Proposal: Add "fma" to the RealFloat class
Carter Schonwald
carter.schonwald at gmail.com
Wed May 6 19:42:09 UTC 2015
Hblas is what I recommend
https://hackage.haskell.org/package/hblas
Doesn't have everything yet. But the design is a lite better.
On Wednesday, May 6, 2015, Takenobu Tani <takenobu.hs at gmail.com> wrote:
> Hi Carter,
>
> Uh excuse me, you are BLAS master [1] ;-)
>
> And, thank you for teaching me about #numerical-haskell.
> I'll learn it. I like effective performance and abstraction.
>
> [1] http://hackage.haskell.org/package/linear-algebra-cblas
>
> Thank you,
> Takenobu
>
>
> 2015-05-05 22:52 GMT+09:00 Carter Schonwald <carter.schonwald at gmail.com
> <javascript:_e(%7B%7D,'cvml','carter.schonwald at gmail.com');>>:
>
>> Hey Takenobu,
>> Yes both are super useful! I've certainly used the Intel architecture
>> manual a few times and I wrote/maintain (in my biased opinion ) one of the
>> nicer blas ffi bindings on hackage.
>>
>> It's worth mentioning that for haskellers who are interested in either
>> mathematical computation or performance engineering, on freenode the
>> #numerical-haskell channel is pretty good. Though again I'm a bit biased
>> about the nice community there
>>
>>
>> On Tuesday, May 5, 2015, Takenobu Tani <takenobu.hs at gmail.com
>> <javascript:_e(%7B%7D,'cvml','takenobu.hs at gmail.com');>> wrote:
>>
>>> Hi,
>>>
>>> Is this useful?
>>>
>>> BLAS (Basic Linear Algebra Subprograms)
>>> http://www.netlib.org/blas/
>>> http://en.wikipedia.org/wiki/Basic_Linear_Algebra_Subprograms
>>>
>>> Regards,
>>> Takenobu
>>>
>>>
>>>
>>> 2015-05-05 22:06 GMT+09:00 Takenobu Tani <takenobu.hs at gmail.com>:
>>>
>>>> Hi,
>>>>
>>>> Related informatioln.
>>>>
>>>> Intel FMA's information(hardware dependent) is here:
>>>>
>>>> Chapter 11
>>>>
>>>> Intel 64 and IA-32 Architectures Optimization Reference Manual
>>>>
>>>> http://www.intel.com/content/dam/www/public/us/en/documents/manuals/64-ia-32-architectures-optimization-manual.pdf
>>>>
>>>>
>>>> Of course, it is information that depends on the particular processor.
>>>> And abstraction level is too low.
>>>>
>>>> PS
>>>> I like Haskell's abstruct naming convention more than "fma":-)
>>>>
>>>> Regards,
>>>> Takenobu
>>>>
>>>>
>>>>
>>>> 2015-05-05 11:54 GMT+09:00 Carter Schonwald <carter.schonwald at gmail.com
>>>> >:
>>>>
>>>>> pardon the wall of text everyone, but I really want some FMA tooling
>>>>> :)
>>>>>
>>>>> I am going to spend some time later this week and next adding FMA
>>>>> primops to GHC and playing around with different ways to add it to Num
>>>>> (which seems pretty straightforward, though I think we'd all agree it
>>>>> shouldn't be exported by Prelude). And then depending on how Yitzchak's
>>>>> reproposal of that exactly goes (or some iteration thereof) we can get
>>>>> something useful/usable into 7.12
>>>>>
>>>>> i have codes (ie *dotproducts*!!!!!) where a faster direct FMA for *exact
>>>>> numbers*, and a higher precision FMA for *approximate numbers *(*ie
>>>>> floating point*), and where I cant sanely use FMA if it lives
>>>>> anywhere but Num unless I rub typeable everywhere and do runtime type
>>>>> checks for applicable floating point types, which kinda destroys
>>>>> parametrically in engineering nice things.
>>>>>
>>>>> @levent: ghc doesn't do any optimization for floating point arithmetic
>>>>> (aside from 1-2 very simple things that are possibly questionable), and
>>>>> until ghc has support for precisly emulating high precision floating point
>>>>> computation in a portable way, probably wont have any interesting floating
>>>>> point computation. Mandating that fma a b c === a*b+c for inexact number
>>>>> datatypes doesn't quite make sense to me. Relatedly, its a GOOD thing ghc
>>>>> is conservative about optimizing floating point, because it makes doing
>>>>> correct stability analyses tractable! I look forward to the day that GHC
>>>>> gets a bit more sophisticated about optimizing floating point computation,
>>>>> but that day is still a ways off.
>>>>>
>>>>> relatedly: FMA for float and double are not generally going to be
>>>>> faster than the individual primitive operations, merely more accurate when
>>>>> used carefully.
>>>>>
>>>>> point being*, i'm +1 on adding some manner of FMA operations to Num*
>>>>> (only sane place to put it where i can actually use it for a general use
>>>>> library) and i dont really care if we name it fusedMultiplyAdd,
>>>>> multiplyAndAdd accursedFusionOfSemiRingOperations, or fma. i'd favor
>>>>> "fusedMultiplyAdd" if we want a descriptive name that will be familiar to
>>>>> experts yet easy to google for the curious.
