[feature][EC][spark] add spark timeout task diagnosis and configuration optimization

[aiceflower]

Search before asking

• I had searched in the issues and found no similar feature requirement.

Problem Description

Spark tasks need timeout diagnosis and configuration optimization.

Description

Add Spark timeout task diagnosis feature and optimize related configurations.

Use case

When Spark tasks timeout, users can get diagnostic information to identify root causes and optimize configurations.

Solutions

1. Added Spark timeout task diagnosis feature
2. Optimized Spark related configurations for better performance

Anything else

None.

Are you willing to submit a PR?

• Yes I am willing to submit a PR!

[github-actions]

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