hbase的hbase.hregion.max.filesize属性值用来指定region分割的阀值, 该值默认为268435456(256MB), 当一个列族文件大小超过该值时,将会分裂成两个region。
hbase的列可以有很多,设计时有两种方式可选择, 宽表(一行有很多列)和窄表
如有一个存储用户邮件的表
按宽表设计时,可以表示成(一个用户的所有邮件存成一行)
userid1 email1 emali2 email3 ... ... ... ... ... emailn
userid2 email1 emali2 email3 ... ... ... ... ... emailn
useridn
按窄表设计时,可以表示成(rowkey由用ID和emailID组成)
userid1_emialid1 email1
userid1_emialid2 email2
userid1_emialid3 email2
userid1_emialidn emailn
userid2_emialid1 email1
userid2_emialid2 email2
userid2_emialid3 email3
userid2_emialidn emailn
这两种设计方法会对region的分割造成影响, 今天在看HFileOutputFormat代码时发现它new出的RecordWriter对 region分割有一定的限制,
只有当rowkey不同是才会做分割, 而rowkey相同时即使region大小已经超过hbase.hregion.max.filesize值, 也不会分割
RecordWriter代码:
public void write(ImmutableBytesWritable row, KeyValue kv) throws IOException { long length = kv.getLength(); byte [] family = kv.getFamily(); WriterLength wl = this.writers.get(family); if (wl == null || ((length + wl.written) >= maxsize) && Bytes.compareTo(this.previousRow, 0, this.previousRow.length, kv.getBuffer(), kv.getRowOffset(), kv.getRowLength()) != 0) { // Get a new writer. Path basedir = new Path(outputdir, Bytes.toString(family)); if (wl == null) { wl = new WriterLength(); this.writers.put(family, wl); if (this.writers.size() > 1) throw new IOException("One family only"); // If wl == null, first file in family. Ensure family dir exits. if (!fs.exists(basedir)) fs.mkdirs(basedir); } wl.writer = getNewWriter(wl.writer, basedir); LOG.info("Writer=" + wl.writer.getPath() + ((wl.written == 0)? "": ", wrote=" + wl.written)); wl.written = 0; } kv.updateLatestStamp(this.now); wl.writer.append(kv); wl.written += length; // Copy the row so we know when a row transition. this.previousRow = kv.getRow(); }
标红加粗部分说明当块大小大于hbase.hregion.max.filesize值, 并却当前行与上一次插入的行不同时才会分割region.
1. 宽表情况下, 单独一行大小超过hbase.hregion.max.filesize值, 不会做分割
2. 相同rowkey下插入很多不同版本的记录,即使大小超过hbase.hregion.max.filesize值, 也不会做分割
下面就来验证下:
为了尽早看到效果, 需要在hbase-site.xml中修改两个配置参数
<property> <name>hbase.hregion.memstore.flush.size</name> <value>5</value> <description> Memstore will be flushed to disk if size of the memstore exceeds this number of bytes. Value is checked by a thread that runs every hbase.server.thread.wakefrequency. </description> </property> <property> <name>hbase.hregion.max.filesize</name> <value>10</value> <description> Maximum HStoreFile size. If any one of a column families' HStoreFiles has grown to exceed this value, the hosting HRegion is split in two. Default: 256M. </description> </property>
建测试表t1和t2
hbase(main):076:0* create 't1','f1' 0 row(s) in 1.6460 seconds hbase(main):077:0> create 't2','f1' 0 row(s) in 1.1790 seconds
查看系统表 .META.
