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Here are few links that can give you complete understanding on optimizing MR jobs

Tips for optimizing MapReduce Performance

Optimizing MapReduce Jobs – Slideshare

Tuning MapReduce Jobs

How to optimize MapReduce Tasks for Dummies

Optimizing Hadoop provisioning in the Cloud

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