How can I share expensive computations among classes? - c++

As an example, I have this case, in which the classes A and B perform the same expensive calculation, the function expensiveFunction. This function is "pure", in that I can guarantee that it will give the same result given the same input. The client may use both classes (or more similar classes) with the same input, and I would wish that the expensensive function is only calculated once. However, the client may also only use one class for a given input.
Code example:
class A {
public:
A(const InputData& input) {
res = expensiveFunction(input);
}
void foo(); //Use the expensive result
private:
ExpensiveResult res;
};
class B {
public:
B(const InputData& input) {
res = expensiveFunction(input); //Same function as in A
}
double bar(); //Use the expensive result
private:
ExpensiveResult res;
};
int main() {
//Get some input
//...
A a(input);
B b(input);
//Do stuff with a and b
//More input
A a2(otherInput);
//...
}
In some languages, due to referential transparency and memoization, it can safely compute it only once for a given input.
What I have thought of is using some sort factory method/class, or give a function object/functor/supension to the A and B classes that stores the result.
What are some good design ideas to solve this problem?
I own all of the code, so I can change the client or the service classes if necessary.

You can memoize just inside of your function
COutput expensive(CInput input) {
static std::map<CInput, COutput> memoized_result;
auto resit = memoized_result.find(input);
if (resit == memoized_result.end()) {
// ... do calculations
output = expensiveCalculation(input);
resit = memoized_result.insert(std::make_pair(input, output));
}
return resit->second;
}
The result of your computation is stored in the static map (memoized_result), and persisted between function calls.
If input is too expensive to use as a key in the map, you can create a separate class for handling computation result, and share it between all clients:
#include <memory>
using namespace std;
class ExpensiveResult {
public:
ExpensiveResult(int input) {
out_ = input+1;
}
int out_;
};
class BaseCompResultUser {
public:
BaseCompResultUser(const std::shared_ptr<ExpensiveResult>& res) {
res_ = res;
}
private:
std::shared_ptr<ExpensiveResult> res_;
};
class A : public BaseCompResultUser {
public:
A(const std::shared_ptr<ExpensiveResult>& r) : BaseCompResultUser(r) { }
};
class B : public BaseCompResultUser {
public:
B(const std::shared_ptr<ExpensiveResult>& r) : BaseCompResultUser(r) { }
};
int main() {
std::shared_ptr<ExpensiveResult> res(new ExpensiveResult(1));
A a(res);
B b(res);
return 0;
}
This will force sharing computation result between objects.

I think that the object-oriented way of solving it is for the expensiveFunction to be a member function of InputData (or some wrapper of InputData) and then your problem pretty much goes away. You just make ExpensiveResult a mutable cache in InputData:
class InputData {
private:
mutable std::shared_ptr<ExpensiveResult> result_;
public:
InputData() : result_(nullptr) {}
std::shared_ptr<ExpensiveResult> expensiveFunction() const {
if (!result_) {
// calculate expensive result...
result_ = std::make_shared<ExpensiveResult>();
}
return result_;
}
};
The expensive calculation is only done the first time expensiveFunction is called. You might have to add some locking if this is being called in a multi-threaded way.

If ExpensiveFunction does the same thing in A and B, it hardly seems like a true member of either. Why not a function?
int main() {
//Get some input
//...
res = expensiveFunction (input) ;
A a(res);
B b(res);
//Do stuff with a and b
//...
}

Related

Access member variables based on ENUM (no runtime decision)

