Difference between revisions of "Introduction to MathObjects"

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== Contexts ==
 
== Contexts ==
   
Each problem is considered in a given context. The context determines what various symbols represent.
 
  +
Although a problem may include several answer blanks, the problem generally has a collection of variables that it defines, values that it uses, and so on; these form the "context" of the problem. For example, if the problem is concerned with a function of <i>x</i> and <i>y</i> and its partial derivatives, then the context of the problem includes variable <i>x</i> and <i>y</i>, and so all the answer blanks within the problem should recognize that <i>x</i> and <i>y</i> have meaning within the problem, even if the answer blank is only asking for a number. If a student is asked to enter the value of a partial derivative at a particular point and, rather than giving a number, entered the formula for the derivative (not evaluated at the point), he should not be told "<i>x</i> is undefined" (which would have been the case with WeBWorK's traditional answer checkers), since <i>x</i> actually <i>is</i> defined as part of the problem. Such messages serve to confuse the student rather than help him resolve the problem.
For example in "Interval" context <code> (4,5)</code> means the interval
 
between 4 and 5 while in "Point" context it means a single
 
point in the x-y plane.
 
Among other things the context will determine which student responses
 
will be considered "legitimate", although perhaps incorrect, and which will be considered not
 
legitimate and will trigger a syntax error message.
 
   
* For example in a "Vector" context <code> <5,6,7></code> makes sense and the < is interpreted as an angle brackect.
 
  +
MathObjects solves this issue by using a Context object to maintain the context of a problem. That way, all the answer blanks will know about all the variables and values defined within the problem, and can issue appropriate warning messages when a student uses them inappropriately. For example, in the situation described above where the student entered the unevaluated derivative where the value at a point was requested, he will get the message "Your answer is not a number (it seems to be a formula returning a number)", which should help him figure out what he has done wrong.
In the "Numeric" context it would trigger an error.
 
* In the "Inequality" context <code> 5 < 6</code> the < is interpreted as a "less than" sign.
 
* We've already noted that <code> (4,5)</code> means two different things in different contexts.
 
   
  +
Thus one of the main purposes for the Context is to maintain the set of variables and values that are part of the problem as a whole. Another key function of the Context is to tell the answer checkers what functions and operations are available within a student answer, and what the various symbols the student can type will mean. For example, if you are asking a student to compute the value of 6 / 3, then you may want to restrict what the student can type so that she can't enter <code>/</code> in her answer, and must type an actual number (not an expression that is evaluated to a number). Or if you are asking a student to determine the value of <code>sin(pi/6)</code>, you might want to restrict his answer so that he can't include <code>sin()</code>, but you do allow arithmetic operations. Such restrictions are also part of the context of the problem, and so are maintained by MathObjects as part of the Context.
   
The default Context is
 
  +
In a similar way, some symbols mean different things in different problems. For example in a problem dealing with intervals, <code>(4,5)</code> means the interval between 4 and 5, while in a multi-variable calculus setting, it might mean a single point in the <i>xy</i>-plane. Or in a problem on complex numbers, the value <i>i</i> means the square root of -1, while in vector calculus, it would mean the coordinate unit vector along the <i>x</i>-axis. Or in a problem on inequalities, <code>5 &lt; x</code> would use <code>&lt;</code> as the "less-than" sign, while in a vector calculus problem, <code>&lt;5,6,7&gt;</code> would mean the vector with coordinates 5, 6, and 7. The Context determines how these symbols will be interpreted by the MathObjects library.
 
<code>Context("Numeric");</code>
 
   
and it will be sufficient to use the default context for most
 
  +
MathObjects comes with a collection of predefined Contexts that you can call on to set the meanings of symbols like these to be what you need for your problems. The default Context is
first semester calculus problems.
 
   
There is a [[#List_of_Basic_Contexts |list of basic contexts]] and links to further context information at the bottom of this document.
 
  +
Context("Numeric");
   
There are cases where one needs to use two Contexts for a single problem -- but this is not
 
  +
and it will be sufficient to use the default context for most first-semester calculus problems. There are Contexts for complex numbers, inequalities, vectors, and so forth; see the [[#List_of_Basic_Contexts |list of basic contexts]], and the links at the bottom of this document, for further information. The <code>pg/macros</code> directory includes a number of specialized Contexts as well; the files beginning with <code>context</code> define these, and are described on the [[Specialized contexts]] page. See the [[Introduction to contexts]] for information about how to modify an existing context (e.g., to add variables to it, or to restrict the functions that can be used).
as common -- and for now we'll assume that each problem takes place in one context.
 
   
  +
It is possible to use more than one context within the same problem. This is discussed **(need a link for this)**.
   
The basic contexts are straight forward and natural to use. Modifying contexts allows one to
 
create completely new question types but it is a subtle matter to make these contexts behave
 
as "expected".
 
