)
	default:
		b.Panics(func() { b.checkRoundTrip(parquet.Encodings.DeltaLengthByteArray) })
	}
}

func (b *BaseEncodingTestSuite) TestDeltaByteArrayRoundTrip() {
	b.initData(10000, 1)

	switch b.typ {
	case reflect.TypeOf(parquet.ByteArray{}):
		b.checkRoundTrip(parquet.Encodings.DeltaByteArray)
	default:
		b.Panics(func() { b.checkRoundTrip(parquet.Encodings.DeltaLengthByteArray) })
	}
}

func (b *BaseEncodingTestSuite) TestSpacedRoundTrip() {
	exec := func(vals, repeats int, validBitsOffset int64, nullProb float64) {
		b.Run(fmt.Sprintf("%d vals %d repeats %d offset %0.3f null", vals, repeats, validBitsOffset, 1-nullProb), func() {
			b.initData(vals, repeats)

			size := int64(b.nvalues) + validBitsOffset
			r := testutils.NewRandomArrayGenerator(1923)
			arr := r.Uint8(size, 0, 100, 1-nullProb)
			validBits := arr.NullBitmapBytes()
			if validBits != nil {
				b.checkRoundTripSpaced(parquet.Encodings.Plain, validBits, validBitsOffset)
				switch b.typ {
				case reflect.TypeOf(int32(0)), reflect.TypeOf(int64(0)):
					b.checkRoundTripSpaced(parquet.Encodings.DeltaBinaryPacked, validBits, validBitsOffset)
				case reflect.TypeOf(parquet.ByteArray{}):
					b.checkRoundTripSpaced(parquet.Encodings.DeltaLengthByteArray, validBits, validBitsOffset)
					b.checkRoundTripSpaced(parquet.Encodings.DeltaByteArray, validBits, validBitsOffset)
				}
			}
		})
	}

	const (
		avx512Size    = 64
		simdSize      = avx512Size
		multiSimdSize = simdSize * 33
	)

	for _, nullProb := range []float64{0.001, 0.1, 0.5, 0.9, 0.999} {
		// Test with both size and offset up to 3 simd block
		for i := 1; i < simdSize*3; i++ {
			exec(i, 1, 0, nullProb)
			exec(i, 1, int64(i+1), nullProb)
		}
		// large block and offset
		exec(multiSimdSize, 1, 0, nullProb)
		exec(multiSimdSize+33, 1, 0, nullProb)
		exec(multiSimdSize, 1, 33, nullProb)
		exec(multiSimdSize+33, 1, 33, nullProb)
	}
}

func TestEncoding(t *testing.T) {
	tests := []struct {
		name string
		typ  reflect.Type
	}{
		{"Bool", reflect.TypeOf(true)},
		{"Int32", reflect.TypeOf(int32(0))},
		{"Int64", reflect.TypeOf(int64(0))},
		{"Float32", reflect.TypeOf(float32(0))},
		{"Float64", reflect.TypeOf(float64(0))},
		{"Int96", reflect.TypeOf(parquet.Int96{})},
		{"ByteArray", reflect.TypeOf(parquet.ByteArray{})},
		{"FixedLenByteArray", reflect.TypeOf(parquet.FixedLenByteArray{})},
	}

	for _, tt := range tests {
		t.Run(tt.name, func(t *testing.T) {
			suite.Run(t, &BaseEncodingTestSuite{typ: tt.typ})
		})
	}
}

type DictionaryEncodingTestSuite struct {
	BaseEncodingTestSuite
}

func (d *DictionaryEncodingTestSuite) encodeTestDataDict(e parquet.Encoding) (dictBuffer, indices encoding.Buffer, numEntries int) {
	enc := encoding.NewEncoder(testutils.TypeToParquetType(d.typ), e, true, d.descr, memory.DefaultAllocator).(encoding.DictEncoder)