hbase(main):081:0* scan '.META.' ROW COLUMN+CELL t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:regioninfo, timestamp=1314720667384, value=REGION => {NAME => 't1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad.', STARTKEY => '', ENDK . EY => '', ENCODED => d8acd6bc659ac8326b88850d645a90ad, TABLE => {{NAME => 't1', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SCOPE => '0', COMPRESSION => 'NONE', VERSIONS => '3', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:server, timestamp=1314720667941, value=yinjie:60020 . t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:serverstartcode, timestamp=1314720667941, value=1314716290123 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:regioninfo, timestamp=1314720672241, value=REGION => {NAME => 't2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71.', STARTKEY => '', ENDK . EY => '', ENCODED => 16bb3d2563eab3b4e25477c64e007e71, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SCOPE => '0', COMPRESSION => 'NONE', VERSIONS => '3', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:server, timestamp=1314720672346, value=yinjie:60020 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:serverstartcode, timestamp=1314720672346, value=1314716290123 . 2 row(s) in 0.0230 seconds
可以看到此时,t1,t2都已有一个region
先往t1表插入10条记录,rowkwy相同
hbase(main):086:0* for i in 0..9 do\ hbase(main):087:1* put 't1','row1',"f1:c#{i}","swallow#{i}"\ hbase(main):088:1* end 0 row(s) in 0.0180 seconds 0 row(s) in 0.0070 seconds 0 row(s) in 0.0420 seconds 0 row(s) in 0.0620 seconds 0 row(s) in 0.0120 seconds 0 row(s) in 0.0770 seconds 0 row(s) in 0.0150 seconds 0 row(s) in 0.1290 seconds 0 row(s) in 10.0740 seconds 0 row(s) in 0.1230 seconds => 0..9 hbase(main):089:0>
查看t1记录
hbase(main):089:0> scan 't1' ROW COLUMN+CELL row1 column=f1:c0, timestamp=1314720946495, value=swallow0 row1 column=f1:c1, timestamp=1314720946507, value=swallow1 row1 column=f1:c2, timestamp=1314720946903, value=swallow2 row1 column=f1:c3, timestamp=1314720946939, value=swallow3 row1 column=f1:c4, timestamp=1314720946976, value=swallow4 row1 column=f1:c5, timestamp=1314720947055, value=swallow5 row1 column=f1:c6, timestamp=1314720947070, value=swallow6 row1 column=f1:c7, timestamp=1314720947198, value=swallow7 row1 column=f1:c8, timestamp=1314720957272, value=swallow8 row1 column=f1:c9, timestamp=1314720957392, value=swallow9 1 row(s) in 0.0300 seconds
查看 .META.
hbase(main):090:0> scan '.META.' ROW COLUMN+CELL t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:regioninfo, timestamp=1314720667384, value=REGION => {NAME => 't1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad.', STARTKEY => '', ENDK . EY => '', ENCODED => d8acd6bc659ac8326b88850d645a90ad, TABLE => {{NAME => 't1', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SCOPE => '0', COMPRESSION => 'NONE', VERSIONS => '3', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:server, timestamp=1314720667941, value=yinjie:60020 . t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:serverstartcode, timestamp=1314720667941, value=1314716290123 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:regioninfo, timestamp=1314720672241, value=REGION => {NAME => 't2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71.', STARTKEY => '', ENDK . EY => '', ENCODED => 16bb3d2563eab3b4e25477c64e007e71, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SCOPE => '0', COMPRESSION => 'NONE', VERSIONS => '3', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:server, timestamp=1314720672346, value=yinjie:60020 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:serverstartcode, timestamp=1314720672346, value=1314716290123 . 2 row(s) in 0.0210 seconds
可以看到t1仍旧只有一个region
接下去往往t2表插入10条相同记录,但rowkwy不同
hbase(main):091:0> for i in 0..9 do\ hbase(main):092:1* put 't2',"row#{i}","f1:c#{i}","swallow#{i}"\ hbase(main):093:1* end 0 row(s) in 0.1140 seconds 0 row(s) in 0.0080 seconds 0 row(s) in 0.0410 seconds 0 row(s) in 0.0820 seconds 0 row(s) in 0.0210 seconds 0 row(s) in 0.0410 seconds 0 row(s) in 0.0200 seconds 0 row(s) in 0.1210 seconds 0 row(s) in 0.0140 seconds 0 row(s) in 0.0360 seconds => 0..9
查看t2记录
hbase(main):097:0* scan 't2' ROW COLUMN+CELL row0 column=f1:c0, timestamp=1314721110769, value=swallow0 row1 column=f1:c1, timestamp=1314721110787, value=swallow1 row2 column=f1:c2, timestamp=1314721110830, value=swallow2 row3 column=f1:c3, timestamp=1314721110916, value=swallow3 row4 column=f1:c4, timestamp=1314721110932, value=swallow4 row5 column=f1:c5, timestamp=1314721110971, value=swallow5 row6 column=f1:c6, timestamp=1314721110989, value=swallow6 row7 column=f1:c7, timestamp=1314721111121, value=swallow7 row8 column=f1:c8, timestamp=1314721111130, value=swallow8 row9 column=f1:c9, timestamp=1314721111172, value=swallow9 10 row(s) in 1.0450 seconds
查看 .META.
