From 29fa887475b724cabaee9c69265d9e5e6db0076c Mon Sep 17 00:00:00 2001 From: Yi Wang Date: Mon, 4 Sep 2017 14:57:44 -0700 Subject: [PATCH] Add initialization operators --- doc/design/graph.md | 4 +++- .../images/graph_construction_example.dot | 4 ++++ .../images/graph_construction_example_all.png | Bin 55421 -> 59679 bytes ..._construction_example_forward_backward.png | Bin 47228 -> 51389 bytes ...raph_construction_example_forward_only.png | Bin 29192 -> 32270 bytes 5 files changed, 7 insertions(+), 1 deletion(-) diff --git a/doc/design/graph.md b/doc/design/graph.md index 87f696f90f1..e59d04e1f56 100644 --- a/doc/design/graph.md +++ b/doc/design/graph.md @@ -25,7 +25,9 @@ The first four lines of above program build the forward part of the graph. ![](images/graph_construction_example_forward_only.png) -In particular, the first line `x = layer.data("images")` creates variable x and a Feed operator that copies a column from the minibatch to x. `y = layer.fc(x)` creates not only the FC operator and output variable y, but also two parameters, W and b. +In particular, the first line `x = layer.data("images")` creates variable x and a Feed operator that copies a column from the minibatch to x. `y = layer.fc(x)` creates not only the FC operator and output variable y, but also two parameters, W and b, and the initialization operators. + +Initialization operators are kind of "run-once" operators -- the `Run` method increments a class data member counter so to run at most once. By doing so, a parameter wouldn't be initialized repeatedly, say, in every minibatch. In this example, all operators are created as `OpDesc` protobuf messages, and all variables are `VarDesc`. These protobuf messages are saved in a `BlockDesc` protobuf message. diff --git a/doc/design/images/graph_construction_example.dot b/doc/design/images/graph_construction_example.dot index bedb6de0111..8d1b673abf6 100644 --- a/doc/design/images/graph_construction_example.dot +++ b/doc/design/images/graph_construction_example.dot @@ -2,6 +2,8 @@ digraph ImageClassificationGraph { ///////// The forward part ///////// FeedX [label="Feed", color=blue, shape=box]; FeedY [label="Feed", color=blue, shape=box]; + InitW [label="Init", color=blue, shape=diamond]; + Initb [label="Init", color=blue, shape=diamond]; FC [label="FC", color=blue, shape=box]; MSE [label="MSE", color=blue, shape=box]; @@ -14,6 +16,8 @@ digraph ImageClassificationGraph { FeedX -> x -> FC -> y -> MSE -> cost [color=blue]; FeedY -> l [color=blue]; + InitW -> W [color=blue]; + Initb -> b [color=blue]; W -> FC [color=blue]; b -> FC [color=blue]; l -> MSE [color=blue]; diff --git a/doc/design/images/graph_construction_example_all.png b/doc/design/images/graph_construction_example_all.png index 18d8330b60e12720bb993c8cf588d64ff8db1ea9..181187503472d15779b87284105841168b3945c4 100644 GIT binary patch literal 59679 zcmYg&WmuG5*ES8(AdS?ZAl)Gif>Kh_4MTT#cS@Ji(%s!LAl=>F-7$RQt-jCqYdGeZ zYhP=xz4Bb=CR9%5Ga51xG87aPnuNHh0u&TX1r!u?9})uOo6q6qkT0O1?G-+YK$VTW z*@uD>f|3vwR&;?rN`r4v6npF=gOgVj!op%`zZts@-o-(id7s?FDX6PC`RhQ&U`bQmDTZ03X6* z0hvheVZwa=eaI0awJZ%KUe*k}FHTgzl7qv678CmS5lwYTgY>`O{`aKNJBmzHi+8n& ziAw)|_UEB^-|3|Pd-A`pGP5y-5bHKfPBdehPx1DxheyGWIx#<^@KU_NVa1<*(p1!` zIDN$+rMKJ9o!`Au;e?T5Vz_uXg#4ZKpM29nJ|l?N^(JlinHvOi@;^mo1k|>EMu|Gj z32$9Zidi)X8+1U$Xty39ikybvLtBd#P=8W8l8}Z%ajF z&}kUR^|o2}nfe5COl_DSE~R5WlVZ&~X>fIxRtELwNPG)jb~TPEt-~f{7tfJO>hjr} z-oqNZp^dODR-Sndet1EGE0lO`s0-^m9tY8jTmsUbM|8Uy$}nQ#tnc%+3fH*v3H`-> zK46rO@?yyzz+66dF&O@I>J2DwrRtK*Ggrx1W_B!cR(t7<@TpT7@-cV%r(PjSQSw^U zqoa8M*Yew{ivfW1%KqD83p%TIPa8VRs?h$uae(s@#l_VmptuBJ*NY4Aej)K_Pe=Q` zZ=3U}ss9}uxgboTfo@DyHiA#tVODTh1&QZTCE&}CopK}n>Fq!V z_%iBpJ1qThGb$XF5O6WV3;1D8%J}}UjLwfYKbRET^^hS(Nd@=ADPN2r7>O&xO!muS z@q&ixVg5g}S44mbWvRdrq_2870N`tq+iiqeHIsR&T&e!dUUtS8W?0V-Pd%NJNfQl1 z$L$<%Q_zE}X+_@rse=1|oXO>v|Eai5TJ z8oi#CMSNSpvW9RlZ=9x>=<}*!t&74N_|~!?At1v?%d^tXCl{Jg%YL>UD zZ#`X#fufv?U`+#%Znelf$nB16WmqHh=Fzx9)-u~!q9G??Vp#g~pJB+6Ac=N$08GWY z-0s!^yvJKGSgEdg{V*sw#OyHd-q=UP^^iIxPbO%YGvLqDEx%(bcUaKgUeA}M`@g^= z)PfW+(BXBR(4X$k!=)O|#CQRI1k^79s(P@`m5Y{^kW$Cm+b>mpBs;(HhFLV1_BYsW z=cShI*0xSeld2Q_+lvs^dvsqpf;mDq(Gl+M#@?AU6xVc2xYP=FgIhf}{oyomV|PHGFrnSsCQJD#qGCPC@@d=6*D*mVekh zDga3AyAfIYlxRx$%G_N^*`1@Nu-WO@tediZ`#NRPBH)|%QC-IyIqU+gEb__#`G8Or(_nv)DwGAkk!g6w8+%M3c3} zER>(|?sZ|UiP=q}9XsBEWWvxqCYHgJ@WWZWr!8!