我使用apachehadoop、mapreduce和cassandra运行一个mapreduce作业,该作业从一个cassandra表读入,并输出到另一个cassandra表。
我有一些工作是用一个主键输出到一个表中的。例如,此用于计算每种类型单词数的表只有一个键。
CREATE TABLE word_count(
word text,
count int,
PRIMARY KEY(text)
) WITH COMPACT STORAGE;
关联的reduce类看起来有点像这样:
public static class ReducerToCassandra
extends Reducer<Text, IntWritable, ByteBuffer, List<Mutation>>
{
public void reduce(Text word, Iterable<IntWritable> values, Context context)
throws IOException, InterruptedException
{
int sum = 0;
for (IntWritable val : values){
sum += val.get();
}
org.apache.cassandra.thrift.Column c
= new org.apache.cassandra.thrift.Column();
c.setName(ByteBufferUtil.bytes("count");
c.setValue(ByteBufferUtil.bytes(sum));
c.setTimestamp(System.currentTimeMillis());
Mutation mutation = new Mutation();
mutation.setColumn_or_supercolumn(new ColumnOrSuperColumn());
mutation.column_or_supercolumn.setColumn(c);
ByteBuffer keyByteBuffer = ByteBufferUtil.bytes(word.toString());
context.write(keyByteBuffer, Collections.singletonList(mutation));
}
}
如果我想添加一个额外的列,那么我只需要在 List<Mutation>
已由输出 reduce
但我无法解决如何输出到一个在复合主键中有新列的表。例如,此表与上面的表相同,但也会将单词与其发布时间一起索引。
CREATE TABLE word_count(
word text,
publication_hour bigint,
count int,
PRIMARY KEY(word, publication_hour)
) WITH COMPACT STORAGE;
我尝试了几种不同的方法,比如尝试输出自定义 WritableComparable
(包含一个单词和一个小时)并更新 class
以及 method
签名和 job
相应的配置,但这使得 reduce
扔一个 ClassCastException
当它试图铸造的习俗 WritableComparable
至 ByteBuffer
.
我尝试用 Builder
.
public static class ReducerToCassandra
// MappedKey MappedValue ReducedKey ReducedValues
extends Reducer<WordHourPair, IntWritable, ByteBuffer, List<Mutation>>
{
// MappedKey Values with the key wordHourPair
public void reduce(WordHourPair wordHourPair, Iterable<IntWritable> values,
Context context)
throws IOException, InterruptedException
{
int sum = 0;
for (IntWritable val : values){
sum += val.get();
}
long hour = wordHourPair.getHourLong();
org.apache.cassandra.thrift.Column c
= new org.apache.cassandra.thrift.Column();
c.setName(ByteBufferUtil.bytes("count");
c.setValue(ByteBufferUtil.bytes(sum));
c.setTimestamp(System.currentTimeMillis());
Mutation mutation = new Mutation();
mutation.setColumn_or_supercolumn(new ColumnOrSuperColumn());
mutation.column_or_supercolumn.setColumn(c);
//New Code
List<AbstractType<?>> keyTypes = new ArrayList<AbstractType<?>>();
keyTypes.add(UTF8Type.instance);
keyTypes.add(LongType.instance);
CompositeType compositeKey = CompositeType.getInstance(keyTypes);
Builder builder = new Builder(compositeKey);
builder.add(ByteBufferUtil.bytes(word.toString());
builder.add(ByteBufferUtil.bytes(hour));
ByteBuffer keyByteBuffer = builder.build();
context.write(keyByteBuffer, Collections.singletonList(mutation));
}
}
但这是一个错误 IOException
```
java.io.IOException: InvalidRequestException(why:String didn't validate.)
at org.apache.cassandra.hadoop.ColumnFamilyRecordWriter$RangeClient.run(ColumnFamilyRecordWriter.java:204)
Caused by: InvalidRequestException(why:String didn't validate.)
at org.apache.cassandra.thrift.Cassandra$batch_mutate_result$batch_mutate_resultStandardScheme.read(Cassandra.java:28232)
at org.apache.cassandra.thrift.Cassandra$batch_mutate_result$batch_mutate_resultStandardScheme.read(Cassandra.java:28218)
at org.apache.cassandra.thrift.Cassandra$batch_mutate_result.read(Cassandra.java:28152)
at org.apache.thrift.TServiceClient.receiveBase(TServiceClient.java:78)
at org.apache.cassandra.thrift.Cassandra$Client.recv_batch_mutate(Cassandra.java:1069)
at org.apache.cassandra.thrift.Cassandra$Client.batch_mutate(Cassandra.java:1055)
at org.apache.cassandra.hadoop.ColumnFamilyRecordWriter$RangeClient.run(ColumnFamilyRecordWriter.java:196)
这个问题:不是由hadoop reducer编写的cassandra cql3复合密钥似乎展示了我正在寻找的代码类型,但是它调用了 `context.write` 参数类型为 `HashMap, ByteBuffer` 我不知道该怎么做 `context.write` 接受那些参数。
如何将所需的数据(字小时键、int值)放入表中?
1条答案
按热度按时间qyyhg6bp1#
答案是使用cassandra的cql接口,而不是thrift api。
现在,我可以通过将reduce类的输出键/值类声明为“map,list”来写入具有复合键的表,然后为复合键创建一个Map,其中键(类型为string)是列名,值(类型为bytebuffer)是使用bytebufferutil转换为bytebuffer的列值。
例如,要写入这样定义的表:
我可以写: