mirror of
https://github.com/VictoriaMetrics/VictoriaMetrics.git
synced 2024-11-21 14:44:00 +00:00
202eb429a7
It has been appeared that VictoriaLogs is frequently used for collecting logs with tens of fields. For example, standard Kuberntes setup on top of Filebeat generates more than 20 fields per each log. Such logs are also known as "wide events". The previous storage format was optimized for logs with a few fields. When at least a single field was referenced in the query, then the all the meta-information about all the log fields was unpacked and parsed per each scanned block during the query. This could require a lot of additional disk IO and CPU time when logs contain many fields. Resolve this issue by providing an (field -> metainfo_offset) index per each field in every data block. This index allows reading and extracting only the needed metainfo for fields used in the query. This index is stored in columnsHeaderIndexFilename ( columns_header_index.bin ). This allows increasing performance for queries over wide events by 10x and more. Another issue was that the data for bloom filters and field values across all the log fields except of _msg was intermixed in two files - fieldBloomFilename ( field_bloom.bin ) and fieldValuesFilename ( field_values.bin ). This could result in huge disk read IO overhead when some small field was referred in the query, since the Operating System usually reads more data than requested. It reads the data from disk in at least 4KiB blocks (usually the block size is much bigger in the range 64KiB - 512KiB). So, if 512-byte bloom filter or values' block is read from the file, then the Operating System reads up to 512KiB of data from disk, which results in 1000x disk read IO overhead. This overhead isn't visible for recently accessed data, since this data is usually stored in RAM (aka Operating System page cache), but this overhead may become very annoying when performing the query over large volumes of data which isn't present in OS page cache. The solution for this issue is to split bloom filters and field values across multiple shards. This reduces the worst-case disk read IO overhead by at least Nx where N is the number of shards, while the disk read IO overhead is completely removed in best case when the number of columns doesn't exceed N. Currently the number of shards is 8 - see bloomValuesShardsCount . This solution increases performance for queries over large volumes of newly ingested data by up to 1000x. The new storage format is versioned as v1, while the old storage format is version as v0. It is stored in the partHeader.FormatVersion. Parts with the old storage format are converted into parts with the new storage format during background merge. It is possible to force merge by querying /internal/force_merge HTTP endpoint - see https://docs.victoriametrics.com/victorialogs/#forced-merge .
507 lines
16 KiB
Go
507 lines
16 KiB
Go
package logstorage
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import (
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"path/filepath"
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"sync"
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"github.com/cespare/xxhash/v2"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/bytesutil"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/filestream"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/fs"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/logger"
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)
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type readerWithStats struct {
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r filestream.ReadCloser
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bytesRead uint64
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}
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func (r *readerWithStats) reset() {
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r.r = nil
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r.bytesRead = 0
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}
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func (r *readerWithStats) init(rc filestream.ReadCloser) {
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r.reset()
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r.r = rc
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}
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// Path returns the path to r file
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func (r *readerWithStats) Path() string {
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return r.r.Path()
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}
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// MustReadFull reads len(data) to r.
