[LLVMdev] RFC: Convergent attribute

Mehdi Amini mehdi.amini at apple.com
Thu May 14 08:33:32 PDT 2015


> 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.

— 
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
> 
> 
> _______________________________________________
> LLVM Developers mailing list
> LLVMdev at cs.uiuc.edu         http://llvm.cs.uiuc.edu
> http://lists.cs.uiuc.edu/mailman/listinfo/llvmdev





More information about the llvm-dev mailing list