   
 
== How to create a MathObject ==
 
== How to create a MathObject ==

Revision as of 15:13, 23 July 2012

What are MathObjects?

MathObjects are a set of formal objects that make the manipulation of mathematics within WeBWorK problems more intuitive. They make it possible to define variables as common mathematical objects, such as formulas, real number, complex numbers, intervals, vectors, points, and so on. For example:

 $f = Formula("sin(x^2+6)");
 $a = Real("sqrt(pi/6)");
 $z = Complex("1 + 5i");

These are useful (and powerful) because MathObjects "know" information about themselves; thus, we can add formulas to get new formulas, plug real objects into formulas to get formulas evaluated at those values, calculate derivatives of formulas, add and subtract intervals to form unions and intersections, and much more.

For several reasons it is usually preferable to write the MathObjects above using the Compute() function rather than the individual constructors for the various MathObject types.

 $f = Compute("sin(x^2+6)");
 $a = Compute("sqrt(pi/6)");
 $z = Compute("1 + 5i");

The Compute() function determines the kind of MathObject from the Context and from the syntax of its argument, which is usually a string value that is in the form that a student could type. The Compute function also sets the "correct answer" to be the exact string that it was given, so that if a student were asked to enter a number that matched $a from above and asked to see the correct answer (after the due date), then sqrt(pi/6) would be displayed rather than 0.723601. This gives you more control over the format of correct answers that are shown to students.

Why use MathObjects?

MathObjects are designed to be used in two ways. First, you can use them within your perl code when writing problems as a means of making it easier to handle formulas and other mathematical items, and in particular to be able to produce numeric values, TeX output, and answer strings from a single formula object. This avoids having to type a function three different ways (as a perl function, as a TeX string, and as an answer string), making it much easier to maintain a problem, or duplicate and modify it to use a different formula. Since MathObjects also included vectors, points, matrices, intervals, complex numbers, and a variety of other object types, it is easier to work with these kinds of values as well.

More importantly, using MathObjects improves the processing of student input. This is accomplished through special answer checkers that are part of the MathObjects' Parser package (rather than the traditional WeBWorK answer checkers). Each of these checkers has error checking customized to the type of input expected from the student and can provide helpful feedback if the syntax of the student's entry is incorrect. Because the MathObject checkers are part of a unified library, students get consistent error messages regardless of the type of answer that is expected or that they provide. For example, if a student enters a formula in an answer blank where the correct answer is actually a number, she will receive a message indicating that what she typed was a formula but that a number was expected. Thus students are given guidance automatically about this type of semantic problem with their answers. Answer checkers for points and vectors can indicate that the number of coordinates are wrong, or can tell the student which coordinates are incorrect (at the problem-author's discretion).

Answer checkers are available for each of the types of values that are part of the MathObjects library (numbers, complex numbers, infinities, points, vectors, intervals, sets, unions, formulas, lists of numbers, lists of points, lists of intervals, lists of formulas returning numbers, lists of formulas returning points, and so on). They are typically invoked using the notation $mathObject->cmp(). The pg/macros directory includes a number of extensions to the MathObjects library. Macro files that begin with parser typically define new classes of objects; e.g., parserParametricLine.pl defines a special class that handles parametric lines in arbitrary dimensions. These are documented in the Specialized parsers page.

Contexts

Although a problem may include several answer blanks, the problem generally has a collection of variables that it defines, values that it uses, and so on; these form the "context" of the problem. For example, if the problem is concerned with a function of x and y and its partial derivatives, then the context of the problem includes variable x and y, and so all the answer blanks within the problem should recognize that x and y have meaning within the problem, even if the answer blank is only asking for a number. If a student is asked to enter the value of a partial derivative at a particular point and, rather than giving a number, entered the formula for the derivative (not evaluated at the point), he should not be told "x is undefined" (which would have been the case with WeBWorK's traditional answer checkers), since x actually is defined as part of the problem. Such messages serve to confuse the student rather than help him resolve the problem.

MathObjects solves this issue by using a Context object to maintain the context of a problem. That way, all the answer blanks will know about all the variables and values defined within the problem, and can issue appropriate warning messages when a student uses them inappropriately. For example, in the situation described above where the student entered the unevaluated derivative where the value at a point was requested, he will get the message "Your answer is not a number (it seems to be a formula returning a number)", which should help him figure out what he has done wrong.

Thus one of the main purposes for the Context is to maintain the set of variables and values that are part of the problem as a whole. Another key function of the Context is to tell the answer checkers what functions and operations are available within a student answer, and what the various symbols the student can type will mean. For example, if you are asking a student to compute the value of 6 / 3, then you may want to restrict what the student can type so that she can't enter / in her answer, and must type an actual number (not an expression that is evaluated to a number). Or if you are asking a student to determine the value of sin(pi/6), you might want to restrict his answer so that he can't include sin(), but you do allow arithmetic operations. Such restrictions are also part of the context of the problem, and so are maintained by MathObjects as part of the Context.

