| ========= | |
| MemorySSA | |
| ========= | |
| .. contents:: | |
| :local: | |
| Introduction | |
| ============ | |
| ``MemorySSA`` is an analysis that allows us to cheaply reason about the | |
| interactions between various memory operations. Its goal is to replace | |
| ``MemoryDependenceAnalysis`` for most (if not all) use-cases. This is because, | |
| unless you're very careful, use of ``MemoryDependenceAnalysis`` can easily | |
| result in quadratic-time algorithms in LLVM. Additionally, ``MemorySSA`` doesn't | |
| have as many arbitrary limits as ``MemoryDependenceAnalysis``, so you should get | |
| better results, too. | |
| At a high level, one of the goals of ``MemorySSA`` is to provide an SSA based | |
| form for memory, complete with def-use and use-def chains, which | |
| enables users to quickly find may-def and may-uses of memory operations. | |
| It can also be thought of as a way to cheaply give versions to the complete | |
| state of heap memory, and associate memory operations with those versions. | |
| This document goes over how ``MemorySSA`` is structured, and some basic | |
| intuition on how ``MemorySSA`` works. | |
| A paper on MemorySSA (with notes about how it's implemented in GCC) `can be | |
| found here <http://www.airs.com/dnovillo/Papers/mem-ssa.pdf>`_. Though, it's | |
| relatively out-of-date; the paper references multiple heap partitions, but GCC | |
| eventually swapped to just using one, like we now have in LLVM. Like | |
| GCC's, LLVM's MemorySSA is intraprocedural. | |
| MemorySSA Structure | |
| =================== | |
| MemorySSA is a virtual IR. After it's built, ``MemorySSA`` will contain a | |
| structure that maps ``Instruction``\ s to ``MemoryAccess``\ es, which are | |
| ``MemorySSA``'s parallel to LLVM ``Instruction``\ s. | |
| Each ``MemoryAccess`` can be one of three types: | |
| - ``MemoryPhi`` | |
| - ``MemoryUse`` | |
| - ``MemoryDef`` | |
| ``MemoryPhi``\ s are ``PhiNode``\ s, but for memory operations. If at any | |
| point we have two (or more) ``MemoryDef``\ s that could flow into a | |
| ``BasicBlock``, the block's top ``MemoryAccess`` will be a | |
| ``MemoryPhi``. As in LLVM IR, ``MemoryPhi``\ s don't correspond to any | |
| concrete operation. As such, ``BasicBlock``\ s are mapped to ``MemoryPhi``\ s | |
| inside ``MemorySSA``, whereas ``Instruction``\ s are mapped to ``MemoryUse``\ s | |
| and ``MemoryDef``\ s. | |
| Note also that in SSA, Phi nodes merge must-reach definitions (that is, | |
| definitions that *must* be new versions of variables). In MemorySSA, PHI nodes | |
| merge may-reach definitions (that is, until disambiguated, the versions that | |
| reach a phi node may or may not clobber a given variable). | |
| ``MemoryUse``\ s are operations which use but don't modify memory. An example of | |
| a ``MemoryUse`` is a ``load``, or a ``readonly`` function call. | |
| ``MemoryDef``\ s are operations which may either modify memory, or which | |
| introduce some kind of ordering constraints. Examples of ``MemoryDef``\ s | |
| include ``store``\ s, function calls, ``load``\ s with ``acquire`` (or higher) | |
| ordering, volatile operations, memory fences, etc. | |
| Every function that exists has a special ``MemoryDef`` called ``liveOnEntry``. | |
| It dominates every ``MemoryAccess`` in the function that ``MemorySSA`` is being | |
| run on, and implies that we've hit the top of the function. It's the only | |
| ``MemoryDef`` that maps to no ``Instruction`` in LLVM IR. Use of | |
| ``liveOnEntry`` implies that the memory being used is either undefined or | |
| defined before the function begins. | |
| An example of all of this overlaid on LLVM IR (obtained by running ``opt | |
| -passes='print<memoryssa>' -disable-output`` on an ``.ll`` file) is below. When | |
