diff --git a/develop/api_doc/fluid/executor.html b/develop/api_doc/fluid/executor.html
index 4eda08741a5fca30224ee20103d062d287dcb784..29621537f98e50d0bff4e464bda1f7a6cee42b0f 100644
--- a/develop/api_doc/fluid/executor.html
+++ b/develop/api_doc/fluid/executor.html
@@ -179,7 +179,37 @@ var _hmt = _hmt || [];
-
class
paddle.fluid.executor.Executor(places)
-
+
+-
+
run(program=None, feed=None, fetch_list=None, feed_var_name='feed', fetch_var_name='fetch', scope=None, return_numpy=True, use_program_cache=False)
+Run program by this Executor. Feed data by feed map, fetch result by fetch_list.
+Python executor takes a program, add feed operators and fetch operators to this program according
+to feed map and fetch_list. Feed map provides input data for the program. fetch_list provides
+the variables(or names) that user want to get after program run. Note: the executor will run all
+operators in the program but not only the operators dependent by the fetch_list
+
+
+
+
+| Parameters: |
+- program – the program that need to run, if not provied, then default_main_program will be used.
+- feed – feed variable map, e.g. {“image”: ImageData, “label”: LableData}
+- fetch_list – a list of variable or variable names that user want to get, run will return them according
+
+ |
+
|---|
+
+
+to this list.
+:param feed_var_name: the name for the input variable of feed Operator.
+:param fetch_var_name: the name for the output variable of feed Operator.
+:param scope: the scope used to run this program, you can switch it to different scope. default is global_scope
+:param return_numpy: if convert the fetched tensor to numpy
+:param use_program_cache: set use_program_cache to true if program not changed compare to the last step.
+:return: result according to fetch_list.
+
+
+
diff --git a/develop/api_doc/searchindex.js b/develop/api_doc/searchindex.js
index df9dda6f152ee706a3d768945c650c3bbdd75331..d741fd698b2fdd9eaa1d5a963d8973c56b6fe426 100644
--- a/develop/api_doc/searchindex.js
+++ b/develop/api_doc/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["fluid/data_feeder","fluid/evaluator","fluid/executor","fluid/index","fluid/initializer","fluid/io","fluid/layers","fluid/nets","fluid/optimizer","fluid/param_attr","fluid/profiler","fluid/regularizer","index_en","overview","v2/config/activation","v2/config/attr","v2/config/evaluators","v2/config/layer","v2/config/networks","v2/config/optimizer","v2/config/pooling","v2/data","v2/data/data_reader","v2/data/dataset","v2/data/image","v2/model_configs","v2/run_logic"],envversion:50,filenames:["fluid/data_feeder.rst","fluid/evaluator.rst","fluid/executor.rst","fluid/index.rst","fluid/initializer.rst","fluid/io.rst","fluid/layers.rst","fluid/nets.rst","fluid/optimizer.rst","fluid/param_attr.rst","fluid/profiler.rst","fluid/regularizer.rst","index_en.rst","overview.rst","v2/config/activation.rst","v2/config/attr.rst","v2/config/evaluators.rst","v2/config/layer.rst","v2/config/networks.rst","v2/config/optimizer.rst","v2/config/pooling.rst","v2/data.rst","v2/data/data_reader.rst","v2/data/dataset.rst","v2/data/image.rst","v2/model_configs.rst","v2/run_logic.rst"],objects:{"paddle.v2":{image:[24,0,0,"-"]},"paddle.v2.image":{batch_images_from_tar:[24,1,1,""],center_crop:[24,1,1,""],left_right_flip:[24,1,1,""],load_and_transform:[24,1,1,""],load_image:[24,1,1,""],load_image_bytes:[24,1,1,""],random_crop:[24,1,1,""],resize_short:[24,1,1,""],simple_transform:[24,1,1,""],to_chw:[24,1,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"]},objtypes:{"0":"py:module","1":"py:function"},terms:{"0473v3":18,"0ab":17,"1st":6,"211839e770f7b538e2d8":18,"2nd":6,"32x32":23,"6th":23,"7eamaa":23,"abstract":13,"boolean":6,"break":22,"byte":[22,24],"case":[5,6,17],"class":[0,1,2,6,9,14,15,16,17,18,19,20,22,23,26],"default":[5,6,7,10,15,16,17,18,19,20,22,23,24,26],"final":[6,17,18],"float":[6,7,15,16,17,19,22],"function":[6,7,11,17,18,22,23],"import":[16,17],"int":[6,7,15,16,17,18,22,23,24],"long":[6,17,18,22],"new":[6,17,22],"public":[6,23],"return":[5,6,7,11,15,16,17,18,20,22,23,24,26],"short":[17,18],"static":26,"true":[5,6,7,9,15,16,17,18,19,20,22,23,24,26],"var":[5,6],"while":[15,17,22],AWS:22,Abs:6,And:[6,16,17,19,22,23,24,26],But:[6,17,18,22],EOS:17,For:[6,16,17,18,19,22,26],IDs:[6,23],Its:[16,17],NMS:17,NOT:6,One:[6,16,18,26],That:[17,22],The:[5,6,7,10,13,14,15,16,17,18,19,22,23,24,26],Their:17,Then:[6,17,18],There:[6,16,17,23,26],These:[6,16,24],Use:[6,16,22],Used:[9,18],Using:6,Will:[22,26],With:[17,18],__gradient_machines__:26,__model__:5,__param_conf__:26,__tmp_params__:26,_link:18,_proj:17,abbrevi:24,abc:17,abl:17,about:[6,18,24],abov:[6,16,17],abs:18,acceler:17,accept:[6,15,17,22],access:[6,17,18],accord:[6,16,17,24],accordingli:[16,17],accumul:1,accuraci:16,acl2016:23,across:[17,22],act:[6,7,17,18],actgat:6,activ:[6,7,18,25],activi:18,actnod:6,actual:[6,17],adagradoptim:8,adamaxoptim:8,adamoptim:8,adapt:[6,16,19,26],add:[6,10,11,17,18,22,26],added:[6,16,17,23,26],addit:[17,18],addtolay:17,affect:[6,17],after:[6,17,18,23,24],age:23,agg_level:17,alex:6,algorithm:[6,17,19],alia:[4,6,8,11,14,15,17],alias:6,align:[17,18,22],all:[5,6,7,10,13,15,16,17,26],alloc:15,almost:6,along:[6,7,17,24],alpha:6,alreadi:[6,10],also:[6,9,13,17,18,23],although:10,alwai:[6,17,18,26],among:6,amount:6,ani:[6,9,17,18,22],anoth:[6,17,22,26],anthor:6,anyth:22,apart:6,api:[23,26],append:[6,26],append_batch_s:6,append_gradient_machin:26,appli:[6,11,17],applic:10,approach:17,approxim:6,arbitrari:17,archiv:[6,23],arg:[2,6,10,16,18],arg_nam:17,argmax:6,argument:[6,10,17,22,24],around:17,arrai:[6,15,17,22,24,26],arrang:6,arrari:6,articl:[6,23],arxiv:[6,18],as_row_vector:17,assign:[7,16,17],assum:[6,16,17],att_seq:18,attach:18,attend:18,attended_sequ:18,attenion:18,attent:[7,17,18],attr1:17,attr2:17,attr:[6,15,17,18],attribut:[6,17,18,25],author:23,automat:[6,17],avail:[13,23],ave:10,averag:[1,6,10,16,17,20,26],avg_x:6,avgpool:17,avoid:6,axi:[6,17],axis:17,back:[6,17,26],background:[16,17],background_id:[16,17],backward:[6,11,14,17,18],baidu:6,base:[6,13,16,17,20,22,23],baseactiv:18,baseev:26,basenam:16,basepoolingtyp:[17,18],basestr:[15,16,17,18,20,26],basic:[17,26],batch:[1,6,7,17,18,22,24,26],batch_id:26,batch_images_from_tar:24,batch_norm_lay:18,batch_norm_typ:17,batch_ref:6,batch_siz:[6,22],batchnorm:6,batchsiz:17,bbox:16,bcd:17,bcebo:23,beam:[6,17],beam_gen:17,beam_search:26,beam_siz:[6,17],becaus:[16,17,23],becom:6,been:[6,17,18],befor:[6,17,18],begin:[6,10,16,17],begin_norm_axi:6,beginiter:26,beginpass:26,behavior:6,being:6,belong:[16,17],below:6,benefit:18,besid:[9,17,23],beta1:19,beta2:19,beta:6,better:[13,18],between:[6,16,17,24,26],bgr:24,bi_gru:18,bi_lstm:18,bia:[6,17,18],bias:[6,17],bias_attr:[6,17,18],bias_initi:6,bias_param_attr:18,bidirect:[17,18],bigger:6,bilinear:17,bilinear_interpol:17,binari:[5,6,16,17,22],bioinf:6,blank:[6,17],blob:23,block:[6,17],block_i:[6,17],block_x:[6,17],blockdesc:11,bn_bias_attr:18,bn_layer_attr:18,bn_param_attr:18,book:23,booktitl:23,bool:[5,6,15,16,17,18,19,20,22,23,24,26],boot:[6,17],boot_bia:17,boot_bias_active_typ:17,boot_with_const_id:17,bos_id:17,both:[6,10,14,15,17,18,24],bottom:26,bound:[6,17],boundri:16,box:17,branch:[6,17],broadcast:6,buf_siz:22,buffer:22,buffer_s:22,bufsiz:22,build:[5,17,23],build_dict:23,cacul:18,calcul:[6,16,17,18],call:[6,10,16,17,18,22,26],callabl:[5,15,17,22,23],callback:13,can:[5,6,7,9,10,15,16,17,18,22,23,24,26],candid:[6,17],candidate_activ:6,captur:17,care:18,caret:26,carri:6,cat:[22,24],categori:[17,23],categorig:23,cde:17,cdn:23,ceil:17,ceil_mod:17,cell:[6,17,18],cell_activ:6,cell_t_prev:6,cell_valu:6,center:24,center_crop:24,ceph:22,certain:6,chain:22,challeng:17,chang:[17,23],channel:[6,17,18,24],channel_shar:17,check:22,check_align:22,choic:6,choos:6,chosen:6,chunk:6,chunk_ev:1,chunk_schem:[1,6,16],chunktyp:16,chw:24,cite:23,clarifi:[6,16],classdim:6,classic:17,classif:[6,17],classifi:17,classification_error_evalu:16,classification_evalu:16,clear:[10,16],client:6,clip:[15,18],clipbynorm:6,clock:17,clone:17,cloud_read:22,cluster:[22,26],cmu:6,cnn:[6,17],code:[13,17,22],coeff:17,collect:[17,23,26],color:24,colour:23,column:[6,16,17],column_evalu:16,com:[6,17,18,23],combin:[16,17,18,22,26],comma:[6,10,26],command:[10,22],comment:6,common:24,compat:7,compil:17,complet:[6,17,18,23,26],complex:[6,18],complic:17,compos:[7,13,22],composenotalign:22,comput:[1,6,7,10,13,17,18],computation:17,concaten:[6,17,18],concept:[13,16],conckerneltrac:10,cond:6,condit:[6,17],conf:17,confid:17,confidence_threshold:17,config:[10,15,17],config_bas:[16,17,26],configur:[6,12,13,17,26],confus:24,congigu:6,conll:23,connect:[6,18],connectionist:[6,17],consequ:[17,18],consid:[5,16,17],consider:[6,17,18],consist:[6,16,17,23,24],constant:[6,17],constantiniti:[4,6],construct:[6,16],constructor:6,contain:[6,16,17,18,20,22,23,24,26],content:6,context