minio/pkg/s3select/internal/parquet-go/page.go

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/*
* Minio Cloud Storage, (C) 2018 Minio, Inc.
*
* Licensed 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 parquet
import (
"bytes"
"context"
"errors"
"fmt"
"math"
"strings"
"git.apache.org/thrift.git/lib/go/thrift"
"github.com/minio/minio/pkg/s3select/internal/parquet-go/gen-go/parquet"
)
// getBitWidth - returns bits required to place num e.g.
//
// num | width
// -----|-------
// 0 | 0
// 1 | 1
// 2 | 2
// 3 | 2
// 4 | 3
// 5 | 3
// ... | ...
// ... | ...
//
func getBitWidth(num uint64) (width uint64) {
for ; num != 0; num >>= 1 {
width++
}
return width
}
// getMaxDefLevel - get maximum definition level.
func getMaxDefLevel(nameIndexMap map[string]int, schemaElements []*parquet.SchemaElement, path []string) (v int) {
for i := 1; i <= len(path); i++ {
name := strings.Join(path[:i], ".")
if index, ok := nameIndexMap[name]; ok {
if schemaElements[index].GetRepetitionType() != parquet.FieldRepetitionType_REQUIRED {
v++
}
}
}
return v
}
// getMaxRepLevel - get maximum repetition level.
func getMaxRepLevel(nameIndexMap map[string]int, schemaElements []*parquet.SchemaElement, path []string) (v int) {
for i := 1; i <= len(path); i++ {
name := strings.Join(path[:i], ".")
if index, ok := nameIndexMap[name]; ok {
if schemaElements[index].GetRepetitionType() == parquet.FieldRepetitionType_REPEATED {
v++
}
}
}
return v
}
func readPageHeader(reader *thrift.TBufferedTransport) (*parquet.PageHeader, error) {
pageHeader := parquet.NewPageHeader()
if err := pageHeader.Read(thrift.NewTCompactProtocol(reader)); err != nil {
return nil, err
}
return pageHeader, nil
}
func readPage(
thriftReader *thrift.TBufferedTransport,
metadata *parquet.ColumnMetaData,
columnNameIndexMap map[string]int,
schemaElements []*parquet.SchemaElement,
) (page *page, definitionLevels, numRows int64, err error) {
pageHeader, err := readPageHeader(thriftReader)
if err != nil {
return nil, 0, 0, err
}
read := func() (data []byte, err error) {
var repLevelsLen, defLevelsLen int32
var repLevelsBuf, defLevelsBuf []byte
if pageHeader.GetType() == parquet.PageType_DATA_PAGE_V2 {
if pageHeader.DataPageHeaderV2 == nil {
return nil, errors.New("parquet: Header not set")
}
repLevelsLen = pageHeader.DataPageHeaderV2.GetRepetitionLevelsByteLength()
repLevelsBuf = make([]byte, repLevelsLen)
if _, err = thriftReader.Read(repLevelsBuf); err != nil {
return nil, err
}
defLevelsLen = pageHeader.DataPageHeaderV2.GetDefinitionLevelsByteLength()
defLevelsBuf = make([]byte, defLevelsLen)
if _, err = thriftReader.Read(defLevelsBuf); err != nil {
return nil, err
}
}
dbLen := pageHeader.GetCompressedPageSize() - repLevelsLen - defLevelsLen
if dbLen < 0 {
return nil, errors.New("parquet: negative data length")
}
dataBuf := make([]byte, dbLen)
if _, err = thriftReader.Read(dataBuf); err != nil {
return nil, err
}
if dataBuf, err = compressionCodec(metadata.GetCodec()).uncompress(dataBuf); err != nil {
return nil, err
}
if repLevelsLen == 0 && defLevelsLen == 0 {
return dataBuf, nil
}
if repLevelsLen > 0 {
data = append(data, uint32ToBytes(uint32(repLevelsLen))...)
data = append(data, repLevelsBuf...)
}
if defLevelsLen > 0 {
data = append(data, uint32ToBytes(uint32(defLevelsLen))...)
data = append(data, defLevelsBuf...)