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func (r *readerWithStats) MustReadFull(data []byte) {
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fs.MustReadData(r.r, data)
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r.bytesRead += uint64(len(data))
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}
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func (r *readerWithStats) Read(p []byte) (int, error) {
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n, err := r.r.Read(p)
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r.bytesRead += uint64(n)
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return n, err
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}
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func (r *readerWithStats) MustClose() {
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if r.r != nil {
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r.r.MustClose()
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r.r = nil
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}
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}
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// streamReaders contains readers for blockStreamReader
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type streamReaders struct {
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columnNamesReader readerWithStats
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metaindexReader readerWithStats
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indexReader readerWithStats
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columnsHeaderIndexReader readerWithStats
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columnsHeaderReader readerWithStats
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timestampsReader readerWithStats
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messageBloomValuesReader bloomValuesReader
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oldBloomValuesReader bloomValuesReader
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bloomValuesShards [bloomValuesShardsCount]bloomValuesReader
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}
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type bloomValuesReader struct {
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bloom readerWithStats
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values readerWithStats
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}
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func (r *bloomValuesReader) reset() {
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r.bloom.reset()
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r.values.reset()
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}
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func (r *bloomValuesReader) init(sr bloomValuesStreamReader) {
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r.bloom.init(sr.bloom)
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r.values.init(sr.values)
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}
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func (r *bloomValuesReader) totalBytesRead() uint64 {
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return r.bloom.bytesRead + r.values.bytesRead
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}
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func (r *bloomValuesReader) MustClose() {
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r.bloom.MustClose()
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r.values.MustClose()
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}
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type bloomValuesStreamReader struct {
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bloom filestream.ReadCloser
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values filestream.ReadCloser
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}
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func (sr *streamReaders) reset() {
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sr.columnNamesReader.reset()
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sr.metaindexReader.reset()
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sr.indexReader.reset()
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sr.columnsHeaderIndexReader.reset()
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sr.columnsHeaderReader.reset()
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sr.timestampsReader.reset()
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sr.messageBloomValuesReader.reset()
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sr.oldBloomValuesReader.reset()
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for i := range sr.bloomValuesShards[:] {
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sr.bloomValuesShards[i].reset()
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}
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}
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func (sr *streamReaders) init(columnNamesReader, metaindexReader, indexReader, columnsHeaderIndexReader, columnsHeaderReader, timestampsReader filestream.ReadCloser,
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messageBloomValuesReader, oldBloomValuesReader bloomValuesStreamReader, bloomValuesShards [bloomValuesShardsCount]bloomValuesStreamReader,
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) {
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sr.columnNamesReader.init(columnNamesReader)
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sr.metaindexReader.init(metaindexReader)
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sr.indexReader.init(indexReader)
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sr.columnsHeaderIndexReader.init(columnsHeaderIndexReader)
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sr.columnsHeaderReader.init(columnsHeaderReader)
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sr.timestampsReader.init(timestampsReader)
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sr.messageBloomValuesReader.init(messageBloomValuesReader)
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sr.oldBloomValuesReader.init(oldBloomValuesReader)
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for i := range sr.bloomValuesShards[:] {
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sr.bloomValuesShards[i].init(bloomValuesShards[i])
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}
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}
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func (sr *streamReaders) totalBytesRead() uint64 {
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n := uint64(0)
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n += sr.columnNamesReader.bytesRead
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n += sr.metaindexReader.bytesRead
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n += sr.indexReader.bytesRead
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n += sr.columnsHeaderIndexReader.bytesRead
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n += sr.columnsHeaderReader.bytesRead
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n += sr.timestampsReader.bytesRead
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n += sr.messageBloomValuesReader.totalBytesRead()
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n += sr.oldBloomValuesReader.totalBytesRead()
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for i := range sr.bloomValuesShards[:] {
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n += sr.bloomValuesShards[i].totalBytesRead()
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}
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return n
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}
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func (sr *streamReaders) MustClose() {
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sr.columnNamesReader.MustClose()
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sr.metaindexReader.MustClose()
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sr.indexReader.MustClose()
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sr.columnsHeaderIndexReader.MustClose()
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sr.columnsHeaderReader.MustClose()
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sr.timestampsReader.MustClose()
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sr.messageBloomValuesReader.MustClose()
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sr.oldBloomValuesReader.MustClose()
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for i := range sr.bloomValuesShards[:] {
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sr.bloomValuesShards[i].MustClose()
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}
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}
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func (sr *streamReaders) getBloomValuesReaderForColumnName(name string, partFormatVersion uint) *bloomValuesReader {
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if name == "" {
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return &sr.messageBloomValuesReader
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}
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if partFormatVersion < 1 {
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return &sr.oldBloomValuesReader
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}
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h := xxhash.Sum64(bytesutil.ToUnsafeBytes(name))
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idx := h % uint64(len(sr.bloomValuesShards))
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return &sr.bloomValuesShards[idx]
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}
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// blockStreamReader is used for reading blocks in streaming manner from a part.
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type blockStreamReader struct {
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// blockData contains the data for the last read block
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blockData blockData
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// a contains data for blockData
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a arena
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// ph is the header for the part
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ph partHeader
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// streamReaders contains data readers in stream mode
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streamReaders streamReaders
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// columnNameIDs contains columnName->id mapping for all the column names seen in the part
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columnNameIDs map[string]uint64
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// columnNames constains id->columnName mapping for all the columns seen in the part
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columnNames []string
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// indexBlockHeaders contains the list of all the indexBlockHeader entries for the part
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indexBlockHeaders []indexBlockHeader
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// blockHeaders contains the list of blockHeader entries for the current indexBlockHeader pointed by nextIndexBlockIdx
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blockHeaders []blockHeader
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// nextIndexBlockIdx is the index of the next item to read from indexBlockHeaders
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nextIndexBlockIdx int
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// nextBlockIdx is the index of the next item to read from blockHeaders
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nextBlockIdx int
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// globalUncompressedSizeBytes is the total size of log entries seen in the part
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globalUncompressedSizeBytes uint64
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// globalRowsCount is the number of log entries seen in the part
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globalRowsCount uint64
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// globalBlocksCount is the number of blocks seen in the part
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globalBlocksCount uint64
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// sidLast is the stream id for the previously read block
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sidLast streamID
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// minTimestampLast is the minimum timestamp for the previously read block
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minTimestampLast int64
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}
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// reset resets bsr, so it can be re-used
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func (bsr *blockStreamReader) reset() {
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bsr.blockData.reset()
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bsr.a.reset()
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bsr.ph.reset()
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bsr.streamReaders.reset()
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bsr.columnNameIDs = nil
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bsr.columnNames = nil
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ihs := bsr.indexBlockHeaders
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if len(ihs) > 10e3 {
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// The ihs len is unbound, so it is better to drop too long indexBlockHeaders in order to reduce memory usage
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ihs = nil
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}
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for i := range ihs {
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ihs[i].reset()
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}
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bsr.indexBlockHeaders = ihs[:0]
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bhs := bsr.blockHeaders
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for i := range bhs {
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bhs[i].reset()
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}
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bsr.blockHeaders = bhs[:0]
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bsr.nextIndexBlockIdx = 0
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bsr.nextBlockIdx = 0
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bsr.globalUncompressedSizeBytes = 0
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bsr.globalRowsCount = 0
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bsr.globalBlocksCount = 0
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bsr.sidLast.reset()
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bsr.minTimestampLast = 0
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}
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// Path returns part path for bsr (e.g. file path, url or in-memory reference)
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func (bsr *blockStreamReader) Path() string {
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path := bsr.streamReaders.metaindexReader.Path()
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return filepath.Dir(path)
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}
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// MustInitFromInmemoryPart initializes bsr from mp.
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func (bsr *blockStreamReader) MustInitFromInmemoryPart(mp *inmemoryPart) {
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bsr.reset()
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bsr.ph = mp.ph
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// Initialize streamReaders
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columnNamesReader := mp.columnNames.NewReader()
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metaindexReader := mp.metaindex.NewReader()
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indexReader := mp.index.NewReader()
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columnsHeaderIndexReader := mp.columnsHeaderIndex.NewReader()
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columnsHeaderReader := mp.columnsHeader.NewReader()
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timestampsReader := mp.timestamps.NewReader()
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messageBloomValuesReader := mp.messageBloomValues.NewStreamReader()
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var oldBloomValuesReader bloomValuesStreamReader
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var bloomValuesShards [bloomValuesShardsCount]bloomValuesStreamReader
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for i := range bloomValuesShards[:] {
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bloomValuesShards[i] = mp.bloomValuesShards[i].NewStreamReader()
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}
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bsr.streamReaders.init(columnNamesReader, metaindexReader, indexReader, columnsHeaderIndexReader, columnsHeaderReader, timestampsReader,
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messageBloomValuesReader, oldBloomValuesReader, bloomValuesShards)
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// Read columnNames data
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bsr.columnNames, bsr.columnNameIDs = mustReadColumnNames(&bsr.streamReaders.columnNamesReader)
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// Read metaindex data
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bsr.indexBlockHeaders = mustReadIndexBlockHeaders(bsr.indexBlockHeaders[:0], &bsr.streamReaders.metaindexReader)
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}
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// MustInitFromFilePart initializes bsr from file part at the given path.
