Thursday, August 2, 2012

Equivalence Class Partitioning


If a tester is viewing the software-under-test as a black box with welldefined
inputs and outputs, a good approach to selecting test inputs is to
use a method called equivalence class partitioning. Equivalence class partitioning
results in a partitioning of the input domain of the softwareunder-
test. The technique can also be used to partition the output domain,
but this is not a common usage. The finite number of partitions or equivalence
classes that result allow the tester to select a given member of an
equivalence class as a representative of that class. It is assumed that all
members of an equivalence class are processed in an equivalent way by
the target software.
Using equivalence class partitioning a test value in a particular class
is equivalent to a test value of any other member of that class. Therefore,
if one test case in a particular equivalence class reveals a defect, all the
other test cases based on that class would be expected to reveal the same
defect. We can also say that if a test case in a given equivalence class did
not detect a particular type of defect, then no other test case based on
that class would detect the defect (unless a subset of the equivalence class
falls into another equivalence class, since classes may overlap in some
cases). A more formal discussion of equivalence class partitioning is given
in Beizer [5].
Based on this discussion of equivalence class partitioning we can say
that the partitioning of the input domain for the software-under-test using
this technique has the following advantages:
1. It eliminates the need for exhaustive testing, which is not feasible.
2. It guides a tester in selecting a subset of test inputs with a high probability
of detecting a defect.
3. It allows a tester to cover a larger domain of inputs/outputs with a
smaller subset selected from an equivalence class.
Most equivalence class partitioning takes place for the input domain.
How does the tester identify equivalence classes for the input domain?
One approach is to use a set of what Glen Myers calls “interesting” input
conditions [1]. The input conditions usually come from a description in
the specification of the software to be tested. The tester uses the conditions
to partition the input domain into equivalence classes and then develops
a set of tests cases to cover (include) all the classes. Given that only the
information in an input/output specification is needed, the tester can begin
to develop black box tests for software early in the software life cycle in
parallel with analysis activities (see Principle 11, Chapter 2). The tester
and the analyst interact during the analysis phase to develop (i) a set of
testable requirements, and (ii) a correct and complete input/output specification.
From these the tester develops, (i) a high-level test plan, and
(ii) a preliminary set of black box test cases for the system. Both the plan
and the test cases undergo further development in subsequent life cycle
phases. The V-Model as described in Chapter 8 supports this approach.
There are several important points related to equivalence class partitioning
that should be made to complete this discussion.

1. The tester must consider both valid and invalid equivalence classes.
Invalid classes represent erroneous or unexpected inputs.
2. Equivalence classes may also be selected for output conditions.
3. The derivation of input or outputs equivalence classes is a heuristic
process. The conditions that are described in the following paragraphs
only give the tester guidelines for identifying the partitions.
There are no hard and fast rules. Given the same set of conditions,
individual testers may make different choices of equivalence classes.
As a tester gains experience he is more able to select equivalence
classes with confidence.
4. In some cases it is difficult for the tester to identify equivalence classes.
The conditions/boundaries that help to define classes may be absent,
or obscure, or there may seem to be a very large or very small number
of equivalence classes for the problem domain. These difficulties may
arise from an ambiguous, contradictory, incorrect, or incomplete
specification and/or requirements description. It is the duty of the
tester to seek out the analysts and meet with them to clarify these
documents. Additional contact with the user/client group may be required.
A tester should also realize that for some software problem
domains defining equivalence classes is inherently difficult, for example,
software that needs to utilize the tax code.
Myers suggests the following conditions as guidelines for selecting
input equivalence classes [1]. Note that a condition is usually associated
with a particular variable. We treat each condition separately. Test cases,
when developed, may cover multiple conditions and multiple variables.
List of Conditions
1. ‘‘If an input condition for the software-under-test is specified as a
range of values, select one valid equivalence class that covers the allowed
range and two invalid equivalence classes, one outside each
end of the range.’’
For example, suppose the specification for a module says that an
input, the length of a widget in millimeters, lies in the range 1–499;
then select one valid equivalence class that includes all values from 1
to 499. Select a second equivalence class that consists of all values
less than 1, and a third equivalence class that consists of all values
greater than 499.
2. ‘‘If an input condition for the software-under-test is specified as a
number of values, then select one valid equivalence class that includes
the allowed number of values and two invalid equivalence classes that
are outside each end of the allowed number.’’
For example, if the specification for a real estate-related module
say that a house can have one to four owners, then we select one valid
equivalence class that includes all the valid number of owners, and
then two invalid equivalence classes for less than one owner and more
than four owners.
3. ‘‘If an input condition for the software-under-test is specified as a set
of valid input values, then select one valid equivalence class that contains
all the members of the set and one invalid equivalence class for
any value outside the set.’’
For example, if the specification for a paint module states that
the colors RED, BLUE, GREEN and YELLOW are allowed as inputs,
then select one valid equivalence class that includes the set RED,
BLUE, GREEN and YELLOW, and one invalid equivalence class for
all other inputs.
4. ‘‘If an input condition for the software-under-test is specified as a
must be” condition, select one valid equivalence class to represent
the “must be” condition and one invalid class that does not include
the “must be” condition.’’
For example, if the specification for a module states that the first
character of a part identifier must be a letter, then select one valid
equivalence class where the first character is a letter, and one invalid
class where the first character is not a letter.
5. ‘‘If the input specification or any other information leads to the belief
that an element in an equivalence class is not handled in an identical
way by the software-under-test, then the class should be further partitioned
into smaller equivalence classes.’’
To show how equivalence classes can be derived from a specification,
consider an example in Figure 4.2. This is a specification for a module
that calculates a square root.
The specification describes for the tester conditions relevant to the