}
data = append(data, dataBuf...)
return data, nil
}
buf, err := read()
if err != nil {
return nil, 0, 0, err
}
if metadata == nil {
return nil, 0, 0, errors.New("parquet: metadata not set")
}
path := append([]string{}, metadata.GetPathInSchema()...)
bytesReader := bytes.NewReader(buf)
pageType := pageHeader.GetType()
switch pageType {
case parquet.PageType_INDEX_PAGE:
return nil, 0, 0, fmt.Errorf("page type %v is not supported", parquet.PageType_INDEX_PAGE)
case parquet.PageType_DICTIONARY_PAGE:
page = newDictPage()
page.Header = pageHeader
table := new(table)
table.Path = path
if pageHeader.DictionaryPageHeader == nil {
return nil, 0, 0, errors.New("parquet: dictionary not set")
}
values, err := readValues(bytesReader, metadata.GetType(),
uint64(pageHeader.DictionaryPageHeader.GetNumValues()), 0)
if err != nil {
return nil, 0, 0, err
}
table.Values = getTableValues(values, metadata.GetType())
page.DataTable = table
return page, 0, 0, nil
case parquet.PageType_DATA_PAGE, parquet.PageType_DATA_PAGE_V2:
name := strings.Join(path, ".")
page = newDataPage()
page.Header = pageHeader
maxDefinitionLevel := getMaxDefLevel(columnNameIndexMap, schemaElements, path)
maxRepetitionLevel := getMaxRepLevel(columnNameIndexMap, schemaElements, path)
var numValues uint64
var encodingType parquet.Encoding
if pageHeader.GetType() == parquet.PageType_DATA_PAGE {
if pageHeader.DataPageHeader == nil {
return nil, 0, 0, errors.New("parquet: Header not set")
}
numValues = uint64(pageHeader.DataPageHeader.GetNumValues())
encodingType = pageHeader.DataPageHeader.GetEncoding()
} else {
if pageHeader.DataPageHeaderV2 == nil {
return nil, 0, 0, errors.New("parquet: Header not set")
}
numValues = uint64(pageHeader.DataPageHeaderV2.GetNumValues())
encodingType = pageHeader.DataPageHeaderV2.GetEncoding()
}
var repetitionLevels []int64
if maxRepetitionLevel > 0 {
values, _, err := readDataPageValues(bytesReader, parquet.Encoding_RLE, parquet.Type_INT64,
-1, numValues, getBitWidth(uint64(maxRepetitionLevel)))
if err != nil {
return nil, 0, 0, err
}
if repetitionLevels = values.([]int64); len(repetitionLevels) > int(numValues) && int(numValues) >= 0 {
repetitionLevels = repetitionLevels[:numValues]
}
} else {
if numValues > math.MaxInt64/8 {
return nil, 0, 0, errors.New("parquet: numvalues too large")
}
repetitionLevels = make([]int64, numValues)
}
var definitionLevels []int64
if maxDefinitionLevel > 0 {
values, _, err := readDataPageValues(bytesReader, parquet.Encoding_RLE, parquet.Type_INT64,
-1, numValues, getBitWidth(uint64(maxDefinitionLevel)))
if err != nil {
return nil, 0, 0, err
}
if numValues > math.MaxInt64/8 {
return nil, 0, 0, errors.New("parquet: numvalues too large")
}
if definitionLevels = values.([]int64); len(definitionLevels) > int(numValues) {
definitionLevels = definitionLevels[:numValues]
}
} else {
if numValues > math.MaxInt64/8 {
return nil, 0, 0, errors.New("parquet: numvalues too large")
}
definitionLevels = make([]int64, numValues)
}
var numNulls uint64
for i := 0; i < len(definitionLevels); i++ {
if definitionLevels[i] != int64(maxDefinitionLevel) {
numNulls++
}
}
var convertedType parquet.ConvertedType = -1
if schemaElements[columnNameIndexMap[name]].IsSetConvertedType() {
convertedType = schemaElements[columnNameIndexMap[name]].GetConvertedType()
}
values, valueType, err := readDataPageValues(bytesReader, encodingType, metadata.GetType(),
convertedType, uint64(len(definitionLevels))-numNulls,
uint64(schemaElements[columnNameIndexMap[name]].GetTypeLength()))
if err != nil {
return nil, 0, 0, err
}
tableValues := getTableValues(values, valueType)
