.. status: ok 15.3 The NAG Library Link ------------------------- nagLinkIntro The Nag Library link allows you to call NAG Fortran routines from within FriCAS, passing FriCAS objects as parameters and getting them back as results. The Nag Library and, consequently, the link are divided into chapters, which cover different areas of numerical analysis. The statistical and sorting chapters of the Library, however, are not included in the link and various support and utility routines (mainly the F06 and X chapters) have been omitted. Each chapter has a short (at most three-letter) name; for example, the chapter devoted to the solution of ordinary differential equations is called D02. When using the link via the HyperDoc interface. you will be presented with a complete menu of these chapters. The names of individual routines within each chapter are formed by adding three letters to the chapter name, so for example the routine for solving ODEs by Adams method is called d02cjfd02cjfNagOrdinaryDifferentialEquationsPackage. 15.3.1 Interpreting NAG Documentation ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ nagDocumentation Information about using the Nag Library in general, and about using individual routines in particular, can be accessed via HyperDoc. This documentation refers to the Fortran routines directly; the purpose of this subsection is to explain how this corresponds to the FriCAS routines. For general information about the Nag Library users should consult Essential Introduction to the NAG Foundation Library manpageXXintro. The documentation is in ASCII format, and a description of the conventions used to represent mathematical symbols is given in Introduction to NAG On-Line Documentation manpageXXonline. Advice about choosing a routine from a particular chapter can be found in the Chapter Documents FoundationLibraryDocPage. 15.3.1.1 Correspondence Between Fortran and FriCAS types ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The NAG documentation refers to the Fortran types of objects; in general, the correspondence to FriCAS types is as follows. - Fortran INTEGER corresponds to FriCAS Integer. - Fortran DOUBLE PRECISION corresponds to FriCAS DoubleFloat. - Fortran COMPLEX corresponds to FriCAS Complex DoubleFloat. - Fortran LOGICAL corresponds to FriCAS Boolean. - Fortran CHARACTER*(*) corresponds to FriCAS String. (Exceptionally, for NAG EXTERNAL parameters -- ASPs in link parlance -- REAL and COMPLEX correspond to MachineFloat and MachineComplex, respectively; see `aspSection `__ .) The correspondence for aggregates is as follows. - A one-dimensional Fortran array corresponds to an FriCAS Matrix with one column. - A two-dimensional Fortran ARRAY corresponds to an FriCAS Matrix. - A three-dimensional Fortran ARRAY corresponds to an FriCAS ThreeDimensionalMatrix. Higher-dimensional arrays are not currently needed for the Nag Library. Arguments which are Fortran FUNCTIONs or SUBROUTINEs correspond to special ASP domains in FriCAS. See `aspSection `__ . 15.3.1.2 Classification of NAG parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ NAG parameters are classified as belonging to one (or more) of the following categories: Input, Output, Workspace or External procedure. Within External procedures a similar classification is used, and parameters may also be Dummies, or User Workspace (data structures not used by the NAG routine but provided for the convenience of the user). When calling a NAG routine via the link the user only provides values for Input and External parameters. The order of the parameters is, in general, different from the order specified in the Nag Library documentation. The Browser description for each routine helps in determining the correspondence. As a rule of thumb, Input parameters come first followed by Input/Output parameters. The External parameters are always found at the end. 15.3.1.3 IFAIL ~~~~~~~~~~~~~~ NAG routines often return diagnostic information through a parameter called ifail. With a few exceptions, the principle is that on input ifail takes one of the values -1,0,1. This determines how the routine behaves when it encounters an error: - a value of 1 causes the NAG routine to return without printing an error message; - a value of 0 causes the NAG routine to print an error message and abort; - a value of -1 causes the NAG routine to return and print an error message. The user is STRONGLY ADVISED to set ifail to -1 when using the link. If ifail has been set to 1 or -1 on input, then its value on output will determine the possible cause of any error. A value of 0 indicates successful completion, otherwise it provides an index into a table of diagnostics provided as part of the routine documentation (accessible via Browse). 