Joseph Tremoulet via llvm-dev
2021-Jun-08 15:43 UTC
[llvm-dev] exponential code explosion during inlining
Hi, I filed a bug (PR50485 [1]) a couple weeks ago for some pathological behavior we've hit in the inliner, but there hasn't been any reply on the bug so I figured I'd broaden the audience and ask about the issue here. The problem is partially a phase-ordering issue - we run cleanup optimizations after inlining an SCC that reduce the size of functions in the SCC, so a given call foo -> bar that looks unprofitable due to bar's size while processing the SCC containing foo and bar may suddenly look profitable due to bar's reduced size when later considering a copy of that same callsite that gets created by inlining foo into some function in a later SCC. This interacts badly with the approach that the inliner relies on local heuristics to eventually converge (rather than limiting itself with some global budget). I'll copy the comment explaining that approach here: // We use a single common worklist for calls across the entire SCC. We // process these in-order and append new calls introduced during inlining to // the end. // // Note that this particular order of processing is actually critical to // avoid very bad behaviors. Consider *highly connected* call graphs where // each function contains a small amount of code and a couple of calls to // other functions. Because the LLVM inliner is fundamentally a bottom-up // inliner, it can handle gracefully the fact that these all appear to be // reasonable inlining candidates as it will flatten things until they become // too big to inline, and then move on and flatten another batch. // // However, when processing call edges *within* an SCC we cannot rely on this // bottom-up behavior. As a consequence, with heavily connected *SCCs* of // functions we can end up incrementally inlining N calls into each of // N functions because each incremental inlining decision looks good and we // don't have a topological ordering to prevent explosions. // // To compensate for this, we don't process transitive edges made immediate // by inlining until we've done one pass of inlining across the entire SCC. // Large, highly connected SCCs still lead to some amount of code bloat in // this model, but it is uniformly spread across all the functions in the SCC // and eventually they all become too large to inline, rather than // incrementally maknig a single function grow in a super linear fashion. The problem in a nutshell is that "eventually they all become too large to inline" is true while inlining is happening in their SCC, but then the cleanup makes them small again and so the inliner goes nuts chasing all the now-profitable paths through the highly connected SCC when considering them as transitive inlines into a subsequent SCC. I'd love some thoughts on how we might best go about addressing this. I could imagine trying to address it as a phase ordering issue by running cleanup at the start of inlining an SCC - in the cases where we've hit this the cleanup hasn't actually depended on inlining to expose the opportunities, it just happened to first get cleaned up immediately post inlining. I could also imagine trying to address it by limiting transitive inlines at callsites created by inlining functions from already-converged SCCs, which we could either do wholesale (if we're expecting them to be too big to inline at this point, that shouldn't be a big loss, right?) or just by capping their depth, say, to cut off exponential explosion. Thanks, -Joseph [1] - 50485 - Exponential code explosion during inlining (llvm.org)<https://bugs.llvm.org/show_bug.cgi?id=50485> -------------- next part -------------- An HTML attachment was scrubbed... URL: <http://lists.llvm.org/pipermail/llvm-dev/attachments/20210608/e7326054/attachment.html>
Arthur Eubanks via llvm-dev
2021-Jun-08 22:39 UTC
[llvm-dev] exponential code explosion during inlining
I may be misunderstanding, but when you say "cleanup", do you mean the function simplification pipeline (since the change that caused this was a change to the function simplification pipeline)? But that happens after inlining, and we won't revisit the SCC, unless there are some weird SCC splitting/merging things going on. On Tue, Jun 8, 2021 at 8:43 AM Joseph Tremoulet via llvm-dev < llvm-dev at lists.llvm.org> wrote:> Hi, > > > > I filed a bug (PR50485 [1]) a couple weeks ago for some pathological > behavior we’ve hit in the inliner, but there hasn’t been any reply on the > bug so I figured I’d broaden the audience and ask about the issue here. > > > > The problem is partially a phase-ordering issue – we run cleanup > optimizations after inlining an SCC that reduce the size of functions in > the SCC, so a given call foo -> bar that looks unprofitable due to bar’s > size while processing the SCC containing foo and bar may suddenly look > profitable due to bar’s reduced size when later considering a copy of that > same callsite that gets created by inlining foo into some function in a > later SCC. > > > > This interacts badly with the approach that the inliner relies on local > heuristics to eventually converge (rather than limiting itself with some > global budget). I’ll copy the comment explaining that approach here: > > > > // We use a single common worklist for calls across the entire SCC. We > > // process these in-order and append new calls introduced during > inlining to > > // the end. > > // > > // Note that this particular order of processing is actually critical to > > // avoid very bad behaviors. Consider *highly connected* call graphs > where > > // each function contains a small amount of code and a couple of calls to > > // other functions. Because the LLVM inliner is fundamentally a bottom-up > > // inliner, it can handle gracefully the fact that these all appear to be > > // reasonable inlining candidates as it will flatten things until they > become > > // too big to inline, and then move on and flatten another batch. > > // > > // However, when processing call edges *within* an SCC we cannot rely on > this > > // bottom-up behavior. As a consequence, with heavily connected *SCCs* of > > // functions we can end up incrementally inlining N calls into each of > > // N functions because each incremental inlining decision looks good and > we > > // don't have a topological ordering to prevent explosions. > > // > > // To compensate for this, we