all : embedded.pdf

embedded.pdf : embedded.me pycca-partial.pic explore.eps wmclasses.pic\
	washsm.pic WashingMachine.ps

wmclasses.pic : wmclasses.fig
	fig2dev -L pic -p allps $^ $@

washsm.pic : washsm.fig
	fig2dev -L pic -m 0.96 -p allps $^ $@

WashingMachine.ps : WashingMachine.dot
	dot -Tps -o $@ $^

WashingMachine.dot : ../examples/wmachine.ral
	pycca2dot -include analysis $^

%.pdf : %.me
	pdfroff -spt -dpaper=Letter -me -mpdfmark -f H --no-toc-relocation $< > $@

CLEANFILES =\
	*.pdf\
	wmclasses.pic\
	washsm.pic\
	$(NULL)

clean :
	$(RM) $(CLEANFILES)



# vi: sw=8 ts=8 sts=8 noexpandtab:

digraph Motor {
	node[shape="box",fontname="Courier",fontsize="10"]
	"Off"[label="Off\l",style="bold"]
	"Agitating"[label="Agitating\l"]
	"Spinning"[label="Spinning\l"]
	"Off" -> "Agitating" [label="Agitate"]
	"Off" -> "Spinning" [label="Spin"]
	"Agitating" -> "Off" [label="Stop"]
	"Spinning" -> "Off" [label="Stop"]
}

digraph Pump {
	node[shape="box",fontname="Courier",fontsize="10"]
	"Off"[label="Off\l",style="bold"]
	"Running"[label="Running\l"]
	"Off" -> "Running" [label="Run"]
	"Running" -> "Off" [label="Stop"]
}

This directory contains the source to the paper
"Supporting Embeded Software Development: Doing the Heavy Lifting with Tcl/Tk".
The PDF is generated using "groff".
The generated PDF contains no headers or footers on the pages.
This generation was done on a Kubuntu 10.4 system using groff 1.20.1.
The Makefile gives the details of the generation.

digraph Valve {
	node[shape="box",fontname="Courier",fontsize="10"]
	"Closed"[label="Closed\l",style="bold"]
	"Open"[label="Open\l"]
	"Closed" -> "Open" [label="Open"]
	"Open" -> "Closed" [label="Close"]
}

digraph WashingMachine {
	node[shape="box",fontname="Courier",fontsize="10"]
	"Idle"[label="Idle\l# Find the related Motor instance.\l# Generate Stop to motor.\l",style="bold"]
	"FillingForWashing"[label="FillingForWashing\l# Find the related Valve instance.\l# Generate Open to Value.\l"]
	"Agitating"[label="Agitating\l# Find the related Valve Instance.\l# Generate Close to valve.\l# Find the related Motor instance.\l# Generate Agitate to motor.\l# Generate Done to self delayed by self.WashTime.\l"]
	"EmptyingWashWater"[label="EmptyingWashWater\l# Find the related Motor instance.\l# Generate Stop to motor.\l# Find the related Pump instance.\l# Generate Run to pump.\l"]
	"FillingForRinse"[label="FillingForRinse\l# Find the related Pump instance.\l# Generate Stop to pump.\l# Find the related Valve instance.\l# Generate Open to valve.\l"]
	"Rinsing"[label="Rinsing\l# Find the related Valve instance.\l# Generate Close to valve.\l# Find the related Motor instance.\l# Generate Agitate to motor.\l# Generate Done to self delayed by self.RinseTime.\l"]
	"EmptyingRinseWater"[label="EmptyingRinseWater\l# Find the related Motor instance.\l# Generate Stop to motor.\l# Find the related Pump instance.\l# Generate Run to pump.\l"]
	"Spinning"[label="Spinning\l# Find the related Pump instance.\l# Generate Stop to pump.\l# Find the related Motor instance.\l# Generate Spin to motor.\l# Generate Done to self delayed by self.SpinTime.\l"]
	"Idle" -> "FillingForWashing" [label="Run"]
	"FillingForWashing" -> "Agitating" [label="Full"]
	"Agitating" -> "EmptyingWashWater" [label="Done"]
	"EmptyingWashWater" -> "FillingForRinse" [label="Empty"]
	"FillingForRinse" -> "Rinsing" [label="Full"]
	"Rinsing" -> "EmptyingRinseWater" [label="Done"]
	"EmptyingRinseWater" -> "Spinning" [label="Empty"]
	"Spinning" -> "Idle" [label="Done"]
}

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.so toc.tmac
.po 1.25i
\# Title
.ds TI Supporting Embedded Software Development
\# Author
.ds AU Andrew Mangogna
\# PDF stuff
.nr PDFOUTLINE.FOLDLEVEL 2
.pdfview /PageMode /UseOutlines
.pdfinfo /Title     \*(TI
.pdfinfo /Author    \*(AU
.pdfinfo /Subject   Embedded Software Development
.pdfinfo /Keywords  Software pycca
\# .he 'Embedded Development''17th Annual Tcl/Tk Conf'
\# .fo '\*(AU''%'
.tp
.sz +4
.ce 1
.b "Supporting Embedded Software Development"
.br
.sz -2
.ce 1
.sp
.b "Doing the Heavy Lifting with Tcl/Tk"
.sz -2
.sp 2
.ce 2
Andrew Mangogna
amangogna@modelrealization.com
.(l C
17th Annual Tcl/Tk Conference
October 13-15, 2010
.)l
.sp 2
.ce 1
.b Copyright
.(q
\[co] 2010, by G. Andrew Mangogna.
Permission to copy and distribute this article by any means is granted
by the copyright holder provided the work is distributed in its entirety and
this notice appears on all copies.
.)q
.ce 1
.b Abstract
.(q
Software development on micro-controller based computing platforms
is very challenging due to minimal computing resources and I/O capabilities.
These micro-controller platforms are deployed widely in areas such as
home automation, consumer electronics, automotive and medical devices.
This paper discusses a set of software tools, implemented in Tcl / Tk, that
support software code generation for small embedded micro-controller based
systems.
The core tool is a program called,
.b pycca ,
which is a domain specific language for specifying data structures, data
relationships and finite state machine behavior.
The focus of the paper is not on the functionality of
.b pycca
but rather the underlying Tcl technology used to implement the tools.
Although it is not possible to run a Tcl interpreter on small micro-controller
based systems,
Tcl is a valuable tool used to support the development and testing of
this class of system.
All the programs discussed are available as part of an open source project.
.)q
.bp
\# set up a Courier font for code examples
.fp \n[.fp] C
.nr LF \n[.fp]-1
.sh 1 "Introduction"
.lp
This paper is a about a program called,
.b pycca .
.b Pycca
is an acronym for Pass Your "C" Code Along\**.
.(f
\** Rest assured that despite a name beginning with
.i py ,
Python is not involved.
.)f
.b Pycca
is coded in Tcl and
implements a domain specific language that supports generating "C"
code that is useful in building software for
highly embedded micro-controller based computing platforms.

The remainder of this section discusses the background and motivation
behind
.b pycca .
.b Pycca
is a supporting program for an execution architecture that is appropriate
for many types of applications fielded on small computing platforms.
The next section shows how
.b pycca
fits into the development workflow and shows a simple example.