table := new(table)
table.Path = path
table.RepetitionType = schemaElements[columnNameIndexMap[name]].GetRepetitionType()
table.MaxRepetitionLevel = int32(maxRepetitionLevel)
table.MaxDefinitionLevel = int32(maxDefinitionLevel)
table.Values = make([]interface{}, len(definitionLevels))
table.RepetitionLevels = make([]int32, len(definitionLevels))
table.DefinitionLevels = make([]int32, len(definitionLevels))
j := 0
numRows := int64(0)
for i := 0; i < len(definitionLevels); i++ {
table.RepetitionLevels[i] = int32(repetitionLevels[i])
table.DefinitionLevels[i] = int32(definitionLevels[i])
if int(table.DefinitionLevels[i]) == maxDefinitionLevel {
table.Values[i] = tableValues[j]
j++
}
if table.RepetitionLevels[i] == 0 {
numRows++
}
}
page.DataTable = table
return page, int64(len(definitionLevels)), numRows, nil
}
return nil, 0, 0, fmt.Errorf("unknown page type %v", pageType)
}
type page struct {
Header *parquet.PageHeader // Header of a page
DataTable *table // Table to store values
RawData []byte // Compressed data of the page, which is written in parquet file
CompressType parquet.CompressionCodec // Compress type: gzip/snappy/none
DataType parquet.Type // Parquet type of the values in the page
Path []string // Path in schema(include the root)
MaxVal interface{} // Maximum of the values
MinVal interface{} // Minimum of the values
PageSize int32
}
func newPage() *page {
return &page{
Header: parquet.NewPageHeader(),
PageSize: defaultPageSize,
}
}
func newDictPage() *page {
page := newPage()
page.Header.DictionaryPageHeader = parquet.NewDictionaryPageHeader()
return page
}
func newDataPage() *page {
page := newPage()
page.Header.DataPageHeader = parquet.NewDataPageHeader()
return page
}
func (page *page) decode(dictPage *page) {
if dictPage == nil || page == nil || page.Header.DataPageHeader == nil ||
(page.Header.DataPageHeader.Encoding != parquet.Encoding_RLE_DICTIONARY &&
page.Header.DataPageHeader.Encoding != parquet.Encoding_PLAIN_DICTIONARY) {
return
}
for i := 0; i < len(page.DataTable.Values); i++ {
if page.DataTable.Values[i] != nil {
index, ok := page.DataTable.Values[i].(int64)
if !ok || int(index) >= len(dictPage.DataTable.Values) {
return
}
page.DataTable.Values[i] = dictPage.DataTable.Values[index]
}
}
}
// Get RepetitionLevels and Definitions from RawData
func (page *page) getRLDLFromRawData(columnNameIndexMap map[string]int, schemaElements []*parquet.SchemaElement) (numValues int64, numRows int64, err error) {
bytesReader := bytes.NewReader(page.RawData)
pageType := page.Header.GetType()
var buf []byte
if pageType == parquet.PageType_DATA_PAGE_V2 {
var repLevelsLen, defLevelsLen int32
var repLevelsBuf, defLevelsBuf []byte
if page.Header.DataPageHeaderV2 == nil {
return 0, 0, errors.New("parquet: Header not set")
}
repLevelsLen = page.Header.DataPageHeaderV2.GetRepetitionLevelsByteLength()
repLevelsBuf = make([]byte, repLevelsLen)
if _, err = bytesReader.Read(repLevelsBuf); err != nil {
return 0, 0, err
}
defLevelsLen = page.Header.DataPageHeaderV2.GetDefinitionLevelsByteLength()
defLevelsBuf = make([]byte, defLevelsLen)
if _, err = bytesReader.Read(defLevelsBuf); err != nil {
return 0, 0, err
}
dataBuf := make([]byte, len(page.RawData)-int(repLevelsLen)-int(defLevelsLen))
if _, err = bytesReader.Read(dataBuf); err != nil {
return 0, 0, err
}
if repLevelsLen == 0 && defLevelsLen == 0 {
buf = dataBuf
} else {
if repLevelsLen > 0 {
buf = append(buf, uint32ToBytes(uint32(repLevelsLen))...)
buf = append(buf, repLevelsBuf...)
}
if defLevelsLen > 0 {
buf = append(buf, uint32ToBytes(uint32(defLevelsLen))...)
buf = append(buf, defLevelsBuf...)
