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Message #03968
Re: FFC code generation for inline coefficient evaluation (i.e. coefficients defined as expressions in UFL)
On Fri, 2010-07-23 at 13:40 +0200, Florian Rathgeber wrote:
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> Hi,
>
> Profiling DOLFIN assembly shows that for forms with many coefficients or
> computationally expensive expressions assigned to coefficients, a great
> deal of the whole assembly is spent in expression evaluation.
>
> An idea I wanted to investigate was giving an expresssion in UFL and
> have FFC generate corresponding code to evaluate it inline during tensor
> tabulation. That should have the potential of eliminating some of the
> overhead.
>
There is some scope for this, but its potential will be limited for
complicated problems where the coefficient lies is another solution
vector. An issue at the moment is that with the DOLFIN Function design,
a number of virtual function calls, and call-back function call from the
generated code, are required to just get a scalar coefficient.
Off the top of my head, some areas that I think can be addressed are:
- Explore use of templates to limit virtual calls
- Tabulating an arbitrary number of element tensors at each
ufc::tabulate_tensor call. This might make the cost of the virtual
function calls negligible.
Garth
> However, currently that is only possible within very limited bounds. FFC
> does not yet support UFL conditionals, which essentially limits possible
> expressions to depend on coordinates only and be the same over the whole
> domain (which is not very useful for most form coefficients, e.g. source
> terms).
>
> This brings me to my questions:
> 1) Do you see a reasonable chance for speeding up assembly in the way
> described?
> 2) Is my assessement correct? Or do I miss some capabilities of FFC that
> support my use case?
> 3) Since UFL basically support arbitrary python syntax, would it be
> reasonable to support translation for user-defined Expressions given in
> python (either overloading eval in a class defived from Expression or
> passing C++ code to the SWIG constructor of Expression)? FFC would
> generate code to evaluate these Expressions inline during tensor
> tabulation. That would of course require the Expression to be stateless
> and have not input other than the coordinates. But at least it would
> provide much more flexibility and also consistency with the DOLFIN
> interface in general
> (sidenote: it is possible to specify Expressions in this way in UFL, but
> they are treated just like Coefficients by FFC)
>
> Illustration example (UFL file):
> from dolfin import Expression
>
> code_expr = """
> class Source : public Expression
> {
> public:
> void eval(Array<double>& values, const Array<double>& x) const
> {
> values[0] = ((x[0]-0.25)*(x[0]-0.25)+(x[1]-0.5)*(x[1]-0.5) <
> 0.025) ? 1.0 : 0.0;
> }
> };
> """
>
> scalar = FiniteElement("Lagrange", triangle, 1)
>
> v = TestFunction(scalar)
> u = TrialFunction(scalar)
> u0 = Coefficient(scalar)
> f = Expressions(code_expr)
>
> c = 0.05
> k = 0.1
> alpha = 1.0
>
> a = v*u*dx + k*alpha*u*v*dx + k*c*dot(grad(v), grad(u))*dx
> L = v*u0*dx + k*v*f*dx
>
> Florian
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