The remainder of the paper is devoted to the internals of
.b pycca
highlighting the Tcl / Tk technology that is used in its implementation.
Language parsing, internal data structures and semantic analysis are
discussed.
The use of relationally structured data is emphasized.
The output from
.b pycca
is generated by template expansion and an example of the expansion is shown.
Finally,
other programs that use the parsed data that
.b pycca
can save are discussed.
These programs provide another set of supporting functionality to
help in debugging and visualizing the resulting software.
.sh 2 "Resources"
.lp
The software described in this paper is available as an
.pdfhref W -D http://tcl-cm3.sourceforge.net open source project
that is licensed in the same manner as Tcl / Tk itself\**.
.(f
\** http://tcl-cm3.sourceforge.net
.br
Although this project is described as a set of tools for the
ARM\[rg] Cortex-M3\[rg],
the scope is substantially larger than a single processor platform.
.)f
.sh 2 "An Execution Architecture for Embedded Systems"
.lp
One very difficult aspect of developing software on a micro-controller
is the
.i "bare metal"
aspect of running that software.
There is often no operating system to protect against errant execution.
Many times the computer architecture is so primitive that there is no
notion of supervisory execution.
It is important to keep strict control over the data and execution
sequencing.
To that end,
a well defined execution architecture which controls all the essential aspects
of program execution needs to be in place.
The idea is to factor away from the application into a common code base all the
policy decisions about how data is handled and how execution is sequenced.

One can view the execution architecture as a different model of computation
that has a higher level of abstraction.
Rather than the traditional view of sequential lines of code where
control is transferred explicitly,
the computation model is more along the lines seen in a conventional
GUI program.
An event loop,
which is not generally seen by the programmer,
handles the control sequencing as events are generated.
Events are used to cause transitions in finite state machines.
This is different from the usual event loop that simply maps events to
a callback function.
State machines can generate events to other state machines and one very
powerful aspect of the execution model derives from the sequencing of
interactions of what are usually small state machines.

Such an execution architecture is generally applicable to a range of
application subject matters and is only dependent upon the demands the
applications make on the computing environment rather than the details of the
application semantics.
This is an important distinction.
The execution environment tailored for small systems is not universally
suitable as it will scale to the computational requirements of the system only
within certain bounds.
However,
it is not dependent upon the particular subject matter of any application.
.sh 2 "STSA"
.lp
We describe here a Single Threaded Software Architecture (STSA).
As the name implies there is only a single thread of execution,
although interrupts are allowed to preempt that single thread.
This execution architecture encompasses all the policy decisions on how
data is managed and how execution is sequenced.

Although the small memory footprint of micro-controller based platforms
means the quantity of data in these types of systems is small,
the data can be of a rather complex organization.
For many of these applications,
no system heap is used and all data is managed from fixed, worst case sized
pools.
Safety critical systems in particular avoid a global system pool since they tend
to be long running\**
.(f
\** An example of a long running system is one that is battery powered,
begins to run when the battery is installed and continues to do so
until the battery fails to provide enough energy.
.)f
and the concern is that the heap will fragment over time and
the system may not be able to allocate a critical data structure.
Individual memory pools also offer easier allocation and management but,
because the worst case allocation must be accommodated,
sometimes do not give the most efficient memory usage.

The STSA also manages the the sequencing of execution.
Although conventional multi-tasking operating environments are
sometimes available,
they do incur additional unwelcome overhead of context switching and frequently
negatively affect interrupt service latencies.
The usual requirements for small system applications can also be met by having
a means of terminating a computation and then resuming that computation in
response to some other happening.
This can be done using finite state machines techniques that do not require
keeping a virtual CPU context and switching between multiple contexts.
Many applications for small systems function perfectly well using a single
threaded,
event driven approach to execution sequencing.
This model of execution is analogous to the Tcl event loop with two significant
differences.
.bu
The STSA dispatches events to
.pdfhref W -D http://en.wikipedia.org/wiki/Moore_machine -A \** Moore type state machines.
.(f
\** http://en.wikipedia.org/wiki/Moore_machine
.)f
By contrast,
the Tcl event loop binds arbitrary Tcl scripts to the event.
STSA has a much tighter set of rules for how execution is sequenced and
supports the execution semantics of Executable UML.\**
.(f
\** http://en.wikipedia.org/wiki/Executable_UML
.br
See also:
.in 5n
Mellor, Stephen J. and Marc J. Balcer,
.i "Executable UML: a foundation for model-driven architecture" ,
Addison-Wesley, 2002, ISBN 0-201-74804-5
.in -5n
and
.in 5n
Raistrick, Chris, Paul Francis, John Wright, Colin Carter and Ian Wilkie,
.i "Model Driven Architecture with Executable UML" ,
Cambridge University Press, 2004, ISBN 0-521-53771-1
.in -5n
.)f
.bu
The STSA binds the events to application functionality at link
time whereas Tcl, naturally enough, accomplishes this binding at run time.
STSA accomplishes the binding by being completely data driven,
requiring a set of data structures be provided by the application.
This has two advantages that are significant in small systems.
First, it eliminates a large fraction of initialization code.
For long running systems
initialization code is run only once
yet still occupies valuable memory space.
Second, the paths through the state space of the code are fixed
giving much tighter control over the system execution.
Indeed, the entire state space of the application is determined before run time.
This is considered a substantial benefit since tight control is more desirable
than run-time flexibility for these types of systems.
.lp
The arguments usually used for event driven versus thread based
programming in Tcl apply to the small system context as well.
Preemptive multi-tasking with shared state in a small system carries with it
the same difficulties that it does in larger systems, namely, the extreme,
if not impossible,
difficulty of insuring that there is no critical section violation of
the shared state information.
Such violations create small timing based windows where errors can occur
and such errors are very difficult to reproduce and therefore correct.
Event driven, single threaded execution models eliminate many of these potential
errors
.i "by design" .
Of course,
not all applications have computational demands that can be easily
satisfied by and event driven approach.
If the worst case computation time for a particular thread of control is longer
than the response latency time required of the application,
then some way to defer the long running computation must be devised.
But most often the applications running on small embedded targets are usually
completely driven by responses to happenings in the environment in which they
reside and the computation of those responses is well within the overall
response latency time requirements of the system.
This is especially true given that interrupts can be used to handle most
of the hard real time response requirements.

An application is bound to the STSA execution environment at link time and
STSA is completely data driven.
Applications supply instances of a well defined data structure
(as an initialized "C" variable)
as part of the interface to STSA and that data structure contains all the
information STSA needs to manage data memory and execution sequencing.
This arrangement has several advantages such as the tight and early binding
of application functionality and the fact that most of the data required by
STSA is constant and therefore can be placed in read-only memory which is often
more available than RAM.
The disadvantage is that the data that must be supplied to STSA is tedious to
specify and arrange into "C" variables.
For example, part of the data required by STSA is the state transition
matrix for the state machines.
In the case of the Moore type machines that are supported by STSA,
the transition matrix is usually implemented as a two dimensional array indexed
by a state number and event number with each entry containing the new state for
the transition.
Although very convenient and efficient for the implementation,
it is tedious and error prone to manually encode states and events into
sequential integers that are suitable for use as indices into the transition
matrix.
This is especially the case in the face of changes in the state machine
graph that inevitably occur during development.

