In computer science, an induction variable is a variable that gets increased or decreased by a fixed amount on every iteration of a loop or is a linear function of another induction variable. For example, in the following loop, i and j are induction variables: for (i = 0; i < 10; ++i) { j = 17 * i; } Application to strength reduction A common compiler optimization is to recognize the existence of induction variables and replace them with simpler computations; for example, the code above could be rewritten by the compiler as follows, on the assumption that the addition of a constant will be cheaper than a multiplication. j = -17; for (i = 0; i < 10; ++i) { j = j + 17; } This optimization is a special case of strength reduction. Application to reduce register pressure In some cases, it is possible to reverse this optimization in order to remove an induction variable from the code entirely. For example: extern int sum; int foo(int n) { int i, j; j = 5; for (i = 0; i < n; ++i) { j += 2; sum += j; } return sum; } This function's loop has two induction variables: i and j. Either one can be rewritten as a linear function of the other; therefore, the compiler may optimize this code as if it had been written extern int sum; int foo(int n) { int i; for (i = 0; i < n; ++i) { sum += 5 + 2 * (i + 1); } return sum; } Induction variable substitution Induction variable substitution is a compiler transformation to recognize variables which can be expressed as functions of the indices of enclosing loops and replace them with expressions involving loop indices. This transformation makes the relationship between the variables and loop indices explicit, which helps other compiler analysis, such as dependence analysis. Example: Input code: int c, i; c = 10; for (i = 0; i < 10; i++) { c = c + 5; // c is incremented by 5 for each loop iteration } Output code int c, i; c = 10; for (i = 0; i < 10; i++) { c = 10 + 5 * (i + 1); // c is explicitly expressed as a function of loop index } Non-linear induction variables The same optimizations can be applied to induction