My goal is to speed up my code by removing the runtime decision making of if-statements. Here's a simple example:
enum E
{
E_A,
E_B
};
class Example:
{
public:
void DoSomething(E var)
{
if (var == E_A) {
// Do stuff with a
} else if (var == E_B) {
// Do stuff with b
}
}
private:
set<int> a;
set<int> b;
}
I've split the above DoSomething() function into 2.
void DoSomething(E::E_A var) {
// Do stuff with a
}
void DoSomething(E::E_B var) {
// Do stuff with b
}
The problem is I have to rewrite the same code twice... We could use an inbetween function:
void DoSomething(E_A var) {
InBetween(a);
}
void DoSomething(E_B var) {
InBetween(b);
}
void InBetween(set<int> s)
{
// Do something with s
}
set<int> a;
set<int> b;
However I was wondering if there's a way to achieve what I want with just a single DoSomething()? I want the code to have minimal runtime so please avoid solutions like storing storing a and b inside a map and looking up based on key.
Or please suggest me some areas to look into. Thanks in advance!
You can make DoSomething template (and var template parameter). Then you can apply Constexpr If (since C++17), which performs dispatch at compile-time. E.g.
template <E var>
void DoSomething()
{
if constexpr (var == E_A) {
// Do stuff with a
} else if constexpr (var == E_B) {
// Do stuff with b
}
}
Then call it as
a_Example.DoSomething<E::E_A>();
a_Example.DoSomething<E::E_B>();

