title | category | categoryindex | index |
---|---|---|---|
Optimizations |
Compiler Internals |
200 |
400 |
Code optimizations are performed in Optimizer.fs
, DetupleArgs.fs
, InnerLambdasToTopLevelFuncs.fs
and LowerCallsAndSeqs.fs
.
Some of the optimizations performed in Optimizer.fs
are:
- Propagation of known values (constants, x = y, lambdas, tuples/records/union-cases of known values)
- Inlining of known lambda values
- Eliminating unused bindings
- Eliminating sequential code when there is no side-effect
- Eliminating switches when we determine definite success or failure of pattern matching
- Eliminating getting fields from an immutable record/tuple/union-case of known value
- Expansion of tuple bindings "let v = (x1,...x3)" to avoid allocations if it's not used as a first class value
- Splitting large functions into multiple methods, especially at match cases, to avoid massive methods that take a long time to JIT
- Removing tailcalls when it is determined that no code in the transitive closure does a tailcall nor recurses
In DetupleArgs.fs
, tuples at call sites are eliminated if possible. Concretely, functions that accept a tuple at all call sites are replaced by functions that accept each of the tuple's arguments individually. This may require inlining to activate.
Considering the following example:
let max3 t =
let (x, y, z) = t
max x (max y z)
max3 (1, 2, 3)
The max3
function gets rewritten to simply accept three arguments, and depending on how it gets called it will either get inlined at the call site or called with 3 arguments instead of a new tuple. In either case, the tuple allocation is eliminated.
However, sometimes this optimization is not applied unless a function is marked inline
. Consider a more complicated case:
let rec runWithTuple t offset times =
let offsetValues x y z offset =
(x + offset, y + offset, z + offset)
if times <= 0 then
t
else
let (x, y, z) = t
let r = offsetValues x y z offset
runWithTuple r offset (times - 1)
The inner function offsetValues
will allocate a new tuple when called. However, if offsetValues
is marked as inline
then it will no longer allocate a tuple.
Currently, these optimizations are not applied to struct
tuples or explicit ValueTuple
s passed to a function. In most cases, this doesn't matter because the handling of ValueTuple
is well-optimized and may be erased at runtime. However, in the previous runWithTuple
function, the overhead of allocating a ValueTuple
each call ends up being higher than the previous example with inline
applied to offsetValues
. This may be addressed in the future.
In InnerLambdasToTopLevelFuncs.fs
, inner functions and lambdas are analyzed and, if possible, rewritten into separate methods that do not require an FSharpFunc
allocation.
Consider the following implementation of sumBy
on an F# list:
let sumBy f xs =
let rec loop xs acc =
match xs with
| [] -> acc
| x :: t -> loop t (f x + acc)
loop xs 0
The inner loop
function is emitted as a separate static method named loop@2
and incurs no overhead involved with allocatin an FSharpFunc
at runtime.
In LowerCallsAndSeqs.fs
, a few optimizations are performed:
- Performs eta-expansion on under-applied values applied to lambda expressions and does a beta-reduction to bind any known arguments
- Analyzes a sequence expression and translates it into a state machine so that operating on sequences doesn't incur significant closure overhead
Consider the following example:
let inline f k = (fun x -> k (x + 1))
let inline g k = (fun x -> k (x + 2))
let res = (f << g) id 1 // 4
Intermediate values that inherit from FSharpFunc
are allocated at the call set of res
to support function composition, even if the functions are marked as inline
. Currently, if this overhead needs removal, you need to rewrite the code to be more like this:
let f x = x + 1
let g x = x + 2
let res = id 1 |> g |> f // 4
The downside of course being that the id
function can't propagate to composed functions, meaning the code is now different despite yielding the same result.
More generally, any time a first-order function is passed as an argument to a second-order function, the first-order function is not inlined even if everything is marked as inline
. This results in a performance penalty.