}
buf = append(buf, dataBuf...)
}
} else {
if buf, err = compressionCodec(page.CompressType).uncompress(page.RawData); err != nil {
return 0, 0, err
}
}
bytesReader = bytes.NewReader(buf)
switch pageType {
case parquet.PageType_DICTIONARY_PAGE:
table := new(table)
table.Path = page.Path
page.DataTable = table
return 0, 0, nil
case parquet.PageType_DATA_PAGE, parquet.PageType_DATA_PAGE_V2:
var numValues uint64
if pageType == parquet.PageType_DATA_PAGE {
if page.Header.DataPageHeader == nil {
return 0, 0, errors.New("parquet: Header not set")
}
numValues = uint64(page.Header.DataPageHeader.GetNumValues())
} else {
if page.Header.DataPageHeaderV2 == nil {
return 0, 0, errors.New("parquet: Header not set")
}
numValues = uint64(page.Header.DataPageHeaderV2.GetNumValues())
}
maxDefinitionLevel := getMaxDefLevel(columnNameIndexMap, schemaElements, page.Path)
maxRepetitionLevel := getMaxRepLevel(columnNameIndexMap, schemaElements, page.Path)
var repetitionLevels []int64
if maxRepetitionLevel > 0 {
values, _, err := readDataPageValues(bytesReader, parquet.Encoding_RLE, parquet.Type_INT64,
-1, numValues, getBitWidth(uint64(maxRepetitionLevel)))
if err != nil {
return 0, 0, err
}
if repetitionLevels = values.([]int64); uint64(len(repetitionLevels)) > numValues {
repetitionLevels = repetitionLevels[:numValues]
}
} else {
repetitionLevels = make([]int64, numValues)
}
var definitionLevels []int64
if maxDefinitionLevel > 0 {
values, _, err := readDataPageValues(bytesReader, parquet.Encoding_RLE, parquet.Type_INT64,
-1, numValues, getBitWidth(uint64(maxDefinitionLevel)))
if err != nil {
return 0, 0, err
}
if definitionLevels = values.([]int64); uint64(len(definitionLevels)) > numValues {
definitionLevels = definitionLevels[:numValues]
}
} else {
definitionLevels = make([]int64, numValues)
}
table := new(table)
table.Path = page.Path
name := strings.Join(page.Path, ".")
table.RepetitionType = schemaElements[columnNameIndexMap[name]].GetRepetitionType()
table.MaxRepetitionLevel = int32(maxRepetitionLevel)
table.MaxDefinitionLevel = int32(maxDefinitionLevel)
table.Values = make([]interface{}, len(definitionLevels))
table.RepetitionLevels = make([]int32, len(definitionLevels))
table.DefinitionLevels = make([]int32, len(definitionLevels))
numRows := int64(0)
for i := 0; i < len(definitionLevels); i++ {
table.RepetitionLevels[i] = int32(repetitionLevels[i])
table.DefinitionLevels[i] = int32(definitionLevels[i])
if table.RepetitionLevels[i] == 0 {
numRows++
}
}
page.DataTable = table
page.RawData = buf[len(buf)-bytesReader.Len():]
return int64(numValues), numRows, nil
}
return 0, 0, fmt.Errorf("Unsupported page type %v", pageType)
}
func (page *page) getValueFromRawData(columnNameIndexMap map[string]int, schemaElements []*parquet.SchemaElement) (err error) {
pageType := page.Header.GetType()
switch pageType {
case parquet.PageType_DICTIONARY_PAGE:
bytesReader := bytes.NewReader(page.RawData)
var values interface{}
if page.Header.DictionaryPageHeader == nil {
return errors.New("parquet: dictionary not set")
}
values, err = readValues(bytesReader, page.DataType,
uint64(page.Header.DictionaryPageHeader.GetNumValues()), 0)
if err != nil {
return err
}
page.DataTable.Values = getTableValues(values, page.DataType)
return nil
case parquet.PageType_DATA_PAGE_V2:
if page.RawData, err = compressionCodec(page.CompressType).uncompress(page.RawData); err != nil {
return err
}
fallthrough
case parquet.PageType_DATA_PAGE:
encodingType := page.Header.DataPageHeader.GetEncoding()
bytesReader := bytes.NewReader(page.RawData)
var numNulls uint64
for i := 0; i < len(page.DataTable.DefinitionLevels); i++ {
if page.DataTable.DefinitionLevels[i] != page.DataTable.MaxDefinitionLevel {
numNulls++
}
}
name := strings.Join(page.DataTable.Path, ".")