C++: Applying the Composite pattern

I am trying to apply the Composite pattern, so I need to create a Leaf class and a Composite class, both inheriting from the same Component class. In order for any of my Components to perform their duty they need to ask help from a single Helper object. We have the following
struct Helper {
void provide_help();
};
struct Component {
Component(Helper* helper)
: m_helper(helper) {
}
virtual void operation() = 0;
// the call_for_help function will be used by subclasses of Component to implement Component::operation()
void call_for_help() {
m_helper->provide_help();
}
private:
Helper* m_helper;
};
And here are two different Leaf subclasses:
struct Leaf1
: Component {
Leaf1(Helper* helper)
: Component(helper) {
}
void operation() override {
call_for_help();
operation1();
}
void operation1();
};
struct Leaf2
: Component {
Leaf2(Helper* helper)
: Component(helper) {
}
void operation() override {
call_for_help();
operation2();
}
void operation2();
};
So far, so good. Now the Composite class is giving me grief. The typical implementation is as follows
struct Composite
: Component {
Composite(Helper* helper)
: Component(helper) {
}
void operation() override {
for (auto el : m_children) el->operation();
}
private:
std::vector<Component*> m_children;
};
which by going through the m_children one by one and calling operation on each essentially calls the helper function multiple times, even though one call is enough for all children. Ideally, if the m_children consisted, say, of a Leaf1 and a Leaf2, I would like somehow the Composite operation to call the helper function only once and then call in succession Leaf1::operation1() and then Leaf2::operation2(). Is there any way to achieve what I need? Alternative designs are welcome. I hope my question makes sense. Thanks in advance!
You want a polymorphic operation but you are adding more responability to the method (calling the helper). It's better to separate these two things.
struct Component {
void call_operation(){
call_for_help();
operation();
}
virtual void operation() = 0;
void call_for_help();
};
Remove the call_for_help() from leaf::operation() (making operation1, operation2 redundant, polymorphism) and the rest should work fine.
You can even hide operation() from your public interface, you'll need friendship with your Composite in that case.
As it could happen at any level, one approach could be to handle this at the level of the helper.
A sketch of the approach would be:
class Helper {
bool composite_help = false;
bool help_provided;
public:
void provide_help() {
if ((composite_help && !help_provided) || !composite_help) {
//TO DO: provide help
help_provided = true;
}
}
void start_composite_help() {
composite_help = true;
help_provided = false;
}
void end_composite_help() {
composite_help = false;
}
};
The principle is that the call for help performed by individual components works as before. But when the composite calls for help, you take preacutions to make sure that the call is performed only once:
void operation() override {
m_helper->start_composite_help();
for (auto el : m_children) el->operation();
m_helper->start_composite_help();
}
As said, this is only a sketch: the code provided as such will not work as soon as you have several levels of composites. So this needs to be improved:
instead of a bool composite_help you'd need a counter, which gets incremented when entering a composite operation and decremented when you exit it. In this case, the counter would go back to 0 (re-enabling help) only when the last level of composte has finished its job.
may be the helper performs different operations to provide help. So you could also imagine to have a "transaction id" that uniquely identifies a group of related operations, and you manage the counter not for the helper overall, in a map of active transactions.
finally, the start/end is not so nice. A RAII helper to the helper could make the whole setup more robust (for example when an exception breaks the normal execution flow.)
I think this problem would be better solved with a combination of Composite and Mediator.
Heads up! I'll show you a different version of the mediator pattern, which is not the same as the canonical version.
It's not of the business of your composite structure to know if a helper was called or not. You'd better do this using some kind of event handler.
Since you have only one helper, you could try like this:
class Helper {
public:
void callHelper() { std::cout << "Helper called" << std::endl; }
};
class Mediator {
private:
std::map<std::string, std::vector<Helper>> subscribers;
int updateLimit = -1;
int currentUpdateCount = 0;
void resetUpdateCount() {
currentUpdateCount = 0;
}
public:
Mediator(){}
void subscribe(std::string evt, Helper helper) {
subscribers[evt].push_back(helper);
}
void update(std::string evt) {
for (auto& h: subscribers[evt]) {
h.callHelper();
}
}
void setUpdateLimit(int i) {
updateLimit = i;
resetUpdateCount();
}
void removeUpdateLimit() {
updateLimit = -1;
resetUpdateCount();
}
int getUpdateLimit() {
return updateLimit;
}
void updateLimited(std::string evt) {
if (updateLimit < 0 || currentUpdateCount < updateLimit) {
update(evt);
currentUpdateCount++;
}
}
};
int main(int argc, const char *argv[])
{
Mediator m;
Helper h1, h2;
m.subscribe("bar", h1);
m.setUpdateLimit(1);
// Will be called only once
m.updateLimited("bar");
m.updateLimited("bar");
m.updateLimited("bar");
m.removeUpdateLimit();
return 0;
}
Using it:
Mediator m;
Helper h1, h2;
m.subscribe("bar", h1);
m.setUpdateLimit(1);
// Will be called only once
m.updateLimited("bar");
m.updateLimited("bar");
m.updateLimited("bar");
m.removeUpdateLimit();
So, here is what you do to integrate this to you composite structure. Remove the helper from you nodes, add the Mediator to the base class:
struct Component {
Component(Mediator& mediator)
: m_helper(mediator) {
}
virtual void operation() = 0;
// the call_for_help function will be used by subclasses of Component to implement Component::operation()
void notify() {
m_mediator->updateFiltered(Component::updateEventName);
}
static std::string updateEventName;
private:
Mediator& m_mediator;
};
std::string Component::updateEventName = "update.composite";
struct Leaf1
: Component {
Leaf1(Helper* helper)
: Component(helper) {
}
void operation() override {
notify();
operation1();
}
void operation1();
};
Using it:
Mediator m;
Helper h;
Composite c(m);
Leaf1 l1(m), l2(m);
c.add(l1);
c.add(l2);
m.subscribe(Component::updateEventName, h);
m.setUpdateLimit(1);
// Will be called only once, even if it has childrens
c.update();
m.removeUpdateLimit();
IMPORTANT: This solution is suboptimal, it has some issues, like you having to pass a mediator instance to every node constructor, but it's just a raw idea for you to work on.
Hope it helps!

Passing a collection of partially editable objects to an algorithm

I simplified my problem with a simple example : immagine I manage a collection of elements std::vector<Element>, each element having several members :
struct Element
{
public:
double foo;
double bar;
};
Then, I want to define an abstract class BarEvaluator, for algorithms computing the values of b from the values of a. My first idea is the following :
class BarEvaluator
{
public:
virtual void evaluate(std::vector<Element>& elements) const = 0;
};
From that, I can implement several algorithms, for example, an algorithme computing the bar values as the square of the foo values :
class SqrBarEvaluator
{
public:
virtual void evaluate(std::vector<Element>& elements) const
{
for(unsigned long int i = 0; i < elements.size(); ++i)
elements[i].bar = elements[i].foo * elements[i].foo;
}
};
This is working well. But I think it's not a really good architecture, because my algorithm is also able to modify the foo values. I don't want that.
Then I would like to be able to give my collection to the algorithm with a kind of "filter" allowing to modify only the bar variable and not the foo variable in each element. Is it possible with C++98 ? I have no idea how to do that.
Remark 1 : I don't want to do that with public or private in Element. You can immagine I also want to create algorithms FooEvaluator computing foo values from bar values, with writing access to foo and not to bar.
Remark 2 : The algorithm can require all the collection to compute each value.
Maybe you should pull the loop out of the interface.
class BarEvaluator
{
public:
virtual double evaluate(const Element& element) const = 0;
};
class SqrBarEvaluator
{
public:
virtual double evaluate(const Element& element) const
{
return element.foo * element.foo;
}
};
Then you call it like this:
std::vector<Element> elements;
...
for (std::vector<Element>::iterator it = elements.begin(); it != elements.end(); ++it) {
it->bar = barEvaluator.evaluate(*it);
}
You can use a wrapper:
class BarElementWrapper
{
public:
BarElementWrapper(Element& e) : elem(e) { }
double getFoo() { return elem.foo; }
void setBar(double b) { elem.bar = b; }
private:
Element& elem;
}
And then your algorithm receives a collection of BarElementWrapper.

C++ fast ways to bind member functions

I have a class transition and inside, a member function rate. I am asking for a method that would allow me to insert custom designed rates into instants of transition, after those instants have been created, and would be fast at run-time!
I would like to optimize the code for speed. rate does simple computations but is called very frequently and many times by the program. So I guess I should avoid virtual functions... Question: what are the other best methods to achieve this in C++ (templates,boost,...)? Comments about the speed of a particular method would be appreciated. Thanks!
class transition {
public:
transition() : vec() {}
double rate(T_vec::iterator a) { return ...; }
private:
T_vec vec;
};
/* custom rate #1 */
double my_rate_1( T_vec::iterator) {
/* do something */
return ans;
}
/* custom rate #2 */
double my_rate_2( T_vec::iterator) {
/* do something */
return ans;
}
const int N=10;
int main (void) {
vector<transition*> ts(N);
for(int i=0;i!=N;++i) ts[i] = new transition;
/* How to efficiently implement the pseudo code that follows? */
ts[0]->rate = my_rate_1;
ts[1]->rate = my_rate_2;
/* ... */
}
There are at least three ways to implement this.
Option 1 is virtual methods. You can't bind the method after you create the instance, but after the creation you can treat all the derived classes as transition.
class transition {
...
virtual double rate(T_vec::iterator a) = 0;
};
class my_transition_1 : public transition {
...
double rate(T_vec::iterator a) { ... }
};
class my_transition_2 : public transition {
...
double rate(T_vec::iterator a) { ... }
};
Option 2 is callbacks. You can change the method at runtime, after you created the object. It's the most dynamic. It has slightly higher overhead in this case, because there is an extra copy construction of the iterator, and it is harder for the compiler to optimize away the indirect call.
class transition {
public:
....
typedef double (*RateFunction)(T_vec::iterator a);
void set_rate(RateFunction r) { _fun = r; }
double rate(T_vec::iterator a) { return (*_fun)(a); }
private:
RateFunction _fun;
};
double my_rate_1(T_vec::iterator a) {
...
}
...
transition t;
t.set_rate(my_rate_1);
Option 3 is functor templates. You have to specify everything at construction time, but this avoids the indirect call and has the best performance.
template <typename Rate>
class transition {
double rate(T_vec::iterator a) {
return Rate()(a);
}
};
class my_rate_1 {
double operator()(T_vec::iterator a) {
....
}
};
class my_rate_2 {
double operator()(T_vec::iterator a) {
....
}
};
transition<my_rate_1> t1;
transition<my_rate_2> t2;
Option 4 is not extensible, but you avoid the indirect function call and have the opportunity to set the rate after creating the object.
class transition {
public:
enum RateCode {
RATE_1,
RATE_2,
...
}
double rate(T_vec::iterator i) {
switch (_rate_code) {
case RATE_1: {
...
return result;
}
case RATE_2: {
...
return result;
}
default:
assert(false);
}
}
void setRate(RateCode r) { _rate_code = r; }
private:
RateCode _rate_code;
}
If you want to bind to arbitrary functions, check the FastDelegate article. There is also an article of a more portable implementation of the delegate idea.
If you can arrange your code such that the specific instance is known at compile time, this will be faster, assuming the compiler does its job well. The reason why it is faster is that a true delegate implies a call to a function pointer, and that breaks the speculative execution and pipelining in today's CPU's.
You might also want to read up on C++11. In C++11, lambda functions (inline written functions that can be passed around) are an important extension, and I would expect compilers to work hard to optimize them.

