Usability bug fix: Print out expected input types, output types, and name of op in error message.
Usability bug fix: Print out expected input types, output types, and
name of op in error message.

Before, you got:
TypeError: Inputs are not compatible with input types

But you have no idea what the type mismatch is, or even worse,
what the op is.

Now you get:

TypeError: In op 'Foo', inputs are not compatible with input types. expected types: [tf.string_ref, tf.string, tf.int64], input types: [tf.string, tf.string, tf.int64]
Change: 154235334

dyoung418/tensorflow,eaplatanios/tensorflow,chemelnucfin/tensorflow,gautam1858/tensorflow,xodus7/tensorflow,DavidNorman/tensorflow,jalexvig/tensorflow,benoitsteiner/tensorflow-opencl,Moriadry/tensorflow,memo/tensorflow,AnishShah/tensorflow,llhe/tensorflow,eadgarchen/tensorflow,tensorflow/tensorflow-pywrap_tf_optimizer,ychfan/tensorflow,Kongsea/tensorflow,manazhao/tf_recsys,yanchen036/tensorflow,petewarden/tensorflow,horance-liu/tensorflow,dyoung418/tensorflow,renyi533/tensorflow,Carmezim/tensorflow,codrut3/tensorflow,ville-k/tensorflow,alisidd/tensorflow,dancingdan/tensorflow,drpngx/tensorflow,jart/tensorflow,alistairlow/tensorflow,hsaputra/tensorflow,thesuperzapper/tensorflow,johndpope/tensorflow,johndpope/tensorflow,theflofly/tensorflow,nburn42/tensorflow,annarev/tensorflow,dongjoon-hyun/tensorflow,andrewcmyers/tensorflow,with-git/tensorflow,wangyum/tensorflow,drpngx/tensorflow,xodus7/tensorflow,kevin-coder/tensorflow-fork,bowang/tensorflow,gunan/tensorflow,kobejean/tensorflow,Mistobaan/tensorflow,jostep/tensorflow,adit-chandra/tensorflow,tensorflow/tensorflow-pywrap_tf_optimizer,tornadozou/tensorflow,adamtiger/tensorflow,dongjoon-hyun/tensorflow,rabipanda/tensorflow,snnn/tensorflow,gnieboer/tensorflow,gunan/tensorflow,apark263/tensorflow,eadgarchen/tensorflow,dendisuhubdy/tensorflow,nolanliou/tensorflow,petewarden/tensorflow,ishay2b/tensorflow,Xeralux/tensorflow,alshedivat/tensorflow,horance-liu/tensorflow,tensorflow/tensorflow,Mazecreator/tensorflow,davidzchen/tensorflow,Kongsea/tensorflow,tensorflow/tensorflow-experimental_link_static_libraries_once,yongtang/tensorflow,rabipanda/tensorflow,sjperkins/tensorflow,benoitsteiner/tensorflow-opencl,AnishShah/tensorflow,tensorflow/tensorflow-experimental_link_static_libraries_once,rabipanda/tensorflow,tensorflow/tensorflow,Bismarrck/tensorflow,ran5515/DeepDecision,xodus7/tensorflow,adamtiger/tensorflow,raymondxyang/tensorflow,dancingdan/tensorflow,cxxgtxy/tensorflow,vrv/tensorflow,jalexvig/tensorflow,seanli9jan/tensorflow,tensorflow/tensorflow,JingJunYin/tensorflow,dendisuhubdy/tensorflow,JVillella/tensorflow,Mazecreator/tensorflow,karllessard/tensorflow,girving/tensorflow,Bulochkin/tensorflow_pack,gojira/tensorflow,karllessard/tensorflow,laszlocsomor/tensorflow,with-git/tensorflow,Moriadry/tensorflow,jbedorf/tensorflow,drpngx/tensorflow,xzturn/tensorflow,a-doumoulakis/tensorflow,jostep/tensorflow,with-git/tensorflow,JingJunYin/tensorflow,benoitsteiner/tensorflow-xsmm,kevin-coder/tensorflow-fork,cxxgtxy/tensorflow,annarev/tensorflow,aam-at/tensorflow,davidzchen/tensorflow,hfp/tensorflow-xsmm,allenlavoie/tensorflow,ageron/tensorflow,aam-at/tensorflow,nolanliou/tensorflow,jalexvig/tensorflow,alsrgv/tensorflow,renyi533/tensorflow,caisq/tensorflow,av8ramit/tensorflow,nolanliou/tensorflow,jart/tensorflow,bowang/tensorflow,adit-chandra/tensorflow,seaotterman/tensorflow,kobejean/tensorflow,aselle/tensorflow,Carmezim/tensorflow,aam-at/tensorflow,yufengg/tensorflow,theflofly/tensorflow,tensorflow/tensorflow-pywrap_saved_model,paolodedios/tensorflow,jhseu/tensorflow,hfp/tensorflow-xsmm,sarvex/tensorflow,aldian/tensorflow,manipopopo/tensorflow,unsiloai/syntaxnet-ops-hack,jendap/tensorflow,horance-liu/tensorflow,alsrgv/tensorflow,jwlawson/tensorflow,av8ramit/tensorflow,Intel-tensorflow/tensorflow,ran5515/DeepDecision,hfp/tensorflow-xsmm,tornadozou/tensorflow,vrv/tensorflow,codrut3/tensorflow,tensorflow/tensorflow-pywrap_saved_model,jostep/tensorflow,girving/tensorflow,Kongsea/tensorflow,snnn/tensorflow,guschmue/tensorflow,asimshankar/tensorflow,jendap/tensorflow,johndpope/tensorflow,nolanliou/tensorflow,markslwong/tensorflow,manazhao/tf_recsys,zycdragonball/tensorflow,petewarden/tensorflow,wangyum/tensorflow,unsiloai/syntaxnet-ops-hack,dongjoon-hyun/tensorflow,karllessard/tensorflow,yanchen036/tensorflow,ZhangXinNan/tensorflow,seaotterman/tensorflow,asimshankar/tensorflow,paolodedios/tensorflow,yufengg/tensorflow,AnishShah/tensorflow,guschmue/tensorflow,xodus7/tensorflow,mortada/tensorflow,mavenlin/tensorflow,mdrumond/tensorflow,JVillella/tensorflow,hfp/tensorflow-xsmm,horance-liu/tensorflow,dongjoon-hyun/tensorflow,jhseu/tensorflow,petewarden/tensorflow,jhaux/tensorflow,meteorcloudy/tensorflow,mdrumond/tensorflow,gojira/tensorflow,yufengg/tensorflow,jwlawson/tensorflow,codrut3/tensorflow,chris-chris/tensorflow,adit-chandra/tensorflow,mavenlin/tensorflow,pavelchristof/gomoku-ai,dyoung418/tensorflow,frreiss/tensorflow-fred,chemelnucfin/tensorflow,xodus7/tensorflow,brchiu/tensorflow,asimshankar/tensorflow,zasdfgbnm/tensorflow,ZhangXinNan/tensorflow,yongtang/tensorflow,sandeepgupta2k4/tensorflow,jhseu/tensorflow,ppwwyyxx/tensorflow,with-git/tensorflow,Bulochkin/tensorflow_pack,vrv/tensorflow,mortada/tensorflow,theflofly/tensorflow,seaotterman/tensorflow,benoitsteiner/tensorflow,benoitsteiner/tensorflow-xsmm,meteorcloudy/tensorflow,hehongliang/tensorflow,davidzchen/tensorflow,gautam1858/tensorflow,alsrgv/tensorflow,theflofly/tensorflow,alivecor/tensorflow,alivecor/tensorflow,ageron/tensorflow,eaplatanios/tensorflow,jendap/tensorflow,adamtiger/tensorflow,frreiss/tensorflow-fred,sjperkins/tensorflow,manipopopo/tensorflow,ghchinoy/tensorflow,hsaputra/tensorflow,hsaputra/tensorflow,allenlavoie/tensorflow,freedomtan/tensorflow,Mazecreator/tensorflow,jostep/tensorflow,jhseu/tensorflow,gunan/tensorflow,codrut3/tensorflow,mixturemodel-flow/tensorflow,snnn/tensorflow,ishay2b/tensorflow,ghchinoy/tensorflow,Intel-tensorflow/tensorflow,kobejean/tensorflow,meteorcloudy/tensorflow,adamtiger/tensorflow,sandeepgupta2k4/tensorflow,Intel-Corporation/tensorflow,benoitsteiner/tensorflow,sjperkins/tensorflow,wangyum/tensorflow,asimshankar/tensorflow,hsaputra/tensorflow,Mazecreator/tensorflow,JVillella/tensorflow,thesuperzapper/tensorflow,rabipanda/tensorflow,aam-at/tensorflow,ZhangXinNan/tensorflow,ychfan/tensorflow,adamtiger/tensorflow,horance-liu/tensorflow,guschmue/tensorflow,memo/tensorflow,guschmue/tensorflow,seanli9jan/tensorflow,Mazecreator/tensorflow,seaotterman/tensorflow,alistairlow/tensorflow,tillahoffmann/tensorflow,aselle/tensorflow,jalexvig/tensorflow,brchiu/tensorflow,sjperkins/tensorflow,tensorflow/tensorflow-pywrap_tf_optimizer,guschmue/tensorflow,ppwwyyxx/tensorflow,Bismarrck/tensorflow,JingJunYin/tensorflow,sandeepgupta2k4/tensorflow,aam-at/tensorflow,sarvex/tensorflow,Mistobaan/tensorflow,zasdfgbnm/tensorflow,gnieboer/tensorflow,suiyuan2009/tensorflow,eaplatanios/tensorflow,frreiss/tensorflow-fred,llhe/tensorflow,mavenlin/tensorflow,jhaux/tensorflow,arborh/tensorflow