From 5718fe7e65053a76dc3182b9efe9b38362d7a151 Mon Sep 17 00:00:00 2001 From: Tim Holy Date: Wed, 8 Mar 2023 12:15:33 -0600 Subject: [PATCH] Add `descend_clicked` (#211) Also modifies and expands the README about topics related to performance-improvement. --- Project.toml | 2 + README.md | 104 +++++++++++++++++++++++++++++++++----- readme_images/descend.png | Bin 0 -> 171800 bytes src/ProfileView.jl | 64 +++++++++++++++++++++-- test/runtests.jl | 10 ++-- 5 files changed, 157 insertions(+), 23 deletions(-) create mode 100644 readme_images/descend.png diff --git a/Project.toml b/Project.toml index 95d470a..f14a72c 100644 --- a/Project.toml +++ b/Project.toml @@ -17,6 +17,7 @@ IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953" MethodAnalysis = "85b6ec6f-f7df-4429-9514-a64bcd9ee824" Preferences = "21216c6a-2e73-6563-6e65-726566657250" Profile = "9abbd945-dff8-562f-b5e8-e1ebf5ef1b79" +Requires = "ae029012-a4dd-5104-9daa-d747884805df" SnoopPrecompile = "66db9d55-30c0-4569-8b51-7e840670fc0c" UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" @@ -31,6 +32,7 @@ GtkObservables = "1" IntervalSets = "0.2, 0.3, 0.4, 0.5, 0.6, 0.7" MethodAnalysis = "0.4" Preferences = "1.2" +Requires = "1" SnoopPrecompile = "1" julia = "1.6" diff --git a/README.md b/README.md index c679c67..3c3d585 100644 --- a/README.md +++ b/README.md @@ -65,11 +65,11 @@ using ProfileView > This is because VSCode defines its own `@profview`, which conflicts with ProfileView's. > Fix it by using `ProfileView.@profview`. -If you're following along, you should see something like this: +If you're following along, you may see something like this: ![ProfileView](readme_images/pv1.png) -(Note that collected profiles can vary from run-to-run, so don't be alarmed +(Note that collected profiles can vary by Julia version and from run-to-run, so don't be alarmed if you get something different.) This plot is a visual representation of the *call graph* of the code that you just profiled. The "root" of the tree is at the bottom; if you move your mouse along the long horizontal @@ -115,19 +115,22 @@ prompt, and so the bottom `eval` call is red. Red bars are problematic only when they account for a sizable fraction of the top of a call stack, as only in such cases are they likely to be the source of a significant performance bottleneck. -We can see that `mapslices` relies on run-time dispatch; +In the image above, can see that `mapslices` relied on run-time dispatch; from the absence of pastel-colored bars above much of the red, we -might guess