Added symbolic differentiation
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3ca7c0f6f4
commit
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12 changed files with 186 additions and 61 deletions
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@ -482,6 +482,12 @@ string prototypes = "double pow(double, double);";
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string get_prototypes() { return prototypes; }
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unsigned add_prototype(string str) { prototypes += string("double ") + str + "(double);"; return prototypes.size(); }
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token_t add_function(FunDef* function, token_t where) {
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if (language.size() <= where) language.resize(where+1);
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language[where] = function;
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return 0;
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}
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#define FUNCDEF(funcname) struct funcname##_struct { \
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double operator()(double val) const { return funcname(val); }\
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@ -489,20 +495,18 @@ unsigned add_prototype(string str) { prototypes += string("double ") + str + "(d
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Interval operator()(Interval val) const { return funcname(val); }\
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string name() const { return string(#funcname); }\
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};\
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const token_t funcname##_token = add_function( new Unary<funcname##_struct>);\
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static const token_t funcname##_token_static = add_function( new Unary<funcname##_struct>, funcname##_token);\
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unsigned funcname##_size = add_prototype(#funcname);
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FunDef* make_var(int idx) { return new Var(idx); }
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FunDef* make_const(double value) { return new Const(value); }
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const token_t sum_token = add_function( new Sum );
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const token_t prod_token = add_function( new Prod);
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const token_t inv_token = add_function( new Unary<Inv>);
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const token_t min_token = add_function( new Unary<Min>);
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const token_t pow_token = add_function( new Power);
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const token_t ifltz_token = add_function( new IsNeg);
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static token_t ssum_token = add_function( new Sum , sum_token);
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static token_t sprod_token = add_function( new Prod, prod_token);
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static token_t sinv_token = add_function( new Unary<Inv>, inv_token);
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static token_t smin_token = add_function( new Unary<Min>, min_token);
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static token_t spow_token = add_function( new Power, pow_token);
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static token_t sifltz_token = add_function( new IsNeg, ifltz_token);
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FUNCDEF(sin);
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FUNCDEF(cos);
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@ -88,25 +88,36 @@ extern Sym SymVar(unsigned idx);
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/** simplifies a sym (sym_operations.cpp) */
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extern Sym simplify(Sym sym);
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/** differentiates a sym to a token (sym_operations.cpp) */
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extern Sym differentiate(Sym sym, token_t var_token);
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/** differentiates a sym to a token (sym_operations.cpp)
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* The token can be a variable or a constant
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*/
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extern Sym differentiate(Sym sym, token_t dx);
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struct differentiation_error{}; // thrown in case of ifltz
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/* Add function to the language table (and take a guess at the arity) */
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class LanguageTable;
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extern void add_function_to_table(LanguageTable& table, token_t token);
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// token names
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extern const token_t sum_token;
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extern const token_t prod_token;
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extern const token_t inv_token;
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extern const token_t min_token;
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extern const token_t pow_token;
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extern const token_t ifltz_token;
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enum {
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sum_token,
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prod_token,
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inv_token,
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min_token,
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pow_token,
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ifltz_token,
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sin_token, cos_token, tan_token,
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asin_token, acos_token, atan_token,
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sinh_token, cosh_token, tanh_token,
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acosh_token, asinh_token, atanh_token,
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exp_token, log_token,
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sqr_token, sqrt_token
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};
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#define HEADERFUNC(name) extern const token_t name##_token;\
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inline Sym name(Sym arg) { return Sym(name##_token, arg); }
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#define HEADERFUNC(name) inline Sym name(Sym arg) { return Sym(name##_token, arg); }
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/* This defines the tokens: sin_token, cos_token, etc. */
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HEADERFUNC(inv);
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HEADERFUNC(sin);
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HEADERFUNC(cos);
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HEADERFUNC(tan);
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@ -74,3 +74,100 @@ Sym simplify(Sym sym) {
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}
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Sym derivative(token_t token, Sym x) {
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Sym one = Sym(prod_token);
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switch (token) {
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case inv_token : return Sym(inv_token, sqr(x));
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case sin_token : return -cos(x);
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case cos_token : return sin(x);
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case tan_token : return one + sqr(tan(x));
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case asin_token : return inv( sqrt(one - sqr(x)));
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case acos_token: return -inv( sqrt(one - sqr(x)));
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case atan_token : return inv( sqrt(one + sqr(x)));
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case cosh_token : return -sinh(x);
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case sinh_token : return cosh(x);
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case tanh_token : return one - sqr( tanh(x) );
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case asinh_token : return inv( sqrt( one + sqr(x) ));
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case acosh_token : return inv( sqrt(x-one) * sqrt(x + one) );
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case atanh_token : return inv(one - sqr(x));
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case exp_token : return exp(x);
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case log_token : return inv(x);
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case sqr_token : return SymConst(2.0) * x;
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case sqrt_token : return SymConst(0.5) * inv( sqrt(x));
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}
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throw differentiation_error();
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return x;
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}
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extern Sym differentiate(Sym sym, token_t dx) {
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token_t token = sym.token();
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Sym zero = Sym(sum_token);
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Sym one = Sym(prod_token);
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if (token == dx) {
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return one;
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}
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SymVec args = sym.args();
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if (args.size() == 0) { // df/dx with f != x
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return zero;
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}
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switch (token) {
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case sum_token:
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{
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for (unsigned i = 0; i < args.size(); ++i) {
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args[i] = differentiate(args[i], dx);
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}
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if (args.size() == 1) return args[0];
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return Sym(sum_token, args);
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}
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case min_token :
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{
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return -differentiate(args[0],dx);
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}
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case prod_token:
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{
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if (args.size() == 1) return differentiate(args[0], dx);
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if (args.size() == 2) {
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return args[0] * differentiate(args[1], dx) + args[1] * differentiate(args[0], dx);
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}
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// else
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Sym c = args.back();
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args.pop_back();
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Sym f = Sym(prod_token, args);
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Sym df = differentiate( f, dx);
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return c * df + f * differentiate(c,dx);
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}
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case pow_token :
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{
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return pow(args[0], args[1]) * args[1] * inv(args[0]);
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}
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case ifltz_token :
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{ // cannot be differentiated
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throw differentiation_error(); // TODO define proper exception
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}
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default: // unary function: apply chain rule
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{
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Sym arg = args[0];
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return derivative(token, arg) * differentiate(arg, dx);
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}
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}
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}
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