[llvm-dev] [RFC][SVE] Supporting SIMD instruction sets with variable vector lengths
Graham Hunter via llvm-dev
llvm-dev at lists.llvm.org
Tue Jun 26 02:44:27 PDT 2018
Hi David,
Responses inline.
-Graham
>> You can't split it any further than a <scalable 1 x <ty>>, since there may only be
>> one element in the actual hardware vector at runtime. The same restriction applies to
>> a <1 x <ty>>. This is why we have a minimum number of lanes in addition to the
>> scalable flag so that we can concatenate and split vectors, since SVE registers have
>> the same number of bytes and will therefore decrease the number of elements per
>> register as the element type increases in size.
>
> Right. So let's say the hardware width is 1024. If I have a
> <scalable 2 x double> it is 1024 bits. If I split it, it's a
> <scalable 1 x double> (right?) with 512 bits. There is no
> way to create a 256-bit vector.
Correct; you'd need to use predication to force smaller vectors.
> It's probably the case that for pure VL-agnostic code, this is ok. Our
> experience with the X1/X2, which also supported VL-agnostic code, was
> that at times compiler awareness of the hardware MAXVL allowed us to
> generate better code, better enough that we "cheated" regularly. The
> hardware guys loved us. :)
I think if people want to take advantage of knowing the hardware vector
length for their particular machine, the existing fixed-length types will
suffice. We haven't implemented that for SVE at present, though -- a lot
of work would be required.
> I'm not at all saying that's a good idea for SVE, just recounting
> experience and wondering what the implications would be for SVE and more
> generally, LLVM IR. Would the MIPS V people be interested in a
> non-VL-agnostic compilation mode?
>
>> If you want to extract something other than the first part of a vector, you need to add
>> offsets based on a calculation from vscale (e.g. adding vscale * (min_elts/2) allows you
>> to reach the high half of a larger register).
>
> Sure, that makes semse.
>
>> For floating point types, we do use predication to allow the use of otherwise illegal
>> types like <scalable 1 x double>, but that's limited to the AArch64 backend and does
>> not need to be represented in IR.
>
> This is something done during or after isel?
A combination of custom lowering and isel.
>> Ths split question comes into play for backward compatibility. How
>> would one take a scalable vector and pass it into a NEON library? It is
>> likely that some math functions, for example, will not have SVE versions
>> available.
>>
>> I don't believe we intend to support this, but instead provide libraries with
>> SVE versions of functions instead. The problem is that you don't know how
>> many NEON-size subvectors exist within an SVE vector at compile time.
>> While you could create a loop with 'vscale' number of iterations and try to
>> extract those subvectors, I suspect the IR would end up being quite messy
>> and potentially hard to recognize and optimize.
>
> Yes, that was my concern. The vscale loop is what I came up with as
> well. It is technically feasible, but ugly. I'm a little concerned
> about what vendors will do with this. Not everyone is going to have the
> resources to convert all of their NEON libraries, certainly not all at
> once.
>
> Just something to think about.
Understood; it may be that using predication (or a kernel call to limit
the maximum length to 128b) would suffice in those cases -- you can't take
advantage of the extra vector length, but since the bottom 128b of each
vector register alias with the NEON registers you could just call existing
NEON code without needing to do anything special that way. I guess it's a
trade-off as to whether you want to reuse existing tuned code or take
advantage of more powerful hardware. We haven't implemented anything like
this though.
>> The other problem with calling non-SVE functions is that any live SVE
>> registers must be spilled to the stack and filled after the call, which is
>> likely to be quite expensive.
>
> Understood.
>
>> Is there a way to represent "double width" vectors? In mixed-data-size
>> loops it is sometimes convenient to reason about double-width vectors
>> rather than having to split them (to legalize for the target
>> architecture) and keep track of their parts early on. I guess the more
>> fundamental question is about how such loops should be handled.
>>
>> For SVE, it's fine to generate IR with types that are 'double size' or larger,
>> and just leave it to legalization at SelectionDAG level to split into multiple
>> legal size registers.
>
> Ok, great. If something is larger than "double size," how can it be
> split, given the "split once" restriction above?
There's not a 'split once' restriction, but 'n' in <scalable n x <ty>> has to
be an integer. A "double width" vector would just double 'n', so
<scalable 4 x double> would be such a type. That's not a legal type for SVE,
so it would be split into 2 <scalable 2 x double> values during legalization
(or nxv2f64, since it's at SDAG at that point).
>
>> What do insertelement and extractelement mean for scalable vectors?
>> Your examples showed insertelement at index zero. How would I, say,
>> insertelement into the upper half of the vector? Or any arbitrary
>> place? Does insertelement at index 10 of a <scalable 2 x double> work,
>> assuming vscale is large enough? It is sometimes useful to constitute a
>> vector out of various scalar pieces and insertelement is a convenient
>> way to do it.
>>
>> So you can insert or extract any element known to exist (in other words, it's
>> within the minimum number of elements). Using a constant index outside
>> that range will fail, as we won't know whether the element actually exists
>> until we're running on a cpu.
>
> In that case to "insert" into the higher elements one would insert into
> the known range and then shufflevector, I suppose. Ok.
>
>> Our downstream compiler supports inserting and extracting arbitrary elements
>> from calculated offsets as part of our experiment on search loop vectorization,
>> but that generates the offsets based on a count of true bits within partitioned
>> predicates. I was planning on proposing new intrinsics to improve predicate use
>> within llvm at a later date.
>
> Ok, I look forward to seeing them!
>
>> We have been able to implement various types of known shuffles (like the high/low
>> half extract, zip, concatention, etc) with vscale, stepvector, and the existing IR
>> instructions.
>
> Yes, I can certainly see how all of those would be implemented. The
> main case I'm thinking about is something that is "scalarized" within a
> vector loop context. I'm wondering about the best way to reconstitute a
> vector from scalar pieces (or vice-versa).
If actual scalarization is required, SVE needs to use predicates; there are
instructions that allow moving a single predicate bit forward one element at
a time, and you can then extract the element, perform whatever operation is
needed, and insert the result back into a register at the same location.
There's obviously more overhead than just moving directly from/to a fixed
number of lanes, but it works. Hopefully we won't need to use scalarization
often.
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