15.3.2 Using the Link ~~~~~~~~~~~~~~~~~~~~~ nagLinkUsage The easiest way to use the link is via the HyperDoc interface htxl1. You will be presented with a set of fill-in forms where you can specify the parameters for each call. Initially, the forms contain example values, demonstrating the use of each routine (these, in fact, correspond to the standard NAG example program for the routine in question). For some parameters, these values can provide reasonable defaults; others, of course, represent data. When you change a parameter which controls the size of an array, the data in that array are reset to a neutral value -- usually zero. When you are satisfied with the values entered, clicking on the Continue button will display the FriCAS command needed to run the chosen NAG routine with these values. Clicking on the Do It button will then cause FriCAS to execute this command and return the result in the parent FriCAS session, as described below. Note that, for some routines, multiple HyperDoc pages are required, due to the structure of the data. For these, returning to an earlier page causes HyperDoc to reset the later pages (this is a general feature of HyperDoc); in such a case, the simplest way to repeat a call, varying a parameter on an earlier page, is probably to modify the call displayed in the parent session. An alternative approach is to call NAG routines directly in your normal FriCAS session (that is, using the FriCAS interpreter). Such calls return an object of type Result. As not all parameters in the underlying NAG routine are required in the AXIOM call (and the parameter ordering may be different), before calling a NAG routine you should consult the description of the FriCAS operation in the Browser. (The quickest route to this is to type the routine name, in lower case, into the Browser's input area, then click on Operations.) The parameter names used coincide with NAG's, although they will appear here in lower case. Of course, it is also possible to become familiar with the FriCAS form of a routine by first using it through the HyperDoc interface htxl1. As an example of this mode of working, we can find a zero of a function, lying between 3 and 4, as follows: .. spadInput :: answer:=c05adf(3.0,4.0,1.0e-5,0.0,-1,sin(X)::ASP1(F)) .. spadMathAnswer By default, Result only displays the type of returned values, since the amount of information returned can be quite large. Individual components can be examined as follows: .. spadInput :: answer . x .. spadMathAnswer .. spadInput :: answer . ifail .. spadMathAnswer In order to avoid conflict with names defined in the workspace, you can also get the values by using the String type (the interpreter automatically coerces them to Symbol) .. spadInput :: answer "x" .. spadMathAnswer It is possible to have FriCAS display the values of scalar or array results automatically. For more details, see the commands showScalarValuesshowScalarValuesResult and showArrayValuesshowArrayValuesResult. There is also a .input file for each NAG routine, containing FriCAS interpreter commands to set up and run the standard NAG example for that routine. .. spadInput :: )read c05adf.input .. spadMathAnswer 15.3.3 Providing values for Argument Subprograms ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ aspSection There are a number of ways in which users can provide values for argument subprograms (ASPs). At the top level the user will see that NAG routines require an object from the Union of a Filename and an ASP. For example c05adf requires an object of type Union(fn: FileName,fp: Asp1 F) .. spadInput :: )display operation c05adf .. spadMathAnswer The user thus has a choice of providing the name of a file containing Fortran source code, or of somehow generating the ASP within FriCAS. If a filename is specified, it is searched for in the local machine, i.e., the machine that FriCAS is running on. 15.3.3.1 Providing ASPs via FortranExpression ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The FortranExpression domain is used to represent expressions which can be translated into Fortran under certain circumstances. It is very similar to Expression except that only operators which exist in Fortran can be used, and only certain variables can occur. For example the instantiation FortranExpression([X],[M],MachineFloat) is the domain of expressions containing the scalar X and the array M. This allows us to create expressions like: .. spadInput :: f : FortranExpression([X],[M],MachineFloat) := sin(X)+M[3,1] .. spadMathAnswer but not .. spadInput :: f : FortranExpression([X],[M],MachineFloat) := sin(M)+Y .. spadMathAnswer Those ASPs which represent expressions usually export a coerce from an appropriate instantiation of FortranExpression (or perhaps Vector FortranExpression etc.). For convenience there are also retractions from appropriate instantiations of Expression, Polynomial and Fraction Polynomial. 