|(k_C15iCa4!x5$vJ;|^b>_!9e zXA_Ln?<~u8uO`N{VG#(bm+U&X>9$J@60Si90B^HelA)2&n>iD9S< zF@hf_!iP$H8V%Z+NW|12?77+bu$vlZOSM!Ukk#97KF1uxwPNFC{doQQ{&Ljjl7^GR zvb;+?x3m>Gsji`zL8Fe|W%Im`jESzKLZs7uppkpkl;2|JH76v}gjuoGl$oY*`b-cfS?Ks@DZK580AsCR}kJbJWgA8XZ&n zQx$zxKVSyq_+f>u`KT(Ky%M>ke#NcWVQ);>?fPJQmGpr6q}yp_9$uv3N+E{gqv+jR z55|XTTZpfpzt7KV4P&z0cV2NnZMExwMx1(kmUcX3@#uXy%;gt0qO4)5WIz0J(S^d) zZ$f-XSex!y@@;72u4gb)$Ln5<)NPLqihJTb;LZo(bh%`$&Lf?P0Ff_#akHza)L@F{!@p zy)HibWe`qUy3BYz!UFBQKhcXIrz)hZ3p z4SR2|$}_wkej$+0|I&aet6MPBUcETgTW@&2SsYa7>_P;^EMay)7RoC4#mAG}CI^7#jW`6e@_80JD zxidJFI{j=!&D3Jplg#Tb%lTyIhjrNpV`@`iE5X#$x68o>Tad%yr)XuM)9P}vjyD>Y z^Y3gQ(bW1h5mb6OJEgT&a!NB6v}Ypp~9pbWOB|-+gtmyy!l{ zh}3EiYti{|eW+sZ8K$(Cw`y6x?8LFlxn%RvU#3*nX|`Kx_9Wmge*lb1oKc06^Xk7E z5fckWFUmR6M1UYVSEORiZ$w@YTZL}x%A;i?a^R$eS`uZ!FAJe!LXu9R+NiAGyreQn zB~SX$>}{!VPqpo9KfU5wa!5K+My8+0$8c+1PZU|CjDL<1WPQ`9UV`{t89~N_> zrtjW=ZiDEfml4jg1B=+!fb{vS8$&zeq3faR(5ha&1Ufe#JDMiJaJOr9+hspDiEkQa zaO*+B(<*I83)D-9IOH= znX6Nz)5)ZZyNn#^21!NuirAZ1hsH>)0vRD9aQCx!BXu-QUI8i37lTZ#5~-JZ(O+iN zEyGKi%ld~>Mlg>2F~S^<2tFO;=4Tz_Mrf%o(lyldW(2+pv@uVJIvW!fH_CRruGgU5 z?2D>z3lIJ!?-UNjL>A34ab1%+OBNX?j#4fu(s&_ED~ zCN?y!qGMTtgY*s_2#cLeSJu$w0ZA{~ii{(*)~hRPj%$zu;%Gju`{A6SB|!j?owNCF zG|GQ_HKIns&*pJw!vuTC)34gi=$a{bR-vqi~= z&dXwk5n-b(5=E1HR;l3OuLwQ*9s;ugj{ZfGU;a@D1;MC*$eJ_63p zb#{0}%7^MB1E7S^A|3xR?v9Vrz##Bl?apC&`^e*-^rJ#lwLovlfbfbt#QTgqk~ACk zkmF)O)I&`s>inGk#?ukVy7C!BolR@aa#0vR)O;rKFD$PH`C51`gBg4ss)hLj#sGw`yA&Rlx>>=_E ziA;XS85YH6KzpT`tNDXZ&EVy^H>kq#lO^1J)3cLJ^EG&^l3&%0E`3wR=eYSF>j#y$uxFL#4;5=>X*2p`11O>F4lc`%9Lzp;5}%})jRflWB#>Qp%D%Vxg(>sbl}-~f8Mp2-!* z4M(h%SUx=6T(vTE*I4R@y03M)xPhWCT*?PV`|(LLvw# zE~dWfr`1w_O|RK1I!;JT9JBi$jv<5zQ^{Q61zK+ArJDJa7mu%v*%^&QG8v((4la%H z%8qhhc9apkZF>|gYhRHFte>Zvu%KhKwJZ-aXJx4PC)C(`%#Z}%Yph;tdNX+Aw0Dpu zdt`#_)5NFn$kZSVXHx7D?w`uCx9u;urVH#BC3KvykOeGx7#jX90Ko&^c6In|`Jsee z9Ur2$o{>m#J9(658)3rFGapx7&j4E8LLK%2oOmt$2`XVVX1HQj(@A-CD%Z7zGyj#I zzgx@#ML2Aru4l(WJw738PvZ)p0%N@FW?5zHu>6^K;4zg)X{+F;Xpt{P&{l9h-lOLu~PxrZKW8`2nN{q2xb1PBf z4J?mK1rjtuSS})&LpmH|qv%%6q^M0?V3J}3C z!piXcg2$e7w~i6;Ohty$Gee1C((Bzb31@h-=?1=sI5Li#WO>5x6&jHaF8{Z}7$%&; 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