apache-kafka - 融合 KSQL 中的空值处理

Question

您能否让我知道如何处理 KSQL 中的 Null 值。我试图处理 4 种可能的方法，但没有得到解决。尝试用 4 种方法在 KSQL 中用不同的值替换 NULL 但给出了问题。

ksql> select PORTFOLIO_PLAN_ID from topic_stream_name; null

ksql> select COALESCE(PORTFOLIO_PLAN_ID,'N/A') from topic_stream_name; Can't find any functions with the name 'COALESCE' 
ksql> select IFNULL(PORTFOLIO_PLAN_ID,'N/A') from topic_stream_name; Function 'IFNULL' does not accept parameters of types:[BIGINT, VARCHAR(STRING)] 
ksql> select if(PORTFOLIO_PLAN_ID IS NOT NULL,PORTFOLIO_PLAN_ID,'N/A') FROM topic_stream_name; Can't find any functions with the name 'IF'

标签： apache-kafkaconfluent-platformksqldb

Answer 1

正如@cricket_007 所引用的，在 KSQL 中有一个以这种方式处理 NULL 值的开放票。

您可以使用的一种解决方法是使用 INSERT INTO。它不是很优雅，当然也不像以下函数那样灵活COALESCE：

# Set up some sample data, run this from bash
# For more info about kafkacat see
#    https://docs.confluent.io/current/app-development/kafkacat-usage.html
    kafkacat -b kafka-broker:9092 \
            -t topic_with_nulls \
            -P <<EOF
{"col1":1,"col2":16000,"col3":"foo"}
{"col1":2,"col2":42000}
{"col1":3,"col2":94000,"col3":"bar"}
{"col1":4,"col2":12345}
EOF

这是处理 NULL 的 KSQL 解决方法col3：

-- Register the topic
CREATE STREAM topic_with_nulls (COL1 INT, COL2 INT, COL3 VARCHAR) \
  WITH (KAFKA_TOPIC='topic_with_nulls',VALUE_FORMAT='JSON');

-- Query the topic to show there are some null values
ksql> SET 'auto.offset.reset'='earliest';
Successfully changed local property 'auto.offset.reset' from 'null' to 'earliest'
ksql> SELECT COL1, COL2, COL3 FROM topic_with_nulls;
1 | 16000 | foo
2 | 42000 | null
3 | 94000 | bar
4 | 12345 | null

-- Create a derived stream, with just records with no NULLs in COL3
CREATE STREAM NULL_WORKAROUND AS \
  SELECT COL1, COL2, COL3 FROM topic_with_nulls WHERE COL3 IS NOT NULL;

-- Insert into the derived stream any records where COL3 *is* NULL, replacing it with a fixed string
INSERT INTO NULL_WORKAROUND \
  SELECT COL1, COL2, 'N/A' AS COL3 FROM topic_with_nulls WHERE COL3 IS NULL;

-- Confirm that the NULL substitution worked
ksql> SELECT COL1, COL2, COL3 FROM NULL_WORKAROUND;
1 | 16000 | foo
2 | 42000 | N/A
3 | 94000 | bar
4 | 12345 | N/A