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func (bsr *blockStreamReader) MustInitFromFilePart(path string) {
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bsr.reset()
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// Files in the part are always read without OS cache pollution,
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// since they are usually deleted after the merge.
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const nocache = true
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bsr.ph.mustReadMetadata(path)
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columnNamesPath := filepath.Join(path, columnNamesFilename)
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metaindexPath := filepath.Join(path, metaindexFilename)
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indexPath := filepath.Join(path, indexFilename)
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columnsHeaderIndexPath := filepath.Join(path, columnsHeaderIndexFilename)
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columnsHeaderPath := filepath.Join(path, columnsHeaderFilename)
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timestampsPath := filepath.Join(path, timestampsFilename)
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// Open data readers
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var columnNamesReader filestream.ReadCloser
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if bsr.ph.FormatVersion >= 1 {
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columnNamesReader = filestream.MustOpen(columnNamesPath, nocache)
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}
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metaindexReader := filestream.MustOpen(metaindexPath, nocache)
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indexReader := filestream.MustOpen(indexPath, nocache)
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var columnsHeaderIndexReader filestream.ReadCloser
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if bsr.ph.FormatVersion >= 1 {
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columnsHeaderIndexReader = filestream.MustOpen(columnsHeaderIndexPath, nocache)
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}
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columnsHeaderReader := filestream.MustOpen(columnsHeaderPath, nocache)
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timestampsReader := filestream.MustOpen(timestampsPath, nocache)
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messageBloomFilterPath := filepath.Join(path, messageBloomFilename)
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messageValuesPath := filepath.Join(path, messageValuesFilename)
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messageBloomValuesReader := bloomValuesStreamReader{
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bloom: filestream.MustOpen(messageBloomFilterPath, nocache),
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values: filestream.MustOpen(messageValuesPath, nocache),
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}
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var oldBloomValuesReader bloomValuesStreamReader
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var bloomValuesShards [bloomValuesShardsCount]bloomValuesStreamReader
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if bsr.ph.FormatVersion < 1 {
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bloomPath := filepath.Join(path, oldBloomFilename)
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oldBloomValuesReader.bloom = filestream.MustOpen(bloomPath, nocache)
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valuesPath := filepath.Join(path, oldValuesFilename)
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oldBloomValuesReader.values = filestream.MustOpen(valuesPath, nocache)
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} else {
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for i := range bloomValuesShards[:] {
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shard := &bloomValuesShards[i]
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bloomPath := getBloomFilePath(path, uint64(i))
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shard.bloom = filestream.MustOpen(bloomPath, nocache)
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valuesPath := getValuesFilePath(path, uint64(i))
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shard.values = filestream.MustOpen(valuesPath, nocache)
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}
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}
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// Initialize streamReaders
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bsr.streamReaders.init(columnNamesReader, metaindexReader, indexReader, columnsHeaderIndexReader, columnsHeaderReader, timestampsReader,
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messageBloomValuesReader, oldBloomValuesReader, bloomValuesShards)
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if bsr.ph.FormatVersion >= 1 {
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// Read columnNames data
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bsr.columnNames, bsr.columnNameIDs = mustReadColumnNames(&bsr.streamReaders.columnNamesReader)
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}
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// Read metaindex data
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bsr.indexBlockHeaders = mustReadIndexBlockHeaders(bsr.indexBlockHeaders[:0], &bsr.streamReaders.metaindexReader)
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}
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// NextBlock reads the next block from bsr and puts it into bsr.blockData.
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//
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// false is returned if there are no other blocks.
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//
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// bsr.blockData is valid until the next call to NextBlock().