var convertedType parquet.ConvertedType = -1
if schemaElements[columnNameIndexMap[name]].IsSetConvertedType() {
convertedType = schemaElements[columnNameIndexMap[name]].GetConvertedType()
}
values, _, err := readDataPageValues(bytesReader, encodingType, page.DataType,
convertedType, uint64(len(page.DataTable.DefinitionLevels))-numNulls,
uint64(schemaElements[columnNameIndexMap[name]].GetTypeLength()))
if err != nil {
return err
}
tableValues := getTableValues(values, page.DataType)
j := 0
for i := 0; i < len(page.DataTable.DefinitionLevels); i++ {
if page.DataTable.DefinitionLevels[i] == page.DataTable.MaxDefinitionLevel {
page.DataTable.Values[i] = tableValues[j]
j++
}
}
page.RawData = []byte{}
return nil
}
return fmt.Errorf("unsupported page type %v", pageType)
}
func (page *page) toDataPage(compressType parquet.CompressionCodec) []byte {
values := []interface{}{}
for i := range page.DataTable.DefinitionLevels {
if page.DataTable.DefinitionLevels[i] == page.DataTable.MaxDefinitionLevel {
values = append(values, page.DataTable.Values[i])
}
}
valuesBytes := encodeValues(interfacesToValues(values, page.DataTable.Type), page.DataType, page.DataTable.Encoding, page.DataTable.BitWidth)
var defLevelBytes []byte
if page.DataTable.MaxDefinitionLevel > 0 {
defLevels := make([]int64, len(page.DataTable.DefinitionLevels))
for i := range page.DataTable.DefinitionLevels {
defLevels[i] = int64(page.DataTable.DefinitionLevels[i])
}
defLevelBytes = valuesToRLEBitPackedHybridBytes(
defLevels,
int32(getBitWidth(uint64(page.DataTable.MaxDefinitionLevel))),
parquet.Type_INT64,
)
}
var repLevelBytes []byte
if page.DataTable.MaxRepetitionLevel > 0 {
repLevels := make([]int64, len(page.DataTable.DefinitionLevels))
for i := range page.DataTable.DefinitionLevels {
repLevels[i] = int64(page.DataTable.RepetitionLevels[i])
}
repLevelBytes = valuesToRLEBitPackedHybridBytes(
repLevels,
int32(getBitWidth(uint64(page.DataTable.MaxRepetitionLevel))),
parquet.Type_INT64,
)
}
data := repLevelBytes
data = append(data, defLevelBytes...)
data = append(data, valuesBytes...)
compressedData, err := compressionCodec(compressType).compress(data)
if err != nil {
panic(err)
}
page.Header = parquet.NewPageHeader()
page.Header.Type = parquet.PageType_DATA_PAGE
page.Header.CompressedPageSize = int32(len(compressedData))
page.Header.UncompressedPageSize = int32(len(data))
page.Header.DataPageHeader = parquet.NewDataPageHeader()
page.Header.DataPageHeader.NumValues = int32(len(page.DataTable.DefinitionLevels))
page.Header.DataPageHeader.DefinitionLevelEncoding = parquet.Encoding_RLE
page.Header.DataPageHeader.RepetitionLevelEncoding = parquet.Encoding_RLE
page.Header.DataPageHeader.Encoding = page.DataTable.Encoding
page.Header.DataPageHeader.Statistics = parquet.NewStatistics()
if page.MaxVal != nil {
tmpBuf := valueToBytes(page.MaxVal, page.DataType)
if page.DataType == parquet.Type_BYTE_ARRAY {
switch page.DataTable.ConvertedType {
case parquet.ConvertedType_UTF8, parquet.ConvertedType_DECIMAL:
tmpBuf = tmpBuf[4:]
}
}
page.Header.DataPageHeader.Statistics.Max = tmpBuf
}
if page.MinVal != nil {
tmpBuf := valueToBytes(page.MinVal, page.DataType)
if page.DataType == parquet.Type_BYTE_ARRAY {
switch page.DataTable.ConvertedType {
case parquet.ConvertedType_UTF8, parquet.ConvertedType_DECIMAL:
tmpBuf = tmpBuf[4:]
}
}
page.Header.DataPageHeader.Statistics.Min = tmpBuf
}
ts := thrift.NewTSerializer()
ts.Protocol = thrift.NewTCompactProtocolFactory().GetProtocol(ts.Transport)
pageHeaderBytes, err := ts.Write(context.TODO(), page.Header)
if err != nil {
panic(err)
}
page.RawData = append(pageHeaderBytes, compressedData...)