	d.Equal(parquet.Encodings.PlainDict, enc.Encoding())
	d.Equal(d.descr.PhysicalType(), enc.Type())
	encode(enc, reflect.ValueOf(d.draws).Slice(0, d.nvalues).Interface())
	dictBuffer = memory.NewResizableBuffer(d.mem)
	dictBuffer.Resize(enc.DictEncodedSize())
	enc.WriteDict(dictBuffer.Bytes())
	indices, _ = enc.FlushValues()
	numEntries = enc.NumEntries()
	return
}

func (d *DictionaryEncodingTestSuite) encodeTestDataDictSpaced(e parquet.Encoding, validBits []byte, validBitsOffset int64) (dictBuffer, indices encoding.Buffer, numEntries int) {
	enc := encoding.NewEncoder(testutils.TypeToParquetType(d.typ), e, true, d.descr, memory.DefaultAllocator).(encoding.DictEncoder)
	d.Equal(d.descr.PhysicalType(), enc.Type())

	encodeSpaced(enc, reflect.ValueOf(d.draws).Slice(0, d.nvalues).Interface(), validBits, validBitsOffset)
	dictBuffer = memory.NewResizableBuffer(d.mem)
	dictBuffer.Resize(enc.DictEncodedSize())
	enc.WriteDict(dictBuffer.Bytes())
	indices, _ = enc.FlushValues()
	numEntries = enc.NumEntries()
	return
}

func (d *DictionaryEncodingTestSuite) checkRoundTrip() {
	dictBuffer, indices, numEntries := d.encodeTestDataDict(parquet.Encodings.Plain)
	defer dictBuffer.Release()
	defer indices.Release()
	validBits := make([]byte, int(bitutil.BytesForBits(int64(d.nvalues)))+1)
	memory.Set(validBits, 255)

	spacedBuffer, indicesSpaced, _ := d.encodeTestDataDictSpaced(parquet.Encodings.Plain, validBits, 0)
	defer spacedBuffer.Release()
	defer indicesSpaced.Release()
	d.Equal(indices.Bytes(), indicesSpaced.Bytes())

	dictDecoder := encoding.NewDecoder(testutils.TypeToParquetType(d.typ), parquet.Encodings.Plain, d.descr, d.mem)
	d.Equal(d.descr.PhysicalType(), dictDecoder.Type())
	dictDecoder.SetData(numEntries, dictBuffer.Bytes())
	decoder := encoding.NewDictDecoder(testutils.TypeToParquetType(d.typ), d.descr, d.mem)
	decoder.SetDict(dictDecoder)
	decoder.SetData(d.nvalues, indices.Bytes())

	decoded, _ := decode(decoder, d.decodeBuf)
	d.Equal(d.nvalues, decoded)
	d.Equal(reflect.ValueOf(d.draws).Slice(0, d.nvalues).Interface(), reflect.ValueOf(d.decodeBuf).Slice(0, d.nvalues).Interface())

	decoder.SetData(d.nvalues, indices.Bytes())
	decoded, _ = decodeSpaced(decoder, d.decodeBuf, 0, validBits, 0)
	d.Equal(d.nvalues, decoded)
	d.Equal(reflect.ValueOf(d.draws).Slice(0, d.nvalues).Interface(), reflect.ValueOf(d.decodeBuf).Slice(0, d.nvalues).Interface())
}

func (d *DictionaryEncodingTestSuite) TestBasicRoundTrip() {
	d.initData(2500, 2)
	d.checkRoundTrip()
}

func TestDictEncoding(t *testing.T) {
	tests := []struct {
		name string
		typ  reflect.Type
	}{
		{"Int32", reflect.TypeOf(int32(0))},
		{"Int64", reflect.TypeOf(int64(0))},
		{"Float32", reflect.TypeOf(float32(0))},
		{"Float64", reflect.TypeOf(float64(0))},
		{"ByteArray", reflect.TypeOf(parquet.ByteArray{})},
		{"FixedLenByteArray", reflect.TypeOf(parquet.FixedLenByteArray{})},
	}

	for _, tt := range tests {
		t.Run(tt.name, func(t *testing.T) {
			suite.Run(t, &DictionaryEncodingTestSuite{BaseEncodingTestSuite{typ: tt.typ}})
		})
	}
}

