TCAD.parametric = {}; TCAD.parametric.Param = function(id, value) { this.id = id; this.value = value; this.j = -1; }; TCAD.parametric.Param.prototype.set = function(value) { this.value = value; }; TCAD.parametric.Param.prototype.get = function() { return this.value; }; TCAD.parametric.System = function(constraints) { this.constraints = constraints; this.params = []; for (var ci = 0; ci < constraints.length; ++ci) { var c = constraints[ci]; for (var pi = 0; pi < c.params.length; ++pi) { var p = c.params[pi]; if (p.j == -1) { p.j = this.params.length; this.params.push(p); } } } }; TCAD.parametric.System.prototype.makeJacobian = function() { var jacobi = []; var i; var j; for (i=0; i < this.constraints.length; i++) { jacobi[i] = []; for (j=0; j < this.params.length; j++) { jacobi[i][j] = 0; } } for (i=0; i < this.constraints.length; i++) { var c = this.constraints[i]; var cParams = c.params; var grad = []; c.gradient(grad); for (var p = 0; p < cParams.length; p++) { var param = cParams[p]; j = param.j; jacobi[i][j] = grad[p]; } } return jacobi; }; TCAD.parametric.System.prototype.fillJacobian = function(jacobi) { for (i=0; i < this.constraints.length; i++) { var c = this.constraints[i]; var cParams = c.params; var grad = []; c.gradient(grad); for (var p = 0; p < cParams.length; p++) { var param = cParams[p]; j = param.j; jacobi[i][j] = grad[p]; } } return jacobi; }; TCAD.parametric.System.prototype.calcResidual = function(r) { var i=0; var err = 0.; for (i=0; i < this.constraints.length; i++) { var c = this.constraints[i]; r[i] = c.error(); err += r[i]*r[i]; } err *= 0.5; return err; }; TCAD.parametric.System.prototype.calcGrad_ = function(out) { var i; for (i = 0; i < out.length || i < this.params.length; ++i) { out[i][0] = 0; } for (i=0; i < this.constraints.length; i++) { var c = this.constraints[i]; var cParams = c.params; var grad = []; c.gradient(grad); for (var p = 0; p < cParams.length; p++) { var param = cParams[p]; var j = param.j; out[j][0] += this.constraints[i].error() * grad[p]; // (10.4) } } }; TCAD.parametric.System.prototype.calcGrad = function(out) { var i; for (i = 0; i < out.length || i < this.params.length; ++i) { out[i] = 0; } for (i=0; i < this.constraints.length; i++) { var c = this.constraints[i]; var cParams = c.params; var grad = []; c.gradient(grad); for (var p = 0; p < cParams.length; p++) { var param = cParams[p]; var j = param.j; out[j] += this.constraints[i].error() * grad[p]; // (10.4) } } }; TCAD.parametric.System.prototype.fillParams = function(out) { for (var p = 0; p < this.params.length; p++) { out[p] = this.params[p].get(); } }; TCAD.parametric.System.prototype.getParams = function() { var out = []; this.fillParams(out); return out; }; TCAD.parametric.System.prototype.setParams = function(point) { for (var p = 0; p < this.params.length; p++) { this.params[p].set(point[p]); } }; TCAD.parametric.System.prototype.error = function() { var error = 0; for (var i=0; i < this.constraints.length; i++) { error += Math.abs(this.constraints[i].error()); } return error; }; TCAD.parametric.System.prototype.errorSquare = function() { var error = 0; for (var i=0; i < this.constraints.length; i++) { var t = this.constraints[i].error(); error += t * t; } return error * 0.5; }; TCAD.parametric.System.prototype.getValues = function() { var values = []; for (var i=0; i < this.constraints.length; i++) { values[i] = this.constraints[i].error(); } return values; }; TCAD.parametric.lock1 = function(constrs, locked) { var lockedSet = {}; for (var i = 0; i < locked.length; i++) { lockedSet[locked[i].id] = true; } for (var i = 0; i < constrs.length; i++) { var c = constrs[i]; var mask = []; var needWrap = false; for (var j = 0; j < c.params.length; j++) { var param = c.params[j]; mask[j] = lockedSet[param.id] === true; needWrap = needWrap || mask[j]; } if (needWrap) { var wrapper = new TCAD.constraints.ConstantWrapper(c, mask); constrs[i] = wrapper; } } }; TCAD.parametric.lock2Equals2 = function(constrs, locked) { var _locked = []; for (var i = 0; i < locked.length; ++i) { _locked.push(new TCAD.constraints.Weighted(new TCAD.constraints.EqualsTo([locked[i]], locked[i].get()), 0.1)); } return _locked; }; TCAD.parametric.prepare = function(constrs, locked, aux, alg) { this.lock1(constrs, aux); var lockingConstrs = this.lock2Equals2(constrs, locked); // Array.prototype.push.apply( constrs, lockingConstrs ); var sys = new TCAD.parametric.System(constrs); function arr(size) { var out = []; out.length = size; for (var i = 0; i < size; ++i) { out[i] = 0; } return out; } var model = function(point) { sys.setParams(point); return sys.getValues(); }; var jacobian = function(point) { sys.setParams(point); return sys.makeJacobian(); }; alg = 5; function solve(fineLevel) { if (constrs.length == 0) return; if (sys.params.length == 0) return; if (alg > 0) { switch (alg) { case 1: var res = TCAD.math.solve_BFGS(sys, 1e-4, 1e-4); console.log(res); break; case 2: TCAD.math.solve_TR(sys); break; case 3: TCAD.math.noptim(sys); break; case 4: TCAD.math.solve_UNCMIN(sys); break; case 5: optim.dog_leg(sys); break; } return sys; } var opt = new LMOptimizer(sys.getParams(), arr(sys.constraints.length), model, jacobian); var eps; switch (fineLevel) { case 1: eps = 0.01; opt.init0(eps, eps, eps); break; case 2: eps = 0.1; opt.init0(eps, eps, eps); break; default: eps = 0.00000001; opt.init0(eps, eps, eps); } var res = opt.doOptimize(); sys.setParams(res[0]); // console.log("Solved with error: " + sys.error()); return res; } var systemSolver = { system : sys, solveSystem : solve, updateLock : function(values) { for (var i = 0; i < values.length; ++i) { lockingConstrs[i].value = values[i]; } } }; return systemSolver; };