that this makes a substantial +might guess that this made a substantial contribution to its total run time. - -To determine the nature of the inference problem(s) in a red bar, left-click on it -and then enter - -```julia -julia> warntype_last() -``` - -at the REPL. You'll see the result of Julia's `code_warntype` for that particular call. +(Your version of Julia may show different results.) +See [Solving type-inference problems](solving-type-inference-problems) below +for tips on how to efficiently diagnose the nature of the problem. + +Yellow is also a special color: it indicates a site of garbage collection, which can be +triggered at a site of memory allocation. You may find that such bars lead you to lines +whose performance can be improved by reducing the amount of temporary memory allocated +by your program. One common example is to consider using `@views(A[:, i] .* v)` instead +of `A[:, i] .* v`; the latter creates a new column-vector from `A`, whereas the former +just creates a reference to it. +Julia's [memory profiler](https://docs.julialang.org/en/v1/stdlib/Profile/#Memory-profiling) +may provide much more information about the usage of memory in your program. ## GUI features @@ -184,6 +187,81 @@ Some default settings can be changed and retained across settings through a **NOTE**: ProfileView does not support the old JLD-based `*.jlprof` files anymore. Use the format provided by FlameGraphs v0.2 and higher. + +## Solving type-inference problems + +[Cthulhu.jl](https://github.com/JuliaDebug/Cthulhu.jl) is a powerful tool for +diagnosing problems of type inference. Let's do a simple demo: + +```julia +function profile_test_sort(n, len=100000) + for i = 1:n + list = [] + for _ in 1:len + push!(list, rand()) + end + sort!(list) + end +end + +julia> profile_test_sort(1) # to force compilation + +julia> @profview profile_test_sort(10) +``` + +Notice that there are lots of individual red bars (`sort!` is recursive) along the top +row of the image. To determine the nature of the inference problem(s) in a red bar, left-click on it +and then enter + +```julia +julia> using Cthulhu + +julia> descend_clicked() +``` + +You may see something like this: + +![ProfileView](readme_images/descend.png) + +You can see the source code of the running method, with "problematic" type-inference +results highlighted in red. (By default, non-problematic type inference results are +suppressed, but you can toggle their display with `'h'`.) + +For this example, you can see that objects extracted from `v` have type `Any`: that's because in +`profile_test_sort`, we created `list` as `list = []`, which makes it a `Vector{Any}`; +in this case, a better option might be `list = Float64[]`. Notice that the *cause* of the performance +problem is quite far-removed from the place where it manifests, because it's only when +the low-level operations required by `sort!