15.3.3.2 Providing ASPs via FortranCode ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ FortranCode FortranCode allows us to build arbitrarily complex ASPs via a kind of pseudo-code. It is described fully in `generalFortran `__ . Every ASP exports two coerce functions: one from FortranCode and one from List FortranCode. There is also a coerce from Record( localSymbols: SymbolTable, code: List FortranCode) which is used for passing extra symbol information about the ASP. So for example, to integrate the function abs(x) we could use the built-in abs function. But suppose we want to get back to basics and define it directly, then we could do the following: .. spadInput :: d01ajf(-1.0, 1.0, 0.0, 1.0e-5, 800, 200, -1, cond(LT(X,0), assign(F,-X), assign(F,X))) result .. spadMathAnswer The condcondFortranCode operation creates a conditional clause and the assignassignFortranCode an assignment statement. 15.3.3.3 Providing ASPs via FileName ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Suppose we have created the file asp.f as follows: .. spadVerbatim ::       DOUBLE PRECISION FUNCTION F(X)       DOUBLE PRECISION X       F=4.0D0/(X*X+1.0D0)       RETURN       END and wish to pass it to the NAG routine d01ajf which performs one-dimensional quadrature. We can do this as follows: .. spadVerbatim :: d01ajf(0.0 ,1.0, 0.0, 1.0e-5, 800, 200, -1, "asp.f") 15.3.4 General Fortran-generation utilities in FriCAS ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ generalFortran This section describes more advanced facilities which are available to users who wish to generate Fortran code from within FriCAS. There are facilities to manipulate templates, store type information, and generate code fragments or complete programs. 15.3.4.1 Template Manipulation ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ A template is a skeletal program which is fleshed out with data when it is processed. It is a sequence of active and passive parts: active parts are sequences of FriCAS commands which are processed as if they had been typed into the interpreter; passive parts are simply echoed verbatim on the Fortran output stream. Suppose, for example, that we have the following template, stored in the file test.tem: .. spadVerbatim :: -- A simple template beginVerbatim       DOUBLE PRECISION FUNCTION F(X)       DOUBLE PRECISION X endVerbatim outputAsFortran("F",f) beginVerbatim       RETURN       END endVerbatim The passive parts lie between the two tokens beginVerbatim and endVerbatim. There are two active statements: one which is simply an FriCAS ( \\verb+--+) comment, and one which produces an assignment to the current value of f. We could use it as follows: .. spadVerbatim :: (4) ->f := 4.0/(1+X^2)            4    (4)   ------           2          X  + 1                         (5) ->processTemplate "test.tem"       DOUBLE PRECISION FUNCTION F(X)       DOUBLE PRECISION X       F=4.0D0/(X*X+1.0D0)       RETURN        END    (5)  "CONSOLE" (A more reliable method of specifying the filename will be introduced below.) Note that the Fortran assignment F=4.0D0/(X*X+1.0D0) automatically converted 4.0 and 1 into DOUBLE PRECISION numbers; in general, the FriCAS Fortran generation facility will convert anything which should be a floating point object into either a Fortran REAL or DOUBLE PRECISION object. Which alternative is used is determined by the command .. spadInput :: )set fortran precision .. spadMathAnswer It is sometimes useful to end a template before the file itself ends (e.g. to allow the template to be tested incrementally or so that a piece of text describing how the template works can be included). It is of course possible to comment-out the remainder of the file. Alternatively, the single token endInput as part of an active portion of the template will cause processing to be ended prematurely at that point. The processTemplate command comes in two flavours. In the first case, illustrated above, it takes one argument of domain FileName, the name of the template to be processed, and writes its output on the current Fortran output stream. In general, a filename can be generated from directory, name and extension components, using the operation filename, as in .. spadVerbatim :: processTemplate filename("","test","tem") There is an alternative version of processTemplate, which takes two arguments (both of domain FileName). In this case the first argument is the name of the template to be processed, and the second is the file in which to write the results. Both versions return the location of the generated Fortran code as their result (CONSOLE in the above example). It is sometimes useful to be able to mix active and passive parts of a line or statement. For example you might want to generate a Fortran Comment describing your data set. For this kind of