:[6,7,17,18,23],context_attr:18,context_len:[17,18],context_proj_layer_nam:18,context_proj_param_attr:18,context_project:18,context_start:[17,18],continu:16,contrast:[6,17],control:[13,15],conv:[6,18],conv_act:18,conv_batchnorm_drop_r:18,conv_bias_attr:18,conv_filter_s:18,conv_layer_attr:18,conv_num_filt:18,conv_op:17,conv_pad:18,conv_param_attr:18,conv_strid:18,conv_with_batchnorm:18,convent:6,convert:[6,23],convlay:17,convlution2d:6,convolut:[6,7,17,18,22],convolution2d:6,convoper:17,convproject:17,convtranslay:17,convtransproject:17,copi:[6,26],core:[6,15],corespond:6,corpu:23,correct:[6,17],correctli:[16,22],correspend:6,correspond:[5,6,7,17],cos:17,cosin:[6,17],cost:[6,26],cost_id:17,could:[17,22,26],count:[6,16],counter:[1,10],cours:16,covari:17,cpu:[6,10,15,17],cpuplac:10,creat:[6,11,15,22,23,26],creator:[22,23],crop:24,crop_siz:24,crope:24,cross:[6,17],cross_entropi:17,cross_entropy_with_selfnorm:17,csv:10,ctc:[6,16],ctc_evalu:16,cuda:10,cudaplac:10,cudnn:[6,17,20],cudnn_batch_norm:17,cudnn_conv:17,cudnn_convt:17,cudnnavginclpadpool:17,cudnnavgpool:17,cumul:17,current:[6,17],custom_neg_class:6,cut:22,cut_lin:22,cutoff:23,cv2:24,cyclic:17,data:[5,12,13,16,23,24,26],data_feed:3,data_fil:24,data_layout:6,data_read:22,data_typ:[22,23],databas:23,datadim:17,datasci:17,dataset:[6,12],dataset_nam:24,datatyp:23,dcs:23,decai:[11,19],decar:22,decayedadagradoptim:8,declar:6,decod:[6,17,18],decoder_prev:18,decoder_st:18,deconv:17,deconvolut:17,decor:22,deep:[6,17],def:[17,22],defalut:[6,10],default_initi:6,default_main_program:5,defin:[13,17,18,22,26],degener:6,degre:17,delet:6,delimit:16,delta:17,delv:17,demo:[17,23],denot:6,dens:[17,22],dense_arrai:22,dense_vector:22,dense_vector_sequ:22,depend:6,deploi:17,deprec:17,deriv:14,descend:6,descent:17,describ:[5,13],descript:[16,23],deseri:26,design:[6,13,17,22],desir:22,destin:6,det_output:16,detail:[6,13,15,16,17,18,19,23],detect:6,detection_evalu:16,detection_output:16,determin:[6,17,22],deviat:15,devic:15,device_count:6,device_typ:6,devid:17,diagon:6,dic:24,dict:[16,23,26],dict_fil:16,dict_siz:[6,23],dictionari:[6,16,17,23,26],differ:[6,10,13,16,17,26],difficult:16,digit:17,dilat:[6,17],dilation_h:6,dilation_i:17,dilation_w:6,dim:[6,7,9,17,22],dimens:[6,7,9,14,17,18,20,22],dimension:[6,17],dimes:17,direct:[6,17,18,24],directli:18,directori:[5,17],dirnam:5,disabl:6,discard:22,discount:17,discret:17,dispens:6,displac:6,dissimilar:6,distanc:[6,16,17],distribut:[6,17],div:6,divid:[6,17,19],divis:6,divisor:6,doc:22,document:[6,17,18],doe:[6,18],doesn:[15,17,22],don:18,done:[16,17,18],dot:[7,17,18],dotmuloper:17,dotmulproject:17,doubl:6,download:23,drop:[6,7,17,18],drop_rat:15,drope:6,dropout:[7,15,18],dropout_prob:6,dropout_r:[6,7,17],dtype:6,dummi:26,duplic:6,dure:[5,6,17,18],dynam:6,dyogatam:6,each:[6,7,16,17,18,20,22,23,26],each_feature_vector:14,each_time_step_output:14,eas:22,easi:13,edg:24,edit:[6,16],editdist:6,edu:[6,23],effect:[6,17,26],effici:17,efg:17,either:[6,17,18,22,26],elem_dim:17,elememt:17,element:[6,16,17,18,22,24,26],elementwis:[6,7],elliott:23,embedding_nam:17,embedding_s:17,empir:[6,17],empti:[6,16,22],enabl:[6,15,17],enableonstart:10,enc_proj:18,enc_seq:18,encod:18,encoded_proj:18,encoded_sequ:18,encoder_last:17,encount:6,end:[6,10,16,17,23,26],end_id:6,end_po:17,endforwardbackward:26,enditer:26,endpass:26,endpoint:[6,22],english:[17,23],ensembl:18,entir:[17,18,23],entiti:16,entri:[6,22],entropi:[6,17],enumer:14,eos_id:17,epsilon:[6,17,19],equal:[6,7,17,18],equat:[6,16,17,18,19],error:[6,13,15,16,17,18],error_clipping_threshold:15,espeaci:6,especi:[5,17,18],essenti:17,estim:[6,17],etal:[6,23],etc:[6,16,22],etcd:[22,26],etcd_endpoint:22,euclidean:17,eval:16,evalu:[3,6,13,17,25,26],evaluate_difficult:16,event:[10,13],event_handl:26,everi:[6,16,17,18,22],exactli:[17,18],exampl:[6,7,16,17,18,22,23,24,26],example_read:22,exceed:17,except:[9,11,17,23],exclud:17,exclude_mod:17,exclude_param:26,excluded_chunk_typ:[1,6,16],exclus:6,exconv:17,exconvt:17,exdb:23,execut:[6,10,17],executor:[3,5],exist:6,expand:6,expand_a:17,expand_level:17,expandconvlay:17,expans:17,expect:17,explain:[6,16],explan:[6,17],explor:17,expon:17,exponenti:[6,14],expos:13,extend:16,extra:[9,15,17,18],extra_lay:26,extraattr:15,extraattribut:17,extraattributenon:17,extract:[6,16,17],extralayerattribut:[15,18],extralayeroutput:18,extrem:17,fact:6,factor:[6,15,17,19],factor_s:17,fals:[6,15,16,17,18,19,22,23],familiar:13,fan_in:6,fast:17,faster:[6,17,18],fault:26,fc_act:18,fc_attr:18,fc_bias_attr:18,fc_layer_nam:18,fc_mat:26,fc_out:6,fc_param_attr:18,featur:[6,14,17,22,23],feed:[5,13,18,26],feed_list:0,feed_target_nam:5,feeded_var_nam:5,feeder:22,fetch:23,fetch_target:5,fewer:[6,17],fg0:17,field1:26,field2:26,field:[9,17,23,26],fiew:13,file:[5,10,16,17,22,23,24,26],file_typ:22,filenam:[5,24],fill:17,filter:[5,6,17,18],filter_s:[6,7,17,18],filter_size_h:6,filter_size_i:17,filter_size_w:6,filter_strid:6,find:[6,17],fine:15,finish:6,first:[6,10,17,26],first_n:6,firstli:[16,17],firstn:22,fit:[5,23],fix:[6,15,17],flag:[6,10,17,23],flatten:6,flexibl:[10,17,18],flip:24,float32:[6,22],float64:6,float_16:6,floor:17,flow:6,fluid:[0,1,2,4,5,6,7,8,9,10,11,12],follew:6,follow:[6,7,16,17,18,19,22,23,24,26],forc:6,force_cpu:6,forget:[6,19],forget_bia:6,fork:17,form:[6,17,18],format:[6,10,16,22,23,24,26],formul:6,formula:[6,17,18,19],formular:17,forward:[6,14,17,18],forward_proj:6,forwardbackward:26,four:[6,16],fourth:6,frac:6,frame:16,frank:23,free:23,frequenc:23,from:[1,5,6,10,16,17,18,22,23,24,26],from_no_sequ:17,from_sequ:17,from_tar:26,fuction:10,full:[6,17],full_matrix_project:18,fulli:6,fullmatrixproject:17,fully_matrix_project:18,func:22,funciton:[6,18],further:17,furthermor:6,futur:[6,17],future_context_s:6,gain:[6,17],gate:[6,7,17,18],gate_act:[17,18],gate_activ:6,gate_attr:17,gate_bias_attr:17,gate_param_attr:17,gate_recurr:17,gate_v:6,gather:[6,17],gauss:15,gen:17,gender:23,gener:[16,17,18,22,26],generated_word_embed:17,generatedinput:17,gereat:16,german:23,germani:23,get:[5,6,16,17,23,26],get_dict:23,get_embed:23,get_grad:26,get_lin:22,get_movie_title_dict:23,get_shap:26,get_var:6,get_word_dict:23,getlayeroutput:26,gist:18,github:[6,18,23],give:[6,13],given:[6,7,17,22,26],global:[6,11,15],global_learning_r:15,global_pool:6,global_step:6,goe:18,googl:6,gpu:[10,15,17,20],gpustarttimestamp:10,gradient:[6,11,15,16,17,19,26],gradient_clip:9,gradient_clipping_threshold:15,gradient_evalu:16,gradient_machin:26,gradientmachin:26,grai:24,grandient:26,graph:[6,17,26],greater:[6,17],greedi:6,gridsize3d:10,ground:[6,16,17],group:[6,13,18],grouplen:23,gru:[6,17],gru_bias_attr:18,gru_layer_attr:18,gru_memori:18,gru_param_attr:18,gru_step_lay:18,grumemori:18,gserver:17,guid:10,gutmann10a:6,h_0:6,h_f:6,half:[6,7,17],handl:22,handler:26,happen:6,hardshrink:6,hardsigmoid:6,has:[6,7,10,13,16,17,18,23],has_kei:26,has_selected_colum:17,have:[6,7,10,17,18,22],hdf:22,head:7,height:[6,17,22,24],help:[6,13,17],helper:6,here:[6,7,9,15,16,17,18,22],heurist:17,hidden:[6,17,18],hidden_dim:6,hidden_s:18,hidden_t_prev:6,hidden_v:6,hidden_valu:6,hierarch:17,high:[13,15],higher:13,highest:22,highli:23,histori:19,hook:15,hookattr:15,hookattribut:15,horizont:[17,24],hot:6,hous:23,how:[6,15,17],howev:[6,17,18],html:23,http:[6,17,18,23],huber:17,human:17,hwc:24,hyp:6,hyper:17,hyperparamet:17,hyperplan:22,hypothesi:6,iclrworkshop2016:6,ics:23,id_input:16,ident:[6,17],identifi:17,identityoffsetproject:17,identityproject:17,ids:[6,16,17],ignor:[5,6,17],ignored_token:6,illustr:[6,16],im2col:6,imag:[6,20,21,22,23],image_h:6,image_w:6,imagenet:17,imageri:17,img2label:24,img:[17,18],img_conv_lay:18,img_pool_lay:18,implement:[6,7,11,17,18,22],improv:17,in_fals:6,in_plac:6,in_tru:6,includ:[6,16,17,18,23,24],inclus:6,incorpor:17,incorrect:17,inde:22,independ:[6,17],index:[6,16,17,20,22,23,26],indexslot:17,indiact:6,indic:[6,9,16,17,23],infer:[5,6,12,13,24],info:[16,17,23],infom:17,inform:[6,17,23,26],inherit:10,init:[6,15,26],init_batch_dim_idx:6,init_from_tar:26,init_valu:6,initi:[3,6,9,15,17,18,23,26],initial_max:15,initial_mean:[15,17],initial_min:15,initial_std:[15,17],inlcud:18,inner:17,inner_param_attr:18,inproj_attr:17,inproj_bias_attr:17,inproj_param_attr:17,input1:[17,18],input2:17,input:[1,5,6,7,14,16,17,18,20,22,24,26],input_conf:17,input_dim_idx:6,input_dtyp:6,input_featur:14,input_id:17,input_imag:18,input_loc:17,input_proj_bias_attr:18,input_proj_layer_attr:18,input_seq:[6,17],inputtyp:22,insert:6,insid:[16,18],instal:[6,17],instanc:[6,17],instead:[17,18,20],int32:6,int64:6,integ:[6,16,17,22],integer_valu:22,integer_value_sequ:22,integr:[6,16],inter:[6,17],interact:17,intercept:17,interfac:[10,12,13,15,17,18,26],intergr:17,intermedi:6,intern:[13,17,18,26],interpret:[6,16],interv:6,introduc:[17,24],invok:[17,26],iob:16,ioe:16,ipt:17,is_bia:6,is_color:24,is_loc:26,is_revers:6,is_scalar_condit:6,is_seq:17,is_spars:6,is_stat:15,is_test:6,is_train:24,issu:6,issuecom:6,item:[6,17,22,26],iter:[17,18,19,22,26],its:[6,17,18,26],jku:6,jmlr:6,job:23,job_id:23,jointli:18,jpg:24,jth:18,judg:17,just:[6,14,16,17,18,23],keep:[6,17,22,24],keep_dim:6,keep_top_k:17,kei:[7,10,23,24,26],kept:17,kernel:[6,10,17],keyword:6,kitten:6,know:6,kriz:23,krizhevski:6,ksimonyan:18,kvp:10,kwarg:[1,6,9,18,19,22],kwd:[2,10],l1_rate:15,l1decayregular:11,l2_rate:15,l2_sim:17,l2decayregular:11,label:[1,6,16,17,22,23,24,26],label_dim:17,lambda:6,lambdacost:17,lambdarank:17,lang:23,languag:[7,17,23],larg:[6,20,23],larger:[15,16,17],largest:6,last:[6,16,17,18],last_time_step_output:17,latenc:17,latent:17,latest:17,layer1:[17,18],layer2:17,layer3:17,layer:[3,13,15,16,18,20,22,25,26],layer_attr:17,layer_typ:17,layerhelp:6,layeroutout:17,layeroutput:18,layout:24,lbl:16,leakyrelu:6,learn:[6,7,15,16,17,18,19,23],learnabl:[6,7,17,26],learning_r:[9,15],least:[6,16],lecun:23,left:[6,17],left_right_flip:24,len:[6,17],length:[6,17,18,22,23,24],less:[6,17],lesser:6,let:[6,16,17],level:[6,13,15,17],levenshtein:6,librari:[6,17],like:[6,16,17,22,23],limit:[6,17,22],line:[10,13,16,22],line_break:22,linear:[6,7,17],linearli:6,link:[6,17,18],linux:22,list:[6,10,11,16,17,18,22,24,26],listen_and_serv:6,load:[5,24],load_and_transform:24,load_imag:24,load_image_byt:24,loc:16,local:[6,15,26],locat:[6,17,26],lod:6,lod_level:6,lod_rank_table_obj:6,lod_tensor:6,lod_tensor_aarri:6,lod_tensor_arrai:6,lodrankt:6,lodtensor:[6,7],lodtensorarrai:6,logarithm:[6,14],logist:6,logit:6,look:[6,16],lookahead:[6,17],lookup:6,loss:[6,17],low:17,lower:[6,17],lstm:[6,17],lstm_bias_attr:18,lstm_cell_attr:18,lstm_group:18,lstm_layer_attr:18,lstm_step:18,lstm_unit_op:6,lstmemori:18,lstmemory_group:17,lstmp:6,ltr:17,machin:[17,18,23,26],made:23,mai:[6,10,17,18],main:6,main_program:[5,6],maintain:17,make:[6,13,16,17],manag:26,mandarin:17,mani:[18,24],manner:17,map:[7,16,17,22,26],map_read:22,mapper:22,margin:6,mark:23,mask:[6,15,17],master:23,mat_param_attr:18,match:6,math:[6,18],matirx:17,matric:6,matrix:[6,7,16,17,18,22,26],max:[6,7,10,15,17,22,23],max_id:[17,26],max_job_id:23,max_length:17,max_movie_id:23,max_norm:6,max_seq_len:6,max_sort_s:17,max_user_id:23,max_x:6,maxframe_evalu:16,maxid:16,maxid_evalu:16,maxim:17,maximum:[6,10,16,17,23],maxinum:20,maxpool:17,mchw:6,md5:23,mean:[10,15,16,17,18,19,20,22,24,26],mean_op:6,mean_var_nam:17,measur:6,mechan:[7,17,18],mem:[6,17],member:[17,23],memor:17,memori:[6,18],memory_boot:18,memory_nam:17,mention:6,mere:18,merg:[6,17],messag:6,method:[13,17,19,26],might:17,million:23,min:[6,10,15,17],min_word_freq:23,mini:[1,6,17,22,26],minibatch:[6,17],minimum:[6,10,17],mismatch:6,mix:18,mixed_lay:18,mixed_layer_attr:18,mixedlayertyp:17,mkldnn:17,mkldnn_batch_norm:17,mmt16_task1_test:23,mode:[10,17,26],model:[5,6,7,12,13,17,18,23,26],model_filenam:5,modern:13,modifi:[11,17],modul:[18,23,26],modulo:17,moment:6,momentum:[6,15],momentumoptim:8,mono:17,more:[6,10,13,16,17,18,22,23],mose:23,mosesdecod:23,most:[17,22,26],move:17,movi:23,movie_categori:23,movie_info:23,movie_review:23,movieinfo:23,moving_average_fract:17,moving_mean_nam:6,moving_variance_nam:6,much:[6,17],mul_op:6,mul_ratio:17,multi30k:23,multi:[7,17],multi_binary_label_cross_entropi:17,multidimension:6,multilingu:23,multimod:23,multinomi:17,multip:7,multipl:[1,6,7,16,17,18,22,26],multipli:[6,16,17],multiprocess:22,must:[6,14,16,17,18,22,24],mutual:6,myfil:22,name:[5,6,9,10,15,16,17,18,20,24,26],nativ:[6,17],natur:6,nchw:[6,17],ndarrai:[6,24,26],ndcg:17,ndcg_num:17,necessari:17,need:[5,6,7,11,16,17,18,22],neg:[6,16,17],neg_distribut:17,neg_overlap:17,neg_pos_ratio:17,neglect:17,neither:17,ner:16,nest:[17,22],net:[3,6,17,18],network:[6,7,15,16,17,22,25,26],neural:[6,17,18,22,26],neuron:6,never:22,new_dim:6,next:[17,23],ngram:23,nine:23,nlp:17,nltk:23,nms_threshold:17,nms_top_k:17,no_sequ:17,node:17,nois:[6,17],noisi:17,non:[6,17],none:[0,1,5,6,7,9,10,11,15,16,17,18,19,20,24,26],nontranspos:6,norm:[6,18],norm_by_tim:[6,17],normal:[6,9,17,18,23],normaliniti:4,normalizaiton:6,normliz:6,notat:17,note:[6,15,17,18,20,23,24,26],noth:[14,26],notic:17,now:22,np_arrai:22,num:[17,18],num_channel:[17,18],num_chunk_typ:[1,6,16],num_class:[6,17,18],num_col_dim:6,num_filt:[6,7,17,18],num_flatten_dim:6,num_head:7,num_neg_sampl:[6,17],num_or_sect:6,num_pass:26,num_per_batch:24,num_repeat:17,num_result:16,num_results_per_sampl:17,num_total_class:6,num_true_class:6,number:[1,6,7,10,16,17,18,22,23,24],numchunktyp:16,numer:17,numofallsampl:16,numofwrongpredict:16,numpi:[6,15,22,24,26],numtagtyp:16,obei:16,object:[6,15,17,18,22,26],observ:17,obtain:[6,17],occur:[23,26],odd:17,odoti:6,offici:17,offset:[6,17],often:17,older:6,omit:6,onc:17,one:[6,10,14,16,17,18,20,22,26],onli:[6,16,17,18,20,24,26],onlin:[17,19],onto:6,open:[6,17,24],opencv:24,oper:[6,10,11,17,18,22,24],operand:6,opposit:6,optim:[3,11,13,15,25,26],optimizer_mod:6,option:[6,10,16,17,23],order:[6,10,17,18,22,24,26],ordereddict:26,orderli:6,org:[6,16,17,18,23],organ:[16,17],origin:[5,6,13,17,18,22,23],other:[6,10,16,17,18,22],otherchunktyp:16,otherwis:[6,10,17,22,23,24,26],our:6,out:[6,17,26],out_fals:6,out_left:17,out_memori:18,out_right:17,out_size_i:17,out_size_x:17,out_tru:6,outer:17,outlier:17,outout_lay:26,outout_layer1:26,outout_layer2:26,output:[1,6,7,10,14,15,16,17,18,20,22,26],output_:17,output_dim_idx:6,output_dtyp:6,output_fil:10,output_height:6,output_id:17,output_lay:26,output_max_index:20,output_mem:17,output_mod:10,output_s:6,output_width:6,outputh:17,outputw:17,outsid:[17,18],over:[6,17,18,26],overfit:6,overflow:6,overlap:[16,17],overlap_threshold:[16,17],overview:12,own:[6,17],packag:[22,23],pad:[6,18],pad_c:17,pad_h:17,pad_w:17,padding_attr:17,padding_down:6,padding_h:6,padding_i:17,padding_idx:6,padding_left:6,padding_right:6,padding_up:6,padding_w:6,padding_x:17,paddl:[0,1,2,4,5,6,7,8,9,10,11,14,15,16,17,18,19,20,22,23,24,26],paddlepaddl:[6,13,17,18,22,23,24,26],page:23,pair:[6,7,10,11,16],pairwis:17,paper:[6,17,23],parallel:6,parallel_nn:15,param:[5,6,15,17,18,22],param_attr:[3,6,7,17,18],param_initi:6,paramattr:[6,15,17],paramet:[5,6,7,10,11,13,16,17,18,19,20,22,23,24,25],parameter_learning_r:15,parameter_nam:26,parameterattribut:[15,17,18],parameters_and_grad:11,parametr:17,params_filenam:5,pars:[22,23],parser:22,part:[6,7,16,17],partial:[17,26],partial_sum:17,pass:[6,17,26],pass_gener:17,pass_id:26,patch:6,path:[5,16,22,23,24,26],pattern:23,pdf:[6,18],peephol:6,per:[6,16,17,23,24],perform:[6,17,18],perl:23,perm:6,permut:6,peroid:[17,24],persist:[5,6],person:16,phase:6,phrase:[6,13],pick:6,piec:18,pil:24,pipe:22,piperead:22,pixel:[17,22,23],place:[0,2,6,10],plain:[16,17,22],platform:13,pleas:[6,15,17,18,19,23,24],plu:17,point:6,polar:23,polici:6,polit:6,pool:[6,18,25],pool_attr:18,pool_bias_attr:18,pool_layer_attr:18,pool_pad:[6,18],pool_siz:[6,7,17,18],pool_size_i:17,pool_strid:[6,7,18],pool_typ:[6,7,17,18],pooled_height:17,pooled_width:17,pooling_lay:18,pooling_typ:17,poolingtyp:20,port:6,posit:[6,16,17,18],positive_label:16,pre:[17,18,23],pre_id:6,pre_mem:6,precis:[1,6,16],precision_evalu:16,predetermin:17,predic:[5,23],predict:[6,16,17,26],predict_lay:26,prediction1:26,prediction2:26,prefix:[6,16,18],prepend:6,preprocess:[23,24],prev_cel:6,prev_cell_data:6,prev_hidden:6,prev_hidden_data:6,prevent:[6,19],previou:[6,10,17,18,26],previous:17,price:23,principl:6,print:[10,15,26],print_phas:6,print_tensor_lod:6,print_tensor_nam:6,print_tensor_shap:6,print_tensor_typ:6,printer:16,priorbox:17,prite:16,prob:[16,26],probabalist:6,probabilist:17,probabl:[6,16,17,26],problem:17,proce:22,proceed:[6,23],process:[6,15,17,18,22],process_num:22,produc:[6,17,18,22],product:[6,7,17,18],profil:3,profile_path:10,program:[0,5,6,10,13,22],proj:17,proj_activ:6,proj_dim:6,proj_out:6,proj_siz:6,project:[6,7,17,18],promis:[17,18],propag:[17,19],propos:[6,13],proto:[10,20],protobuf:26,protocol:16,provid:[6,13,17,23],prune:[5,17],pserver:26,pserver_spec:26,pub:6,purpos:17,pyramid:17,pyramid_height:17,python:[6,23,26],queri:[7,16,17],query_id:16,quest:23,question:17,r_h_val:6,r_t:17,rais:[6,7,11,22],random:[6,15,17,22],random_crop:24,randomli:[6,24],rang:[6,17,22],rank:[6,17],rank_tabl:6,ranktabl:6,rate:[7,15,16,17,18,19,23],ratio:17,raw:[6,17],read:[6,22,24,26],reader:[12,13,23,26],reader_creator_random_imag:22,reader_creator_random_image_and_label:22,real:[6,17],rearrang:6,reason:18,recal:[1,6,16],receiv:6,recognit:17,recommend:[6,18],record:[10,22],recordio:[22,23],rectifi:17,recurr:6,recurrent_group:18,recurrent_lay:18,recurrentgroup:16,redirect:22,reduc:[6,17],ref:6,ref_batch_dim_idx:6,refer:[6,7,10,15,17,18,19,24],reformul:6,regard:6,region:17,regress:17,regular:[3,6,9,15],rel:[6,18],relu:17,remain:6,remaind:6,rememb:17,remot:15,remov:[6,22],reorder:6,reorderlodtensorbyrankt:6,reorgan:17,repeat:6,replac