[LLVMdev] RFC: Convergent attribute
Mehdi Amini
mehdi.amini at apple.com
Thu May 14 08:50:49 PDT 2015
> On May 14, 2015, at 8:33 AM, Mehdi Amini <mehdi.amini at apple.com> wrote:
>
>>
>> On May 13, 2015, at 6:00 PM, Philip Reames <listmail at philipreames.com> wrote:
>>
>> LGTM. Please put pretty much everything in this email into a documentation page. Doesn't have to be LangRef, but definitely something linked from there.
>>
>> Also, it would be good to explicitly say that this is working around a limitation in the register allocator. Just because it's a limitation which would be very hard to address doesn't mean it isn't a limitation. :)
>
> Only a subset of the problem (architecture specific) can be addressed by a “clever” register allocator I think. The general problem goes beyond.
Thinking more about it, the example I had in mind was wrong and I can’t find one right now, I retract what I said :)
—
Mehdi
>>
>> Philip
>>
>> On 05/13/2015 01:17 PM, Owen Anderson wrote:
>>> Below is a proposal for a new "convergent" intrinsic attribute and MachineInstr property, needed for correctly modeling many SPMD/SIMT programming models in LLVM. Comments and feedback welcome.
>>>
>>> —Owen
>>>
>>>
>>>
>>>
>>>
>>> In order to make LLVM more suitable for programming models variously called SPMD
>>> and SIMT, we would like to propose a new intrinsic and MachineInstr annotation
>>> called "convergent", which will be used to impose certain control flow and/or
>>> code motion constraints that are necessary for the correct compilation of some
>>> common constructs in these programming models.
>>>
>>> Our proposal strives to define the semantics of these annotations *without*
>>> introducing a definition of SPMD/SIMT programming models into LLVM IR. Rather,
>>> the properties that must be preserved are specified purely in terms of single
>>> thread semantics. This allows pass authors to reason about the constraints
>>> without having to consider alternative programming models. The downside to
>>> this approach is that the motivation and necessity of these constraints in not
>>> easily understood without understanding the programming model from which they
>>> derive.
>>>
>>> *** WHAT ***
>>>
>>> (Thanks to Phil Reames for input on this definition.)
>>>
>>> An operation marked convergent may be transformed or moved within the program
>>> if and only the post-transform placement of the convergent operation is
>>> control equivalent (A dominated B, B post-dominates A, or vice-versa) to
>>> its original position.
>>>
>>> This definition is overly strict with respect to some SPMD/SIMT models,
>>> but cannot be relaxed without introducing a specific model into LLVM IR. We
>>> believe it is important for LLVM itself to remain agnostic to any specific
>>> model. This allows core passes to preserve correctness for stricter models,
>>> while more relaxed models can implement additional transforms that use
>>> weaker constraints on top of core LLVM.
>>>
>>> *** HOW ***
>>>
>>> Once the attribute has been added, we anticipate the following changes to
>>> optimization passes will be required:
>>> - Restrict Sink and MachineSink for convergent operations
>>> - Disabling PRE for convergent operations
>>> - Disabling jump threading of convergent operations
>>> - Auditing SimplifyCFG for additional transforms that break convergent guarantees
>>>
>>> *** WHY ***
>>>
>>> SPMD/SIMT programming models are a family of related programming models in
>>> which multiple threads execute in a per-instruction lockstep fashion.
>>> Predication is typically used to implement acyclic control flow that would
>>> otherwise diverge the PC address of the lockstep threads.
>>>
>>> In these models, each thread's register set is typically indepedent, but there
>>> exist a small number of important circumstances in which a thread may access
>>> register storage from one of its lockstep neighbors. Examples include gradient
>>> computation for texture lookups, as well a cross-thread broadcast and shuffle
>>> operations.
>>>
>>> These operations that provide access to another thread's register storage pose
>>> a particular challenge to the compiler, particularly when combined with the
>>> use of predication for control flow. Consider the following example:
>>>
>>> // texture lookup that computes gradient of r0, last use of r0
>>> r1 = texture2D(..., r0, ...)
>>> if (...) {
>>> // r0 used as temporary here
>>> r0 = ...
>>> r2 = r0 + ...
>>> } else {
>>> // only use of r1
>>> r2 = r1 + ...
>>> }
>>>
>>> In this example, various optimizations might try to sink the texture2D operation
>>> into the else block, like so:
>>>
>>> if (...) {
>>> r0 = ...
>>> r2 = r0 + ...
>>> } else {
>>> r1 = texture2D(..., r0, ...)
>>> r2 = r1 + ...
>>> }
>>>
>>> At this point, it starts to become clear that a problem can occur when two
>>> neighbor threads want to take different paths through the if-else construct.
>>> Logically, the thread that wishes to execute the texture2D races with its
>>> neighbor to reads the neighbor's value of r0 before it gets overridden.
>>>
>>> In most SPMD/SIMT implementations, the fallout of this races is exposed via
>>> the predicated expression of acyclic control flow:
>>>
>>> pred0 <- cmp ...
>>> if (pred0) r0 = ...
>>> if (pred0) r2 = r0 + ...
>>> if (!pred0) r1 = texture2D(..., r0, ...)
>>> if (!pred0) r2 = r1 + ...
>>>
>>> If thread 0 takes the else path and perform the texture2D operation, but
>>> its neighbor thread 1 takes the then branch, then the texture2D will fail
>>> because thread 1 has already overwritten its value of r0 before thread 0 has
>>> a chance to read it.
>>>
>>>
>>>
>>> _______________________________________________
>>> LLVM Developers mailing list
>>> LLVMdev at cs.uiuc.edu http://llvm.cs.uiuc.edu
>>> http://lists.cs.uiuc.edu/mailman/listinfo/llvmdev
>>
>>
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