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func (bsr *blockStreamReader) NextBlock() bool {
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for bsr.nextBlockIdx >= len(bsr.blockHeaders) {
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if !bsr.nextIndexBlock() {
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return false
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}
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}
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ih := &bsr.indexBlockHeaders[bsr.nextIndexBlockIdx-1]
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bh := &bsr.blockHeaders[bsr.nextBlockIdx]
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th := &bh.timestampsHeader
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// Validate bh
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if bh.streamID.less(&bsr.sidLast) {
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logger.Panicf("FATAL: %s: blockHeader.streamID=%s cannot be smaller than the streamID from the previously read block: %s", bsr.Path(), &bh.streamID, &bsr.sidLast)
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}
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if bh.streamID.equal(&bsr.sidLast) && th.minTimestamp < bsr.minTimestampLast {
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logger.Panicf("FATAL: %s: timestamps.minTimestamp=%d cannot be smaller than the minTimestamp for the previously read block for the same streamID: %d",
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bsr.Path(), th.minTimestamp, bsr.minTimestampLast)
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}
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bsr.minTimestampLast = th.minTimestamp
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bsr.sidLast = bh.streamID
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if th.minTimestamp < ih.minTimestamp {
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logger.Panicf("FATAL: %s: timestampsHeader.minTimestamp=%d cannot be smaller than indexBlockHeader.minTimestamp=%d", bsr.Path(), th.minTimestamp, ih.minTimestamp)
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}
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if th.maxTimestamp > ih.maxTimestamp {
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logger.Panicf("FATAL: %s: timestampsHeader.maxTimestamp=%d cannot be bigger than indexBlockHeader.maxTimestamp=%d", bsr.Path(), th.maxTimestamp, ih.minTimestamp)
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}
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// Read bsr.blockData
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bsr.a.reset()
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bsr.blockData.mustReadFrom(&bsr.a, bh, &bsr.streamReaders, bsr.ph.FormatVersion, bsr.columnNames)
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bsr.globalUncompressedSizeBytes += bh.uncompressedSizeBytes
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bsr.globalRowsCount += bh.rowsCount
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bsr.globalBlocksCount++
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if bsr.globalUncompressedSizeBytes > bsr.ph.UncompressedSizeBytes {
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logger.Panicf("FATAL: %s: too big size of entries read: %d; mustn't exceed partHeader.UncompressedSizeBytes=%d",
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bsr.Path(), bsr.globalUncompressedSizeBytes, bsr.ph.UncompressedSizeBytes)
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}
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if bsr.globalRowsCount > bsr.ph.RowsCount {
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logger.Panicf("FATAL: %s: too many log entries read so far: %d; mustn't exceed partHeader.RowsCount=%d", bsr.Path(), bsr.globalRowsCount, bsr.ph.RowsCount)
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}
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if bsr.globalBlocksCount > bsr.ph.BlocksCount {
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logger.Panicf("FATAL: %s: too many blocks read so far: %d; mustn't exceed partHeader.BlocksCount=%d", bsr.Path(), bsr.globalBlocksCount, bsr.ph.BlocksCount)
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}
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// The block has been sucessfully read
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bsr.nextBlockIdx++
