Time-series data management device, system, method, and program
US-9298854-B2 · Mar 29, 2016 · US
US9952808B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-9952808-B2 |
| Application number | US-201514669565-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 26, 2015 |
| Priority date | Mar 26, 2015 |
| Publication date | Apr 24, 2018 |
| Grant date | Apr 24, 2018 |
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Embodiments of the invention relate to intra-block organized storage placement. One embodiment includes obtaining a file in a file system. The file is separated into multiple blocks. The multiple blocks are separated into at least two correlated sub-blocks. Intra-file block organized storage placement on different memory devices is determined for the at least two correlated sub-blocks in a file system metadata layout.
Opening claim text (preview).
What is claimed is: 1. A method comprising: obtaining a file in a file system; separating the file into a plurality of blocks based on horizontally partitioning columns into multiple row groups; separating each block of the plurality of blocks into at least two correlated sub-blocks, wherein one sub-block contains a subset of popular projection columns and another sub-block contains remaining columns; and determining intra-file block organized storage placement on different types of memory devices for the at least two correlated sub-blocks in a file system metadata layout, wherein the intra-file block organized storage placement is based on a predictive column data block placement model that considers a plurality of attributes of column data blocks. 2. The method of claim 1 , wherein: determining intra-file block organized storage placement comprises determining intra-file block tiering on the different types of memory devices for the at least two correlated sub-blocks; the file system metadata comprises a block-level metadata header, a row-group-level metadata header and a column-level metadata header; and the plurality of attributes of column data blocks comprises cardinality, sort order, sparsity and size. 3. The method of claim 2 , wherein: determining intra-file block organized storage placement comprises determining intra-file block co-location on the different types of memory devices for the at least two correlated sub-blocks; the block-level metadata header contains a number of row groups in a file block and a version number that aids in maintaining backward and forward compatibility across multiple versions of structure of the file block; the row-group-level metadata header contains number of rows and columns present in a row group; and the column-level metadata header maintains file offset pointers for multiple columnar layouts in the file block. 4. The method of claim 3 , further comprising: maintaining a relationship between the at least two correlated sub-blocks, wherein one sub-block contains a subset of popular columns and a second sub-block contains remaining columns; and co-placing the popular blocks and the unpopular blocks during file ingest, memory restriping, file migration, and file block up-tiering. 5. The method of claim 4 , further comprising: providing an advisory by an application for placing a sub-block containing a subset of popular columns on a solid state drive (SSD) pool and a sub-block containing remaining columns on a hard disk drive (HDD) pool; and specifying a constraint that the sub-block containing the subset of popular columns and the sub-block containing remaining columns for a specified number of rows, be placed on different storage pools on a same data node server in the file system. 6. The method of claim 2 , wherein a modified inode structure supports intra-file block tiering, and includes an entry that includes information indicating a co-location relationship between tiered sub-blocks residing on a same data node server in the file system. 7. The method of claim 2 , further comprising: determining a first sub-block of the at least two correlated sub-blocks for the file targeted for a first memory tier; determining a second sub-block of the at least two correlated sub-blocks for the file targeted for a second memory tier; and selecting a data node server that has space for both the first sub-block on the first memory tier and the second sub-block on the second memory tier. 8. The method of claim 2 , wherein valid intra-file block tiering is differentiated from in-transition migration of the file across tiers or a failed migration. 9. The method of claim 1 , wherein determining intra-file block organized storage placement comprises determining intra-file block tiering and co-location on the different types of memory devices for the at least two correlated sub-blocks, and column data blocks are formatted in one of a first format optimized for fast selection for popular selection columns, a second format optimized for fast projection for popular projection columns, and a third format comprising a hybrid layout used for columns that are used as projection columns, selection columns, or both projection columns and selection columns. 10. The method of claim 1 , further comprising determining application advisory in the file system for determining block storage placement on the different types of memory devices for the at least two correlated sub-blocks. 11. The method of claim 10 , wherein an application controls sub-block placement for the at least two correlated sub-blocks on a desired tier at a time of file ingest for providing upfront performance guarantees. 12. A computer program product for intra-file block memory management, the computer program product comprising a computer readable storage medium having program code embodied therewith, the program code executable by a processor to: obtain, by the processor, a file in a file system; separate, by the processor, the file into a plurality of blocks based on horizontally partitioning columns into multiple row groups; separate, by the processor, each block of the plurality of blocks into at least two correlated sub-blocks, wherein one sub-block contains a subset of popular projection columns and another sub-block contains remaining columns; and determine, by the processor, intra-file block organized storage placement on different types of memory devices for the at least two correlated sub-blocks in a file system metadata layout, wherein the intra-file block organized storage placement is based on a predictive column data block placement model that considers a plurality of attributes of column data blocks. 13. The computer program product of claim 12 , wherein: determining intra-file block organized storage placement comprises determining intra-file block tiering on the different types of memory devices for the at least two correlated sub-blocks; the file system metadata comprises a block-level metadata header, a row-group-level metadata header and a column-level metadata header; and the plurality of attributes of column data blocks comprises cardinality, sort order, sparsity and size. 14. The computer program product of claim 13 , wherein: determining intra-file block organized storage placement comprises determining intra-file block co-location on the different types of memory devices for the at least two correlated sub-blocks; the block-level metadata header contains a number of row groups in a file block and a version number that aids in maintaining backward and forward compatibility across multiple versions of structure of the file block; the row-group-level metadata header contains number of rows and columns present in a row group; the column-level metadata header maintains file offset pointers for multiple columnar layouts in the file block; and column data blocks are formatted in one of a first format optimized for fast selection for popular selection columns, a second format optimized for fast projection for popular projection columns, and a third format comprising a hybrid layout used for columns that are used as projection columns, selection columns, or both projection columns and selection columns. 15. The computer program product of claim 14 , wherein the program code executable by the processor to further: maintain a relationship between a first sub-block of the at least two correlated sub-blocks that contains a subset of popular columns and a second sub-block of the at least two correlated sub-blocks that contains remaining columns; co-place and manage together, by the pr
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