>>>>>
>>>>> to repeat: i'm going to do some leg work so that the double and float
>>>>> prims are portably exposed by ghc-prims (i've spoken with several ghc devs
>>>>> about that, and they agree to its value, and thats a decision outside of
>>>>> scope of the libraries purview), and I do hope we can to a consensus about
>>>>> putting it in Num so that expert library authors can upgrade the guarantees
>>>>> that they can provide end users without imposing any breaking changes to
>>>>> end users.
>>>>>
>>>>> A number of folks have brought up "but Num is broken" as a counter
>>>>> argument to adding FMA support to Num. I emphatically agree num is borken
>>>>> :), BUT! I do also believe that fixing up Num prelude has the burden of
>>>>> providing a whole cloth design for an alternative design that we can get
>>>>> broad consensus/adoption with. That will happen by dint of actually
>>>>> experimentation and usage.
>>>>>
>>>>> Point being, adding FMA doesn't further entrench current Num any more
>>>>> than it already is, it just provides expert library authors with a
>>>>> transparent way of improving the experience of their users with a free
>>>>> upgrade in answer accuracy if used carefully. Additionally, when Num's
>>>>> "semiring ish equational laws" are framed with respect to approximate
>>>>> forwards/backwards stability, there is a perfectly reasonable law for FMA.
>>>>> I am happy to spend some time trying to write that up more precisely IFF
>>>>> that will tilt those in opposition to being in favor.
>>>>>
>>>>> I dont need FMA to be exposed by *prelude/base*, merely by *GHC.Num*
>>>>> as a method therein for Num. If that constitutes a different and *more
>>>>> palatable proposal* than what people have articulated so far (by
>>>>> discouraging casual use by dint of hiding) then I am happy to kick off a
>>>>> new thread with that concrete design choice.
>>>>>
>>>>> If theres a counter argument thats a bit more substantive than "Num is
>>>>> for exact arithmetic" or "Num is wrong" that will sway me to the other
>>>>> side, i'm all ears, but i'm skeptical of that.
>>>>>
>>>>> I emphatically support those who are displeased with Num to prototype
>>>>> some alternative designs in userland, I do think it'd be great to figure
>>>>> out a new Num prelude we can migrate Haskell / GHC to over the next 2-5
>>>>> years, but again any such proposal really needs to be realized whole cloth
>>>>> before it makes its way to being a libraries list proposal.
>>>>>
>>>>>
>>>>> again, pardon the wall of text, i just really want to have nice things
>>>>> :)
>>>>> -Carter
>>>>>
>>>>>
>>>>> On Mon, May 4, 2015 at 2:22 PM, Levent Erkok <erkokl at gmail.com> wrote:
>>>>>
>>>>>> I think `mulAdd a b c` should be implemented as `a*b+c` even for
>>>>>> Double/Float. It should only be an "optmization" (as in modular
>>>>>> arithmetic), not a semantic changing operation. Thus justifying the
>>>>>> optimization.
>>>>>>
>>>>>> "fma" should be the "more-precise" version available for
>>>>>> Float/Double. I don't think it makes sense to have "fma" for other types.
>>>>>> That's why I'm advocating "mulAdd" to be part of "Num" for optimization
>>>>>> purposes; and "fma" reserved for true IEEE754 types and semantics.
>>>>>>
>>>>>> I understand that Edward doesn't like this as this requires a
>>>>>> different class; but really, that's the price to pay if we claim Haskell
>>>>>> has proper support for IEEE754 semantics. (Which I think it should.) The
>>>>>> operation is just different. It also should account for the rounding-modes
>>>>>> properly.
>>>>>>
>>>>>> I think we can pull this off just fine; and Haskell can really lead
>>>>>> the pack here. The situation with floats is even worse in other languages.
>>>>>> This is our chance to make a proper implementation, and we have the right
>>>>>> tools to do so.
>>>>>>
>>>>>> -Levent.
>>>>>>
>>>>>> On Mon, May 4, 2015 at 10:58 AM, Artyom <yom at artyom.me> wrote:
>>>>>>
>>>>>>> On 05/04/2015 08:49 PM, Levent Erkok wrote:
>>>>>>>
>>>>>>> Artyom: That's precisely the point. The true IEEE754 variants where
>>>>>>> precision does matter should be part of a different class. What Edward and
>>>>>>> Yitz want is an "optimized" multiply-add where the semantics is the same
>>>>>>> but one that goes faster.
>>>>>>>
>>>>>>> No, it looks to me that Edward wants to have a more precise
>>>>>>> operation in Num:
>>>>>>>
>>>>>>> I'd have to make a second copy of the function to even try to see
>>>>>>> the precision win.
>>>>>>>
>>>>>>> Unless I'm wrong, you can't have the following things simultaneously:
>>>>>>>
>>>>>>> 1. the compiler is free to substitute *a+b*c* with *mulAdd a b c*
>>>>>>> 2. *mulAdd a b c* is implemented as *fma* for Doubles (and is
>>>>>>> more precise)
>>>>>>> 3. Num operations for Double (addition and multiplication)
>>>>>>> always conform to IEEE754
>>>>>>>
>>>>>>> The true IEEE754 variants where precision does matter should be
>>>>>>> part of a different class.
>>>>>>>
>>>>>>> So, does it mean that you're fine with not having point #3 because
>>>>>>> people who need it would be able to use a separate class for IEEE754 floats?
>>>>>>>
>>>>>>>
>>>>>>
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>>>>>>
>>>>>>
>>>>>
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>>>>>
>>>>>
>>>>
>>>
>
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