This repository holds profiling data and analysis scripts to characterise resource usage of the LOFAR2.0 pipelines.

Toil statistics

Main Toil stats reference: https://toil.readthedocs.io/en/master/running/utils.html

When running pipelines with Toil, statistics can be recorded by using toil-cwl-runner --stats <rest of the options/inputs>. This makes it leave the jobstore behind, after which statistics of the idividual steps can be extracted via

toil stats --raw /path/to/jobstore > stats.json

A human-readable version can be produced via

toil stats --pretty /path/to/jobstore > stats.txt

The JSON file contains three "main" entries:

• worker: resources used by Toil worker processes.
• jobs: cumulative resources used by the jobs.
• job_types: resource breakdown by individual jobs.

In jobs and job_types the field names have the following meanings:

Field	Meaning
total_number	The number of jobs or jobs of this type that ran.
name	Name of the job that ran.
total_time	Total wall clock time consumed by the job(s).
median_time	Median wall clock time consumed by the job(s).
average_time	Maximum wall clock time consumed by the job(s).
min_time	Minimum wall clock time consumed by the job(s).
max_time	Maximum wall clock time consumed by the job(s).
total_clock	Total core seconds consumed by the job(s).
median_clock	Median core seconds consumed by the job(s).
average_clock	Maximum core seconds consumed by the job(s).
min_clock	Minimum core seconds consumed by the job(s).
max_clock	Maximum core seconds consumed by the job(s).
total_wait	Total CPU time reserved for but not consumed by the job(s).
median_wait	Median CPU time reserved for but not consumed by the job(s).
average_wait	Average CPU time reserved for but not consumed by the job(s).
min_wait	Minimum CPU time reserved for but not consumed by the job(s).
max_wait	Maximum CPU time reserved for but not consumed by the job(s).
total_memory	Total memory in kB consumed by the job(s).
median_memory	Median memory in kB consumed by the job(s).
average_memory	Maximum memory in kB consumed by the job(s).
min_memory	Minimum memory in kB consumed by the job(s).
max_memory	Maximum memory in kB consumed by the job(s).
total_disk	Total disk usage by the job(s).
median_disk	Median disk usage by the job(s).
average_disk	Maximum disk usage by the job(s).
min_disk	Minimum disk usage by the job(s).
max_disk	Maximum disk usage by the job(s).
total_core	Total cores requested by the job(s).
median_core	Median cores requested by the job(s).
average_core	Maximum cores requested by the job(s).
min_core	Minimum cores requested by the job(s).
max_core	Maximum cores requested by the job(s).
excess_cpu	Flag indicating if a job used more CPU than requested.