.b Pycca
was written specifically to help this problem.
.b Pycca
accepts declarations of data structures and data relationships and of state
machines and other procedural operations.
All algorithmic actions are specified in "C" which is wrapped as a function
and ordered in the output to match the "C" compiler's needs,
but is otherwise passed through unchanged.
What
.b pycca
generates from the specification data are the data structures required by STSA
to bind together the state transitions with the passed through "C" code
producing a single code file and a single header file.
Hence the name,
.b pycca ,
an acronym for Pass Your "C" Code Along.
.sh 2 "STSA Concepts"
.lp
Below we list the
.i concepts
behind STSA.
This will define terms that are further discussed below.
It is beyond the scope of this paper to cover each of these concepts
in detail,
but it is sufficient to say that
.b pycca
allows each concept to be specified to the STSA.
.np
Software is organized into Domains.
Domains represent a coherent subject matter.
Domains interface to each other by a set of Domain Operations.
All other aspects of a domain are not visible outside of the domain.
.np
Domains consist of a set of Classes.
Classes, in turn, consist of attributes.
Classes hold the data of a Domain.
The set of Classes of the Domain represents the time invariant
aspect of the Domain semantics as they are encoded into data.
.np
Classes may have relationships between them that model the subject
matter associations that class instances have.
.np
A Class may be instantiated an arbitrary number of times.
Each Instance of a Class has the same data and behavior.
.np
An Instance may be created in one of three ways.
.br
(a) An initial instance.
Initial instances come into existence, conceptually, when the system is
started.
.br
(b) Synchronous creation.
One instance may request another instance to be created as part of its
behavior.
.br
(c) Asynchronous creation.
One Instance may request that a Creation Event be posted,
that when dispatched will result in an Class Instance being created.
.np
A Class may define Class Operations.
Class Operations are common processing associated to a particular Class.
.np
A Class may define Instance Operations.
Instance Operations are common processing defined by a Class and implicitly
associated with a particular Instance of the Class.
Instance Operations perform the same operations on all Instances of the Class.
.np
A Class may define a State Model.
The state model is a Moore state machine.
Every Instance of such a Class has its own implicit state variable and
Instances change state independently.
.np
Each state of the State Model may contain an Action.
The Action of a state may execute arbitrary processing.
.np
An Instance transitions from its current state to another state
(possibly the same as the current state)
as a result of receiving an Event.
Events may carry additional parameters and these values are available to the
Action that is executing when the transition occurs.
.np
Instances may send Events to other Instances including themselves.
Any Event sent by an Instance to itself is received before any Event sent by a
different Instance.
Events are not lost and the order of Events sent by an
Instance to a particular receiving Instance is preserved.
However, the sender of an Event does not know when the Event is actually
dispatched.
.np
Instances may request that an Event be sent after some delay.
No more than one Delayed Event of a given type may be outstanding between a
given source Instance and a given target Instance
(where source and target may be the same Instance).
This has same effect as sending the Event, except that STSA manages the timing.
Delayed events may be canceled and it is possible to
inquire as to the amount of delay remaining for a particular delayed event.
.np
For one particular type of relationship,
a Class (the super-type) may be completely partitioned into
disjoint sub-Classes (the subtypes).
In this case the super-type Class may
define state machine events that are re-mapped at run-time into a corresponding
Event of the subtype to which the super-type is currently related.
Such an event
is called a Polymorphic Event.
.np
An Instance of a Class may be deleted in one of two ways:
.br
(a) Synchronous deletion
One instance may request that another instance is deleted.
.br
(b) Asynchronous deletion
A state of a State Model may be designated as a Final state.
Instances entering such a state are deleted automatically at the end of the
execution of the final state Action.
.sh 1 "Pycca"
.lp
.b Pycca
is a domain specific language.
The domain of interest here is specifying data structures,
relationships between data and lifecycles of processing modeled
as Moore type finite state machines.
The semantics are those implemented by STSA as described above.
.b Pycca
can be thought of as a partial code generator for STSA based applications.
In truth,
.b pycca
generates no code other than trivial instrumentation and functions wrappers.
The hard work of expressing computation is accomplished in "C" with the
"C" code being passed through to a compiler.
Consequently,
.b pycca
is very much a declarative language since it understands nothing
about the "C" code that is passed along.
This outlook goes well with focus of
.b pycca
generated data structures required by STSA.
.sh 2 "Example"
.lp
For the purposes of this paper,
we will use a simple running example.
This example is about controlling a very simple automatic washing machine.
Undoubtedly real washing machines are not controlled in the manner
implied by this example and any reader who knows how washing machines
actually are controlled would probably be horrified by this example.
It is not the purpose here to build a real washing machine control
system.
The purpose here is to choose a subject matter that most people will
know something about and avoid a long explanation of the subject matter itself.

With that caveat,
the figure below shows the class diagram of our washing machine.
.(b L
.so wmclasses.pic
.FIG "Washing Machine Class Diagram"
.)b
The details of the graphical notation are explained below.
For now,
it is sufficient to view this as a picture of a relational
schema and a set of referential integrity constraints.

One particular class in the diagram also exhibits interesting
life-cycle behavior which is modeled as a state machine.
That figure is shown below.
.(b L
.so washsm.pic
.FIG "State Model for Washing Machine Class"
.)b
In this diagram,
each rectangle is a state and transitions between states are represented
by a directed line segment labeled with the name of the event that causes the
transition.
This state machine is in the Moore formulation of state models which means that
the action of the state is performed when the state is entered.
So,
when in machine is in the
.b Idle
state,
receiving the
.b Run
event will cause a transition to the
.b "Filling For Washing"
state and will perform the logic contained in the rectangle of that state.
.sh 2 "Example Pycca Source"
.lp
As is usually the case,
even small, simple examples often end up needing more source code than
is convenient to include in a paper of this type.
So we will include only part of the
.b pycca
source for the example.
Here we show the Washing Machine class definition.
This should be sufficient for you to get the general idea.
.nr df \n[LF]
.(b L
class WashingMachine
    attribute (unsigned WashTime) default {10}
    attribute (unsigned RinseTime) default {10}
    attribute (unsigned SpinTime) default {10}
    reference R1 -> Pump
    reference R2 -> Motor
    reference R3 -> Valve

    machine
        state Idle() {
        //# Find the related Motor instance.
        //# Generate Stop to motor.

            PYCCA_generate(Stop, Motor, self->R2, self) ;
        }
        transition Idle - Run -> FillingForWashing

        state FillingForWashing() {
        //# Find the related Valve instance.
        //# Generate Open to Value.

            PYCCA_generate(Open, Valve, self->R3, self) ;
        }
        transition FillingForWashing - Full -> Agitating

        state Agitating () {
        //# Find the related Valve Instance.
        //# Generate Close to valve.
        //# Find the related Motor instance.
        //# Generate Agitate to motor.
        //# Generate Done to self delayed by self.WashTime.

            PYCCA_generate(Close, Valve, self->R3, self) ;
            PYCCA_generate(Agitate, Motor, self->R2, self) ;
            PYCCA_generateDelayedToSelf(Done, self->WashTime) ;
        }
        transition Agitating - Done -> EmptyingWashWater

        state EmptyingWashWater () {
        //# Find the related Motor instance.
        //# Generate Stop to motor.
        //# Find the related Pump instance.
        //# Generate Run to pump.

            PYCCA_generate(Stop, Motor, self->R2, self) ;
            PYCCA_generate(Run, Pump, self->R1, self) ;
        }
        transition EmptyingWashWater - Empty -> FillingForRinse

        state FillingForRinse() {
        //# Find the related Pump instance.
        //# Generate Stop to pump.
        //# Find the related Valve instance.
        //# Generate Open to valve.

            PYCCA_generate(Stop, Pump, self->R1, self) ;
            PYCCA_generate(Open, Valve, self->R3, self) ;
        }
        transition FillingForRinse - Full -> Rinsing

        state Rinsing() {
        //# Find the related Valve instance.
        //# Generate Close to valve.
        //# Find the related Motor instance.
        //# Generate Agitate to motor.
        //# Generate Done to self delayed by self.RinseTime.

