pinba server accumulates and processes data and send it to data storage in your choice.
It is not a secret that the most popular script in php frameworks is index.php but this information is barely helpful.
To keep things simple, Wall Time is usually split in two main parts: the CPU Time and the I/O Time. The CPU time is the amount of time the CPU was used for processing instructions.
IF the reason of high CPU is I/O bound related to DB (too much time waiting for I/O )then we should consider migrate to RDS and set up storage General Purpose (SSD) or Provisioned IOPS (SSD).