return page.RawData
}
func (page *page) toDataPageV2(compressType parquet.CompressionCodec) []byte {
values := []interface{}{}
for i := range page.DataTable.DefinitionLevels {
if page.DataTable.DefinitionLevels[i] == page.DataTable.MaxDefinitionLevel {
values = append(values, page.DataTable.Values[i])
}
}
valuesBytes := encodeValues(values, page.DataType, page.DataTable.Encoding, page.DataTable.BitWidth)
var defLevelBytes []byte
if page.DataTable.MaxDefinitionLevel > 0 {
defLevels := make([]int64, len(page.DataTable.DefinitionLevels))
for i := range page.DataTable.DefinitionLevels {
defLevels[i] = int64(page.DataTable.DefinitionLevels[i])
}
defLevelBytes = valuesToRLEBytes(
defLevels,
int32(getBitWidth(uint64(page.DataTable.MaxDefinitionLevel))),
parquet.Type_INT64,
)
}
var repLevelBytes []byte
numRows := int32(0)
if page.DataTable.MaxRepetitionLevel > 0 {
repLevels := make([]int64, len(page.DataTable.DefinitionLevels))
for i := range page.DataTable.DefinitionLevels {
repLevels[i] = int64(page.DataTable.RepetitionLevels[i])
if page.DataTable.RepetitionLevels[i] == 0 {
numRows++
}
}
repLevelBytes = valuesToRLEBytes(
repLevels,
int32(getBitWidth(uint64(page.DataTable.MaxRepetitionLevel))),
parquet.Type_INT64,
)
}
compressedData, err := compressionCodec(compressType).compress(valuesBytes)
if err != nil {
panic(err)
}
page.Header = parquet.NewPageHeader()
page.Header.Type = parquet.PageType_DATA_PAGE_V2
page.Header.CompressedPageSize = int32(len(compressedData) + len(defLevelBytes) + len(repLevelBytes))
page.Header.UncompressedPageSize = int32(len(valuesBytes) + len(defLevelBytes) + len(repLevelBytes))
page.Header.DataPageHeaderV2 = parquet.NewDataPageHeaderV2()
page.Header.DataPageHeaderV2.NumValues = int32(len(page.DataTable.Values))
page.Header.DataPageHeaderV2.NumNulls = page.Header.DataPageHeaderV2.NumValues - int32(len(values))
page.Header.DataPageHeaderV2.NumRows = numRows
page.Header.DataPageHeaderV2.Encoding = page.DataTable.Encoding
page.Header.DataPageHeaderV2.DefinitionLevelsByteLength = int32(len(defLevelBytes))
page.Header.DataPageHeaderV2.RepetitionLevelsByteLength = int32(len(repLevelBytes))
page.Header.DataPageHeaderV2.IsCompressed = true
page.Header.DataPageHeaderV2.Statistics = parquet.NewStatistics()
if page.MaxVal != nil {
tmpBuf := valueToBytes(page.MaxVal, page.DataType)
if page.DataType == parquet.Type_BYTE_ARRAY {
switch page.DataTable.ConvertedType {
case parquet.ConvertedType_UTF8, parquet.ConvertedType_DECIMAL:
tmpBuf = tmpBuf[4:]
}
}
page.Header.DataPageHeaderV2.Statistics.Max = tmpBuf
}
if page.MinVal != nil {
tmpBuf := valueToBytes(page.MinVal, page.DataType)
if page.DataType == parquet.Type_BYTE_ARRAY {
switch page.DataTable.ConvertedType {
case parquet.ConvertedType_UTF8, parquet.ConvertedType_DECIMAL:
tmpBuf = tmpBuf[4:]
}
}
page.Header.DataPageHeaderV2.Statistics.Min = tmpBuf
}
ts := thrift.NewTSerializer()
ts.Protocol = thrift.NewTCompactProtocolFactory().GetProtocol(ts.Transport)
pageHeaderBytes, err := ts.Write(context.TODO(), page.Header)
if err != nil {
panic(err)
}
page.RawData = append(pageHeaderBytes, repLevelBytes...)