            PYCCA_generate(Close, Valve, self->R3, self) ;
            PYCCA_generate(Agitate, Motor, self->R2, self) ;
            PYCCA_generateDelayedToSelf(Done, self->RinseTime) ;
        }
        transition Rinsing - Done -> EmptyingRinseWater

        state EmptyingRinseWater() {
        //# Find the related Motor instance.
        //# Generate Stop to motor.
        //# Find the related Pump instance.
        //# Generate Run to pump.

            PYCCA_generate(Stop, Motor, self->R2, self) ;
            PYCCA_generate(Run, Pump, self->R1, self) ;
        }
        transition EmptyingRinseWater - Empty -> Spinning

        state Spinning() {
        //# Find the related Pump instance.
        //# Generate Stop to pump.
        //# Find the related Motor instance.
        //# Generate Spin to motor.
        //# Generate Done to self delayed by self.SpinTime.

            PYCCA_generate(Stop, Pump, self->R1, self) ;
            PYCCA_generate(Spin, Motor, self->R2, self) ;
            PYCCA_generateDelayedToSelf(Done, self->SpinTime) ;
        }
        transition Spinning - Done -> Idle
    end
end
.nr df 0
.FIG "Pycca Source for Washing Machine Class"
.)b
.lp
Compare the source text above to the graphic of Figure 1 and the
state graph of Figure 2.
There are three attributes of the Washing Machine class, corresponding
to the times that are used in controlling the cycle.
There are three references to the Pump, Motor and Valve classes.
The full text of the source has definitions for those classes.
The state machine definition includes definitions for each state
and the transitions between states.

It is worth noting that there is no order dependency in
.b pycca .
Classes may be defined in any order.
State machine definitions are also order independent in the sense
that you may define all the states or all the transitions and in
any order.
The style of the example is to define states and follow them by
their outbound transitions, but that is strictly a coding convention
and not a requirement of
.b pycca
syntax.
Note that there is no separate definition of the events,
they are gleaned from the
.b transition
statements.
The body of the state definitions is "C" language code.
In the above example it consist entirely of macros that are used
to generate events.
.b Pycca
inserts a set of "C" pre-processor macros into the output that are
very useful for hiding the naming conventions and interfacing with
the STSA execution architecture.
Indeed the "C" code for a
.b pycca
state machine is often very stylized since the macros provide the interface
to a large part of the ordinary processing that state actions perform.
Clearly,
this particular example is dominated by state behavior,
but other types of applications would have more of what would be
considered normal "C" statements.
.sh 2 "Pycca Workflow"
.lp
The figure below shows the general workflow when using
.b pycca .
.(b L
.PS
down
box "pycca" "source"
arrow
P: ellipse "pycca"
arrow
box "C code"
line down right ->
L: ellipse "compile" "link"
move to L.e
line right up <-
box "STSA" "library"
move to L.s
down
arrow
box "program"
.PE
.FIG "Building a Program with pycca"
.)b
.lp
Pycca source is processed by
.b pycca
to produce a single "C" language code file and a single "C" header file.
.b Pycca
can process several source files together as if they were one file.
The "C" output must be compiled and linked against the STSA library.
Of course,
other code files may be linked into the program and the program may have many
.b pycca
generated files.
.b Pycca
is able to insert line numbers into the generated code file that references
the original source or to leave out those numbers if they should confuse
your debugger.

In general,
the difficulties of working with
.b pycca
come more from the translation of the design ideas into source.
From there on, the workflow is quite traditional.
.sh 1 "Pycca Internals"
.lp
Up to now, there has been a lot of background and not much Tcl.
However,
.b pycca
is implemented in Tcl.
Now we will consider the design of the internals of
.b pycca
and attempt to highlight the Tcl technology that was used.
.(b L
.PS
down
box "pycca" "source"
arrow
ellipse "parse"
arrow
P: box "populated" "schema"
move to P.sw
line down left ->
ellipse "semantic" "analysis"
move to P.se
line down right ->
T: ellipse "template" "expand"
move to T.s
down
arrow
box "C" "source"
move to T.e
line right up <-
box "code" "template"
move to P.s
down
arrow
ellipse "schema" "serialize"
arrow
box "saved" "population"
.PE
.FIG "Pycca Internal Data Flow"
.)b
.lp
Figure \n(FN above shows a high level view of the design of
the internals of
.b pycca .
The
.b pycca
source is first parsed.
The parsed components are stored in a normalized relational schema.
Like most language processing programs,
after the syntax is verified, it is necessary to do some semantic
analysis to insure that the language statements are meaningful.
Unlike most computer languages,
.b pycca
is not expression oriented.
Rather the
.b pycca
language itself is declarative in nature.
Algorithmic computation is left to "C" code statements that are passed
along to a compiler.
This means that the generation of output
is amenable to using template expansion techniques.
.b Pycca
expands a template by querying the data from the populated schema
to produce the desired "C" code file.
Optionally,
.b pycca
can save the populated schema by serializing it.
We will find that useful later.

In the following sections we will examine the details of each of these
steps, again looking at the Tcl technology used to implement them.
What we will see is that
.b pycca
looks very much like a traditional database application
and less like a language compiler than might initially be recognized.
.sh 2 "Parsing Techniques"
.lp
There are many options in Tcl for parsing domain specific languages.
The usual advice to those with less experience in Tcl is use the Tcl parser
itself to parse a language.
Being a command language with a very simple syntax,
Tcl is well suited to apply to domain specific languages.
The language syntax can be defined in terms of Tcl commands with parameters that
pass the required information.
It is relatively easy to support a hierarchy of definitions by evaluating a script
body in a namespace that exposes a limited set of commands suitable to the context.
However, exposing some Tcl syntax is unavoidable with this approach and that
may not be acceptable in all circumstances.

In the case of
.b pycca
it was decided that a more conventional syntax would be better for the target
audience.
.b Fickle
and
.b tackle
are Tcl analogs to the venerable lex / yacc (or flex / bison) lexical
analyzer and parser generators.
They use an input file syntax that very close to that of lex and yacc and
generate a lexical analyzer or parser in Tcl code.
Unfortunately,
the generated parser is not as robust as one might desire.
Detection of language grammar issues is very limited.
A number of small problems with the
.b tackle
code itself were found.
In the end, the generated parser is sufficient for the purposes,
but a future version of
.b pycca
will probably return to using Tcl syntax and the Tcl parser.
.sh 2 "Parsing Results"
.lp
In conventional language processing programs,
as language statements are recognized the parsed components are used
to build symbol tables and syntax trees.
This is especially true of languages that are generating code for
statements and expressions.
Since the usual infix notation provides a convenient way to specify a
tree in a linear fashion,
grammar reductions are usually used to construct an expression as a
syntax tree that is much easier to manipulate programmatically.

However,
the
.b pycca
language is not used for code generation,
.i "per se" .
As we discussed above,
what
.b pycca
does is to pass along "C" code, somewhat repackaged and reorganized,
and to generate data structures that are used as the interface
to the execution architecture.
Symbol tables and syntax trees do not help in this type of processing.
Rather,
what
.b pycca
does is to populate a normalized relational schema.
This relational schema constitutes a
.i meta-model
of the domain for which
.b pycca
is the domain specific language.
.(b
.so pycca-partial.pic



.)b
.FIG "Part of the pycca Meta-model"

Figure \n(FN above shows a graphical representation of very small part of the
relational schema that constitutes the
.b pycca
meta-model.
This is only a small part of the schema that we will use for an example and
the full schema graphic is available with the project source.
In this graphic, rectangles represent relation variables with their attributes
given in a list.
Attributes that begin with an asterisk (*) are identifiers.
If there are multiple identifiers, the asterisk is followed by a number,
.i e.g.
*2.
An identifier may consists of several attributes and
a given attribute may be part of multiple identifiers.
All relation variables have at least one identifier
and all tuples of the relation must be unique in the values of all identifiers.
Thus relation variables hold sets.
Attributes that have a leading hyphen (-) are descriptive attributes that
define a variable in the predicate that the relation variable intends to model.