` get underway that the consequence of our choice +of container type become an issue. Often it's necessary to "chase" these performance issues +backwards to a caller; for that, `ascend_clicked()` can be useful: + +```julia +julia> ascend_clicked() +Choose a call for analysis (q to quit): + > partition!(::Vector{Any}, ::Int64, ::Int64, ::Int64, ::Base.Order.ForwardOrdering, ::Vector{Any}, ::Bool, ::Vector{Any}, ::Int64) + #_sort!#25(::Vector{Any}, ::Int64, ::Bool, ::Bool, ::typeof(Base.Sort._sort!), ::Vector{Any}, ::Base.Sort.ScratchQuickSort{Missing, Missing, Base.Sort.Insertio + kwcall(::NamedTuple{(:t, :offset, :swap, :rev), Tuple{Vector{Any}, Int64, Bool, Bool}}, ::typeof(Base.Sort._sort!), ::Vector{Any}, ::Base.Sort.ScratchQuickSo + #_sort!#25(::Vector{Any}, ::Int64, ::Bool, ::Bool, ::typeof(Base.Sort._sort!), ::Vector{Any}, ::Base.Sort.ScratchQuickSort{Missing, Missing, Base.Sort.Inse + #_sort!#25(::Nothing, ::Nothing, ::Bool, ::Bool, ::typeof(Base.Sort._sort!), ::Vector{Any}, ::Base.Sort.ScratchQuickSort{Missing, Missing, Base.Sort.Insert + _sort!(::Vector{Any}, ::Base.Sort.ScratchQuickSort{Missing, Missing, Base.Sort.InsertionSortAlg}, ::Base.Order.ForwardOrdering, ::NamedTuple{(:scratch, : + _sort!(::Vector{Any}, ::Base.Sort.StableCheckSorted{Base.Sort.ScratchQuickSort{Missing, Missing, Base.Sort.InsertionSortAlg}}, ::Base.Order.ForwardOrde + _sort!(::Vector{Any}, ::Base.Sort.IsUIntMappable{Base.Sort.Small{40, Base.Sort.InsertionSortAlg, Base.Sort.CheckSorted{Base.Sort.ComputeExtrema{Base. + _sort!(::Vector{Any}, ::Base.Sort.IEEEFloatOptimization{Base.Sort.IsUIntMappable{Base.Sort.Small{40, Base.Sort.InsertionSortAlg, Base.Sort.CheckSor +v _sort!(::Vector{Any}, ::Base.Sort.Small{10, Base.Sort.InsertionSortAlg, Base.Sort.IEEEFloatOptimization{Base.Sort.IsUIntMappable{Base.Sort.Small{ +``` + +This is an interactive menu showing each "callee" above the "caller": use the up and down arrows to pick a call to `descend` into. If you scroll to the bottom +you'll see the `profile_test_sort` call that triggered the whole cascade. + +You can also see type-inference results without using Cthulhu: just enter + +``` +julia> warntype_clicked() +``` + +at the REPL. You'll