page.RawData = append(page.RawData, defLevelBytes...)
page.RawData = append(page.RawData, compressedData...)
return page.RawData
}
func (page *page) toDictPage(compressType parquet.CompressionCodec, dataType parquet.Type) []byte {
valuesBytes := valuesToBytes(page.DataTable.Values, dataType)
compressedData, err := compressionCodec(compressType).compress(valuesBytes)
if err != nil {
panic(err)
}
page.Header = parquet.NewPageHeader()
page.Header.Type = parquet.PageType_DICTIONARY_PAGE
page.Header.CompressedPageSize = int32(len(compressedData))
page.Header.UncompressedPageSize = int32(len(valuesBytes))
page.Header.DictionaryPageHeader = parquet.NewDictionaryPageHeader()
page.Header.DictionaryPageHeader.NumValues = int32(len(page.DataTable.Values))
page.Header.DictionaryPageHeader.Encoding = parquet.Encoding_PLAIN
ts := thrift.NewTSerializer()
ts.Protocol = thrift.NewTCompactProtocolFactory().GetProtocol(ts.Transport)
pageHeaderBytes, err := ts.Write(context.TODO(), page.Header)
if err != nil {
panic(err)
}
page.RawData = append(pageHeaderBytes, compressedData...)
return page.RawData
}
func (page *page) toDictDataPage(compressType parquet.CompressionCodec, bitWidth int32) []byte {
valuesBytes := append([]byte{byte(bitWidth)}, valuesToRLEBytes(page.DataTable.Values, bitWidth, parquet.Type_INT32)...)
var defLevelBytes []byte
if page.DataTable.MaxDefinitionLevel > 0 {
defLevels := make([]int64, len(page.DataTable.DefinitionLevels))
for i := range page.DataTable.DefinitionLevels {
defLevels[i] = int64(page.DataTable.DefinitionLevels[i])
}
defLevelBytes = valuesToRLEBitPackedHybridBytes(
defLevels,
int32(getBitWidth(uint64(page.DataTable.MaxDefinitionLevel))),
parquet.Type_INT64,
)
}
var repLevelBytes []byte
if page.DataTable.MaxRepetitionLevel > 0 {
repLevels := make([]int64, len(page.DataTable.DefinitionLevels))
for i := range page.DataTable.DefinitionLevels {
repLevels[i] = int64(page.DataTable.RepetitionLevels[i])
}
repLevelBytes = valuesToRLEBitPackedHybridBytes(
repLevels,
int32(getBitWidth(uint64(page.DataTable.MaxRepetitionLevel))),
parquet.Type_INT64,
)
}
data := append(repLevelBytes, defLevelBytes...)
data = append(data, valuesBytes...)
compressedData, err := compressionCodec(compressType).compress(data)
if err != nil {
panic(err)
}
page.Header = parquet.NewPageHeader()
page.Header.Type = parquet.PageType_DATA_PAGE
page.Header.CompressedPageSize = int32(len(compressedData))
page.Header.UncompressedPageSize = int32(len(data))
page.Header.DataPageHeader = parquet.NewDataPageHeader()
page.Header.DataPageHeader.NumValues = int32(len(page.DataTable.DefinitionLevels))
page.Header.DataPageHeader.DefinitionLevelEncoding = parquet.Encoding_RLE
page.Header.DataPageHeader.RepetitionLevelEncoding = parquet.Encoding_RLE
page.Header.DataPageHeader.Encoding = parquet.Encoding_PLAIN_DICTIONARY
ts := thrift.NewTSerializer()
ts.Protocol = thrift.NewTCompactProtocolFactory().GetProtocol(ts.Transport)
pageHeaderBytes, err := ts.Write(context.TODO(), page.Header)
if err != nil {
panic(err)
}
page.RawData = append(pageHeaderBytes, compressedData...)
return page.RawData
}