:6,repositori:17,reprenset:6,repres:[6,17,18],represent:[6,17],requir:[13,16,17],research:[6,23],reserv:6,reset:[6,17],reshape_s:17,resid:6,resiz:24,resize_s:24,resize_short:24,respect:[6,7],respons:17,rest:6,result:[5,6,10,14,16,17,26],result_fil:16,return_seq:18,revers:[6,17,18,23],review:23,rgb:[17,24],rho:19,right:17,rnn:[6,17,18],rnn_step:17,rnnlm:23,robust:17,roi:17,role:23,root:[19,20],rot:17,row:[6,16,17,22],row_id:17,rtype:22,rule:[6,16],run:[6,13],runtim:10,sai:17,same:[6,7,11,16,17,18,26],samping_id:17,sampl:[6,16,22,23],sample_id:16,sample_num:16,sample_weight:6,satifi:16,save:[5,17,22,26],save_parameter_to_tar:26,scalar:[6,17],scale:[7,14],scale_a:6,scale_b:6,scalingproject:17,scan:6,scatter:17,scheduler_factor:15,scheme:[16,19],scope:2,score:[1,6,16,17],script:23,search:[6,17],second:[6,17],see:[6,17,18,23],seed:6,seen:7,segment:[6,16],sel_fc:17,selcet:17,select:[6,17],selected_id:17,selected_indic:17,selectiv:17,selfnorm:17,semant:23,send_var:6,sensit:17,sentenc:[17,23],separ:[5,6,10,16],seper:6,seq0:6,seq1:6,seq2:6,seq3:6,seq:[17,23],seq_pool:17,seq_silc:17,seq_text_print:16,seq_typ:22,seqtext_evalu:16,seqtoseq:17,seqtoseq_net:17,sequenc:[6,14,16,17,18,20,22,23],sequence_group:17,sequence_nest_group:17,sequencesoftmaxop:6,sequencestartposit:17,sequencetextprint:16,sequencetyp:17,sequenti:17,seri:18,serial:26,server:6,set:[6,7,9,10,11,15,16,17,18,22,23,24,26],set_default_parameter_nam:15,set_input:17,sever:[13,16,17],sgd:26,sgdoptim:8,shape:[6,7,16,17,22,26],share:[6,17],shared_bia:18,shared_bias:17,shef:23,shift:[6,17],shorten:17,shorter:24,should:[6,7,10,15,16,17,22,24,26],show:[16,19],shown:[6,17],shrink_rnn_memori:6,shuffl:22,side:[6,17,26],sigma:6,sigmoid:[7,17],sigmoidactiv:18,sigmoidcrossentropywithlogit:6,sima:23,similar:[6,17],similarli:[17,22],simpl:[6,14,16,17,18,22,23,26],simple_lstm:17,simple_rnn:17,simple_transform:24,simpli:[17,24],sinc:[6,17,18],singl:[5,6,16,18,22],sinlg:26,sit:6,sitten:6,sittin:6,size:[6,7,16,17,18,22,23,24,26],size_a:17,size_b:17,slice0:6,slice1:6,slice2:6,slice3:6,slice:[6,17],sliceproject:17,slide:[17,19,23],slope:[6,17],slopeinterceptlay:17,small:[6,17,23],smaller:6,smooth:17,smt:23,soft:6,soft_label:6,softmax:[6,17,18],softmax_param_attr:18,softmax_selfnorm_alpha:17,softrelu:6,some:[6,13,15,17,22,24,26],some_lay:6,somedata:26,sometim:17,sort:[6,10,17,23],sorted_kei:10,sourc:[6,17,23],space:[16,17],space_seperated_tokens_from_dictionary_according_to_seq:16,space_seperated_tokens_from_dictionary_according_to_sub_seq:16,spars:[6,15,17,19,22],sparse_binary_vector:22,sparse_binary_vector_sequ:22,sparse_float_vector:22,sparse_float_vector_sequ:22,sparse_non_value_slot:22,sparse_upd:15,sparse_value_slot:22,spatial:17,spatial_scal:17,specia:23,special:[6,17,23],specif:[6,7,23,26],specifi:[5,6,10,16,17,23],speech:17,speed:[17,18],split:[7,17,22],sport:6,sqrt_x:6,squar:[17,19,20],src_dict_siz:23,src_lang:23,srl:23,ssd:17,stabil:[6,17],stack:6,stackexchang:17,stand:6,standard:[6,15,22],stanford:23,start:[6,17,18,23,26],start_po:17,startup:6,startup_program:6,state:[6,10,17,18],state_act:[17,18],staticinput:17,statist:[6,17],statmt:23,statu:6,std:26,stdout:22,step1:6,step:[6,17,18,20],stochast:19,stop:17,stop_gradi:6,store:[6,16,17,23,26],str:[6,24,26],strategi:20,stream:22,streamid:10,street:17,stride:[6,17,18],stride_h:6,stride_i:17,stride_w:6,stride_x:17,string:[6,10,16,17,22,23,24,26],style:17,sub:[6,16,17,22],sub_nest_seq:17,sub_sequ:17,subgradi:19,subscript:6,subsequ:[6,17],subsequenceinput:17,subsequencet:6,substitut:6,success:17,suggest:17,sum:[7,17,19],sum_x:6,sume:6,summar:6,summat:6,suppli:6,support:[6,15,16,17,19,20,22,24],suppos:[6,7,18],suppress:17,sure:6,surpass:17,symbol:17,t_max:6,t_min:6,tabl:[6,16,17],tableproject:17,tag:[16,23],tagtyp:16,take:[6,16,17,18,22,26],taken:17,tanh:[17,18],tanhactiv:18,tanhshrink:6,tar:[23,24,26],target:[6,17,23,26],target_dictionary_dim:17,target_language_embed:17,target_var:5,targetinlink:17,task1:23,task:[6,16,17,23],techniqu:6,technolog:6,tell:10,tempor:[6,17],tensor:7,term:[6,17,18],test100:23,test10:23,test:[6,17,22,23,24,26],testresult:26,text:[6,16,18,22],text_fil:22,tgz:23,than:[6,15,16,17,18],thehalf:6,thei:[6,17],them:[6,16,17,18,24],therein:[6,17],thi:[5,6,10,11,15,16,17,18,19,22,23,24,26],third:[6,17],third_parti:17,those:17,thought:6,threadblocks:10,three:[6,7,16,17,23],threshold:[6,15,16,17],thresholdedrelu:6,through:[7,17],thu:[6,17],time:[6,10,17,18,20,22,26],timelin:17,timeout_sec:22,timer:10,timestamp:17,timestep:17,titl:23,to_chw:24,to_no_sequ:17,to_sequ:17,to_tar:26,todo:[16,22,23],toend:17,togeth:[17,18,22,26],token:[6,16,17,23],toler:26,too:23,top:[6,16,26],top_k:[6,16],topk_indic:6,topk_out:6,topolopi:26,toronto:23,total:[6,10,26],tractabl:17,tradit:17,trail:[6,22],train100:23,train10:23,train:[6,12,13,15,16,17,22,23,24],trainabl:[9,17],transform:[6,17,18,24],transform_param_attr:18,transformed_st:18,translat:[17,18,23],transpos:[17,24],transpose_i:6,transpose_x:6,transposedfullmatrixproject:17,treat:[6,17],tree:17,trg_dict_siz:23,trim:17,truth:[6,16,17],tune:15,tupl:[6,17,18,22,23,24,26],ture:17,turn:[6,17],tutori:10,two:[6,7,16,17,18],type:[6,7,11,16,17,18,20,22,23,24,26],typic:16,uci:23,ufldl:[6,17],unchang:6,under:6,underli:6,unidirect:17,uniform:[6,15,17,22],uniforminiti:4,unit:[6,7,17,18],unitest:6,unk:23,unknown:[6,11,17,23],unless:6,unlik:[6,17],unnorm:6,unscal:6,unseg:17,unus:6,updat:[6,13,15,17,19],update_equ:26,update_hook:15,upper:17,url:[22,23],usag:[6,16,17,18,24,26],use:[6,10,13,15,16,17,18,20,22,23,24,26],use_cudnn:[6,7],use_etcd:26,use_global_stat:17,use_mkldnn:17,use_nccl:6,use_peephol:6,used:[5,6,10,16,17,18,19,20,22,23,24,26],useful:[17,18],user:[6,10,13,15,17,18,22,23,24,26],user_info:23,userinfo:23,uses:[6,17],using:[1,6,15,17,18,22,23,26],usual:[6,17,26],valid:[6,17,23,24],valu:[6,7,10,15,16,17,20,22,23,24,26],value_evalu:16,value_rang:22,valueerror:[6,7],vardesc:6,variabl:[5,6,7,19,22,23],varianc:[6,17],variant:17,vartyp:6,vec1:17,vec2:17,vecter:6,vector:[6,17,18,22,23],verb:23,veri:[17,20],version:[17,18,23],vertic:17,vgg:18,view:17,vision:23,visit:26,visual:17,vl16:23,vutbr:23,w_f:6,wai:[6,16,18],wang:6,want:[10,17],warn:26,warp:[6,17],warpctc:17,websit:23,weight:[6,7,9,11,16,17,18,19],weight_act:18,well:6,were:[6,16],what:[15,17],when:[6,7,15,16,17,19,22,26],whenev:6,where:[6,7,17,18,19],wherea:6,whether:[6,16,17,24,26],which:[5,6,7,9,10,15,16,17,18,22,23,24,26],while_op:6,whole:[16,22],whose:[6,17,22],why:18,width:[6,16,17,22,24],wiil:6,wiki:17,wikipedia:[17,23],window:[17,20,23],wise:[6,17,24],within:[6,17],without:[16,17],wmt16_files_mmt:23,wmt_shrinked_data:23,word:[16,17,23],word_idx:23,word_vector_dim:17,words_freq_sort:23,work:[6,17,22],workshop:23,would:[10,26],wrap:6,wrapper:18,write:[6,10,13,22],written:[6,10],www:[6,23],x_first_step:6,x_last_step:6,x_num_col_dim:6,x_reshap:6,x_t:6,x_t_data:6,x_transpos:6,xarg:16,xavier:6,xavieriniti:[4,6],xmap_read:22,y_num_col_dim:6,y_predict:6,yann:23,year:23,yeild:26,yield:22,you:[6,7,10,15,17,18,22,23,26],your:[17,22,23,26],yuyang18:[22,23],zero:[15,17,18,19,22,23],zip:23},titles:["data_feeder","evaluator","executor","Fluid","initializer","io","layers","nets","optimizer","param_attr","profiler","regularizer","API","V2 API Overview","Activation","Parameter Attribute","Evaluators","Layers","Networks","Optimizer","Pooling","Data Reader Interface and DataSets","Data Reader Interface","Dataset","Image Interface","Model Configuration","Training and Inference"],titleterms:{"while":6,Abs:14,abs:6,accuraci:[1,6],activ:[14,17],adadelta:19,adagrad:[8,19],adam:[8,19],adamax:[8,19],addto:17,aggreg:17,aggregatelevel:17,api:[12,13],append_regularization_op:11,array_length:6,array_read:6,array_to_lod_tensor:6,array_writ:6,assign:6,attribut:15,auc:16,avg:20,basepool:20,batch_norm:[6,17],beam_search:[6,17],beam_search_decod:6,bidirectional_gru:18,bidirectional_lstm:18,bilinear_interp:17,block_expand:17,blockguard:6,blockguardserv:6,blockguardwithcomplet:6,brelu:[6,14],cast:6,ceil:6,check:17,chunk:16,chunk_ev:6,chunkevalu:1,cifar:23,classif:16,classification_error:16,classification_error_print:16,clip:[6,17],clip_by_norm:6,column_sum:16,concat:[6,17],conditionalblock:6,configur:25,conll05:23,connect:17,constant:4,context_project:17,control_flow:6,conv2d:6,conv2d_transpos:6,conv:17,conv_oper:17,conv_project:17,conv_shift:17,cos_sim:[6,17],cost:17,create_arrai:6,create_global_var:6,create_paramet:6,create_tensor:6,crf:17,crf_decod:[6,17],cross_channel_norm:17,cross_entropi:6,cross_entropy_cost:17,cross_entropy_with_selfnorm_cost:17,ctc:17,ctc_error:16,ctc_greedy_decod:6,cuda_profil:10,cudnnavg:20,cudnnmax:20,data:[6,17,21,22],data_feed:0,datafeed:[0,22],dataset:[21,23],datatyp:22,decayedadagrad:[8,19],detect:16,detection_map:16,detection_output:17,devic:6,dot_prod:17,dot_product_attent:18,dotmul_oper:17,dotmul_project