| viewing this example, it may be helpful to view it in terms of clobbers. The | |
| operands of a given ``MemoryAccess`` are all (potential) clobbers of said | |
| MemoryAccess, and the value produced by a ``MemoryAccess`` can act as a clobber | |
| for other ``MemoryAccess``\ es. Another useful way of looking at it is in | |
| terms of heap versions. In that view, operands of a given | |
| ``MemoryAccess`` are the version of the heap before the operation, and | |
| if the access produces a value, the value is the new version of the heap | |
| after the operation. | |
| .. code-block:: llvm | |
| define void @foo() { | |
| entry: | |
| %p1 = alloca i8 | |
| %p2 = alloca i8 | |
| %p3 = alloca i8 | |
| ; 1 = MemoryDef(liveOnEntry) | |
| store i8 0, i8* %p3 | |
| br label %while.cond | |
| while.cond: | |
| ; 6 = MemoryPhi({%0,1},{if.end,4}) | |
| br i1 undef, label %if.then, label %if.else | |
| if.then: | |
| ; 2 = MemoryDef(6) | |
| store i8 0, i8* %p1 | |
| br label %if.end | |
| if.else: | |
| ; 3 = MemoryDef(6) | |
| store i8 1, i8* %p2 | |
| br label %if.end | |
| if.end: | |
| ; 5 = MemoryPhi({if.then,2},{if.else,3}) | |
| ; MemoryUse(5) | |
| %1 = load i8, i8* %p1 | |
| ; 4 = MemoryDef(5) | |
| store i8 2, i8* %p2 | |
| ; MemoryUse(1) | |
| %2 = load i8, i8* %p3 | |
| br label %while.cond | |
| } | |
| The ``MemorySSA`` IR is shown in comments that precede the instructions they map | |
| to (if such an instruction exists). For example, ``1 = MemoryDef(liveOnEntry)`` | |
| is a ``MemoryAccess`` (specifically, a ``MemoryDef``), and it describes the LLVM | |
| instruction ``store i8 0, i8* %p3``. Other places in ``MemorySSA`` refer to this | |
| particular ``MemoryDef`` as ``1`` (much like how one can refer to ``load i8, i8* | |
| %p1`` in LLVM with ``%1``). Again, ``MemoryPhi``\ s don't correspond to any LLVM | |
| Instruction, so the line directly below a ``MemoryPhi`` isn't special. | |
| Going from the top down: | |
| - ``6 = MemoryPhi({entry,1},{if.end,4})`` notes that, when entering | |
| ``while.cond``, the reaching definition for it is either ``1`` or ``4``. This | |
| ``MemoryPhi`` is referred to in the textual IR by the number ``6``. | |
| - ``2 = MemoryDef(6)`` notes that ``store i8 0, i8* %p1`` is a definition, | |
| and its reaching definition before it is ``6``, or the ``MemoryPhi`` after | |
| ``while.cond``. (See the `Build-time use optimization`_ and `Precision`_ | |
| sections below for why this ``MemoryDef`` isn't linked to a separate, | |
| disambiguated ``MemoryPhi``.) | |
| - ``3 = MemoryDef(6)`` notes that ``store i8 0, i8* %p2`` is a definition; its | |
| reaching definition is also ``6``. | |
| - ``5 = MemoryPhi({if.then,2},{if.else,3})`` notes that the clobber before | |
| this block could either be ``2`` or ``3``. | |
| - ``MemoryUse(5)`` notes that ``load i8, i8* %p1`` is a use of memory, and that | |
| it's clobbered by ``5``. | |
| - ``4 = MemoryDef(5)`` notes that ``store i8 2, i8* %p2`` is a definition; it's | |
| reaching definition is ``5``. | |
| - ``MemoryUse(1)`` notes that ``load i8, i8* %p3`` is just a user of memory, | |
| and the last thing that could clobber this use is above ``while.cond`` (e.g. | |
| the store to ``%p3``). In heap versioning parlance, it really only depends on | |
| the heap version 1, and is unaffected by the new heap versions generated since | |
| then. | |
| As an aside, ``MemoryAccess`` is a ``Value`` mostly for convenience; it's not | |
| meant to interact with LLVM IR. | |
| Design of MemorySSA | |
| =================== | |
| ``MemorySSA`` is an analysis that can be built for any arbitrary function. When | |
| it's built, it does a pass over the function's IR in order to build up its | |
| mapping of ``MemoryAccess``\ es. You can then query ``MemorySSA`` for things | |
| like the dominance relation between ``MemoryAccess``\ es, and get the | |
