:Author: Manuel Pichler
:Copyright: All rights reserved
:Description: This article describes the overview pyramid chart generated
by PHP_Depend. The main purpose of the overview pyramid is to
visualize several key quality metrics of a complete project
in a single compact form. The pyramid was first described by
Michele Lanza's book "Object-Oriented Metrics in practice:
Using Software Metrics to characterize, evaluate, improve the
Design of Object-Oriented Systems".
:Keywords: Michele Lanza, Radu Marinescu,Stéphane Ducasse, metrics, report,
Overview Pyramid, chart, visualization
The Overview Pyramid is used to visualize a complete software system in a really compact manner. Therefor it collects a set of metrics from the categories Inheritance, Coupling and Size & Complexity, and puts them into relation. The following figure shows the base structure of the Overview Pyramid [#ML06]_.
The following three lists contain all the metrics, which the Overview Pyramid uses.
The category Size & Complexity contributes the greatest and mostly used set of software metrics.
NOP
The Number Of Packages metric counts the packages within the analyzed
software system.
NOC The Number Of Classes metric counts the declared classes within the analyzed software system.
NOM The Number Of Methods metric counts all declared methods, which in this context means class methods and simple functions.
LOC The Lines Of Code metric shows the number of executable source lines within the analyzed software system. To calculate this value PHP_Depend counts all non whitespace lines and all non comment lines.
CYCLO The Cyclomatic Complexity number [#cabeccn]_ is a software metric (measurement). It was already developed in 1976 by Thomas J. McCabe and is used to calculate the complexity of a program. It directly measures the number of linearly independent paths through a program's source code.
This group of metrics informs about the coupling between different program parts in the analyzed application.
CALLS
This metric count the number of distinct function- and method-calls.
Distinct means that one and the same method-call within a function- or
method-body is only counted once.
FANOUT The FANOUT provides information on types referenced by classes and interfaces. It only counts those types that are not part of the same Inheritance branch.
Both metrics in this group deal with the use of Inheritance and give a general overview of the use of Inheritance within the analyzed system.
ANDC
The Average Number of Derived Classes metric describes the average
of derived classes. In a system of ten classes an ANDC-value of 0.5
means, that every second class is derived from another class.
AHH
The Average Hierarchy Height metric is a average depth of the
inheritance hierarchy. In a system of ten classes, a AHH-value of 1
can be interpreted in different ways, for example: Five classes inherit
from five other classes within the analyzed application or five classes
inherit from a single root class.
Now that we know all metrics used for the Overview Pyramid, it is time to replace the placeholders with the measured informations. The figure below shows the filled Overview Pyramid.
In a second step, the previously independent metrics are set into relation. Therefor we calculate the average values of individual value pairs, these computed values provide us with new informations about the distributions within the application.
The following example figure of the Overview Pyramid contains a computed
value for the measured LOC and NOM metric which shows us, that in the
average each operation has 25 lines of code. This value can be described
as very high, especially when you consider that most systems contain a
variety of simple operation, like Getter and Setter, in addition to the
main application logic.
To take reasonable conclusions from the computed values one important
part is still missing, an adequate set of reference values. Without
reference values, that say what values are low, average or high, it is
not possible to classify these results. The current version of
PHP_Depend supports a single set of reference values, this set was
taken from [#ML06]_.
Reference values
Metric L | ow A | verage H | igh |
CYCLO/LOC LOC/NOM NOM/NOC NOC/NOP CALLS/NOM FANOUT/CALLS ANDC 0.2 AHH | 0.16 7 4 6 2.01 0.56 5 0.4 0.09 | 0.20 10 7 17 2.62 0.62 1 0.5 0.21 | 0.24 13 10 26 3.2 0.68 7 0.32 |
With these reference values PHP_Depend can classify the computed results.
PHP_Depend uses this information for the generation of colored backgrounds,
so that the color already supports the categorization.
Of course, the final question is, which advantages offers the Overview Pyramid?
The Overview Pyramid provides a simple and size independent way to get a
first impression of a software system, and this without an expensive source
code analysis. Thus the Overview Pyramid is an effective tool for a first
cost estimate for an unknown system. With the help of this tool and know-how,
an experienced developer will quickly get a first impression and will know
what can be expected from the analyzed application. And this knowledge could
be a good help during the planning phase of a new project.
© Springer-Verlag Berlin Heidelberg; ISBN 978-3-540-24429-5; Using Software Metrics to Characterize, Evaluate, and Improve the Design of Object-Oriented Systems; Michele Lanza, Radu Marinescu; 2006
IEEE Transactions on Software Engineering; A Complexity Measure; Thomas J. McCabe; 1976