application we provide three functions as follows: +--------------------------------------+--------------------------------------+ | fortranLiteral | writes a string on the Fortran | | | output stream | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | fortranCarriageReturn | writes a carriage return on the | | | Fortran output stream | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | fortranLiteralLine | writes a string followed by a return | | | on the Fortran output stream | +--------------------------------------+--------------------------------------+ So we could create our comment as follows: .. spadInput :: m := matrix [ [1,2,3],[4,5,6] ] .. spadMathAnswer .. spadInput :: fortranLiteralLine concat ["C      The Matrix has ", nrows(m)::String, " rows and ", ncols(m)::String, " columns"] .. spadMathAnswer or, alternatively: .. spadInput :: fortranLiteral "C      The Matrix has " .. spadMathAnswer .. spadInput :: fortranLiteral(nrows(m)::String) .. spadMathAnswer .. spadInput :: fortranLiteral " rows and " .. spadMathAnswer .. spadInput :: fortranLiteral(ncols(m)::String) .. spadMathAnswer .. spadInput :: fortranLiteral " columns" .. spadMathAnswer .. spadInput :: fortranCarriageReturn() .. spadMathAnswer We should stress that these functions, together with the outputAsFortran function are the only sure ways of getting output to appear on the Fortran output stream. Attempts to use FriCAS commands such as output or writeline may appear to give the required result when displayed on the console, but will give the wrong result when Fortran and algebraic output are sent to differing locations. On the other hand, these functions can be used to send helpful messages to the user, without interfering with the generated Fortran. 15.3.4.2 Manipulating the Fortran Output Stream ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ FortranOutputStackPackage Sometimes it is useful to manipulate the Fortran output stream in a program, possibly without being aware of its current value. The main use of this is for gathering type declarations (see Fortran Types below) but it can be useful in other contexts as well. Thus we provide a set of commands to manipulate a stack of (open) output streams. Only one stream can be written to at any given time. The stack is never empty---its initial value is the console or the current value of the Fortran output stream, and can be determined using .. spadInput :: topFortranOutputStack() .. spadMathAnswer (see below). The commands available to manipulate the stack are: +--------------------------------------+--------------------------------------+ | clearFortranOutputStack | resets the stack to the console | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | pushFortranOutputStack | pushes a FileName onto the stack | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | popFortranOutputStack | pops the stack | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | showFortranOutputStack | returns the current stack | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | topFortranOutputStack | returns the top element of the stack | +--------------------------------------+--------------------------------------+ These commands are all part of FortranOutputStackPackage. 15.3.4.3 Fortran Types ~~~~~~~~~~~~~~~~~~~~~~ When generating code it is important to keep track of the Fortran types of the objects which we are generating. This is useful for a number of reasons, not least to ensure that we are actually generating legal Fortran code. The current type system is built up in several layers, and we shall describe each in turn. 15.3.4.4 FortranScalarType ~~~~~~~~~~~~~~~~~~~~~~~~~~ FortranScalarType This domain represents the simple Fortran datatypes: REAL, DOUBLE PRECISION, COMPLEX, LOGICAL, INTEGER, and CHARACTER. It is possible to coerce a String or Symbol into the domain, test whether two objects are equal, and also apply the predicate functions real?real?FortranScalarType etc. 15.3.4.5 FortranType ~~~~~~~~~~~~~~~~~~~~ FortranType This domain represents full types: i.e., datatype plus array dimensions (where appropriate) plus whether or not the parameter is an external subprogram. It is possible to coerce an object of FortranScalarType into the domain or construct one from an element of FortranScalarType, a list of Polynomial Integers (which can of course be simple integers or symbols) representing its dimensions, and a Boolean declaring whether it is external or not. The list of dimensions must be empty if the Boolean is true. The functions scalarTypeOf, dimensionsOf and external? return the appropriate parts, and it is possible to get the various basic Fortran Types via functions like fortranReal. For example: .. spadInput :: type:=construct(real,[i,10],false)$FortranType .. spadMathAnswer or .. spadInput :: type:=[real,[i,10],false]$FortranType .. spadMathAnswer .. spadInput :: scalarTypeOf type .. spadMathAnswer .. spadInput :: dimensionsOf type .. spadMathAnswer .. spadInput :: external? type .. spadMathAnswer .. spadInput :: fortranLogical() .. spadMathAnswer .. spadInput :: construct(integer,[],true)$FortranType .. spadMathAnswer 15.3.4.6 SymbolTable ~~~~~~~~~~~~~~~~~~~~ SymbolTable This domain creates and manipulates a symbol table for generated Fortran code. This is used by FortranProgram to represent the types of objects in a subprogram. The commands available are: +--------------------------------------+--------------------------------------+ | empty | creates a new SymbolTable | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | declare | creates a new entry in a table | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | fortranTypeOf | returns the type of an object in a | | | table | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | parametersOf | returns a list of all the symbols in | | | the table | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | typeList | returns a list of all objects of a | | | given type | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | typeLists | returns a list of lists of all | | | objects sorted by type | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | externalList | returns a list of all EXTERNAL | | | objects | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | printTypes | produces Fortran type declarations | | | from a table | +--------------------------------------+--------------------------------------+ .. spadInput :: symbols := empty()$SymbolTable .. spadMathAnswer .. spadInput :: declare!(X,fortranReal(),symbols) .. spadMathAnswer .. spadInput :: declare!(M,construct(real,[i,j],false)$FortranType,symbols) .. spadMathAnswer .. spadInput :: declare!([i,j],fortranInteger(),symbols) .. spadMathAnswer .. spadInput :: symbols .. spadMathAnswer .. spadInput :: fortranTypeOf(i,symbols) .. spadMathAnswer .. spadInput :: typeList(real,symbols) .. spadMathAnswer .. spadInput :: printTypes symbols .. spadMathAnswer 15.3.4.7 TheSymbolTable ~~~~~~~~~~~~~~~~~~~~~~~ TheSymbolTable This domain creates and manipulates one global symbol table to be used, for example, during template processing. It is also used when linking to external Fortran routines. The information stored for each subprogram (and the main program segment, where relevant) is: - its name; - its return type; - its argument list; - and its argument types. Initially, any information provided is deemed to be for the main program segment. Issuing the following command indicates that from now on all information refers to the subprogram F. .. spadInput :: newSubProgram F .. spadMathAnswer It is possible to return to processing the main program segment by issuing the command: .. spadInput :: endSubProgram() .. spadMathAnswer The following commands exist: +--------------------------------------+--------------------------------------+ | returnType | declares the return type of the | | | current subprogram | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | returnTypeOf | returns the return type of a | | | subprogram | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | argumentList | declares the argument list of the | | | current subprogram | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | argumentListOf | returns the argument list of a | | | subprogram | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | declare | provides type declarations for | | | parameters of the current subprogram | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | symbolTableOf | returns the symbol table of a | | | subprogram | +--------------------------------------+--------------------------------------+ +--------------------------------------+--------------------------------------+ | printHeader | produces the Fortran header for the | | | current subprogram | +--------------------------------------+--------------------------------------+ In addition there are versions of these commands which are parameterised by the name of a subprogram, and others parameterised by both the name of a subprogram and by an instance of TheSymbolTable. .. spadInput :: newSubProgram F .. spadMathAnswer .. spadInput :: argumentList!(F,[X]) .. spadMathAnswer .. spadInput :: returnType!(F,real) .. spadMathAnswer .. spadInput :: declare!