see the result of Julia's `code_warntype` for the call you clicked on. + + ### Advanced usage: deeper analysis of specific dispatches `ProfileView.clicked[]` stores a stackframe entry for the most recently clicked diff --git a/readme_images/descend.png b/readme_images/descend.png new file mode 100644 index 0000000000000000000000000000000000000000..5d09373909933a7321df8bb40baca19e0657e540 GIT binary patch literal 171800 zcmaI81yEc~*S3oU2!jV165K6VNN@@68r(HN(80ps?(PKF;1+@ouE7Hd9^5s!401Nl z^S!4bfRmS`49TjC2?H;hCkVq9_7FZ7jx}2@3Etx}%JaGXlcP>8CG5;-5o@2ndfw zvJ#@|?uG~V=r!uU|FGXxBL`qg(<6#z;yxc_%tbnul#=&N}U&r@aJzf9VJ-dBC|8Qt@~ zJX-p2b#!!gukL!WXY%>D?NZlM+e`-vg$7gS4`%z^TK_K7U^$a3Emq7ZqgVV=;&wQn z{yC||WjA4OraFh;{>T-R$IlQ+XD>7|D9bt65)ONvHX4vLY2E3+B zG!S(Qzo<&TIe)s^Xnb8AlX(1w)8pKVZ2YTImYU6U1?TY=`4u}Jo`xka4)7<-FtsxK zKP|VJVa^4eH@Mqd&f8<@pTpj)Ul6LEm_AgtYj;TyB-$-B6lu`&k?}c6-0ychln8CrF=KS^}l|` zi)XJerv6`7{(D{tay->{zrHF{{H`_-v=<>_OX&FYCDWC9<=ABWX`hq%p{Iqq^;Yp7`<0C& z0>4SttdAC(`C}Sv=km8k(#?eP)Z%_URNC);x;&Wsw9@Inm8=G4H&i$BItk`?JJ9|< z{z0$N{`Yu=EzMAe#c)cI0rDIwCb6-Y#P7h3P~I_Vm=Apm^N{!FB#ZE{gg4%|F7I4+ zRLIzV*?clA$4w3iC^6pq)7sdwnWCpYRjfEFAeSZLYiLwM#_RZ=OvvLGOiyFhf`r?) zq{Z#9Ot-;yx8-0gOW=32^Y%z_Em^jbT&M}4-;4CO+r2ef-44|TFi9y?xYKvZ>9r#A0>Ul4C5rMw zpi0k}p&aTTV#$RjnW4GBdMH!O;QlmQV{$vkG*nlT)Lm!L;&P%-l+*a>_Yf?D>SN71TnB{ST`8l}NZ-}lQ z_f)T$Kw6L?4+v6v^&f}&Dl!r8vU@;vZ6%n5O*+GcmgCvv0lBE(PEtIW{Z@g zQI}ig>ile>Be>p(kn{O?$sp7jv2uTNBOo9t9G_vYD%Z*`TDmyp@;4r+2Z9%iaZM+m z;z%6uA`u8mwq208$DriV?Ztk%8kjSDBN$0Gsz!SG68Zjx*LP=G*wR=TXbXERTykdX?48AN>*Q+boC`o*bX8PG<)F zG{xP3O9X>>rqtet5A05T9c4(~rh|(TpiHVz89l{gmE=G1cm%{_>3h0*Oz}{-lDfot zHc51G+}NSX+n*WMgK<>+3R+Y--zs8Dn&>pUT;PX|8F6Z%I23M&sNtHd-ABO$7CP@G zUofYrlx_qqCy=W&yBvO>*|W^_3m_oCSG{n%JkY^EMGHQeJe?F~OR0k&cNmEj;35pn z+{3T-XR-u7Pmim6JzO?+q{pe<-(GO#xm=FUw;s3Khygp3de%SpD1c{iHb@hjrm{J) zWKZ~WTo_(~UaD?EfTzmD#KO*A&9Mr5CFt(>DF*YL)~Wme@z(<~v$qP#c@*=+6DyUe||2h8Y`m2&KHj3=v(v#STn3YbYw!v{#?48~G zTOqHc`o9Ac;_PkbYW-Cu+7Df56zY|FjY=6&_>iFM$90OwG&gE2{*+qhZc)#Sth?Tq zD?E;;Zb~&_Vs7=c5PWI<;MF^$LIZ*j`96e)&jT@J*{uATC(-w(zqO2Z#Wbt!zB70c z?DR*ca9?A#86G@JE8{lT%6)o#V_@*d!Dj|6?iocUpc(peb5XfGx8&sDt>>lfJI9sx zZDVP)d@}pv9K-E@yD?f)S=LD43o*zelAD(#b)%;u%0d_FWjvT5!U-DG0iz8Z_G^mF z413r~zdE~~|MGju)U1d6UgxAcmdwZF?Ix4qD=4Bhcwr;?@{qS{d+acn<3?-4(^GQ7 zHHOBHRxu_$?(o_)vd&ksJywf)kULc9D{V48$}2%ioF6Si5J+DH;Vl=RlGYWB60S9= z8fSyrtNLr7vm)AAvK+g$EUP($tliIxY^2waQvn1SWfQm9wq_I9=> zo9pt9Yc;x4Y{Y%c%^FpV_eOG691n+j`<+i-AO2eVk?2MqP-&NLN_+WV6s< zw-?ZL^GM3x#5<*Nwl%6KQ(E2eFduY^wh(lV8OG2Wti^4T(s#8XC z-)n2+rR&BZ9$5obL8I-QTBz!