:17,dropout:[6,17],dynamic_gru:6,dynamic_lstm:6,dynamic_lstmp:6,dynamicrnn:6,edit_dist:6,elementwise_add:6,elementwise_div:6,elementwise_max:6,elementwise_min:6,elementwise_mul:6,elementwise_pow:6,elementwise_sub:6,elu:6,embed:[6,17],eos:17,evalu:[1,16],event:26,executor:2,exp:[6,14],expand:17,expandlevel:17,factorization_machin:17,fill_const:6,fill_constant_batch_size_lik:6,first_seq:17,floor:6,fluid:3,full_matrix_project:17,fulli:17,gated_unit:17,get_inference_program:5,get_output:17,get_plac:6,global_scop:2,glu:7,gradient_print:16,group:17,gru:18,gru_group:18,gru_step:17,gru_unit:[6,18],grumemori:17,hard_shrink:6,hard_sigmoid:6,hsigmoid:17,huber_classification_cost:17,huber_regression_cost:17,ident:14,identity_project:17,ifels:6,im2sequ:6,imag:[17,18,24],imdb:23,img_cmrnorm:17,img_conv:17,img_conv_bn_pool:18,img_conv_group:18,img_pool:17,imikolov:23,increment:6,infer:26,initi:4,interfac:[21,22,24],interpol:17,kmax_sequence_scor:17,l1decai:11,l2_distanc:17,l2_normal:6,l2decai:11,lambda_cost:17,last_seq:17,layer:[6,17],layer_norm:6,leaky_relu:6,less_than:6,linear:14,linear_chain_crf:6,linear_comb:17,listenandserv:6,load_inference_model:5,load_param:5,load_persist:5,load_var:5,lod_rank_t:6,lod_tensor_to_arrai:6,log:[6,14],logsigmoid:6,lstm:18,lstm_step:17,lstm_unit:6,lstmemori:17,lstmemory_group:18,lstmemory_unit:18,math:17,matmul:6,max:20,max_sequence_len:6,maxframe_print:16,maxid:17,maxid_print:16,maxout:17,mean:6,memori:17,merge_lod_tensor:6,minibatch:22,mix:17,mnist:23,model:25,momentum:[8,19],movielen:23,mul:6,multi_binary_label_cross_entropy_cost:17,multibox_loss:17,multiplex:[6,17],nce:[6,17],net:7,network:18,nlp:18,norm:17,normal:4,ones:6,ops:6,optim:[8,19],out_prod:17,overview:13,pad:17,paralleldo:6,param_attr:9,paramattr:9,paramet:[15,26],pnpair:16,pool2d:6,pool:[17,20],pow:6,power:17,precision_recal:16,prelu:17,print:[6,16],profil:10,rank:16,rank_cost:17,reader:[21,22],reciproc:6,recurr:[17,18],recurrent_group:17,reduce_max:6,reduce_mean:6,reduce_min:6,reduce_sum:6,regular:11,relu6:6,relu:[6,14],reorder_lod_tensor_by_rank:6,repeat:17,reset_profil:10,reshap:[6,17],resiz:17,rmsprop:19,roi_pool:17,rotat:17,round:6,row_conv:[6,17],row_l2_norm:17,sampl:17,sampling_id:17,save_inference_model:5,save_param:5,save_persist:5,save_var:5,scale:[6,17],scale_shift:17,scaled_dot_product_attent:7,scaling_project:17,scope_guard:2,selective_fc:17,send:6,sentiment:23,seq_concat:17,seq_reshap:17,seq_slic:17,seqtext_print:16,sequence_conv:6,sequence_conv_pool:[7,18],sequence_expand:6,sequence_first_step:6,sequence_last_step:6,sequence_pool:6,sequence_reshap:6,sequence_softmax:6,sequencesoftmax:14,sgd:8,shrink_memori:6,sigmoid:[6,14],sigmoid_cross_entropy_with_logit:6,simple_attent:18,simple_gru2:18,simple_gru:18,simple_img_conv_pool:[7,18],simple_lstm:18,slice_project:17,slope_intercept:17,small_vgg:18,smooth_l1_cost:17,soft_relu:6,softmax:14,softplu:6,softrelu:14,softshrink:6,softsign:[6,14],split:6,split_lod_tensor:6,spp:17,sqrt:6,squar:[6,14],square_error_cost:[6,17],squarerootn:20,stanh:[6,14],staticrnn:6,staticrnnmemorylink:6,sub_nested_seq:17,sub_seq:17,sum:[6,16,20],sum_cost:17,sum_to_one_norm:17,swish:6,switch_scop:2,table_project:17,tanh:[6,14],tanh_shrink:6,tensor:[6,17],text_conv_pool:18,thresholded_relu:6,topk:6,train:26,trainer:26,tran:17,trans_full_matrix_project:17,transpos:6,uci_h:23,uniform:4,util:16,value_print:16,vgg_16_network:18,warp_ctc:17,warpctc:6,weightnormparamattr:9,whileguard:6,wmt14:23,wmt16:23,xavier:4,zero:6}})
\ No newline at end of file
+Search.setIndex({docnames:["fluid/data_feeder","fluid/evaluator","fluid/executor","fluid/index","fluid/initializer","fluid/io","fluid/layers","fluid/nets","fluid/optimizer","fluid/param_attr","fluid/profiler","fluid/regularizer","index_en","overview","v2/config/activation","v2/config/attr","v2/config/evaluators","v2/config/layer","v2/config/networks","v2/config/optimizer","v2/config/pooling","v2/data","v2/data/data_reader","v2/data/dataset","v2/data/image","v2/model_configs","v2/run_logic"],envversion:50,filenames:["fluid/data_feeder.rst","fluid/evaluator.rst","fluid/executor.rst","fluid/index.rst","fluid/initializer.rst","fluid/io.rst","fluid/layers.rst","fluid/nets.rst","fluid/optimizer.rst","fluid/param_attr.rst","fluid/profiler.rst","fluid/regularizer.rst","index_en.rst","overview.rst","v2/config/activation.rst","v2/config/attr.rst","v2/config/evaluators.rst","v2/config/layer.rst","v2/config/networks.rst","v2/config/optimizer.rst","v2/config/pooling.rst","v2/data.rst","v2/data/data_reader.rst","v2/data/dataset.rst","v2/data/image.rst","v2/model_configs.rst","v2/run_logic.rst"],objects:{"paddle.v2":{image:[24,0,0,"-"]},"paddle.v2.image":{batch_images_from_tar:[24,1,1,""],center_crop:[24,1,1,""],left_right_flip:[24,1,1,""],load_and_transform:[24,1,1,""],load_image:[24,1,1,""],load_image_bytes:[24,1,1,""],random_crop:[24,1,1,""],resize_short:[24,1,1,""],simple_transform:[24,1,1,""],to_chw:[24,1,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"]},objtypes:{"0":"py:module","1":"py:function"},terms:{"0473v3":18,"0ab":17,"1st":6,"211839e770f7b538e2d8":18,"2nd":6,"32x32":23,"6th":23,"7eamaa":23,"abstract":13,"boolean":6,"break":22,"byte":[22,24],"case":[5,6,17],"class":[0,1,2,6,9,14,15,16,17,18,19,20,22,23,26],"default":[2,5,6,7,10,15,16,17,18,19,20,22,23,24,26],"final":[6,17,18],"float":[6,7,15,16,17,19,22],"function":[6,7,11,17,18,22,23],"import":[16,17],"int":[6,7,15,16,17,18,22,23,24],"long":[6,17,18,22],"new":[6,17,22],"public":[6,23],"return":[2,5,6,7,11,15,16,17,18,20,22,23,24,26],"short":[17,18],"static":26,"switch":2,"true":[2,5,6,7,9,15,16,17,18,19,20,22,23,24,26],"var":[5,6],"while":[15,17,22],AWS:22,Abs:6,And:[6,16,17,19,22,23,24,26],But:[6,17,18,22],EOS:17,For:[6,16,17,18,19,22,26],IDs:[6,23],Its:[16,17],NMS:17,NOT:6,One:[6,16,18,26],That:[17,22],The:[5,6,7,10,13,14,15,16,17,18,19,22,23,24,26],Their:17,Then:[6,17,18],There:[6,16,17,23,26],These:[6,16,24],Use:[6,16,22],Used:[9,18],Using:6,Will:[22,26],With:[17,18],__gradient_machines__:26,__model__:5,__param_conf__:26,__tmp_params__:26,_link:18,_proj:17,abbrevi:24,abc:17,abl:17,about:[6,18,24],abov:[6,16,17],abs:18,acceler:17,accept:[6,15,17,22],access:[6,17,18],accord:[2,6,16,17,24],accordingli:[16,17],accumul:1,accuraci:16,acl2016:23,across:[17,22],act:[6,7,17,18],actgat:6,activ:[6,7,18,25],activi:18,actnod:6,actual:[6,17],adagradoptim:8,adamaxoptim:8,adamoptim:8,adapt:[6,16,19,26],add:[2,6,10,11,17,18,22,26],added:[6,16,17,23,26],addit:[17,18],addtolay:17,affect:[6,17],after:[2,6,17,18,23,24],age:23,agg_level:17,alex:6,algorithm:[6,17,19],alia:[4,6,8,11,14,15,17],alias:6,align:[17,18,22],all:[2,5,6,7,10,13,15,16,17,26],alloc:15,almost:6,along:[6,7,17,24],alpha:6,alreadi:[6,10],also:[6,9,13,17,18,23],although:10,alwai:[6,17,18,26],among:6,amount:6,ani:[6,9,17,18,22],anoth:[6,17,22,26],anthor:6,anyth:22,apart:6,api:[23,26],append:[6,26],append_batch_s:6,append_gradient_machin:26,appli:[6,11,17],applic:10,approach:17,approxim:6,arbitrari:17,archiv:[6,23],arg:[2,6,10,16,18],arg_nam:17,argmax:6,argument:[6,10,17,22,24],around:17,arrai:[6,15,17,22,24,26],arrang:6,arrari:6,articl:[6,23],arxiv:[6,18],as_row_vector:17,assign:[7,16,17],assum:[6,16,17],att_seq:18,attach:18,attend:18,attended_sequ:18,attenion:18,attent:[7,17,18],attr1:17,attr2:17,attr:[6,15,17,18],attribut:[6,17,18,25],author:23,automat:[6,17],avail:[13,23],ave:10,averag:[1,6,10,16,17,20,26],avg_x:6,avgpool:17,avoid:6,axi:[6,17],axis:17,back:[6,17,26],background:[16,17],background_id:[16,17],backward:[6,11,14,17,18],baidu:6,base:[6,13,16,17,20,22,23],baseactiv:18,baseev:26,basenam:16,basepoolingtyp:[17,18],basestr:[15,16,17,18,20,26],basic:[17,26],batch:[1,6,7,17,18,22,24,26],batch_id:26,batch_images_from_tar:24,batch_norm_lay:18,batch_norm_typ:17,batch_ref:6,batch_siz:[6,22],batchnorm:6,batchsiz:17,bbox:16,bcd:17,bcebo:23,beam:[6,17],beam_gen:17,beam_search:26,beam_siz:[6,17],becaus:[16,17,23],becom:6,been:[6,17,18],befor:[6,17,18],begin:[6,10,16,17],begin_norm_axi:6,beginiter:26,beginpass:26,behavior:6,being:6,belong:[16,17],below:6,benefit:18,besid:[9,17,23],beta1:19,beta2:19,beta:6,better:[13,18],between:[6,16,17,24,26],bgr:24,bi_gru:18,bi_lstm:18,bia:[6,17,18],bias:[6,17],bias_attr:[6,17,18],bias_initi:6,bias_param_attr:18,bidirect:[17,18],bigger:6,bilinear:17,bilinear_interpol:17,binari:[5,6,16,17,22],bioinf:6,blank:[6,17],blob:23,block:[6,17],block_i:[6,17],block_x:[6,17],blockdesc:11,bn_bias_attr:18,bn_layer_attr:18,bn_param_attr:18,book:23,booktitl:23,bool:[5,6,15,16,17,18,19,20,22,23,24,26],boot:[6,17],boot_bia:17,boot_bias_active_typ:17,boot_with_const_id:17,bos_id:17,both:[6,10,14,15,17,18,24],bottom:26,bound:[6,17],boundri:16,box:17,branch:[6,17],broadcast:6,buf_siz:22,buffer:22,buffer_s:22,bufsiz:22,build:[5,17,23],build_dict:23,cacul:18,calcul:[6,16,17,18],call:[6,10,16,17,18,22,26