func TestWriteDeltaBitPackedInt32(t *testing.T) {
	column := schema.NewColumn(schema.NewInt32Node("int32", parquet.Repetitions.Required, -1), 0, 0)

	tests := []struct {
		name     string
		toencode []int32
		expected []byte
	}{
		{"simple 12345", []int32{1, 2, 3, 4, 5}, []byte{128, 1, 4, 5, 2, 2, 0, 0, 0, 0}},
		{"odd vals", []int32{7, 5, 3, 1, 2, 3, 4, 5}, []byte{128, 1, 4, 8, 14, 3, 2, 0, 0, 0, 192, 63, 0, 0, 0, 0, 0, 0}},
	}

	for _, tt := range tests {
		t.Run(tt.name, func(t *testing.T) {
			enc := encoding.NewEncoder(parquet.Types.Int32, parquet.Encodings.DeltaBinaryPacked, false, column, memory.DefaultAllocator)

			enc.(encoding.Int32Encoder).Put(tt.toencode)
			buf, _ := enc.FlushValues()
			defer buf.Release()

			assert.Equal(t, tt.expected, buf.Bytes())

			dec := encoding.NewDecoder(parquet.Types.Int32, parquet.Encodings.DeltaBinaryPacked, column, memory.DefaultAllocator)

			dec.(encoding.Int32Decoder).SetData(len(tt.toencode), tt.expected)
			out := make([]int32, len(tt.toencode))
			dec.(encoding.Int32Decoder).Decode(out)
			assert.Equal(t, tt.toencode, out)
		})
	}

	t.Run("test progressive decoding", func(t *testing.T) {
		values := make([]int32, 1000)
		testutils.FillRandomInt32(0, values)

		enc := encoding.NewEncoder(parquet.Types.Int32, parquet.Encodings.DeltaBinaryPacked, false, column, memory.DefaultAllocator)
		enc.(encoding.Int32Encoder).Put(values)
		buf, _ := enc.FlushValues()
		defer buf.Release()

		dec := encoding.NewDecoder(parquet.Types.Int32, parquet.Encodings.DeltaBinaryPacked, column, memory.DefaultAllocator)
		dec.(encoding.Int32Decoder).SetData(len(values), buf.Bytes())

		valueBuf := make([]int32, 100)
		for i, j := 0, len(valueBuf); j <= len(values); i, j = i+len(valueBuf), j+len(valueBuf) {
			dec.(encoding.Int32Decoder).Decode(valueBuf)
			assert.Equalf(t, values[i:j], valueBuf, "indexes %d:%d", i, j)
		}
	})
}

func TestWriteDeltaBitPackedInt64(t *testing.T) {
	column := schema.NewColumn(schema.NewInt64Node("int64", parquet.Repetitions.Required, -1), 0, 0)

	tests := []struct {
		name     string
		toencode []int64
		expected []byte
	}{
		{"simple 12345", []int64{1, 2, 3, 4, 5}, []byte{128, 1, 4, 5, 2, 2, 0, 0, 0, 0}},
		{"odd vals", []int64{7, 5, 3, 1, 2, 3, 4, 5}, []byte{128, 1, 4, 8, 14, 3, 2, 0, 0, 0, 192, 63, 0, 0, 0, 0, 0, 0}},
	}

	for _, tt := range tests {
		t.Run(tt.name, func(t *testing.T) {
			enc := encoding.NewEncoder(parquet.Types.Int64, parquet.Encodings.DeltaBinaryPacked, false, column, memory.DefaultAllocator)

			enc.(encoding.Int64Encoder).Put(tt.toencode)
			buf, _ := enc.FlushValues()
			defer buf.Release()

			assert.Equal(t, tt.expected, buf.Bytes())

			dec := encoding.NewDecoder(parquet.Types.Int64, parquet.Encodings.DeltaBinaryPacked, column, memory.DefaultAllocator)

