speculation/README.markdown

speculation
===========

A framework for safe, programmable, speculative parallelism, loosely based on:

*  Prakash Prabhu, G. Ramalingam, and Kapil Vaswani, "*Safe Programmable Speculative Parallelism*",
   In the proceedings of Programming Language Design and Implementation (PLDI) Vol 45, Issue 6 (June 2010) pp 50-61.
   <http://research.microsoft.com/pubs/118795/pldi026-vaswani.pdf>

This package provides speculative function application and speculative folds. Speculative `STM` transactions take the place
of the transactional rollback machinery from the paper.

You can download it using `cabal install speculation`, if you have the Haskell Platform installed.

Speculative Function Application (Control.Concurrent.Speculation)
-----------------------------------------------------------------

Various speculative function application combinators are provided. Two fairly canonical samples are described here.

#### spec

    spec :: Eq a => a -> (a -> b) -> a -> b

`spec g f a` evaluates `f g` while forcing `a`, if `g == a` then `f g` is returned. Otherwise `f a` is evaluated.

Furthermore, if the argument has already been evaluated, we avoid sparking the parallel computation at all.

If `g` is a good guess at the value of `a`, this is one way to induce parallelism in an otherwise sequential task.

However, if `g` isn\'t available more cheaply than `a`, then this saves no work, and if `g` is wrong, you risk evaluating the function twice.
    spec a f a = f $! a

The best-case timeline looks like:
    [---- f g ----]
       [----- a -----]
    [-- spec g f a --]

The worst-case timeline looks like:
    [---- f g ----]
       [----- a -----]
                     [---- f a ----]
    [------- spec g f a -----------]

Compare these to the timeline of `f $! a`:
    [---- a -----]
                 [---- f a ----]

#### specSTM

`specSTM` provides a similar compressed timeline for speculated `STM` actions, but also rolls back side-effects.

Speculative Folds (Data.Foldable.Speculation)
---------------------------------------------

A speculative version of the combinators from `Data.Foldable` is provided as `Data.Foldable.Speculation`.

Each combinator therein takes an extra argument that is used to speculate on the value of the list.

#### foldr

    foldr :: (Foldable f, Eq b) => (Int -> b) -> (a -> b -> b) -> b -> f a -> b

Given a valid estimator `g`, `foldr g f z xs` yields the same answer as `Foldable.foldr' f z xs`.

`g n` should supply an estimate of the value returned from folding over the **last** `n` elements of the container.

As with `spec`, if the guess `g n` is accurate a reasonable percentage of the time and faster to compute than the ensuing fold, then this can provide increased opportunities for parallelism.

#### foldl

    foldl :: (Foldable f, Eq b) => (Int -> b) -> (b -> a -> b) -> b -> f a -> b

`foldl` works similarly to `Foldable.foldl'`, except that `g n` should provide an estimate for the **first** `n` elements.

Contact Information
-------------------

Contributions and bug reports are welcome!

I can be reached through the user ekmett on github, as edwardk on irc.freenode.net #haskell channel, or by email at <ekmett@gmail.com>.

-Edward Kmett