rally/samples/tasks/sla
Mikhail Dubov 49c5056968 Add streaming algorithms and SLA to check for outliers
In the common.streaming_algorithms module, we add the base for the streaming
algorithms that take values from the input stream and compute certain
quantities needed for the benchmark results processing. These algorithms
should use constant memory and be able to scale.

Two streaming algorithms for computing mean and standard deviation are implemented.

There is also a new "max_outliers" SLA that checks for the maximum number of
outliers based on the mean and standard deviation of the durations, computed
using these new streaming algorithms. By default, the outliers are detected
only when the total number of iterations reaches 10 (can be configured).

Example:
  3.1 4.2 3.6 4.5 2.8 3.3 4.1 3.8 4.3 2.9 10.2 11.2 3.4

  has 2 outliers (10.2 and 11.2), so:
    {"outliers": {"max": 2}} -> PASS
    {"outliers": {"max": 1}} -> FAIL

Bonus:
  * Add gate testing of different SLAs with the Dummy scenario
  * Add samples for all SLAs
  * Fix detailed message for max_avg_duration

Change-Id: I7c4f77c418c7b61f71b43216110fa4c7aaccc2f5
2015-04-29 14:23:35 +03:00
..
create-and-delete-user.json Add streaming algorithms and SLA to check for outliers 2015-04-29 14:23:35 +03:00
create-and-delete-user.yaml Add streaming algorithms and SLA to check for outliers 2015-04-29 14:23:35 +03:00
README.rst Replace deprecated max_failure_precent sla 2015-01-26 13:03:29 -08:00

SLA Configuration Samples

This directory contains SLA configuration samples.

SLA (Service-level agreement) is set of details for determining compliance with contracted values such as maximum error rate or minimum response time.

Currently supported criteria:

failure_rate

A maximum and/or a minimum failure rate expressed as max or min sub-keys.

max_seconds_per_iteration

Maximum time in seconds per one iteration.