In a similar way, some symbols mean different things in different problems. For example in a problem dealing with intervals, (4,5) means the interval between 4 and 5, while in a multi-variable calculus setting, it might mean a single point in the xy-plane. Or in a problem on complex numbers, the value i means the square root of -1, while in vector calculus, it would mean the coordinate unit vector along the x-axis. Or in a problem on inequalities, 5 < x would use < as the "less-than" sign, while in a vector calculus problem, <5,6,7> would mean the vector with coordinates 5, 6, and 7. The Context determines how these symbols will be interpreted by the MathObjects library.

MathObjects comes with a collection of predefined Contexts that you can call on to set the meanings of symbols like these to be what you need for your problems. The default Context is

   Context("Numeric");

and it will be sufficient to use the default context for most first-semester calculus problems. There are Contexts for complex numbers, inequalities, vectors, and so forth; see the list of basic contexts, and the links at the bottom of this document, for further information. The pg/macros directory includes a number of specialized Contexts as well; the files beginning with context define these, and are described on the Specialized contexts page. See the Introduction to contexts for information about how to modify an existing context (e.g., to add variables to it, or to restrict the functions that can be used).

It is possible to use more than one context within the same problem. This is discussed **(need a link for this)**.


How to create a MathObject

$a = Real(3.5);   or
$a = Compute("3.5");
$b = Complex(3, 4); or
$b = Complex("3 +4i"); or 
$b = Compute("3+4i");
$v = Vector(4,5,8);
$v = Compute("<4,5,8>");
$f = Formula("sin(x^2) + 6");

$a represents a real number 3.5 and $b (defined by either method) represents a complex number. In general using the Compute variant is preferred because the input string also serves as a model for the correct answer expected from the student.

Which MathObject types (classes) can be created?

These classes are listed and made available for writing problems in pg/macros/Value.pl. It is loaded automatically when you load MathObjects.pl.

Standard types

  • Real: Behave like real numbers
  • Infinity: The positive infinity of the extended reals. Can be negated, but can't be added to real numbers.
  • Complex: Behave like complex numbers. The interpretations of + and * are those standardly used for mathematical complex numbers.

List types

List objects are math objects whose description involves delimiters (parentheses) of some type. For example points (4, 5) or vectors <2,5> . Here are examples of the construction of the List Objects.

  • Point: $a = Point("(4,5)");
  • Vector: $b = Vector("<3,5,6!>");
  • Matrix: $c = Matrix("[[1,0],[0,1]]");
  • List: $d = List("3, 7, 3+2i");

Types that represent some subset of the real numbers

  • Interval: $I = Interval("[0,1)");
  • Set (a finite collections of points): $S = Set("{3,5,6,8}");
  • Union (of intervals and sets): $U = Union("I U J"); (I union J)

The Compute command

  • You can use the Compute command to create any of the objects above from a string
Compute("3,7,3+2i")
Compute( "[[1,0],[0,1]]" );
Compute("<cos(pi/6),sin(pi/6), pi/6>");

Why it is usually preferable to use the Compute syntax

Usually Compute is the preferred way to convert a string to a MathObject. It preserves the original string and uses it to display the correct answer expected of the student in the most useful form.

For example here are the correct answers presented to the students in the two cases: using Compute or using Vector directly.

Compute("<cos(pi/6),sin(pi/6), pi/6>")->cmp
   Correct answer presented to student:  <cos(pi/6),sin(pi/6), pi/6>
Vector("<cos(pi/6),sin(pi/6), pi/6>")->cmp
   Correct answer presented to student:  <0.866025,0.5,0.523599>

The String type

String is a special purpose type which allows comparison to an arbitrary string. The string which is the correct answer must also be one of the "legitimate" strings in the Context being used.

String("DNE")

The Formula type

A Formula object represents a function whose output is one of the MathObject types defined above. Every Formula contains a parse tree which allows you to calculate output values from given input values.

$f = Formula('2x^2+3x-5');
$n = random(2,5,1);
$g = Formula("$n * x**3") -> reduce; # double quotes necessary because of $n

How to invoke a MathObject's method

Use the standard Perl method call syntax:

$obj->method;
$obj->method($arg1,$arg2);

For example:

ANS($a->cmp);

This compares the student's answer with $a. If $a is Real then this comparison will be "fuzzy" which means that equality is checked to a tolerance defined by the current Context.

Examples of Using MathObjects

MathObjects are useful (and powerful) because they "know" information about themselves: how to add themselves to other MathObjects, take derivatives, substitute values, and to compare themselves with student answers, and even to alert students if their entries contain syntactical errors as opposed to substantiative ones.