],callabl:[5,15,17,22,23],callback:13,can:[2,5,6,7,9,10,15,16,17,18,22,23,24,26],candid:[6,17],candidate_activ:6,captur:17,care:18,caret:26,carri:6,cat:[22,24],categori:[17,23],categorig:23,cde:17,cdn:23,ceil:17,ceil_mod:17,cell:[6,17,18],cell_activ:6,cell_t_prev:6,cell_valu:6,center:24,center_crop:24,ceph:22,certain:6,chain:22,challeng:17,chang:[2,17,23],channel:[6,17,18,24],channel_shar:17,check:22,check_align:22,choic:6,choos:6,chosen:6,chunk:6,chunk_ev:1,chunk_schem:[1,6,16],chunktyp:16,chw:24,cite:23,clarifi:[6,16],classdim:6,classic:17,classif:[6,17],classifi:17,classification_error_evalu:16,classification_evalu:16,clear:[10,16],client:6,clip:[15,18],clipbynorm:6,clock:17,clone:17,cloud_read:22,cluster:[22,26],cmu:6,cnn:[6,17],code:[13,17,22],coeff:17,collect:[17,23,26],color:24,colour:23,column:[6,16,17],column_evalu:16,com:[6,17,18,23],combin:[16,17,18,22,26],comma:[6,10,26],command:[10,22],comment:6,common:24,compar:2,compat:7,compil:17,complet:[6,17,18,23,26],complex:[6,18],complic:17,compos:[7,13,22],composenotalign:22,comput:[1,6,7,10,13,17,18],computation:17,concaten:[6,17,18],concept:[13,16],conckerneltrac:10,cond:6,condit:[6,17],conf:17,confid:17,confidence_threshold:17,config:[10,15,17],config_bas:[16,17,26],configur:[6,12,13,17,26],confus:24,congigu:6,conll:23,connect:[6,18],connectionist:[6,17],consequ:[17,18],consid:[5,16,17],consider:[6,17,18],consist:[6,16,17,23,24],constant:[6,17],constantiniti:[4,6],construct:[6,16],constructor:6,contain:[6,16,17,18,20,22,23,24,26],content:6,context:[6,7,17,18,23],context_attr:18,context_len:[17,18],context_proj_layer_nam:18,context_proj_param_attr:18,context_project:18,context_start:[17,18],continu:16,contrast:[6,17],control:[13,15],conv:[6,18],conv_act:18,conv_batchnorm_drop_r:18,conv_bias_attr:18,conv_filter_s:18,conv_layer_attr:18,conv_num_filt:18,conv_op:17,conv_pad:18,conv_param_attr:18,conv_strid:18,conv_with_batchnorm:18,convent:6,convert:[2,6,23],convlay:17,convlution2d:6,convolut:[6,7,17,18,22],convolution2d:6,convoper:17,convproject:17,convtranslay:17,convtransproject:17,copi:[6,26],core:[6,15],corespond:6,corpu:23,correct:[6,17],correctli:[16,22],correspend:6,correspond:[5,6,7,17],cos:17,cosin:[6,17],cost:[6,26],cost_id:17,could:[17,22,26],count:[6,16],counter:[1,10],cours:16,covari:17,cpu:[6,10,15,17],cpuplac:10,creat:[6,11,15,22,23,26],creator:[22,23],crop:24,crop_siz:24,crope:24,cross:[6,17],cross_entropi:17,cross_entropy_with_selfnorm:17,csv:10,ctc:[6,16],ctc_evalu:16,cuda:10,cudaplac:10,cudnn:[6,17,20],cudnn_batch_norm:17,cudnn_conv:17,cudnn_convt:17,cudnnavginclpadpool:17,cudnnavgpool:17,cumul:17,current:[6,17],custom_neg_class:6,cut:22,cut_lin:22,cutoff:23,cv2:24,cyclic:17,data:[2,5,12,13,16,23,24,26],data_feed:3,data_fil:24,data_layout:6,data_read:22,data_typ:[22,23],databas:23,datadim:17,datasci:17,dataset:[6,12],dataset_nam:24,datatyp:23,dcs:23,decai:[11,19],decar:22,decayedadagradoptim:8,declar:6,decod:[6,17,18],decoder_prev:18,decoder_st:18,deconv:17,deconvolut:17,decor:22,deep:[6,17],def:[17,22],defalut:[6,10],default_initi:6,default_main_program:[2,5],defin:[13,17,18,22,26],degener:6,degre:17,delet:6,delimit:16,delta:17,delv:17,demo:[17,23],denot:6,dens:[17,22],dense_arrai:22,dense_vector:22,dense_vector_sequ:22,depend:[2,6],deploi:17,deprec:17,deriv:14,descend:6,descent:17,describ:[5,13],descript:[16,23],deseri:26,design:[6,13,17,22],desir:22,destin:6,det_output:16,detail:[6,13,15,16,17,18,19,23],detect:6,detection_evalu:16,detection_output:16,determin:[6,17,22],deviat:15,devic:15,device_count:6,device_typ:6,devid:17,diagon:6,dic:24,dict:[16,23,26],dict_fil:16,dict_siz:[6,23],dictionari:[6,16,17,23,26],differ:[2,6,10,13,16,17,26],difficult:16,digit:17,dilat:[6,17],dilation_h:6,dilation_i:17,dilation_w:6,dim:[6,7,9,17,22],dimens:[6,7,9,14,17,18,20,22],dimension:[6,17],dimes:17,direct:[6,17,18,24],directli:18,directori:[5,17],dirnam:5,disabl:6,discard:22,discount:17,discret:17,dispens:6,displac:6,dissimilar:6,distanc:[6,16,17],distribut:[6,17],div:6,divid:[6,17,19],divis:6,divisor:6,doc:22,document:[6,17,18],doe:[6,18],doesn:[15,17,22],don:18,done:[16,17,18],dot:[7,17,18],dotmuloper:17,dotmulproject:17,doubl:6,download:23,drop:[6,7,17,18],drop_rat:15,drope:6,dropout:[7,15,18],dropout_prob:6,dropout_r:[6,7,17],dtype:6,dummi:26,duplic:6,dure:[5,6,17,18],dynam:6,dyogatam:6,each:[6,7,16,17,18,20,22,23,26],each_feature_vector:14,each_time_step_output:14,eas:22,easi:13,edg:24,edit:[6,16],editdist:6,edu:[6,23],effect:[6,17,26],effici:17,efg:17,either:[6,17,18,22,26],elem_dim:17,elememt:17,element:[6,16,17,18,22,24,26],elementwis:[6,7],elliott:23,embedding_nam:17,embedding_s:17,empir:[6,17],empti:[6,16,22],enabl:[6,15,17],enableonstart:10,enc_proj:18,enc_seq:18,encod:18,encoded_proj:18,encoded_sequ:18,encoder_last:17,encount:6,end:[6,10,16,17,23,26],end_id:6,end_po:17,endforwardbackward:26,enditer:26,endpass:26,endpoint:[6,22],english:[17,23],ensembl:18,entir:[17,18,23],entiti:16,entri:[6,22],entropi:[6,17],enumer:14,eos_id:17,epsilon:[6,17,19],equal:[6,7,17,18],equat:[6,16,17,18,19],error:[6,13,15,16,17,18],error_clipping_threshold:15,espeaci:6,especi:[5,17,18],essenti:17,estim:[6,17],etal:[6,23],etc:[6,16,22],etcd:[22,26],etcd_endpoint:22,euclidean:17,eval:16,evalu:[3,6,13,17,25,26],evaluate_difficult:16,event:[10,13],event_handl:26,everi:[6,16,17,18,22],exactli:[17,18],exampl:[6,7,16,17,18,22,23,24,26],example_read:22,exceed:17,except:[9,11,17,23],exclud:17,exclude_mod:17,exclude_param:26,excluded_chunk_typ:[1,6,16],exclus:6,exconv:17,exconvt:17,exdb:23,execut:[6,10,17],executor:[3,5],exist:6,expand:6,expand_a:17,expand_level:17,expandconvlay:17,expans:17,expect:17,explain:[6,16],explan:[6,17],explor:17,expon:17,exponenti:[6,14],expos:13,extend:16,extra:[9,15,17,18],extra_lay:26,extraattr:15,extraattribut:17,extraattributenon:17,extract:[6,16,17],extralayerattribut:[15,18],extralayeroutput:18,extrem:17,fact:6,factor:[6,15,17,19],factor_s:17,fals:[2,6,15,16,17,18,19,22,23],familiar:13,fan_in:6,fast:17,faster:[6,17,18],fault:26,fc_act:18,fc_attr:18,fc_bias_attr:18,fc_layer_nam:18,fc_mat:26,fc_out:6,fc_param_attr:18,featur:[6,14,17,22,23],feed:[2,5,13,18,26],feed_list:0,feed_target_nam:5,feed_var_nam:2,feeded_var_nam:5,feeder:22,fetch:[2,23],fetch_list:2,fetch_target:5,fetch_var_nam:2,fewer:[6,17],fg0:17,field1:26,field2:26,field:[9,17,23,26],fiew:13,file:[5,10,16,17,22,23,24,26],file_typ:22,filenam:[5,24],fill:17,filter:[5,6,17,18],filter_s:[6,7,17,18],filter_size_h:6,filter_size_i:17,filter_size_w:6,filter_strid:6,find:[6,17],fine:15,finish:6,first:[6,10,17,26],first_n:6,firstli:[16,17],firstn:22,fit:[5,23],fix:[6,15,17],flag:[6,10,17,23],flatten:6,flexibl:[10,17,18],flip:24,float32:[6,22],float64:6,float_16:6,floor:17,flow:6,fluid:[0,1,2,4,5,6,7,8,9,10,11,12],follew:6,follow:[6,7,16,17,18,19,22,23,24,26],forc:6,force_cpu:6,forget:[6,19],forget_bia:6,fork:17,form:[6,17,18],format:[6,10,16,22,23,24,26],formul:6,formula:[6,17,18,19],formular:17,forward:[6,14,17,18],forward_proj:6,forwardbackward:26,four:[6,16],fourth:6,frac:6,frame:16,frank:23,free:23,frequenc:23,from:[1,5,6,10,16,17,18,22,23,24,26],from_no_sequ:17,from_sequ:17,from_tar:26,fuction:10,full:[6,17],full_matrix_project:18,fulli:6,fullmatrixproject:17,fully_matrix_project:18,func:22,funciton:[6,18],further:17,furthermor:6,futur:[6,17],future_context_s:6,gain:[6,17],gate:[6,7,17,18],gate_act:[17,18],gate_activ:6,gate_attr:17,gate_bias_attr:17,gate_param_attr:17,gate_recurr:17,gate_v:6,gather:[6,17],gauss:15,gen:17,gender:23,gener:[16,17,18,22,26],generated_word_embed:17,generatedinput:17,gereat:16,german:23,germani:23,get:[2,5,6,16,17,23,26],get_dict:23,get_embed:23,get_grad:26,get_lin:22,get_movie_title_dict:23,get_shap:26,get_var:6,get_word_dict:23,getlayeroutput:26,gist:18,github:[6,18,23],give:[6,13],given:[6,7,17,22,26],global:[6,11,15],global_learning_r:15,global_pool:6,global_step:6,goe:18,googl:6,gpu:[10,15,17,20],gpustarttimestamp:10,gradient:[6,11,15,16,17,19,26],gradient_clip:9,gradient_clipping_threshold:15,gradient_evalu:16,gradient_machin:26,gradientmachin:26,grai:24,grandient:26,graph:[6,17,26],greater:[6,17],greedi:6,gridsize3d:10,ground:[6,16,17],group:[6,13,18],grouplen:23,gru:[6,17],gru_bias_attr:18,gru_layer_attr:18,gru_memori:18,gru_param_attr:18,gru_step_lay:18,grumemori:18,gserver:17,guid:10,gutmann10a:6,h_0:6,h_f:6,half:[6,7,17],handl:22,handler:26,happen:6,hardshrink:6,hardsigmoid:6,has:[6,7,10,13,16,17,18,23],has_kei:26,has_selected_colum:17,have:[6,7,10,17,18,22],hdf:22,head:7,height:[6,17,22,24],help:[6,13,17],helper:6,here:[6,7,9,15,16,17,18,22],heurist:17,hidden:[6,17,18],hidden_dim:6,hidden_s:18,hidden_t_prev:6,hidden_v:6,hidden_valu:6,hierarch:17,high:[13,15],higher:13,highest:22,highli:23,histori:19,hook:15,hookattr:15,hookattribut:15,horizont:[17,24],hot:6,hous:23,how:[6,15,17],howev:[6,17,18],html:23,http:[6,17