Arrows in the diagram indicate a relationship between the relation variables.
Relationships are implemented via referential attributes and constraints
on the values of those referential attributes,
.i i.e.
attributes in one relation variable whose values must match the values
of attributes in another relation variable.
The direction of the relationship is from the referring attributes
to the referred-to attributes.
Relationships are given a moniker,
.i e.g.
.b R16 ,
and attributes that are used to implement that relationship have
a parenthesized list of relationship monikers following their name.
Relationships are functions or partial functions between the participating
relation variable sets.
The cardinality of the relationship is also given by a single character
that is mnemonic of the use of that character in regular expression notation.
So,
.b 1
means exactly one,
.b ?
means at most one,
.b +
means one or more and
.b *
means zero or more.
The relationship is traditionally annotated with the semantic meaning
of the set mapping implied by the relationship function.

The graphic describes a relational schema that in turn describes a set of
logical predicates that we insist be true.
Using the
.b State
class as an example,
we can make the following statements:
.bu
A
.b State
is identified by the Domain in which it resides (DomainId),
the Class to which it belongs (ClassId) and an arbitrary number (StateId).
.bu
A
.b State
is also identified by the Domain in which it resides (DomainId),
the Class to which it belongs (ClassId) and its name (StateName).
.bu
A
.b State
is characterized by a set of parameters (Params),
the number of the line in the pycca file
on which the State definition begins (Line),
a body of "C" code (Code) and
the line on which the state code first appears (CodeLine).
.lp
Considering the relationship, R16, we can say:
.bu
A
.b StateModel
.i has
.bi "exactly one"
.i "default initial"
.b State .
.bu
A
.b State
.i "is the default initial state for"
.bi "at most one"
.b StateModel .
.lp
All of these statements define rules that must be true for the
domain for which
.b pycca
is the domain specific language.
The actual number of rules is quite large.
The
.b pycca
domain is a bit abstract since it is involved with defining
classes and state models, but does have a well defined set of semantics
and there is a well defined set of rules that is captured by
the relational schema.
.sh 2 "Storing the Parsing Results"
.lp
As we stated above,
the parsing results of
.b pycca
are not stored in the conventional manner of symbol tables and syntax trees.
Rather,
it is stored as set of relation variables.
There are many ways in Tcl to store relational information.
One obvious choice is to use a Database Management System (DBMS).
Most DBMS are programmed in some dialect of SQL and with careful SQL programming
the relational qualities of the meta-model may be preserved.

Another alternative is to use
.pdfhref W -D http://sourceforge.net/projects/tclral -A . \fBTclRAL\fP
TclRAL is a "C" based Tcl extension that provides a complete relational algebra.
It does this by extending the internal type system of Tcl to define
the new types of
.i Tuple
and
.i Relation
and adds a new shadow variable system specifically to hold relation values.
TclRAL is analogous to a data base system that only has in-memory tables
and is programmed in Tcl rather than SQL.
It is convenient to use TclRAL as we do not have to deal with other languages
like SQL,
there is no
.i "impedance mismatch"
between the query language and the programming language as they are
both Tcl,
it interacts well with other Tcl constructs such as the existing Tcl data types,
interpreters, threads and starpacks and
the amount of data that
.b pycca
handles easily fits within program memory.

Here we present the commands to create the relation variables that
correspond to the graphic above
(here we assume that \fC::ral::*\fP has been imported into the namespace).

.nr df \n[LF]
.(b L
relvar create Class {
    DomainId int
    ClassId int
    ClassName string
    Line int
    StorageSlots int
    PolyEvents list
    StorageClass string
} {DomainId ClassId} {DomainId ClassName}

relvar create StateModel {
    DomainId int
    ClassId int
    DefTrans string
    InitialState string
    Line int
} {DomainId ClassId}

relvar association R5\\
    StateModel {DomainId ClassId} ?\\
    Class {DomainId ClassId} 1

relvar create State {
    DomainId int
    ClassId int
    StateId int
    StateName string
    Params list
    Line int
    Code string
    CodeLine int
} {DomainId ClassId StateId} {DomainId ClassId StateName}

relvar association R6\\
    State {DomainId ClassId} *\\
    StateModel {DomainId ClassId} 1

relvar association R16\\
    StateModel {DomainId ClassId InitialState} ?\\
    State {DomainId ClassId StateName} 1
.FIG "Pycca Meta-model Expressed in TclRAL"
.)b
.nr df 0
.lp
Figure \n(FN shows the translation of the above graphic into TclRAL.
The close correspondence between the graphics and the TclRAL script
is by design.
The \fCrelvar create\fP command creates a relation variable that
can hold a relation value of the type given by the heading.
The heading consists of both attribute names and data types,
the data type names being any valid Tcl data type.
The identifiers of the relvar are given as additional arguments that are
lists of attribute names that constitute each identifier.

It may seem unusual to have to specify type information in a language like
Tcl.
This is actually a data validation constraint.
TclRAL will insist that any value stored in an attribute be able to be coerced
into the type of that attribute.
This avoids any problems in future usage of the attribute.
Since \fCstring\fP is the universal Tcl type,
any attribute declared as a string type will accept any value.

The code segment below is taken from the \fCtackle\fP source of the
.b pycca
parser and shows the action taken when a state is defined and when an
initial state is declared.
.nr df \n[LF]
.(b L
machineProp
    :   STATE NAME varList CODE {
            newState [dict get $2 value] $3 [dict get $1 line]\\
                [dict get $4 value] [dict get $4 line]
        }
    |   INITIAL STATE NAME {
            setInitialState [dict get $3 value]
        }
    \[bu]\[bu]\[bu]
    ;
.FIG "Grammar Reduction for a State"
.)b
.nr df 0
.lp
As we can see from above,
when a state declaration is recognized then the procedure \FCnewState\F[]
is invoked.
That procedure is shown below.
.nr df \n[LF]
.(b L
proc ::newState {name params line code codeline} {
    catchDuplicate {
        relvar insert State [list\\
            DomainId $::DomainId\\
            ClassId $::ClassId\\
            StateName $name\\
            Params $params\\
            Line $line\\
            Code $code\\
            CodeLine $codeline\\
        ]
    } $name
}
.nr df 0
.FIG "Relvar Population when a State is Recognized"
.)b
.lp
The \fCnewState\fP procedure simply performs an insert into the
State relvar (the \fCcatchDuplicate\fP procedure is a control structure
that emits a friendlier error message should the state already be defined).

Similarly,
defining an initial state results in updating the appropriate
attribute in the StateModel relvar as shown below.
.nr df \n[LF]
.(b L
proc ::setInitialState {state} {
    relvar updateone StateModel sm\\
            [list DomainId $::DomainId ClassId $::ClassId] {
        tuple update $sm InitialState $state
    }
}
.nr df 0
.FIG "Relvar Population when an Initial State is Specified"
.)b
.lp
In this procedure the global variables \fC::DomainId\fP and
\fC::ClassId\fP are set by other grammar reductions to provide a context for
statements that are organized hierarchically in a particular domain or class.
The body of the procedure simply updates the InitialState attribute
of a single StateModel tuple.

