CPUBottleneck: Debugger CPUBottleneck class

In DyfanJones/sagemaker-r-debugger: R6sagemaker debugger for sagemaker operations

Description

This rule helps to detect if GPU is underutilized due to CPU bottlenecks. Rule returns True if number of CPU bottlenecks exceeds a predefined threshold.

Super class

sagemaker.debugger::ProfilerRuleBase -> CPUBottleneck

Methods

Public methods

• CPUBottleneck$new()

• CPUBottleneck$clone()

Inherited methods

• sagemaker.debugger::ProfilerRuleBase$format()

---

Method new()

Initialize CPUBottleneck class

Usage

CPUBottleneck$new(
  threshold = 50,
  gpu_threshold = 10,
  cpu_threshold = 90,
  patience = 1000,
  scan_interval_us = 60 * 1000 * 1000
)

Arguments

threshold

: defines the threshold beyond which Rule should return True. Default is 50 percent. So if there is a bottleneck more than 50% of the time during the training Rule will return True.

gpu_threshold

: threshold that defines when GPU is considered being under-utilized. Default is 10%

cpu_threshold

: threshold that defines high CPU utilization. Default is above 90%

patience

: How many values to record before checking for CPU bottlenecks. During training initialization, GPU is likely at 0 percent, so Rule should not check for under utilization immediately. Default 1000.

scan_interval_us

: interval with which timeline files are scanned. Default is 60000000 us.

---

Method clone()

The objects of this class are cloneable with this method.

Usage

CPUBottleneck$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

DyfanJones/sagemaker-r-debugger documentation built on Jan. 20, 2022, 5:49 p.m.