,18,23],huber:17,human:17,hwc:24,hyp:6,hyper:17,hyperparamet:17,hyperplan:22,hypothesi:6,iclrworkshop2016:6,ics:23,id_input:16,ident:[6,17],identifi:17,identityoffsetproject:17,identityproject:17,ids:[6,16,17],ignor:[5,6,17],ignored_token:6,illustr:[6,16],im2col:6,imag:[2,6,20,21,22,23],image_h:6,image_w:6,imagedata:2,imagenet:17,imageri:17,img2label:24,img:[17,18],img_conv_lay:18,img_pool_lay:18,implement:[6,7,11,17,18,22],improv:17,in_fals:6,in_plac:6,in_tru:6,includ:[6,16,17,18,23,24],inclus:6,incorpor:17,incorrect:17,inde:22,independ:[6,17],index:[6,16,17,20,22,23,26],indexslot:17,indiact:6,indic:[6,9,16,17,23],infer:[5,6,12,13,24],info:[16,17,23],infom:17,inform:[6,17,23,26],inherit:10,init:[6,15,26],init_batch_dim_idx:6,init_from_tar:26,init_valu:6,initi:[3,6,9,15,17,18,23,26],initial_max:15,initial_mean:[15,17],initial_min:15,initial_std:[15,17],inlcud:18,inner:17,inner_param_attr:18,inproj_attr:17,inproj_bias_attr:17,inproj_param_attr:17,input1:[17,18],input2:17,input:[1,2,5,6,7,14,16,17,18,20,22,24,26],input_conf:17,input_dim_idx:6,input_dtyp:6,input_featur:14,input_id:17,input_imag:18,input_loc:17,input_proj_bias_attr:18,input_proj_layer_attr:18,input_seq:[6,17],inputtyp:22,insert:6,insid:[16,18],instal:[6,17],instanc:[6,17],instead:[17,18,20],int32:6,int64:6,integ:[6,16,17,22],integer_valu:22,integer_value_sequ:22,integr:[6,16],inter:[6,17],interact:17,intercept:17,interfac:[10,12,13,15,17,18,26],intergr:17,intermedi:6,intern:[13,17,18,26],interpret:[6,16],interv:6,introduc:[17,24],invok:[17,26],iob:16,ioe:16,ipt:17,is_bia:6,is_color:24,is_loc:26,is_revers:6,is_scalar_condit:6,is_seq:17,is_spars:6,is_stat:15,is_test:6,is_train:24,issu:6,issuecom:6,item:[6,17,22,26],iter:[17,18,19,22,26],its:[6,17,18,26],jku:6,jmlr:6,job:23,job_id:23,jointli:18,jpg:24,jth:18,judg:17,just:[6,14,16,17,18,23],keep:[6,17,22,24],keep_dim:6,keep_top_k:17,kei:[7,10,23,24,26],kept:17,kernel:[6,10,17],keyword:6,kitten:6,know:6,kriz:23,krizhevski:6,ksimonyan:18,kvp:10,kwarg:[1,6,9,18,19,22],kwd:[2,10],l1_rate:15,l1decayregular:11,l2_rate:15,l2_sim:17,l2decayregular:11,label:[1,2,6,16,17,22,23,24,26],label_dim:17,labledata:2,lambda:6,lambdacost:17,lambdarank:17,lang:23,languag:[7,17,23],larg:[6,20,23],larger:[15,16,17],largest:6,last:[2,6,16,17,18],last_time_step_output:17,latenc:17,latent:17,latest:17,layer1:[17,18],layer2:17,layer3:17,layer:[3,13,15,16,18,20,22,25,26],layer_attr:17,layer_typ:17,layerhelp:6,layeroutout:17,layeroutput:18,layout:24,lbl:16,leakyrelu:6,learn:[6,7,15,16,17,18,19,23],learnabl:[6,7,17,26],learning_r:[9,15],least:[6,16],lecun:23,left:[6,17],left_right_flip:24,len:[6,17],length:[6,17,18,22,23,24],less:[6,17],lesser:6,let:[6,16,17],level:[6,13,15,17],levenshtein:6,librari:[6,17],like:[6,16,17,22,23],limit:[6,17,22],line:[10,13,16,22],line_break:22,linear:[6,7,17],linearli:6,link:[6,17,18],linux:22,list:[2,6,10,11,16,17,18,22,24,26],listen_and_serv:6,load:[5,24],load_and_transform:24,load_imag:24,load_image_byt:24,loc:16,local:[6,15,26],locat:[6,17,26],lod:6,lod_level:6,lod_rank_table_obj:6,lod_tensor:6,lod_tensor_aarri:6,lod_tensor_arrai:6,lodrankt:6,lodtensor:[6,7],lodtensorarrai:6,logarithm:[6,14],logist:6,logit:6,look:[6,16],lookahead:[6,17],lookup:6,loss:[6,17],low:17,lower:[6,17],lstm:[6,17],lstm_bias_attr:18,lstm_cell_attr:18,lstm_group:18,lstm_layer_attr:18,lstm_step:18,lstm_unit_op:6,lstmemori:18,lstmemory_group:17,lstmp:6,ltr:17,machin:[17,18,23,26],made:23,mai:[6,10,17,18],main:6,main_program:[5,6],maintain:17,make:[6,13,16,17],manag:26,mandarin:17,mani:[18,24],manner:17,map:[2,7,16,17,22,26],map_read:22,mapper:22,margin:6,mark:23,mask:[6,15,17],master:23,mat_param_attr:18,match:6,math:[6,18],matirx:17,matric:6,matrix:[6,7,16,17,18,22,26],max:[6,7,10,15,17,22,23],max_id:[17,26],max_job_id:23,max_length:17,max_movie_id:23,max_norm:6,max_seq_len:6,max_sort_s:17,max_user_id:23,max_x:6,maxframe_evalu:16,maxid:16,maxid_evalu:16,maxim:17,maximum:[6,10,16,17,23],maxinum:20,maxpool:17,mchw:6,md5:23,mean:[10,15,16,17,18,19,20,22,24,26],mean_op:6,mean_var_nam:17,measur:6,mechan:[7,17,18],mem:[6,17],member:[17,23],memor:17,memori:[6,18],memory_boot:18,memory_nam:17,mention:6,mere:18,merg:[6,17],messag:6,method:[13,17,19,26],might:17,million:23,min:[6,10,15,17],min_word_freq:23,mini:[1,6,17,22,26],minibatch:[6,17],minimum:[6,10,17],mismatch:6,mix:18,mixed_lay:18,mixed_layer_attr:18,mixedlayertyp:17,mkldnn:17,mkldnn_batch_norm:17,mmt16_task1_test:23,mode:[10,17,26],model:[5,6,7,12,13,17,18,23,26],model_filenam:5,modern:13,modifi:[11,17],modul:[18,23,26],modulo:17,moment:6,momentum:[6,15],momentumoptim:8,mono:17,more:[6,10,13,16,17,18,22,23],mose:23,mosesdecod:23,most:[17,22,26],move:17,movi:23,movie_categori:23,movie_info:23,movie_review:23,movieinfo:23,moving_average_fract:17,moving_mean_nam:6,moving_variance_nam:6,much:[6,17],mul_op:6,mul_ratio:17,multi30k:23,multi:[7,17],multi_binary_label_cross_entropi:17,multidimension:6,multilingu:23,multimod:23,multinomi:17,multip:7,multipl:[1,6,7,16,17,18,22,26],multipli:[6,16,17],multiprocess:22,must:[6,14,16,17,18,22,24],mutual:6,myfil:22,name:[2,5,6,9,10,15,16,17,18,20,24,26],nativ:[6,17],natur:6,nchw:[6,17],ndarrai:[6,24,26],ndcg:17,ndcg_num:17,necessari:17,need:[2,5,6,7,11,16,17,18,22],neg:[6,16,17],neg_distribut:17,neg_overlap:17,neg_pos_ratio:17,neglect:17,neither:17,ner:16,nest:[17,22],net:[3,6,17,18],network:[6,7,15,16,17,22,25,26],neural:[6,17,18,22,26],neuron:6,never:22,new_dim:6,next:[17,23],ngram:23,nine:23,nlp:17,nltk:23,nms_threshold:17,nms_top_k:17,no_sequ:17,node:17,nois:[6,17],noisi:17,non:[6,17],none:[0,1,2,5,6,7,9,10,11,15,16,17,18,19,20,24,26],nontranspos:6,norm:[6,18],norm_by_tim:[6,17],normal:[6,9,17,18,23],normaliniti:4,normalizaiton:6,normliz:6,notat:17,note:[2,6,15,17,18,20,23,24,26],noth:[14,26],notic:17,now:22,np_arrai:22,num:[17,18],num_channel:[17,18],num_chunk_typ:[1,6,16],num_class:[6,17,18],num_col_dim:6,num_filt:[6,7,17,18],num_flatten_dim:6,num_head:7,num_neg_sampl:[6,17],num_or_sect:6,num_pass:26,num_per_batch:24,num_repeat:17,num_result:16,num_results_per_sampl:17,num_total_class:6,num_true_class:6,number:[1,6,7,10,16,17,18,22,23,24],numchunktyp:16,numer:17,numofallsampl:16,numofwrongpredict:16,numpi:[2,6,15,22,24,26],numtagtyp:16,obei:16,object:[6,15,17,18,22,26],observ:17,obtain:[6,17],occur:[23,26],odd:17,odoti:6,offici:17,offset:[6,17],often:17,older:6,omit:6,onc:17,one:[6,10,14,16,17,18,20,22,26],onli:[2,6,16,17,18,20,24,26],onlin:[17,19],onto:6,open:[6,17,24],opencv:24,oper:[2,6,10,11,17,18,22,24],operand:6,opposit:6,optim:[3,11,13,15,25,26],optimizer_mod:6,option:[6,10,16,17,23],order:[6,10,17,18,22,24,26],ordereddict:26,orderli:6,org:[6,16,17,18,23],organ:[16,17],origin:[5,6,13,17,18,22,23],other:[6,10,16,17,18,22],otherchunktyp:16,otherwis:[6,10,17,22,23,24,26],our:6,out:[6,17,26],out_fals:6,out_left:17,out_memori:18,out_right:17,out_size_i:17,out_size_x:17,out_tru:6,outer:17,outlier:17,outout_lay:26,outout_layer1:26,outout_layer2:26,output:[1,2,6,7,10,14,15,16,17,18,20,22,26],output_:17,output_dim_idx:6,output_dtyp:6,output_fil:10,output_height:6,output_id:17,output_lay:26,output_max_index:20,output_mem:17,output_mod:10,output_s:6,output_width:6,outputh:17,outputw:17,outsid:[17,18],over:[6,17,18,26],overfit:6,overflow:6,overlap:[16,17],overlap_threshold:[16,17],overview:12,own:[6,17],packag:[22,23],pad:[6,18],pad_c:17,pad_h:17,pad_w:17,padding_attr:17,padding_down:6,padding_h:6,padding_i:17,padding_idx:6,padding_left:6,padding_right:6,padding_up:6,padding_w:6,padding_x:17,paddl:[0,1,2,4,5,6,7,8,9,10,11,14,15,16,17,18,19,20,22,23,24,26],paddlepaddl:[6,13,17,18,22,23,24,26],page:23,pair:[6,7,10,11,16],pairwis:17,paper:[6,17,23],parallel:6,parallel_nn:15,param:[2,5,6,15,17,18,22],param_attr:[3,6,7,17,18],param_initi:6,paramattr:[6,15,17],paramet:[2,5,6,7,10,11,13,16,17,18,19,20,22,23,24,25],parameter_learning_r:15,parameter_nam:26,parameterattribut:[15,17,18],parameters_and_grad:11,parametr:17,params_filenam:5,pars:[22,23],parser:22,part:[6,7,16,17],partial:[17,26],partial_sum:17,pass:[6,17,26],pass_gener:17,pass_id:26,patch:6,path:[5,16,22,23,24,26],pattern:23,pdf:[6,18],peephol:6,per:[6,16,17,23,24],perform:[6,17,18],perl:23,perm:6,permut:6,peroid:[17,24],persist:[5,6],person:16,phase:6,phrase:[6,13],pick:6,piec:18,pil:24,pipe:22,piperead:22,pixel:[17,22,23],place:[0,2,6,10],plain:[16,17,22],platform:13,pleas:[6,15,17,18,19,23,24],plu:17,point:6,polar:23,polici:6,polit:6,pool:[6,18,25],pool_attr:18,pool_bias_attr:18,pool_layer_attr:18,pool_pad:[6,18],pool_siz:[6,7,17,18],pool_size_i:17,pool_strid:[6,7,18],pool_typ:[6,7,17,18],pooled_height:17,pooled_width:17,pooling_lay:18,pooling_typ:17,poolingtyp:20,port:6,posit:[6,16,17,18],positive_label:16,pre:[17,18,23],pre_id:6,pre_mem:6,precis:[1,6,16],precision_evalu:16,predetermin:17,predic:[5,23],predict:[6,16,17,26],predict_lay:26,prediction