Details
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Improvement
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Status: Resolved
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Normal
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Resolution: Fixed
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None
Description
We had some hopes CASSANDRA-9436 would add it, yet it added rpc_address instead of both rpc_address and listen_address. We really need listen_address here, because we need to get information on the private IP C* binds to. Knowing this we could better match Spark nodes to C* nodes and process data locally in environments where rpc_address != listen_address like EC2.
See, Spark does not know rpc addresses nor it has a concept of broadcast address. It only knows the hostname / IP its workers bind to. In case of cloud environments, these are private IPs. Now if we give Spark a set of C* nodes identified by rpc_addresses, Spark doesn't recognize them as belonging to the same cluster. It treats them as "remote" nodes and has no idea where to send tasks optimally.
Current situation (example):
Spark worker nodes: [10.0.0.1, 10.0.0.2, 10.0.0.3]
C* nodes: [10.0.0.1 / node1.blah.ec2.com, 10.0.0.2 / node2.blah.ec2.com, 10.0.0.3 / node3.blah.ec2.com]
What the application knows about the cluster: [node1.blah.ec2.com, node2.blah.ec2.com, node3.blah.ec2.com]
What the application sends to Spark for execution:
Task1 - please execute on node1.blah.ec2.com
Task2 - please execute on node2.blah.ec2.com
Task3 - please execute on node3.blah.ec2.com
How Spark understands it: "I have no idea what node1.blah.ec2.com is, let's assign Task1 it to a random node"
Expected:
Spark worker nodes: [10.0.0.1, 10.0.0.2, 10.0.0.3]
C* nodes: [10.0.0.1 / node1.blah.ec2.com, 10.0.0.2 / node2.blah.ec2.com, 10.0.0.3 / node3.blah.ec2.com]
What the application knows about the cluster: [10.0.0.1 / node1.blah.ec2.com, 10.0.0.2 / node2.blah.ec2.com, 10.0.0.3 / node3.blah.ec2.com]
What the application sends to Spark for execution:
Task1 - please execute on node1.blah.ec2.com or 10.0.0.1
Task2 - please execute on node2.blah.ec2.com or 10.0.0.2
Task3 - please execute on node3.blah.ec2.com or 10.0.0.3
How Spark understands it: "10.0.0.1? - I have a worker on that node, lets put Task 1 there"