			dec.(encoding.Int64Decoder).SetData(len(tt.toencode), tt.expected)
			out := make([]int64, len(tt.toencode))
			dec.(encoding.Int64Decoder).Decode(out)
			assert.Equal(t, tt.toencode, out)
		})
	}

	t.Run("test progressive decoding", func(t *testing.T) {
		values := make([]int64, 1000)
		testutils.FillRandomInt64(0, values)

		enc := encoding.NewEncoder(parquet.Types.Int64, parquet.Encodings.DeltaBinaryPacked, false, column, memory.DefaultAllocator)
		enc.(encoding.Int64Encoder).Put(values)
		buf, _ := enc.FlushValues()
		defer buf.Release()

		dec := encoding.NewDecoder(parquet.Types.Int64, parquet.Encodings.DeltaBinaryPacked, column, memory.DefaultAllocator)
		dec.(encoding.Int64Decoder).SetData(len(values), buf.Bytes())

		valueBuf := make([]int64, 100)
		for i, j := 0, len(valueBuf); j <= len(values); i, j = i+len(valueBuf), j+len(valueBuf) {
			decoded, _ := dec.(encoding.Int64Decoder).Decode(valueBuf)
			assert.Equal(t, len(valueBuf), decoded)
			assert.Equalf(t, values[i:j], valueBuf, "indexes %d:%d", i, j)
		}
	})
}

func TestDeltaLengthByteArrayEncoding(t *testing.T) {
	column := schema.NewColumn(schema.NewByteArrayNode("bytearray", parquet.Repetitions.Required, -1), 0, 0)

	test := []parquet.ByteArray{[]byte("Hello"), []byte("World"), []byte("Foobar"), []byte("ABCDEF")}
	expected := []byte{128, 1, 4, 4, 10, 0, 1, 0, 0, 0, 2, 0, 0, 0, 72, 101, 108, 108, 111, 87, 111, 114, 108, 100, 70, 111, 111, 98, 97, 114, 65, 66, 67, 68, 69, 70}

	enc := encoding.NewEncoder(parquet.Types.ByteArray, parquet.Encodings.DeltaLengthByteArray, false, column, memory.DefaultAllocator)
	enc.(encoding.ByteArrayEncoder).Put(test)
	buf, _ := enc.FlushValues()
	defer buf.Release()

	assert.Equal(t, expected, buf.Bytes())

	dec := encoding.NewDecoder(parquet.Types.ByteArray, parquet.Encodings.DeltaLengthByteArray, column, nil)
	dec.SetData(len(test), expected)
	out := make([]parquet.ByteArray, len(test))
	decoded, _ := dec.(encoding.ByteArrayDecoder).Decode(out)
	assert.Equal(t, len(test), decoded)
	assert.Equal(t, test, out)
}

func TestDeltaByteArrayEncoding(t *testing.T) {
	test := []parquet.ByteArray{[]byte("Hello"), []byte("World"), []byte("Foobar"), []byte("ABCDEF")}
	expected := []byte{128, 1, 4, 4, 0, 0, 0, 0, 0, 0, 128, 1, 4, 4, 10, 0, 1, 0, 0, 0, 2, 0, 0, 0, 72, 101, 108, 108, 111, 87, 111, 114, 108, 100, 70, 111, 111, 98, 97, 114, 65, 66, 67, 68, 69, 70}

	enc := encoding.NewEncoder(parquet.Types.ByteArray, parquet.Encodings.DeltaByteArray, false, nil, nil)
	enc.(encoding.ByteArrayEncoder).Put(test)
	buf, _ := enc.FlushValues()
	defer buf.Release()

	assert.Equal(t, expected, buf.Bytes())

	dec := encoding.NewDecoder(parquet.Types.ByteArray, parquet.Encodings.DeltaByteArray, nil, nil)
	dec.SetData(len(test), expected)
	out := make([]parquet.ByteArray, len(test))
	decoded, _ := dec.(encoding.ByteArrayDecoder).Decode(out)
	assert.Equal(t, len(test), decoded)
	assert.Equal(t, test, out)
}