Function square_root
message (x:real)
when x >_0.0
reply (y:real)
where y >_0.0 & approximately (y*y,x)
otherwise reply exception imaginary_square_root
end function
FIG. 4.2
A specification of a square root
function.
input/output variables x and y. The input conditions are that the variable
x must be a real number and be equal to or greater than 0.0. The conditions
for the output variable y are that it must be a real number equal
to or greater than 0.0, whose square is approximately equal to x. If x is
not equal to or greater than 0.0, then an exception is raised. From this
information the tester can easily generate both invalid and valid equivalence
classes and boundaries. For example, input equivalence classes for
this module are the following:
EC1. The input variable x is real, valid.
EC2. The input variable x is not real, invalid.
EC3. The value of x is greater than 0.0, valid.
EC4. The value of x is less than 0.0, invalid.
Because many organizations now use some type of formal or semiformal
specifications, testers have a reliable source for applying the input/output
conditions described by Myers.
After the equivalence classes have been identified in this way, the next
step in test case design is the development of the actual test cases. A good
approach includes the following steps.
1. Each equivalence class should be assigned a unique identifier. A simple
integer is sufficient.
2. Develop test cases for all valid equivalence classes until all have been
covered by (included in) a test case. A given test case may cover more
than one equivalence class.
3. Develop test cases for all invalid equivalence classes until all have
been covered individually. This is to insure that one invalid case does
not mask the effect of another or prevent the execution of another.
An example of applying equivalence class partitioning will be shown
in the next section.
4 . 6 Boundary Value Analysis
Equivalence class partitioning gives the tester a useful tool with which
to develop black box based-test cases for the software-under-test. The
method requires that a tester has access to a specification of input/output
behavior for the target software. The test cases developed based on equivalence
class partitioning can be strengthened by use of an another technique
called boundary value analysis. With experience, testers soon realize
that many defects occur directly on, and above and below, the edges
of equivalence classes. Test cases that consider these boundaries on both
the input and output spaces as shown in Figure 4.3 are often valuable in
revealing defects.
Whereas equivalence class partitioning directs the tester to select test
cases from any element of an equivalence class, boundary value analysis
requires that the tester select elements close to the edges, so that both the
upper and lower edges of an equivalence class are covered by test cases.
As in the case of equivalence class partitioning, the ability to develop highquality
test cases with the use of boundary values requires experience.
The rules-of-thumb described below are useful for getting started with
boundary value analysis.
1. If an input condition for the software-under-test is specified as a range
of values, develop valid test cases for the ends of the range, and invalid
test cases for possibilities just above and below the ends of the
range.
For example if a specification states that an input value for a
module must lie in the range between _1.0 and _1.0, valid tests
that include values for ends of the range, as well as invalid test cases
for values just above and below the ends, should be included. This
would result in input values of _1.0, _1.1, and 1.0, 1.1.

Boundaries of an equivalence
partition.
2. If an input condition for the software-under-test is specified as a number
of values, develop valid test cases for the minimum and maximum
numbers as well as invalid test cases that include one lesser and one
greater than the maximum and minimum.
For example, for the real-estate module mentioned previously
that specified a house can have one to four owners, tests that include
0,1 owners and 4,5 owners would be developed.
The following is an example of applying boundary value analysis
to output equivalence classes. Suppose a table of 1 to 100 values is
to be produced by a module. The tester should select input data to
generate an output table of size 0,1, and 100 values, and if possible
101 values.
3. If the input or output of the software-under-test is an ordered set,
such as a table or a linear list, develop tests that focus on the first and
last elements of the set.
It is important for the tester to keep in mind that equivalence class
partitioning and boundary value analysis apply to testing both inputs and
outputs of the software-under-test, and, most importantly, conditions are
not combined for equivalence class partitioning or boundary value analysis.
Each condition is considered separately, and test cases are developed
to insure coverage of all the individual conditions

3 comments:

Yasmeen Yas said...

Absolutely fantastic posting! Lots of useful information and inspiration, both of which we all need!Relay appreciate your work.
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cathyouellette said...

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Dorothy said...

Thank you so much for this nice information. Hope so many people will get aware of this and useful as well. And please keep update like this.
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