| ``MemoryAccess`` for any given ``Instruction`` . | |
| When ``MemorySSA`` is done building, it also hands you a ``MemorySSAWalker`` | |
| that you can use (see below). | |
| The walker | |
| ---------- | |
| A structure that helps ``MemorySSA`` do its job is the ``MemorySSAWalker``, or | |
| the walker, for short. The goal of the walker is to provide answers to clobber | |
| queries beyond what's represented directly by ``MemoryAccess``\ es. For example, | |
| given: | |
| .. code-block:: llvm | |
| define void @foo() { | |
| %a = alloca i8 | |
| %b = alloca i8 | |
| ; 1 = MemoryDef(liveOnEntry) | |
| store i8 0, i8* %a | |
| ; 2 = MemoryDef(1) | |
| store i8 0, i8* %b | |
| } | |
| The store to ``%a`` is clearly not a clobber for the store to ``%b``. It would | |
| be the walker's goal to figure this out, and return ``liveOnEntry`` when queried | |
| for the clobber of ``MemoryAccess`` ``2``. | |
| By default, ``MemorySSA`` provides a walker that can optimize ``MemoryDef``\ s | |
| and ``MemoryUse``\ s by consulting whatever alias analysis stack you happen to | |
| be using. Walkers were built to be flexible, though, so it's entirely reasonable | |
| (and expected) to create more specialized walkers (e.g. one that specifically | |
| queries ``GlobalsAA``, one that always stops at ``MemoryPhi`` nodes, etc). | |
| Locating clobbers yourself | |
| ^^^^^^^^^^^^^^^^^^^^^^^^^^ | |
| If you choose to make your own walker, you can find the clobber for a | |
| ``MemoryAccess`` by walking every ``MemoryDef`` that dominates said | |
| ``MemoryAccess``. The structure of ``MemoryDef``\ s makes this relatively simple; | |
| they ultimately form a linked list of every clobber that dominates the | |
| ``MemoryAccess`` that you're trying to optimize. In other words, the | |
| ``definingAccess`` of a ``MemoryDef`` is always the nearest dominating | |
| ``MemoryDef`` or ``MemoryPhi`` of said ``MemoryDef``. | |
| Build-time use optimization | |
| --------------------------- | |
| ``MemorySSA`` will optimize some ``MemoryAccess``\ es at build-time. | |
| Specifically, we optimize the operand of every ``MemoryUse`` to point to the | |
| actual clobber of said ``MemoryUse``. This can be seen in the above example; the | |
| second ``MemoryUse`` in ``if.end`` has an operand of ``1``, which is a | |
| ``MemoryDef`` from the entry block. This is done to make walking, | |
| value numbering, etc, faster and easier. | |
| It is not possible to optimize ``MemoryDef`` in the same way, as we | |
| restrict ``MemorySSA`` to one heap variable and, thus, one Phi node | |
| per block. | |
| Invalidation and updating | |
| ------------------------- | |
| Because ``MemorySSA`` keeps track of LLVM IR, it needs to be updated whenever | |
| the IR is updated. "Update", in this case, includes the addition, deletion, and | |
| motion of ``Instructions``. The update API is being made on an as-needed basis. | |
| If you'd like examples, ``GVNHoist`` is a user of ``MemorySSA``\ s update API. | |
| Phi placement | |
| ^^^^^^^^^^^^^ | |
| ``MemorySSA`` only places ``MemoryPhi``\ s where they're actually | |
| needed. That is, it is a pruned SSA form, like LLVM's SSA form. For | |
| example, consider: | |
| .. code-block:: llvm | |
| define void @foo() { | |
| entry: | |
| %p1 = alloca i8 | |
| %p2 = alloca i8 | |
| %p3 = alloca i8 | |
| ; 1 = MemoryDef(liveOnEntry) | |
| store i8 0, i8* %p3 | |
| br label %while.cond | |
| while.cond: | |
| ; 3 = MemoryPhi({%0,1},{if.end,2}) | |
| br i1 undef, label %if.then, label %if.else | |
| if.then: | |
| br label %if.end | |
| if.else: | |
| br label %if.end | |
| if.end: | |
| ; MemoryUse(1) | |
| %1 = load i8, i8* %p1 | |
| ; 2 = MemoryDef(3) | |
| store i8 2, i8* %p2 | |
| ; MemoryUse(1) | |
| %2 = load i8, i8* %p3 | |
| br label %while.cond | |