The above is intended to illustrate the point of how
.b pycca
stores the results of parsing by populating a relational schema.
Viewed another way, the
.b pycca
language is then simply a more convenient textual representation for
the schema population.
The schema could have been populated, like any other relational schema,
by directly providing tuples to be inserted into the relation variables.
Although applicable to any schema,
such population methods require knowledge of the relation variables in the
schema and such generic ways of populating the schema are devoid of the
semantics of the problem that the domain specific language is intended to help.

As we shall see,
populating a relational schema provides a very powerful method of
manipulating and querying the data.
We now begin to exploit that property of well organized data.
.sh 2 "Semantic Analysis"
.lp
Every computer language allows many statements that are syntactically
correct but otherwise meaningless.
In this section we examine how
.b pycca
evaluates its input to determine if all the language statements can
be given a precise meaning.
.sh 2 "Semantics Enforced by Referential Integrity"
.lp
As we saw above,
.b pycca
uses a relational schema to store the parsed data.
That schema has many integrity constraints associated with it.
Previously we had looked at one of those constraints that defined
the relationship between a StateModel and a State that was specified
to be the default initial state.
For R16 we said that:
.bu
A
.b StateModel
.i has
.bi "exactly one"
.i "default initial"
.b State .
.bu
A
.b State
.i "is the default initial state for"
.bi "at most one"
.b StateModel .
.lp
So at the end of populating the schema,
R16 will insure that somewhere along the way exactly one state
was specified to be the default initial state and that the state
is part of the StateModel being specified.
TclRAL will enforce the association constraint that was defined as R16
to insure that the data entry is performed correctly.

That's really rather nice.
For no extra coding,
we used referential integrity constraints to enforce
the semantics of our underlying meta-model.
This is one of the reasons integrity constraints are so important.
Other than specifying the constraint to TclRAL,
we have no other coding to do and the
.b system \~(
.i i.e.
TclRAL) will insure that state of the stored data always satisfies
the constraint.

This naturally brings up the question of whether or not all the semantic
analysis can be accomplished this way.
That is an open question.
Certainly,
.b pycca
does not accomplish all the semantic analysis by using relvar constraints.
The underlying meta-model used by
.b pycca
is not that sophisticated containing only 18 relvar constraints.
There is a certain trade-off between the complexity of the data model
(and consequently the amount of the semantics that are encoded in the
referential integrity constraints) and the simplicity of doing some
semantic analysis in code.
.b Pycca
uses both techniques as we will see below.
Also there seem to be some problem semantics that are difficult or
impossible to compose entirely into data constraints.
In particular, constraining a directed graph to be acyclic may be
impossible to do with referential integrity constraints alone.\**
.(f
\** Private communications from Paul Higham for whom this is a favorite problem.
.)f
.sh 2 "Semantics Enforced by Schema Query"
.lp
In addition to referential integrity constraints,
.b pycca
also verifies 18 different semantic aspects of the source by querying
the schema and examining the results.
Here we look at one example, the declaration of isolated states.
It is possible to declare a State in a StateModel that has no inbound
state transition and no outbound state transitions.
Such a state cannot be reached and therefore any code that is associated
with that state will never be executed.
This is the state machine equivalent of
.i "dead code" .
.b Pycca
considers it an error to declare an isolated state in a state machine.
.nr df \n[LF]
.(b L
# Find isolated states, i.e. states that have no outgoing or
# incoming transitions
set noIns [relation semiminus $::Transition $::State\\
        -using {DomainId DomainId ClassId ClassId NewState StateName}]
set noOuts [relation semiminus $::NormalTrans $::State\\
        -using {DomainId DomainId ClassId ClassId StateName StateName}]
set isoStates [relation intersect $noIns $noOuts]
relation foreach isolated $isoStates {
    relation assign $isolated Line StateName
    reporterror "state has no incoming or outgoing transitions"\\
        $Line $StateName
}
.nr df 0
.FIG "Finding Isolated States"
.)b
.lp
The query in Figure \n(FN above shows how isolated states are detected.
The strategy is to find all the states that have no incoming transitions
and all the states that have no outgoing transitions.
Then simple set intersection of those two relations then gives
the set of isolated states for which an error needs to be reported.

Finding the set of states without any incoming transitions is done
with the
.i semiminus
operation.
Semiminus gives, roughly speaking,
the set of tuples in one relation that are
.i not
related to those in another relation.
In the above example,
we find those tuples of State that are
.i not
related to a Transition using the NewState attribute.
The NewState attribute gives the destination of a transition,
so those States whose StateName values are not associated with
the NewState attribute have no incoming transitions.
Similar reasoning holds for the semiminus operation with respect to
the NormalTrans relvar where the StateName attribute holds the
source state of a transition.
Once those two sets are determined,
it is then just a simple matter of taking the intersection
and iterating through the tuples to report the errors.

What is most noticeable about the above code sequence is the lack of
any looping construct.
Relational algebraic operation always apply the the entire set represented
by the relation value.
The only loop is that implied by the \FCrelation foreach\F[] command
which is used to access the individual attributes for error reporting.
It is common in the relational realm only to use tuple iteration at the
end of the computation where it is necessary to interface to other
non-relational constructs.
.sh 2 "Template Expansion"
.lp
Since the primary purpose of
.b pycca
is to pass along "C" code as opposed to actually compiling a source language
to a target language,
it does not use the usual language processing strategy of building
syntax trees and flow graphs.
The bulk of the work is building data structures, encapsulating
code fragments and then emitting "C" code and header files.
Since "C" source code requires substantial type annotation and "C" compilers
insist upon a certain ordering in the code,
.b pycca
uses template expansion as a means of generating its output.
The
.b textutil::expander
package in
.b tcllib
is well suited to this purpose.
Using the expander is simple enough.
You define a template, generate an instance of the expander and
request the expander to do its job.
Embedded in the template are Tcl scripts that are extracted and executed
with the result being inserted into the generated text.

The example below is the template that
.b pycca
uses to emit its code file.
We have instantiated the expander as:
.nr df \n[LF]
.(b L
textutil::expander ex
ex setbrackets %< >%
.)b
The default of square brackets ([]) for enclosing the embedded Tcl script
is not convenient for "C" code.
Below is the template string for the generated "C" code file.
It is generated by invoking:
.(b L
ex expand $code_body
.)b
.(b L
set code_body {
%<domain_name>%
%<instrument_define>%
%<emit_auxiliary Impl Prolog>%

#ifdef INSTRUMENT
#   ifndef INSTR_FUNC
#       define INSTR_FUNC(s) printf("%s: %s %d\n", s, __FILE__, __LINE__)
#   endif /* INSTR_FUNC */
#endif /* INSTRUMENT */

%<state_defines>%
%<event_defines>%
%<subcode_defines>%
%<inst_name_defines>%
%<class_struct_decl>%
%<class_struct_define>%
%<event_param_struct>%

%<operation_decl>%
%<ctor_decl>%
%<dtor_decl>%
%<action_decl>%
%<domain_op_decl false>%
%<initial_inst_ctor_decl>%
%<storage_decl>%

%<iab_define>%
%<odb_define>%
%<pdb_define>%
%<class_define>%

%<multi_refs>%
%<inst_define>%
%<operation_define>%
%<ctor_define>%
%<dtor_define>%
%<action_define>%
%<domain_op_define>%
%<initial_inst_ctor_define>%

%<emit_auxiliary Impl Epilog>%
}
.nr df 0
.FIG "Pycca Code Template"
.)b
.lp
Each command between the %< and >% brackets is a query on the
relational schema that was populated during the parsing phase.

