EduBoom
EduBoom

Reputation: 147

Use HBaseStorage to load from Bigtable via Pig on Dataproc

Does anybody have experience or succeeded on loading data from Bigtable via Pig on Dataproc using HBaseStorage?

Here's a very simple Pig script I'm trying to run. It fails with an error indicating it can't find the BigtableConnection class and I'm wondering what setup I may be missing to successfully load data from Bigtable.

raw = LOAD 'hbase://my_hbase_table'
       USING org.apache.pig.backend.hadoop.hbase.HBaseStorage(
       'cf:*', '-minTimestamp 1490104800000 -maxTimestamp 1490105100000 -loadKey true -limit 5')
       AS (key:chararray, data);

DUMP raw;

Steps I followed to setup my cluster:

  1. Launched Bigtable cluster (my_bt); created and populated my_hbase_table
  2. Launched Dataproc cluster (my_dp) via cloud.google.com Cloud Dataproc Console
  3. Installed HBase shell on Dataproc master (/opt/hbase-1.2.1) following instructions on https://cloud.google.com/bigtable/docs/installing-hbase-shell
  4. Added properties to hbase-site.xml for my_bt and BigtableConnection class
  5. Created file t.pig with contents listed above
  6. Invoked Pig via command: gcloud beta dataproc jobs submit pig --cluster my_dp --file t.pig --jars /opt/hbase-1.2.1/lib/bigtable/bigtable-hbase-1.2-0.9.5.1.jar
  7. Got the following error indicating BigtableConnection class not found:

2017-03-21 15:30:48,029 [JobControl] ERROR org.apache.hadoop.hbase.mapreduce.TableInputFormat - java.io.IOException: java.lang.ClassNotFoundException: com.google.cloud.bigtable.hbase1_2.BigtableConnection

Upvotes: 2

Views: 615

Answers (1)

Angus Davis
Angus Davis

Reputation: 2683

The trick is getting all dependencies on pig's classpath. Using the jars pointed to by Solomon, I've created the following initialization action that downloads two jars, the bigtable mapreduce jar and netty-tcnative-boringssl, and sets up the pig classpath.

#!/bin/bash
# Initialization action to set up pig for use with cloud bigtable
mkdir -p /opt/pig/lib/

curl http://repo1.maven.org/maven2/io/netty/netty-tcnative-boringssl-static/1.1.33.Fork19/netty-tcnative-boringssl-static-1.1.33.Fork19.jar \
    -f -o /opt/pig/lib/netty-tcnative-boringssl-static-1.1.33.Fork19.jar

curl http://repo1.maven.org/maven2/com/google/cloud/bigtable/bigtable-hbase-mapreduce/0.9.5.1/bigtable-hbase-mapreduce-0.9.5.1-shaded.jar \
    -f -o /opt/pig/lib/bigtable-hbase-mapreduce-0.9.5.1-shaded.jar

cat >>/etc/pig/conf/pig-env.sh <<EOF
#!/bin/bash

for f in /opt/pig/lib/*.jar; do
  if [ -z "\${PIG_CLASSPATH}" ]; then
    export PIG_CLASSPATH="\${f}"
  else
    export PIG_CLASSPATH="\${PIG_CLASSPATH}:\${f}"
  fi  
done
EOF

You can then pass in bigtable configuration in the usual ways:

  • Via hbase-site.xml
  • Specifying properties when submitting a job:

    PROPERTIES='hbase.client.connection.impl='
    PROPERTIES+='com.google.cloud.bigtable.hbase1_2.BigtableConnection'
    PROPERTIES+=',google.bigtable.instance.id=MY_INSTANCE'
    PROPERTIES+=',google.bigtable.project.id=MY_PROJECT'
    
    gcloud dataproc jobs submit pig --cluster MY_DATAPROC_CLUSTER \
        --properties="${PROPERTIES}"  \
        -e "f =  LOAD 'hbase://MY_TABLE' 
             USING org.apache.pig.backend.hadoop.hbase.HBaseStorage('cf:*','-loadKey true') 
             AS (key:chararray, data); 
        DUMP f;"
    

Upvotes: 3

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