%This test runs test3020 with autodiff on, and checks that 
%the value of the scalar forward difference match a step-wise differential

%First configure
md=triangle(model(),'../Exp/Square.exp',150000.);
md=setmask(md,'all','');
md=parameterize(md,'../Par/SquareShelfConstrained.par');
md=setflowequation(md,'SSA','all');
md.cluster=generic('name',oshostname(),'np',1);
md.transient.requested_outputs=[IceVolumeEnum();MaxVelEnum()];
md.verbose=verbose('autodiff',true);
md.stressbalance.restol=1e-4;
md.toolkits.DefaultAnalysis=issmsolver();

%setup autodiff parameters
index=1; %this is the scalar component we are checking against
md.autodiff.independents={...
	independent('name','Thickness','type','vertex','nods',md.mesh.numberofvertices,'fos_forward_index',index)
	};

md.autodiff.dependents={...
	dependent('name','IceVolume','type','scalar'),...
	dependent('name','MaxVel','type','scalar')...
	};
md.autodiff.driver='fos_forward';

%parameters for the step-wise derivative
delta=0.00001;
h1=md.geometry.thickness(index);
h0=h1*(1.-delta);
h2=h1*(1.+delta);
deltaH=(h2-h0);

%save model:
md2=md;

%evaluate derivative by forward and backward stepping 
%forward
md=md2;
md.autodiff.isautodiff=false;
md.geometry.thickness(index)=h0;
md.geometry.bed=-md.materials.rho_ice/md.materials.rho_water*md.geometry.thickness;
md.geometry.surface=md.geometry.bed+md.geometry.thickness;
md=SetIceShelfBC(md);

md=solve(md,TransientSolutionEnum());
V0=md.results.TransientSolution(end).IceVolume;
MaxV0=md.results.TransientSolution(end).MaxVel;

%backward
md=md2;
md.autodiff.isautodiff=false;
md.geometry.thickness(index)=h2;
md.geometry.bed=-md.materials.rho_ice/md.materials.rho_water*md.geometry.thickness;
md.geometry.surface=md.geometry.bed+md.geometry.thickness;
md=SetIceShelfBC(md);

md=solve(md,TransientSolutionEnum());
V2=md.results.TransientSolution(end).IceVolume;
MaxV2=md.results.TransientSolution(end).MaxVel;

%compute resulting derivative
dVdh_an=(V2-V0)/deltaH;
dMaxVdh_an=(MaxV2-MaxV0)/deltaH;

%evaluate derivative using ADOLC 
md=md2;
md.autodiff.isautodiff=true;
md.geometry.thickness(index)=h1;
md.geometry.bed=-md.materials.rho_ice/md.materials.rho_water*md.geometry.thickness;
md.geometry.surface=md.geometry.bed+md.geometry.thickness;
md=SetIceShelfBC(md);

md=solve(md,TransientSolutionEnum());
%retrieve directly
dVdh_ad=md.results.TransientSolution(1).AutodiffJacobian(1);
dMaxVdh_ad=md.results.TransientSolution(1).AutodiffJacobian(2);

disp(sprintf('dV/dh: analytical:  %16.16g\n       using adolc:  %16.16g\n',dVdh_an,dVdh_ad));
disp(sprintf('dMaxV/dh: analytical:  %16.16g\n       using adolc:  %16.16g\n',dMaxVdh_an,dMaxVdh_ad));

%Fields and tolerances to track changes
field_names     ={'dV/dh-dV/dh0','dMaxV/dh-dMaxV/dh0'};
field_tolerances={1e-8,1e-7};
field_values={dVdh_ad-dVdh_an,dMaxVdh_an-dMaxVdh_ad};