As an example,
we will consider part of what happens to the code of a state action.
Each action is turned into a function by wrapping a signature around the code.
These functions are file static in scope and,
since the order of reference is not known,
it is necessary to place forward declarations to them into the code.
This is accomplished by the \FCaction_decl\F[] command.

Before we examine the query for the action declarations, we need some
preliminaries.
We'd like to emit the declarations on a class by class basis,
so it is useful to be able to have a relation value that
relates the name of a class to all of its state machine information.
The \FCgetStatesByClass\F[] command does this.
.nr df \n[LF]
.(b L
proc ::getStatesByClass {} {
    return [pipe {
        relation semijoin $::currentDomain $::State\\
                -using {DomainId DomainId} |
        relation group ~ States StateId StateName Params Line Code CodeLine |
        relation join ~ $::Class -using {DomainId DomainId ClassId ClassId} |
        relation project ~ ClassName States
    }]
}
.)b
Lets examine this query.
First the \FCpipe\F[] command is a control structure that allows  you
to write a nested set of commands in a sequential fashion.
It has nothing to do with relational algebra
.i "per se" ,
although it is particularly useful in that context.
In the above example,
\FCpipe\F[] allows us to write the four commands of the query is a clearer
order.
Commands are separated by a vertical bar (|) and the result of the previous
command is substituted for the tilde (~) character argument in the subsequent
command.
\FCPipe\F[] is supplied as part of the
.b ralutil
package.

There are four steps in this query.
.np
Find all the states in the current domain.
The
.b "relation semijoin"
operation returns a relation that has the same heading as the State
relvar with those tuples that are related to the current domain.
The \FC::currentDomain\F[] variable is an ordinary Tcl variable
that is global in scope and assigned a relation value by other processing.
The heading of the State relation is:
.(b L
.TS
allbox tab(;);
cbp-1 cbp-1 cbp-1 cbp-1 cbp-1 cbp-1 cbp-1 cbp-1
c  c  c  c c  c  c  c.
DomainId;ClassId;StateId;StateName;Params;Line;Code;CodeLine
int;int;int;string;list;int;string;int
.TE
.)b
The result of this operation is the set of all states in the current domain.
.np
The
.b "relation group"
operation creates a relation valued attribute from attributes
in the original relation.
In this case we are grouping all the attributes that pertain to
the states of a class into a single attribute.
The result will have a new attribute named
.b States
that is a relation valued attribute\**.
.(f
\** Readers steeped in SQL will find relation valued attributes unusual,
but they have many legitimate uses as well as a host of abusive uses.
.)f
The resulting heading is:
.(b L
.TS
allbox tab(;);
cbp-1 cbp-1 cbp-1 s  s  s  s  s
ct ct cbp-1 cbp-1 cbp-1 cbp-1 cbp-1 cbp-1
^  ^  c  c  c  c  c  c.
DomainId;ClassId;States
int;int;StateId;StateName;Params;Line;Code;CodeLine
;;int;string;list;int;string;int
.TE
.)b
.np
The
.b "relation join"
operation is used to relate the ClassId attribute to is corresponding
name.
In this case we are interested in the name of the class rather than its
numeric identifier that is used internally.
.np
Finally,
the
.b "relation project"
operation gives us only the attributes that we are interested in,
namely the ClassName and its corresponding set of states.
Note that the States attribute is a relation itself and
contains the complete set of states that correspond to ClassName.
The heading of the result relation is:
.(b L
.TS
allbox tab(;);
cb cb s  s  s  s  s
ct cb cb cb cb cb cb
^  c  c  c  c  c  c.
ClassName;States
string;StateId;StateName;Params;Line;Code;CodeLine
;int;string;list;int;string;int
.TE
.)b
.nr df 0
.lp
With the preliminaries out of the way,
we proceed to the \FCaction_decl\F[] command that generates a set of
forward function declarations.
.nr df \n[LF]
.(b L
proc ::action_decl {} {
    append result [comment "Forward Declarations of State Action Functions"]
    relation foreach state [getStatesByClass] -ascending ClassName {
        relation assign $state
        relation foreach stateinfo $States -ascending StateName {
            relation assign $stateinfo
            append result [emit_action_signature $ClassName $StateName] " ;\\n"
        }
    }

    return $result
}

proc ::emit_action_signature {className stateName} {
    append result\\
        "static void ${className}_${stateName}\\("\\
        "void *const s_, "\\
        "void *const p_)"
}
.FIG "State Action Declaration Query"
.)b
.nr df 0
.lp
It is a relatively simple matter to use the
.b "relation foreach"
command to iterate through each class
and then to iterate through each state generating
a static "C" function declaration.
The
.b "relation assign"
command takes a singleton relation value and creates a Tcl variable for each
attribute with the variable named the same as the attribute.
for each attribute that has the same name as the attribute.

The result of template expansion query for our running example is:
.nr df \n[LF]
.(b L
/*
 * Forward Declarations of State Action Functions
 */
static void Motor_Agitating(void *const s_, void *const p_) ;
static void Motor_Off(void *const s_, void *const p_) ;
static void Motor_Spinning(void *const s_, void *const p_) ;
static void Pump_Off(void *const s_, void *const p_) ;
static void Pump_Running(void *const s_, void *const p_) ;
static void Valve_Closed(void *const s_, void *const p_) ;
static void Valve_Open(void *const s_, void *const p_) ;
static void WashingMachine_Agitating(void *const s_, void *const p_) ;
static void WashingMachine_EmptyingRinseWater(void *const s_, void *const p_) ;
static void WashingMachine_EmptyingWashWater(void *const s_, void *const p_) ;
static void WashingMachine_FillingForRinse(void *const s_, void *const p_) ;
static void WashingMachine_FillingForWashing(void *const s_, void *const p_) ;
static void WashingMachine_Idle(void *const s_, void *const p_) ;
static void WashingMachine_Rinsing(void *const s_, void *const p_) ;
static void WashingMachine_Spinning(void *const s_, void *const p_) ;
.FIG "State Action Declaration Example Results"
.)b
.nr df 0
.lp
So the strategy here is to use the code template to specify the order
in which fragments will be presented to the "C" compiler.
Those fragments are generated by expanding the template which in turn
invokes a series of commands that are queries on the schema population
that was built up during the parsing phase.
The query commands build up a
.i report
that is inserted into the result of the template expansion.
Here it happens to be that the generated report is "C" code.
.sh 1 "Friends of Pycca"
.lp
It is often difficult to determine precisely what functionality a
program or suite of programs will need when first starting out.
That was certainly the case with
.b pycca .
The original idea for
.b pycca
was simply to ease to burden of constructing the data structures needed by
the STSA.
It is easy to convince yourself that a fixed set of implementation data
structures will meet the immediate needs of the program you are constructing.
However, using relational data structures provides substantially more
power and flexibility.
Since TclRAL can serialize a set of relvars to external storage,
once parsed any given
.b pycca
file can be easily saved for later use.
One aspect that relation data structures support is the notion of
.i "ad hoc"
query.
Most programmers don't deal with
.i "ad hoc"
queries as part of a program with fixed functionality.
But support of these types of queries is a powerful way to extend
programs or create sets of programs that work well together, bound by a
common relational data schema.

