一、预分区 
1 原因:  热点问题:数据持续读写一个region(或节点)上。  region自动分区会造成频繁IO。  
2 设置分区  (前缀)范围  
-10,10-20,20-30,30-40,40-50,50-60,60-70,70-80,80-90,90-
  
生成分区前缀:  
private byte[][] getSplitKeys() {
		String[] keys = new String[] { "00_", "10_", "20_", "30_", "40_", "50_", "60_", "70_", "80_", "90_" };
		byte[][] splitKeys = new byte[keys.length][];
		TreeSet<byte[]> rows = new TreeSet<byte[]>(Bytes.BYTES_COMPARATOR);// 升序排序
		for (int i = 0; i < keys.length; i++) {
			rows.add(Bytes.toBytes(keys[i]));
		}
		Iterator<byte[]> rowKeyIter = rows.iterator();
		int i = 0;
		while (rowKeyIter.hasNext()) {
			byte[] tempRow = rowKeyIter.next();
			rowKeyIter.remove();
			splitKeys[i] = tempRow;
			i++;
		}
		return splitKeys;
	}
  
建表:  
public boolean createTableBySplitKeys(String tableName, List<String> columnFamily) {
		try {
			if (StringUtils.isBlank(tableName) || columnFamily == null || columnFamily.size() < 0) {
				log.error("tableName|columnFamily不为null");
			}
			Admin admin = connection.getAdmin();
			TableName tableName1 = TableName.valueOf(tableName);
			if (admin.tableExists(tableName1)) {
				return true;
			} else {
				TableDescriptorBuilder builder = TableDescriptorBuilder.newBuilder(tableName1);
				for (String cf : columnFamily) {
					builder.setColumnFamily(ColumnFamilyDescriptorBuilder.newBuilder(Bytes.toBytes(cf)).build());
				}
				byte[][] splitKeys = getSplitKeys();
				admin.createTable(builder.build(), splitKeys);// 指定splitkeys
				log.info("表" + tableName + "创建成功,列族:" + columnFamily.toString());
			}
		} catch (Exception e) {
			e.printStackTrace();
			return false;
		}
		return true;
	}
  
造数据:  
	private String getRandomNumber() {
		String ranStr = Math.random() + "";
		int pointIndex = ranStr.indexOf(".");
		return ranStr.substring(pointIndex + 1, pointIndex + 3);
	}
	private List<Put> batchPut() {
		List<Put> list = new ArrayList<Put>();
		for (int i = 1; i <= 10000; i++) {
			byte[] rowkey = Bytes.toBytes(getRandomNumber() + "-" + System.currentTimeMillis() + "-" + i);
			Put put = new Put(rowkey);
			put.addColumn(Bytes.toBytes("info"), Bytes.toBytes("name"), Bytes.toBytes("zs" + i));
			list.add(put);
		}
		return list;
	}
  
查看web ui以验证:http://localhost:16010/table.jsp?name=test  代码地址:https://github.com/xing54321/hbase_demo  
二、注意点 
1 如何加盐  2 每个RegionServer上分区多少合适  
参考:  
https://blog.csdn.net/u013870094/article/details/79440312.  https://www.cnblogs.com/duanxz/p/3154487.html 
                
                
                
        
    
 
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