,renyi533/tensorflow,eaplatanios/tensorflow,tensorflow/tensorflow,tiagofrepereira2012/tensorflow,frreiss/tensorflow-fred,aselle/tensorflow,arborh/tensorflow,renyi533/tensorflow,jhaux/tensorflow,DavidNorman/tensorflow,hehongliang/tensorflow,xzturn/tensorflow,gunan/tensorflow,nolanliou/tensorflow,mixturemodel-flow/tensorflow,unsiloai/syntaxnet-ops-hack,tensorflow/tensorflow-pywrap_saved_model,lakshayg/tensorflow,sandeepgupta2k4/tensorflow,snnn/tensorflow,jalexvig/tensorflow,seaotterman/tensorflow,Bismarrck/tensorflow,llhe/tensorflow,davidzchen/tensorflow,mdrumond/tensorflow,jhaux/tensorflow,Intel-Corporation/tensorflow,thesuperzapper/tensorflow,guschmue/tensorflow,Moriadry/tensorflow,seanli9jan/tensorflow,laszlocsomor/tensorflow,hfp/tensorflow-xsmm,nightjean/Deep-Learning,zasdfgbnm/tensorflow,jendap/tensorflow,maciekcc/tensorflow,mdrumond/tensorflow,alshedivat/tensorflow,chris-chris/tensorflow,suiyuan2009/tensorflow,jhseu/tensorflow,seanli9jan/tensorflow,DavidNorman/tensorflow,Intel-tensorflow/tensorflow,manipopopo/tensorflow,mavenlin/tensorflow,brchiu/tensorflow,snnn/tensorflow,horance-liu/tensorflow,kobejean/tensorflow,dancingdan/tensorflow,codrut3/tensorflow,kevin-coder/tensorflow-fork,arborh/tensorflow,kevin-coder/tensorflow-fork,paolodedios/tensorflow,vrv/tensorflow,mavenlin/tensorflow,gautam1858/tensorflow,dancingdan/tensorflow,davidzchen/tensorflow,ville-k/tensorflow,girving/tensorflow,zycdragonball/tensorflow,lukeiwanski/tensorflow,wangyum/tensorflow,seanli9jan/tensorflow,ArtsiomCh/tensorflow,andrewcmyers/tensorflow,brchiu/tensorflow,dendisuhubdy/tensorflow,ychfan/tensorflow,sarvex/tensorflow,aam-at/tensorflow,xodus7/tensorflow,ArtsiomCh/tensorflow,jbedorf/tensorflow,mdrumond/tensorflow,benoitsteiner/tensorflow-opencl,jhaux/tensorflow,mortada/tensorflow,sjperkins/tensorflow,andrewcmyers/tensorflow,tornadozou/tensorflow,vrv/tensorflow,markslwong/tensorflow,yongtang/tensorflow,freedomtan/tensorflow,chemelnucfin/tensorflow,dongjoon-hyun/tensorflow,snnn/tensorflow,ArtsiomCh/tensorflow,hfp/tensorflow-xsmm,karllessard/tensorflow,pavelchristof/gomoku-ai,benoitsteiner/tensorflow-opencl,unsiloai/syntaxnet-ops-hack,lukeiwanski/tensorflow,apark263/tensorflow,aam-at/tensorflow,markslwong/tensorflow,gunan/tensorflow,ychfan/tensorflow,zasdfgbnm/tensorflow,alisidd/tensorflow,hsaputra/tensorflow,lukeiwanski/tensorflow,drpngx/tensorflow,chris-chris/tensorflow,ArtsiomCh/tensorflow,drpngx/tensorflow,gnieboer/tensorflow,chemelnucfin/tensorflow,yanchen036/tensorflow,ppwwyyxx/tensorflow,cxxgtxy/tensorflow,ran5515/DeepDecision,ishay2b/tensorflow,allenlavoie/tensorflow,tiagofrepereira2012/tensorflow,alisidd/tensorflow,benoitsteiner/tensorflow-xsmm,zasdfgbnm/tensorflow,hfp/tensorflow-xsmm,caisq/tensorflow,memo/tensorflow,yufengg/tensorflow,nburn42/tensorflow,Mazecreator/tensorflow,johndpope/tensorflow,maciekcc/tensorflow,gojira/tensorflow,raymondxyang/tensorflow,xodus7/tensorflow,hfp/tensorflow-xsmm,snnn/tensorflow,tensorflow/tensorflow-pywrap_tf_optimizer,apark263/tensorflow,ArtsiomCh/tensorflow,manazhao/tf_recsys,eadgarchen/tensorflow,jbedorf/tensorflow,maciekcc/tensorflow,suiyuan2009/tensorflow,Bulochkin/tensorflow_pack,tiagofrepereira2012/tensorflow,alivecor/tensorflow,aselle/tensorflow,ychfan/tensorflow,allenlavoie/tensorflow,suiyuan2009/tensorflow,paolodedios/tensorflow,andrewcmyers/tensorflow,pavelchristof/gomoku-ai,Bulochkin/tensorflow_pack,memo/tensorflow,alsrgv/tensorflow,vrv/tensorflow,johndpope/tensorflow,thesuperzapper/ten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