(X,fortranReal(),F) .. spadMathAnswer .. spadInput :: printHeader F .. spadMathAnswer 15.3.4.8 Advanced Fortran Code Generation ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ This section describes facilities for representing Fortran statements, and building up complete subprograms from them. 15.3.4.9 Switch ~~~~~~~~~~~~~~~ Switch This domain is used to represent statements like x < y. Although these can be represented directly in FriCAS, it is a little cumbersome, since FriCAS evaluates the last statement, for example, to true (since x is lexicographically less than y). Instead we have a set of operations, such as LT to represent <, to let us build such statements. The available constructors are: +--------+-------+ | LT | < | +--------+-------+ | GT | > | +--------+-------+ | LE | ≤ | +--------+-------+ | GE | ≤ | +--------+-------+ | EQ | = | +--------+-------+ | AND | and | +--------+-------+ | OR | or | +--------+-------+ | NOT | not | +--------+-------+ So for example: .. spadInput :: LT(x,y) .. spadMathAnswer 15.3.4.10 FortranCode ~~~~~~~~~~~~~~~~~~~~~ This domain represents code segments or operations: currently assignments, conditionals, blocks, comments, gotos, continues, various kinds of loops, and return statements. For example we can create quite a complicated conditional statement using assignments, and then turn it into Fortran code: .. spadInput :: c := cond(LT(X,Y),assign(F,X),cond(GT(Y,Z),assign(F,Y),assign(F,Z))) .. spadMathAnswer .. spadInput :: printCode c .. spadMathAnswer The Fortran code is printed on the current Fortran output stream. 15.3.4.11 FortranProgram ~~~~~~~~~~~~~~~~~~~~~~~~ FortranProgram This domain is used to construct complete Fortran subprograms out of elements of FortranCode. It is parameterised by the name of the target subprogram (a Symbol), its return type (from Union(FortranScalarType,void)), its arguments (from List Symbol), and its symbol table (from SymbolTable). One can coerce elements of either FortranCode or Expression into it. First of all we create a symbol table: .. spadInput :: symbols := empty()$SymbolTable .. spadMathAnswer Now put some type declarations into it: .. spadInput :: declare!([X,Y],fortranReal(),symbols) .. spadMathAnswer Then (for convenience) we set up the particular instantiation of FortranProgram .. spadInput :: FP := FortranProgram(F,real,[X,Y],symbols) .. spadMathAnswer Create an object of type Expression(Integer): .. spadInput :: asp := X*sin(Y) .. spadMathAnswer Now coerce it into FP, and print its Fortran form: .. spadInput :: outputAsFortran(asp::FP) .. spadMathAnswer We can generate a FortranProgram using FortranCode. For example: Augment our symbol table: .. spadInput :: declare!(Z,fortranReal(),symbols) .. spadMathAnswer and transform the conditional expression we prepared earlier: .. spadInput :: outputAsFortran([c,returns()]::FP) .. spadMathAnswer 15.3.5 Some technical information ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ nagTechnical The model adopted for the link is a server-client configuration -- FriCAS acting as a client via a local agent (a process called nagman). The server side is implemented by the nagd daemon process which may run on a different host. The nagman local agent is started by default whenever you start FriCAS. The nagd server must be started separately. Instructions for installing and running the server are supplied in `nugNagd `__ . Use the )set naglink host system command to point your local agent to a server in your network. On the FriCAS side, one sees a set of packages (ask Browse for Nag*) for each chapter, each exporting operations with the same name as a routine in the Nag Library. The arguments and return value of each operation belong to standard FriCAS types. The man pages for the Nag Library are accessible via the description of each operation in Browse (among other places). In the implementation of each operation, the set of inputs is passed to the local agent nagman, which makes a Remote Procedure Call (RPC) to the remote nagd daemon process. The local agent receives the RPC results and forwards them to the FriCAS workspace where they are interpreted appropriately. How are Fortran subroutines turned into RPC calls? For each Fortran routine in the Nag Library, a C main() routine is supplied. Its job is to assemble the RPC input (numeric) data stream into the appropriate Fortran data structures for the routine, call the Fortran routine from C and serialize the results into an RPC output data stream. Many Nag Library routines accept ASPs (Argument Subprogram Parameters). These specify user-supplied Fortran routines (e.g. a routine to supply values of a function is required for numerical integration). How are they handled? There are new facilities in FriCAS to help. A set of FriCAS domains has been provided to turn values in standard FriCAS types (such as Expression Integer) into the appropriate piece of Fortran for each case (a filename pointing to Fortran source for the ASP can always be supplied instead). Ask Browse for Asp* to see these domains. The Fortran fragments are included in the outgoing RPC stream, but nagd intercepts them, compiles them, and links them with the main() C program before executing the resulting program on the numeric part of the RPC stream.