| } | |
| Because we removed the stores from ``if.then`` and ``if.else``, a ``MemoryPhi`` | |
| for ``if.end`` would be pointless, so we don't place one. So, if you need to | |
| place a ``MemoryDef`` in ``if.then`` or ``if.else``, you'll need to also create | |
| a ``MemoryPhi`` for ``if.end``. | |
| If it turns out that this is a large burden, we can just place ``MemoryPhi``\ s | |
| everywhere. Because we have Walkers that are capable of optimizing above said | |
| phis, doing so shouldn't prohibit optimizations. | |
| Non-Goals | |
| --------- | |
| ``MemorySSA`` is meant to reason about the relation between memory | |
| operations, and enable quicker querying. | |
| It isn't meant to be the single source of truth for all potential memory-related | |
| optimizations. Specifically, care must be taken when trying to use ``MemorySSA`` | |
| to reason about atomic or volatile operations, as in: | |
| .. code-block:: llvm | |
| define i8 @foo(i8* %a) { | |
| entry: | |
| br i1 undef, label %if.then, label %if.end | |
| if.then: | |
| ; 1 = MemoryDef(liveOnEntry) | |
| %0 = load volatile i8, i8* %a | |
| br label %if.end | |
| if.end: | |
| %av = phi i8 [0, %entry], [%0, %if.then] | |
| ret i8 %av | |
| } | |
| Going solely by ``MemorySSA``'s analysis, hoisting the ``load`` to ``entry`` may | |
| seem legal. Because it's a volatile load, though, it's not. | |
| Design tradeoffs | |
| ---------------- | |
| Precision | |
| ^^^^^^^^^ | |
| ``MemorySSA`` in LLVM deliberately trades off precision for speed. | |
| Let us think about memory variables as if they were disjoint partitions of the | |
| heap (that is, if you have one variable, as above, it represents the entire | |
| heap, and if you have multiple variables, each one represents some | |
| disjoint portion of the heap) | |
| First, because alias analysis results conflict with each other, and | |
| each result may be what an analysis wants (IE | |
| TBAA may say no-alias, and something else may say must-alias), it is | |
| not possible to partition the heap the way every optimization wants. | |
| Second, some alias analysis results are not transitive (IE A noalias B, | |
| and B noalias C, does not mean A noalias C), so it is not possible to | |
| come up with a precise partitioning in all cases without variables to | |
| represent every pair of possible aliases. Thus, partitioning | |
| precisely may require introducing at least N^2 new virtual variables, | |
| phi nodes, etc. | |
| Each of these variables may be clobbered at multiple def sites. | |
| To give an example, if you were to split up struct fields into | |
| individual variables, all aliasing operations that may-def multiple struct | |
| fields, will may-def more than one of them. This is pretty common (calls, | |
| copies, field stores, etc). | |
| Experience with SSA forms for memory in other compilers has shown that | |
| it is simply not possible to do this precisely, and in fact, doing it | |
| precisely is not worth it, because now all the optimizations have to | |
| walk tons and tons of virtual variables and phi nodes. | |
| So we partition. At the point at which you partition, again, | |
| experience has shown us there is no point in partitioning to more than | |
| one variable. It simply generates more IR, and optimizations still | |
| have to query something to disambiguate further anyway. | |
| As a result, LLVM partitions to one variable. | |
| Use Optimization | |
| ^^^^^^^^^^^^^^^^ | |
| Unlike other partitioned forms, LLVM's ``MemorySSA`` does make one | |
| useful guarantee - all loads are optimized to point at the thing that | |
| actually clobbers them. This gives some nice properties. For example, | |
| for a given store, you can find all loads actually clobbered by that | |
| store by walking the immediate uses of the store. |