Multi argument for implicit conversion

For a constructor with multiple arguments...
For example:
class C {
public:
C(int a=1, int b=2){ cout << a << ", " << b << "\n"; }
}
int main(){
C a(10), b = 20;
}
output:
10, 2
20, 2
How do I just assign value to the 2nd parameter? So that I can get "1, 20" without knowing the default values? Or is that that I must always assign value to the argument that precedes before I can use the arguments behind?
And how do I implicitly assign all the parameters? If I can't do that, why? For the above example (as I am new to C++), I once thought I would get "10, 20" as output instead.
Or is that that I must always assign value to the argument that precedes before I can use the arguments behind?
Yes. Otherwise, how is the compiler supposed to know which argument should be used for which parameter?
However, there are ways to accomplish this. For example,
struct C {
enum { DefaultA = 1, DefaultB = 2 };
C(int a = DefaultA, int b = DefaultB) { /* ... */ }
};
C object(C::DefaultA, 20);
Or, if you have a lot of parameters with different "defaults:"
struct CParams {
int a, b;
CParams() : a(1), b(2) { }
};
struct C {
C(CParams x) { /* ... */ }
};
CParams params;
params.b = 20;
C object(params);
C++ doesn't support named arguments. You have to specify the first one.
Also, the variable name b from the main function is completely separate from the b in the constructor definition. There's no relationship whatsoever implied by the naming.
I had the same thought (Convienient C++ struct initialisation -- perhaps you find something you like better there) some time ago, but just now, reading your question, I thought of a way to actually accomplish this. But it is quite some extra code, so the question remains if it is actually worth it. I just implemented it very sketchy and I am not proud of my choice of names (I usually don't use _ but it's late). Anyway, this is how you can do it:
#include <iostream>
struct C_members {
int a;
int b;
C_members(int _a, int _b) : a(_a), b(_b) {}
};
class C_init {
public:
virtual C_members get(C_members init) const {
return init;
}
};
class C_a : public C_init {
private:
int a;
public:
C_a(int _a) : a(_a) {}
C_members get(C_members init) const {
init.a = a;
return init;
}
};
class C_b : public C_init {
private:
int b;
public:
C_b(int _b) : b(_b) {}
C_members get(C_members init) const {
init.b = b;
return init;
}
};
class C : private C_members {
private:
static const C_members def;
public:
C(C_init const& ai = C_init(), C_init const& bi = C_init()) : C_members(ai.get(bi.get(def)).a, bi.get(ai.get(def)).b) {
std::cout << a << "," << b << std::endl;
}
};
const C_members C::def(1,2); // default values
// usage:
int main() {
C c1(C_b(77)); // 1,77
C c2(C_a(12)); // 12,2
C c3(C_b(5),C_a(6)); // 6,5
return 0;
}
There is a lot of stuff that can be improved (with templates (for code reduction) and with const refs in the get method), but you get the idea.
As a bonus feature, you almost have the pimpl idiom implemented (very little effort is necessary to extend this to an actual pimpl design).
Usually in OOP, every object instance holds (and represents) a state.
So the best way is to define an accessor functions such as
void setB(int newBvalue);
and also to hold b as a private member.
if "b" is shared among all the instances of the same object, consider to save a static variable.