`*FwqpulG@%`Axhwf#md5@a;jf8XT6Zgdgvm&!Vjy z{rcjBd3S~i9G2T}xhfWlATLFq>#?2(K8nVIBI+RF9(HLIOb8G2sWye94UmkYN%97;}!^or+} z?#3O1zGm33&zriC(LTK_#%17uF8df8*v>vE3*XQl3Y-eqFIb6}x1|tc+%_f;r=%og;%a2bd#{{kX5&SqQl>=!*Mm>;dSZ#uuIW- zyV!od?LNx}+%J+tB)|V#B@CwT(9!7zCu@H_Qb!{dB@>aMFV# zQi#<^zd;-!=nhm|WvqG)CBMtH_7BDTNXPJJrLXOJW7|eM;D3(Q9>X8S$wlWoKOYQi z4yR5{N+r3+B=}0Et)tSq8osyK6}nn1=ozyUU4q`747d`Xz2-loWZpi^!{va216F$j<-+S_EDxpdFZ4ZIG!=(7Gd3YN|4jzeY4CC%2&+snUr;Wy>XAC}P85%X-W2ja+ z+m2xD;%o(*2k|w~kY2V64AoH|yrT;G)1f-`EgCA~tj~G8EnRCclSjpIx9$62*?;zW z3poYulvy6%o_|nay9=_Ap2e2k4o;}b*Dntmg{z)X;#s85;zAiK#AhVlBi=4QK3vty zQPxZJBctJT`hSdmxy3eA*KqWwb^j>CDb7DulIrG}bgb}X9Z+#ChPCf5o+0^YU1BgJY>%WD z^!T}_W(dIVn9SXUDlkGQU8@pp@j-#+gP{0dmr{INVZ2jP!YI+zylZkRXI^C0wxSJl z5B9Upa%pd0a#KW8_`0U4Elw=#;vUpLAG-(#Vv2J!SOE^E7495wPh39p{6m=rhH#a$(=c?T0W9g9Ltcv!6T)V=_3NhTcwT&_dgEPapMDI+Z^fS)7zw$E&yCl=%7(2 z-sk_@8e8Vs0!p|l=q1FvN!%e-AP&L)lZ1k;zvCJtM}Y|ecF*NBWoC?MTh$c8or|DX z_JR}NFYm9GXN2>Z&RxJwpOp<;x$ zjTth4nXFJTrMKy=^!rd4-Zdr)45BNuHQ6#glVWG6et)zTF1mG zc3bg;F0;`I`P;`3K6_ek!?*wqQnW+&!^P%rJ`XzuvFG2gdZy8<1$SJ>6hC>c^KXTz z2{#OoY4y?OY$q|^JQq)SUTyJn@3&&oqw5C+XqSyAXFXBTSp>@#ibHTVxSMU3Z^}9$Oe6P^=V;_~& ztb&NSdT2sn;`giI?xt{2c~62@3$c`M2&+C6nJQ>?w;Qudws~B<$s0l!j^{Z*WAj23 zFX=}QMkC%r_;ZND{GNlBqGfG(ySd5=l;FEAXumO)E##?C;)H46c`LWrqQNo8lbtq8 zD9+a;1kxZK$lPC1phAQ+6l|??Mt{S z!jyi+@6kmnvi5CUm@BVrZBbf5>jB#L6h~GliJftuOBO{VDb%s^PM`NI%P3=!*0kxe z14|GqWnjb0FIxcumLMwUcil@ZuT)t$X3kj+AiJkd`f=+`*vO^$`l z2D3HjKeDT;j9}bo*$!NC%mfKe6AA;1g(U^%5c@W9mwYOFud^JixR_RT2Sf$+=~qhT zv`iHlD=_gKt6yDsoo#JhBaf0>sy3zwLGgR;<%8)%HoPTf8ea$NQIgETVb_@|m9yC5OKV4+LLQc-rIQiM}+kB;kiK6lsZC>-=2 z7Xf$S)1`yHCC?;Q0~X&K-#fX&u&IY21-N4vlU5R^`Gq#sc`su~`Ao%<&BBLOunciL zNfPImOhr;R@zHSiDByH>y$4 zctySEoiCljloJz#Y!-cOs>A;ju z*O-XA0$W9f)-Kvo;Vjx&>rqR&9O4Xcdi*4Il9)*Ga8~*?8>G?nkz#~%S(nI4Q$@rkJRDiWgE#wB8@hl~-O9TQt!J6x>CB)4+>Q8EbLiQq0e;ZYslDk$C1I z+R2+P?ds1{u3ChOQ0&f;i<$rmOVt$!s2mG{V>qDUeNlM}EECD_r{Jl8!C>7%`2KQK z`ucemP3oBFnc9HJVQHvA=r)&ge_*)>oLi@YZ7#1X({`}Y2r;A4<{m^qe0cePXU0{u z(n!^@-Ffj2mfG|}IfE$rL4BmJ{Kf(GvRavVQVhf(Nze_w2P>uVmLhEj((p#4r&KnNR4kq z?st{9{>Zt}Wu85%@P=LVd90aAGyvio>!-0yKK|GFy&43k9kaebX{`mnI#w>i8(|5A zw4(GMrW{HV_q;|3`JP}g-(Xj+w;=EJgZps)ySxZZ)giAG4yt2+Wljq7%~D4`e=*A) zs*ikyezO{@QTrn7G$ez5B`vL7Tg`@@Y&K zHb)^Pb3SdX{{lZH#Ts!KiH7IFN6dY{Asjxpb&;QDGHhFRqU(Hez}zhQ6^>yb@z`16 zVGf2mJ@jzAJ#EKdlV3xxA+ArttxRGQg{aV)UTT6&1(ITF4<%eHZiqRr5FPQn9E z3%>5>!-HZ#K{qd~C&xlf)`ysk23X$v%L1pk(eiUt30|dz%mLdu2GubplS%Vgub@LQ zuR)*AZ2`A~iJ6saAE3Iwc-KtIlC@8I=^OcuU1F}|k~=bYMynIn35%0$KNZs-xXiu! 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warntype_clicked(io) === nothing end end