These consideration lead to several auxiliary programs for
.b pycca .
In the section below,
we discuss three of the most useful examples of programs that
use the serialized
.b pycca
output to provide additional support for building embedded software programs.
The serialized relvars that
.b pycca
saves contain all the information that is in the original
.b pycca
source but in an already parsed and organized form.
This makes writing the helper program usually a simple matter of reading
in the file and performing a different set of queries to produce the
needed output.
.sh 2 "Pyccaexplore"
.lp
Although
.b pycca
allows states and events to be specified as named entities,
in truth the execution architecture works strictly off of numbers.
State and event names are converted by
.b pycca
to integers that are ultimately used as indices into an array
that holds the state transition matrix.
In small embedded systems,
there is no memory to hold the original string names for the states
and events and
.b pycca
does not attempt to put those strings into the generated program.
Consequently,
during debugging one is often faced with trying to determine the
state of a particular class instance and where it might transition
under a given event.
Sadly, when looking at a source level debugger the information that
is available will be something to the effect of:
.(q
Instance 0x57ae is in state 3 and is about to receive event 1
causing a transition to state 4.
.)q
This is not very helpful.
What is needed is the mapping between state and event names
and the numbers that
.b pycca
assigned to them.
This is why
.b pyccaexplore
was written.

.b Pyccaexplore
will read the serialized relvars saved by
.b pycca
and display the state transition matrix of all the classes.
That display contains both the name and number of each state and event.
.(b L
.PSPIC explore.eps
.FIG "Screen Shot of Pyccaexplore"
.)b

The figure above is a screen shot of
.b pyccaexplore
for the example state machine.
Buttons along the left allow selection of rows that correspond to states.
Buttons along the top allow selection of columns that correspond to
events.
When both a row and column are selected,
a single cell is highlighted showing the transition that would happen
when the highlighted event is received in the highlighted state.
The above figure can be interpreted as indicating that when
state 3 (EmptyingWashWater) receives event 1 (Empty) it transitions to
the FillingForRinse state which is numbered 4.
.sh 2 "Pycca2dot"
.lp
The
.b pycca
source that defines a state machine is relatively easy to read
and does not depend upon the ordering of state and transition declarations.
But, state machines are sometimes better represented as directed graphs.
Usually when designing a state machine,
I do so graphically.
Often, maintaining the design time graphics during the implementation
does not happen.
What
.b pycca2dot
does is produce a graphic that precisely matches the implementation.
Reading in the serialized relvars,
.b pycca2dot
produces a file that can be fed to
.pdfhref W -D http://www.graphviz.org -A \** \fBdot\fP
.(f
\** www.graphviz.org
.)f
to produce a state machine graphic.
The
.b dot
program takes a free form text input file that defines the graph connections
and appearance properties.
.b Dot
lays out the graph and is capable of  producing a wide variety of
graphical file format outputs.
The figure below show how
.b dot
rendered the Washing Machine state model show previously in Figure 2.
This is quite remarkable especially given that we have supplied
no positioning information at all.
.b Dot
accomplishes the graph layout based solely on the graph connectivity
information.
.(b L
.PSPIC WashingMachine.ps 6.0i 8.0i
.FIG "Washing Machine State Model from pycca2dot"
.)b
.sh 2 "Tracing State Machine Dispatch"
.lp
The STSA execution architecture can be conditionally compiled to
trace the dispatch of state machine events.
Programs may supply a callback function that is invoked during the
tracing and that function can store or transmit the trace data.
However, as we have seen, there is no string information in the embedded
system and all the trace data is numeric.
It takes  knowledge of the state and event name to number mapping as well
as knowledge of the link map to translate the numerical trace information
back into meaningful strings for human consumption.
The
.b mechtrace
package reads the saved relvars from
.b pycca
and the ELF file of the executable and is able to
translate a packet of trace information into a human readable string.

The most immediately useful consequence of this is to obtain a
chronological sequence of event dispatches.
This is extraordinarily useful information since the execution sequencing
of the program is not easily followed just from the code alone.
The STSA implements state machine callback type of execution sequencing.
So all the significant code in the program ends up packaged into functions
that are called as part of dispatching an event.
The invoked callback may indeed generate other events, but does not
directly affect the execution sequencing as other events may already
be queued.
The effect is very similar to typical GUI programs where the sequencing
of event dispatches is centralized and not directly visible to the programmer.
So a chronological sequence of state transitions can provide enormous
insight into the run-time behavior of a program.

Another benefit of obtaining trace data is related to testing.
Because all the execution sequencing is centralized,
the sequence of trace data can be used to compute the state transition
coverage for testing purposes.
In well designed state machines,
the state action code is small and contains little conditional logic.
Indeed deeply nested conditional logic in a state action is an indication
that the analysis should be revisited to look for the possibility of
several classes being confused as one or that other state information
is being hidden in instance variables.
The
.b mechtrace
package includes procedures to tally the transitions that are implied by
the tracing data and then to compute the transitions that were not
taken in the state machines.
This gives objective evidence of the testing that has been done as well as
indicates any short comings in the test case coverage, at least at a
state transition level.
Given that state diagrams are directed graphs,
then a depth-first search of the graph can be used to compute a spanning
tree the arcs which are labeled with the events necessary to visit
every state in the machine.
Thus much of the work of determining a set of test cases that will cover
the transitions of the state machine can be computed
.i "a priori" .
.sh 1 "Conclusions"
.lp
.b Pycca
is a program that implements a domain specific language.
The language that
.b pycca
implements is used as a helper to specify data and control structures
for highly embedded micro-controller based software applications.

Yet the internals of
.b pycca
look more like a traditional database application.
.b Pycca
uses language statements to populate a normalized relational schema.
The language provides a more convenient syntax that is focused on
the declarative aspects of the application and
hides the details of the underlying schema.
The output of
.b pycca
is generated by query on the population and the report
of that query is generated by template expansion to produce "C" code.
The relational data structure provide a number of distinct advantages.
.np
The algebra of relations is independent of the headings of the relations.
So there is only one set of access methods that need to be learned.
It is not necessary to code
.i "ad hoc"
data structures and a set of access mechanisms for them.
Especially since in practice, such access layers rarely get the
attention and detailed error checking that they need.
.np
Referential integrity constraints are a powerful tool to validate
the schema population and enforce the rules of the application.
Integrity constraints are declarative in nature and correspond to
the semantic rules of the application.
Specifying the integrity constraints is usually easier than
writing code to accomplish the validation and enables a substantial
part of the application semantics to be checked during the data population.
.np
There are a variety of implementation choices for relational data
in Tcl that can be matched against the scale of the application.
For simpler, in-memory applications TclRAL is a good choice and does not
involve a separate query language.
If the file storage nature of the application is more important,
SQLite is good choice.
It is easy to use, readily available and does not involve
extensive administration,
albeit the queries must be programmed in a separate language from Tcl.
Finally, for large scale applications it may be advisable to use
one of the server based DBMS accessed via TDBC.
.np
A relational schema serves as a convenient way to bind a suite of
programs together,
each performing specific tasks associated with the overall application.
This makes phasing in a toolbox of programs for the application much
easier to accomplish and
argues against monolithic programs that try to provide
all the functionality of an application.
Such programs inevitably become unwieldy and hard to maintain.
.lp
None of these points is particularly new or novel.
Much of the motivation of creating DBMS in the past was to reap just
these benefits.
What has changed is the array of choices in the implementation technology
that allows even simple programs that one might never consider to
be database applications to take advantage of the power of
relationally structured data.
\# .TOC
\# .TOF

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