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return true
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}
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func (bsr *blockStreamReader) nextIndexBlock() bool {
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// Advance to the next indexBlockHeader
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if bsr.nextIndexBlockIdx >= len(bsr.indexBlockHeaders) {
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// No more blocks left
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// Validate bsr.ph
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totalBytesRead := bsr.streamReaders.totalBytesRead()
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if bsr.ph.CompressedSizeBytes != totalBytesRead {
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logger.Panicf("FATAL: %s: partHeader.CompressedSizeBytes=%d must match the size of data read: %d", bsr.Path(), bsr.ph.CompressedSizeBytes, totalBytesRead)
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}
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if bsr.ph.UncompressedSizeBytes != bsr.globalUncompressedSizeBytes {
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logger.Panicf("FATAL: %s: partHeader.UncompressedSizeBytes=%d must match the size of entries read: %d",
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bsr.Path(), bsr.ph.UncompressedSizeBytes, bsr.globalUncompressedSizeBytes)
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}
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if bsr.ph.RowsCount != bsr.globalRowsCount {
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logger.Panicf("FATAL: %s: partHeader.RowsCount=%d must match the number of log entries read: %d", bsr.Path(), bsr.ph.RowsCount, bsr.globalRowsCount)
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}
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if bsr.ph.BlocksCount != bsr.globalBlocksCount {
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logger.Panicf("FATAL: %s: partHeader.BlocksCount=%d must match the number of blocks read: %d", bsr.Path(), bsr.ph.BlocksCount, bsr.globalBlocksCount)
|
|
}
|
|
return false
|
|
}
|
|
ih := &bsr.indexBlockHeaders[bsr.nextIndexBlockIdx]
|
|
|
|
// Validate ih
|
|
metaindexReader := &bsr.streamReaders.metaindexReader
|
|
if ih.minTimestamp < bsr.ph.MinTimestamp {
|
|
logger.Panicf("FATAL: %s: indexBlockHeader.minTimestamp=%d cannot be smaller than partHeader.MinTimestamp=%d",
|
|
metaindexReader.Path(), ih.minTimestamp, bsr.ph.MinTimestamp)
|
|
}
|
|
if ih.maxTimestamp > bsr.ph.MaxTimestamp {
|
|
logger.Panicf("FATAL: %s: indexBlockHeader.maxTimestamp=%d cannot be bigger than partHeader.MaxTimestamp=%d",
|
|
metaindexReader.Path(), ih.maxTimestamp, bsr.ph.MaxTimestamp)
|
|
}
|
|
|
|
// Read indexBlock for the given ih
|
|
bb := longTermBufPool.Get()
|
|
bb.B = ih.mustReadNextIndexBlock(bb.B[:0], &bsr.streamReaders)
|
|
bsr.blockHeaders = resetBlockHeaders(bsr.blockHeaders)
|
|
var err error
|
|
bsr.blockHeaders, err = unmarshalBlockHeaders(bsr.blockHeaders[:0], bb.B, bsr.ph.FormatVersion)
|
|
longTermBufPool.Put(bb)
|
|
if err != nil {
|
|
logger.Panicf("FATAL: %s: cannot unmarshal blockHeader entries: %s", bsr.streamReaders.indexReader.Path(), err)
|
|
}
|
|
|
|
bsr.nextIndexBlockIdx++
|
|
bsr.nextBlockIdx = 0
|
|
return true
|
|
}
|
|
|
|
// MustClose closes bsr.
|
|
func (bsr *blockStreamReader) MustClose() {
|
|
bsr.streamReaders.MustClose()
|
|
bsr.reset()
|
|
}
|
|
|
|
// getBlockStreamReader returns blockStreamReader.
|
|
//
|
|
// The returned blockStreamReader must be initialized with MustInit().
|
|
// call putBlockStreamReader() when the retruend blockStreamReader is no longer needed.
|
|
func getBlockStreamReader() *blockStreamReader {
|
|
v := blockStreamReaderPool.Get()
|
|
if v == nil {
|
|
v = &blockStreamReader{}
|
|
}
|
|
bsr := v.(*blockStreamReader)
|
|
return bsr
|
|
}
|
|
|
|
// putBlockStreamReader returns bsr to the pool.
|
|
//
|
|
// bsr cannot be used after returning to the pool.
|
|
func putBlockStreamReader(bsr *blockStreamReader) {
|
|
bsr.reset()
|
|
blockStreamReaderPool.Put(bsr)
|
|
}
|
|
|
|
var blockStreamReaderPool sync.Pool
|
|
|
|
// mustCloseBlockStreamReaders calls MustClose() on the given bsrs.
|
|
func mustCloseBlockStreamReaders(bsrs []*blockStreamReader) {
|
|
for _, bsr := range bsrs {
|
|
bsr.MustClose()
|
|
}
|
|
}
|