hbase(main):102:0> scan '.META.' ROW COLUMN+CELL t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:regioninfo, timestamp=1314720667384, value=REGION => {NAME => 't1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad.', STARTKEY => '', ENDK . EY => '', ENCODED => d8acd6bc659ac8326b88850d645a90ad, TABLE => {{NAME => 't1', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SCOPE => '0', COMPRESSION => 'NONE', VERSIONS => '3', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:server, timestamp=1314720667941, value=yinjie:60020 . t1,,1314720667274.d8acd6bc659ac8326b88850d645a90ad column=info:serverstartcode, timestamp=1314720667941, value=1314716290123 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:regioninfo, timestamp=1314721112130, value=REGION => {NAME => 't2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71.', STARTKEY => '', ENDK . EY => '', ENCODED => 16bb3d2563eab3b4e25477c64e007e71, OFFLINE => true, SPLIT => true, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILT ER => 'NONE', REPLICATION_SCOPE => '0', VERSIONS => '3', COMPRESSION => 'NONE', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOC KCACHE => 'true'}]}} t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:server, timestamp=1314720672346, value=yinjie:60020 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:serverstartcode, timestamp=1314720672346, value=1314716290123 . t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:splitA, timestamp=1314721112130, value=REGION => {NAME => 't2,,1314721111490.71df02214242923574b71fe5e2a19360.', STARTKEY => '', ENDKEY = . > 'row0', ENCODED => 71df02214242923574b71fe5e2a19360, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SCOPE => '0', VERSIONS => '3', COMPRESSION => 'NONE', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t2,,1314720672168.16bb3d2563eab3b4e25477c64e007e71 column=info:splitB, timestamp=1314721112130, value=REGION => {NAME => 't2,row0,1314721111490.915ee8d4a32c59a4ec3960e335b061ca.', STARTKEY => 'row0', . ENDKEY => '', ENCODED => 915ee8d4a32c59a4ec3960e335b061ca, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SC OPE => '0', VERSIONS => '3', COMPRESSION => 'NONE', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t2,,1314721111490.71df02214242923574b71fe5e2a19360 column=info:regioninfo, timestamp=1314721112267, value=REGION => {NAME => 't2,,1314721111490.71df02214242923574b71fe5e2a19360.', STARTKEY => '', ENDK . EY => 'row0', ENCODED => 71df02214242923574b71fe5e2a19360, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATION_SC OPE => '0', VERSIONS => '3', COMPRESSION => 'NONE', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t2,,1314721111490.71df02214242923574b71fe5e2a19360 column=info:server, timestamp=1314721112267, value=yinjie:60020 . t2,,1314721111490.71df02214242923574b71fe5e2a19360 column=info:serverstartcode, timestamp=1314721112267, value=1314716290123 . t2,row0,1314721111490.915ee8d4a32c59a4ec3960e335b0 column=info:regioninfo, timestamp=1314721112627, value=REGION => {NAME => 't2,row0,1314721111490.915ee8d4a32c59a4ec3960e335b061ca.', STARTKEY => 'row 61ca. 0', ENDKEY => '', ENCODED => 915ee8d4a32c59a4ec3960e335b061ca, TABLE => {{NAME => 't2', FAMILIES => [{NAME => 'f1', BLOOMFILTER => 'NONE', REPLICATIO N_SCOPE => '0', VERSIONS => '3', COMPRESSION => 'NONE', TTL => '2147483647', BLOCKSIZE => '65536', IN_MEMORY => 'false', BLOCKCACHE => 'true'}]}} t2,row0,1314721111490.915ee8d4a32c59a4ec3960e335b0 column=info:server, timestamp=1314721112627, value=yinjie:60020 61ca. t2,row0,1314721111490.915ee8d4a32c59a4ec3960e335b0 column=info:serverstartcode, timestamp=1314721112627, value=1314716290123 61ca. 4 row(s) in 0.0380 seconds
可以看到t2的region已经分裂.
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