don't process transitive edges made > immediate > > // by inlining until we've done one pass of inlining across the entire > SCC. > > // Large, highly connected SCCs still lead to some amount of code bloat > in > > // this model, but it is uniformly spread across all the functions in > the SCC > > // and eventually they all become too large to inline, rather than > > // incrementally maknig a single function grow in a super linear fashion. > > > > The problem in a nutshell is that “eventually they all become too large to > inline” is true while inlining is happening in their SCC, but then the > cleanup makes them small again and so the inliner goes nuts chasing all the > now-profitable paths through the highly connected SCC when considering them > as transitive inlines into a subsequent SCC. > > > > I’d love some thoughts on how we might best go about addressing this. I > could imagine trying to address it as a phase ordering issue by running > cleanup at the start of inlining an SCC – in the cases where we’ve hit this > the cleanup hasn’t actually depended on inlining to expose the > opportunities, it just happened to first get cleaned up immediately post > inlining. I could also imagine trying to address it by limiting transitive > inlines at callsites created by inlining functions from already-converged > SCCs, which we could either do wholesale (if we’re expecting them to be too > big to inline at this point, that shouldn’t be a big loss, right?) or just > by capping their depth, say, to cut off exponential explosion. > > > > > > Thanks, > > -Joseph > > > > [1] - 50485 – Exponential code explosion during inlining (llvm.org) > <https://bugs.llvm.org/show_bug.cgi?id=50485> > _______________________________________________ > LLVM Developers mailing list > llvm-dev at lists.llvm.org > https://lists.llvm.org/cgi-bin/mailman/listinfo/llvm-dev >-------------- next part -------------- An HTML attachment was scrubbed... URL: <http://lists.llvm.org/pipermail/llvm-dev/attachments/20210608/2886d49a/attachment.html>
Xinliang David Li via llvm-dev
2021-Jun-09 00:02 UTC
[llvm-dev] exponential code explosion during inlining
May be related to https://reviews.llvm.org/D98481 David On Tue, Jun 8, 2021 at 8:43 AM Joseph Tremoulet via llvm-dev < llvm-dev at lists.llvm.org> wrote:> Hi, > > > > I filed a bug (PR50485 [1]) a couple weeks ago for some pathological > behavior we’ve hit in the inliner, but there hasn’t been any reply on the > bug so I figured I’d broaden the audience and ask about the issue here. > > > > The problem is partially a phase-ordering issue – we run cleanup > optimizations after inlining an SCC that reduce the size of functions in > the SCC, so a given call foo -> bar that looks unprofitable due to bar’s > size while processing the SCC containing foo and bar may suddenly look > profitable due to bar’s reduced size when later considering a copy of that > same callsite that gets created by inlining foo into some function in a > later SCC. > > > > This interacts badly with the approach that the inliner relies on local > heuristics to eventually converge (rather than limiting itself with some > global budget). I’ll copy the comment explaining that approach here: > > > > // We use a single common worklist for calls across the entire SCC. We > > // process these in-order and append new calls introduced during > inlining to > > // the end. > > // > > // Note that this particular order of processing is actually critical to > > // avoid very bad behaviors. Consider *highly connected* call graphs > where > > // each function contains a small amount of code and a couple of calls to > > // other functions. Because the LLVM inliner is fundamentally a bottom-up > > // inliner, it can handle gracefully the fact that these all appear to be > > // reasonable inlining candidates as it will flatten things until they > become > > // too big to inline, and then move on and flatten another batch. > > // > > // However, when processing call edges *within* an SCC we cannot rely on > this > > // bottom-up behavior. As a consequence, with heavily connected *SCCs* of > > // functions we can end up incrementally inlining N calls into each of > > // N functions because each incremental inlining decision looks good and > we > > // don't have a topological ordering to prevent explosions. > > // > > // To compensate for this, we don't process transitive edges made > immediate > > // by inlining until we've done one pass of inlining across the entire > SCC. > > // Large, highly connected SCCs still lead to some amount of code bloat > in > > // this model, but it is uniformly spread across all the functions in > the SCC > > // and eventually they all become too large to inline, rather than > > // incrementally maknig a single function grow in a super linear fashion. > > > > The problem in a nutshell is that “eventually they all become too large to > inline” is true while inlining is happening in their SCC, but then the > cleanup makes them small again and so the inliner goes nuts chasing all the > now-profitable paths through the highly connected SCC when considering them > as transitive inlines into a subsequent SCC. > > > > I’d love some thoughts on how we might best go about addressing this. I > could imagine trying to address it as a phase ordering issue by running > cleanup at the start of inlining an SCC – in the cases where we’ve hit this > the cleanup hasn’t actually depended on inlining to expose the > opportunities, it just happened to first get cleaned up immediately post > inlining. I could also imagine trying to address it by limiting transitive > inlines at callsites created by inlining functions from already-converged > SCCs, which we could either do wholesale (if we’re expecting them to be too > big to inline at this point, that shouldn’t be a big loss, right?) or just > by capping their depth, say, to cut off exponential explosion. > > > > > > Thanks, > > -Joseph > > > > [1] - 50485 – Exponential code explosion during inlining (llvm.org) > <https://bugs.llvm.org/show_bug.cgi?id=50485> > _______________________________________________ > LLVM Developers mailing list > llvm-dev at lists.llvm.org > https://lists.llvm.org/cgi-bin/mailman/listinfo/llvm-dev >-------------- next part -------------- An HTML attachment was scrubbed... URL: <http://lists.llvm.org/pipermail/llvm-dev/attachments/20210608/5ea002af/attachment-0001.html>