 $f = Compute("sin(x^2+6)");
 $a = Compute("sqrt(pi/6)");
 $z = Compute("1 + 5i");
 $v = Compute("");
 $M = Compute("[1,0,1],[1,1,0],[0,1,1]");

With the definitions given above all of these operations can be performed:

 $dfdx = $f->D('x');
 $dfdx_at4 = $dfdx->eval(x=>4);
 $g = $f + $dfdx;
 $z1 = 5*$z;
 $z2 = $a + $z;
 $x = $M*$v;

The results are that $dfdx is the derivative of $f, $dfdx_at4 is f'(4), and so forth.

Use the online calculators at PGLabs to experiment with MathObjects in order to quickly learn the syntax.

Methods shared by all MathObjects

  • cmp: Returns an answer checker for the Value. All of the answer checkers are defined in the file lib/Value/AnswerChecker.pm.
  • perl: Returns a string which represents the object as Perl source code.
  • perlFunction: Returns a Perl subroutine which represents the object. (Only available for Formula objects.)
  • value: Returns the value of the object.
  • TeX: Returns a string which represents the object as a TeX math expression.
  • string: Returns a string similar to that used to create the object. May include extra parentheses.
  • stringify: Produces the output of the object when inside quotes. Depending on context this is either a TeX string or a regular string. (This is called automatically by Perl when when an object is used in string context, and should not need to be called explicitly by the problem author.)
  • getFlag("flag name"): Returns the value of one of the object's internal flags. For example: $a->getFlag("tolerance"); (see ContextFlags for a partial list )

Additional methods for Formulas

Each Formula has a parsed version of its defining string attached. This is created by the parser whose purpose is to parse a string representing a formula and turn it into a parse tree.

Additional Formula methods include:

  • eval: $f_at32 = $f->eval(x=>32) evaluates the function $f at x=32. The result is no longer a formula (the parse tree is lost) but has the type of f(32) i.e. the type of the range of $f. If $a = random(2,5,1);, then $f_at_a = $f->eval(x=>"$a"); will evaluate as expected.
  • reduce: $f = $f->reduce does some simplification of the function string --e.g. replace 1x^2 by x^2. The reduction rules are defined in the Context() and some of them are listed at List_of_parser_reduction_rules_for_MathObject_Formulas. (This is advanced information and can be skipped on the first reading.)
  • substitute: $f = $f->substitute(x=>'y') replaces all occurences of the variable x by the variable y. (One will also need to add the variable y as a legal variable to the context.) The result is a new formula. Using substitute instead of eval preserves the parse string enabling more insightful correct answer hints. (See FormattingCorrectAnswers)
  • D: $fp = $f->D('x') calculates the (partial) derivative of f with respect to x; however this will not be simplified.$fp = $f->D('x')->reduce will perform easy simplifications, but will not completely simplify the formula.


The parser which creates the parse tree Formula is defined in the file pg/lib/Parser.pm and the files in the pg/lib/Parser directory. Even though the subdirectory names under pg/lib/Parser are similar to those under pg/lib/Value they refer to different although related concepts. Under pg/lib/Parser the files refer to tokens in a string that is to be parsed, while the files under pg/lib/Value refer to MathObjects.

List of Basic Contexts

A Context is a table of values that provides defaults for the Parser and for MathObjects created while the Context is in force. As a quick example: in Numeric context the answer [math](4,5)[/math] is interpreted as a point in the two dimensional plane while in Interval context it is interpreted as the real values [math]x[/math] satisfying [math]4 \lt x \lt 5[/math].

  • Define context using: Context("Numeric");
  • To obtain the current context: $context = Context();
  • Context names: defined in pg/lib/Parser/Context/Default.pm
    • Numeric: no Matrix, Complex or Vector (or Interval) type is allowed.
    • Complex: no Matrix or Vector type is allowed. Can't use "<" to compare complex numbers.
    • Point: Nearly the same as the Vector Context below, but the angle bracket notation is not allowed and vector operations on points are not defined. This is useful if you wish to force students to perform the vector calculations before entering their answer.
    • Vector: i, j, and k are defined as unit Vectors, no Complex numbers are allowed.
    • Vector2D: i and j are defined as unit Vectors, no Complex numbers are allowed.
    • Matrix: square brackets define Matrix instead of Point or Interval
    • Interval: similar to Numeric context, but (,) and [,] create Real Intervals rather than Lists. {,} creates finite sets of Reals.
    • Full: For internal use. This context is used to seed the others.
      • pi is defined
      • i is square root of minus one, but j and k are unit Vectors
      • Matrix, Vector and Complex are all defined.
      • x is a variable

When first using MathObjects it's easiest to use the standard "Numeric" context, however as you begin to search for better ways to ask questions and to evaluate student responses you will find that customizing the context is a powerful way to proceed. There is more on this subject in the following documents.

See also