1:26,prediction2:26,prefix:[6,16,18],prepend:6,preprocess:[23,24],prev_cel:6,prev_cell_data:6,prev_hidden:6,prev_hidden_data:6,prevent:[6,19],previou:[6,10,17,18,26],previous:17,price:23,principl:6,print:[10,15,26],print_phas:6,print_tensor_lod:6,print_tensor_nam:6,print_tensor_shap:6,print_tensor_typ:6,printer:16,priorbox:17,prite:16,prob:[16,26],probabalist:6,probabilist:17,probabl:[6,16,17,26],problem:17,proce:22,proceed:[6,23],process:[6,15,17,18,22],process_num:22,produc:[6,17,18,22],product:[6,7,17,18],profil:3,profile_path:10,program:[0,2,5,6,10,13,22],proj:17,proj_activ:6,proj_dim:6,proj_out:6,proj_siz:6,project:[6,7,17,18],promis:[17,18],propag:[17,19],propos:[6,13],proto:[10,20],protobuf:26,protocol:16,provi:2,provid:[2,6,13,17,23],prune:[5,17],pserver:26,pserver_spec:26,pub:6,purpos:17,pyramid:17,pyramid_height:17,python:[2,6,23,26],queri:[7,16,17],query_id:16,quest:23,question:17,r_h_val:6,r_t:17,rais:[6,7,11,22],random:[6,15,17,22],random_crop:24,randomli:[6,24],rang:[6,17,22],rank:[6,17],rank_tabl:6,ranktabl:6,rate:[7,15,16,17,18,19,23],ratio:17,raw:[6,17],read:[6,22,24,26],reader:[12,13,23,26],reader_creator_random_imag:22,reader_creator_random_image_and_label:22,real:[6,17],rearrang:6,reason:18,recal:[1,6,16],receiv:6,recognit:17,recommend:[6,18],record:[10,22],recordio:[22,23],rectifi:17,recurr:6,recurrent_group:18,recurrent_lay:18,recurrentgroup:16,redirect:22,reduc:[6,17],ref:6,ref_batch_dim_idx:6,refer:[6,7,10,15,17,18,19,24],reformul:6,regard:6,region:17,regress:17,regular:[3,6,9,15],rel:[6,18],relu:17,remain:6,remaind:6,rememb:17,remot:15,remov:[6,22],reorder:6,reorderlodtensorbyrankt:6,reorgan:17,repeat:6,replac:6,repositori:17,reprenset:6,repres:[6,17,18],represent:[6,17],requir:[13,16,17],research:[6,23],reserv:6,reset:[6,17],reshape_s:17,resid:6,resiz:24,resize_s:24,resize_short:24,respect:[6,7],respons:17,rest:6,result:[2,5,6,10,14,16,17,26],result_fil:16,return_numpi:2,return_seq:18,revers:[6,17,18,23],review:23,rgb:[17,24],rho:19,right:17,rnn:[6,17,18],rnn_step:17,rnnlm:23,robust:17,roi:17,role:23,root:[19,20],rot:17,row:[6,16,17,22],row_id:17,rtype:22,rule:[6,16],run:[2,6,13],runtim:10,sai:17,same:[6,7,11,16,17,18,26],samping_id:17,sampl:[6,16,22,23],sample_id:16,sample_num:16,sample_weight:6,satifi:16,save:[5,17,22,26],save_parameter_to_tar:26,scalar:[6,17],scale:[7,14],scale_a:6,scale_b:6,scalingproject:17,scan:6,scatter:17,scheduler_factor:15,scheme:[16,19],scope:2,score:[1,6,16,17],script:23,search:[6,17],second:[6,17],see:[6,17,18,23],seed:6,seen:7,segment:[6,16],sel_fc:17,selcet:17,select:[6,17],selected_id:17,selected_indic:17,selectiv:17,selfnorm:17,semant:23,send_var:6,sensit:17,sentenc:[17,23],separ:[5,6,10,16],seper:6,seq0:6,seq1:6,seq2:6,seq3:6,seq:[17,23],seq_pool:17,seq_silc:17,seq_text_print:16,seq_typ:22,seqtext_evalu:16,seqtoseq:17,seqtoseq_net:17,sequenc:[6,14,16,17,18,20,22,23],sequence_group:17,sequence_nest_group:17,sequencesoftmaxop:6,sequencestartposit:17,sequencetextprint:16,sequencetyp:17,sequenti:17,seri:18,serial:26,server:6,set:[2,6,7,9,10,11,15,16,17,18,22,23,24,26],set_default_parameter_nam:15,set_input:17,sever:[13,16,17],sgd:26,sgdoptim:8,shape:[6,7,16,17,22,26],share:[6,17],shared_bia:18,shared_bias:17,shef:23,shift:[6,17],shorten:17,shorter:24,should:[6,7,10,15,16,17,22,24,26],show:[16,19],shown:[6,17],shrink_rnn_memori:6,shuffl:22,side:[6,17,26],sigma:6,sigmoid:[7,17],sigmoidactiv:18,sigmoidcrossentropywithlogit:6,sima:23,similar:[6,17],similarli:[17,22],simpl:[6,14,16,17,18,22,23,26],simple_lstm:17,simple_rnn:17,simple_transform:24,simpli:[17,24],sinc:[6,17,18],singl:[5,6,16,18,22],sinlg:26,sit:6,sitten:6,sittin:6,size:[6,7,16,17,18,22,23,24,26],size_a:17,size_b:17,slice0:6,slice1:6,slice2:6,slice3:6,slice:[6,17],sliceproject:17,slide:[17,19,23],slope:[6,17],slopeinterceptlay:17,small:[6,17,23],smaller:6,smooth:17,smt:23,soft:6,soft_label:6,softmax:[6,17,18],softmax_param_attr:18,softmax_selfnorm_alpha:17,softrelu:6,some:[6,13,15,17,22,24,26],some_lay:6,somedata:26,sometim:17,sort:[6,10,17,23],sorted_kei:10,sourc:[6,17,23],space:[16,17],space_seperated_tokens_from_dictionary_according_to_seq:16,space_seperated_tokens_from_dictionary_according_to_sub_seq:16,spars:[6,15,17,19,22],sparse_binary_vector:22,sparse_binary_vector_sequ:22,sparse_float_vector:22,sparse_float_vector_sequ:22,sparse_non_value_slot:22,sparse_upd:15,sparse_value_slot:22,spatial:17,spatial_scal:17,specia:23,special:[6,17,23],specif:[6,7,23,26],specifi:[5,6,10,16,17,23],speech:17,speed:[17,18],split:[7,17,22],sport:6,sqrt_x:6,squar:[17,19,20],src_dict_siz:23,src_lang:23,srl:23,ssd:17,stabil:[6,17],stack:6,stackexchang:17,stand:6,standard:[6,15,22],stanford:23,start:[6,17,18,23,26],start_po:17,startup:6,startup_program:6,state:[6,10,17,18],state_act:[17,18],staticinput:17,statist:[6,17],statmt:23,statu:6,std:26,stdout:22,step1:6,step:[2,6,17,18,20],stochast:19,stop:17,stop_gradi:6,store:[6,16,17,23,26],str:[6,24,26],strategi:20,stream:22,streamid:10,street:17,stride:[6,17,18],stride_h:6,stride_i:17,stride_w:6,stride_x:17,string:[6,10,16,17,22,23,24,26],style:17,sub:[6,16,17,22],sub_nest_seq:17,sub_sequ:17,subgradi:19,subscript:6,subsequ:[6,17],subsequenceinput:17,subsequencet:6,substitut:6,success:17,suggest:17,sum:[7,17,19],sum_x:6,sume:6,summar:6,summat:6,suppli:6,support:[6,15,16,17,19,20,22,24],suppos:[6,7,18],suppress:17,sure:6,surpass:17,symbol:17,t_max:6,t_min:6,tabl:[6,16,17],tableproject:17,tag:[16,23],tagtyp:16,take:[2,6,16,17,18,22,26],taken:17,tanh:[17,18],tanhactiv:18,tanhshrink:6,tar:[23,24,26],target:[6,17,23,26],target_dictionary_dim:17,target_language_embed:17,target_var:5,targetinlink:17,task1:23,task:[6,16,17,23],techniqu:6,technolog:6,tell:10,tempor:[6,17],tensor:[2,7],term:[6,17,18],test100:23,test10:23,test:[6,17,22,23,24,26],testresult:26,text:[6,16,18,22],text_fil:22,tgz:23,than:[6,15,16,17,18],thehalf:6,thei:[6,17],them:[2,6,16,17,18,24],therein:[6,17],thi:[2,5,6,10,11,15,16,17,18,19,22,23,24,26],third:[6,17],third_parti:17,those:17,thought:6,threadblocks:10,three:[6,7,16,17,23],threshold:[6,15,16,17],thresholdedrelu:6,through:[7,17],thu:[6,17],time:[6,10,17,18,20,22,26],timelin:17,timeout_sec:22,timer:10,timestamp:17,timestep:17,titl:23,to_chw:24,to_no_sequ:17,to_sequ:17,to_tar:26,todo:[16,22,23],toend:17,togeth:[17,18,22,26],token:[6,16,17,23],toler:26,too:23,top:[6,16,26],top_k:[6,16],topk_indic:6,topk_out:6,topolopi:26,toronto:23,total:[6,10,26],tractabl:17,tradit:17,trail:[6,22],train100:23,train10:23,train:[6,12,13,15,16,17,22,23,24],trainabl:[9,17],transform:[6,17,18,24],transform_param_attr:18,transformed_st:18,translat:[17,18,23],transpos:[17,24],transpose_i:6,transpose_x:6,transposedfullmatrixproject:17,treat:[6,17],tree:17,trg_dict_siz:23,trim:17,truth:[6,16,17],tune:15,tupl:[6,17,18,22,23,24,26],ture:17,turn:[6,17],tutori:10,two:[6,7,16,17,18],type:[6,7,11,16,17,18,20,22,23,24,26],typic:16,uci:23,ufldl:[6,17],unchang:6,under:6,underli:6,unidirect:17,uniform:[6,15,17,22],uniforminiti:4,unit:[6,7,17,18],unitest:6,unk:23,unknown:[6,11,17,23],unless:6,unlik:[6,17],unnorm:6,unscal:6,unseg:17,unus:6,updat:[6,13,15,17,19],update_equ:26,update_hook:15,upper:17,url:[22,23],usag:[6,16,17,18,24,26],use:[6,10,13,15,16,17,18,20,22,23,24,26],use_cudnn:[6,7],use_etcd:26,use_global_stat:17,use_mkldnn:17,use_nccl:6,use_peephol:6,use_program_cach:2,used:[2,5,6,10,16,17,18,19,20,22,23,24,26],useful:[17,18],user:[2,6,10,13,15,17,18,22,23,24,26],user_info:23,userinfo:23,uses:[6,17],using:[1,6,15,17,18,22,23,26],usual:[6,17,26],valid:[6,17,23,24],valu:[6,7,10,15,16,17,20,22,23,24,26],value_evalu:16,value_rang:22,valueerror:[6,7],vardesc:6,variabl:[2,5,6,7,19,22,23],varianc:[6,17],variant:17,vartyp:6,vec1:17,vec2:17,vecter:6,vector:[6,17,18,22,23],verb:23,veri:[17,20],version:[17,18,23],vertic:17,vgg:18,view:17,vision:23,visit:26,visual:17,vl16:23,vutbr:23,w_f:6,wai:[6,16,18],wang:6,want:[2,10,17],warn:26,warp:[6,17],warpctc:17,websit:23,weight:[6,7,9,11,16,17,18,19],weight_act:18,well:6,were:[6,16],what:[15,17],when:[6,7,15,16,17,19,22,26],whenev:6,where:[6,7,17,18,19],wherea:6,whether:[6,16,17,24,26],which:[5,6,7,9,10,15,16,17,18,22,23,24,26],while_op:6,whole:[16,22],whose:[6,17,22],why:18,width:[6,16,17,22,24],wiil:6,wiki:17,wikipedia:[17,23],window:[17,20,23],wise:[6,17,24],within:[6,17],without:[16,17],wmt16_files_mmt:23,wmt_shrinked_data:23,word:[16,17,23],word_idx:23,word_vector_dim:17,words_freq_sort:23,work:[6,17,22],workshop:23,would:[10,26],wrap:6,wrapper:18,write:[6,10,13,22],written:[6,10],www:[6,23],x_first_step:6,x_last_step:6,x_num_col_dim:6,x_reshap:6,x_t:6,x_t_data:6,x_transpos:6,xarg:16,xavier:6,xavieriniti:[4,6],xmap_read:22,y_num_col_dim:6,y_predict:6,yann:23,year:23,yeild:26,yield:22,you:[2,6,7,10,15,17,18,22,23,26],your:[17,22,23,26],yuyang18:[22,23],zero:[15,17,18,19,22,23],zip:23},titles:["data_feeder","evaluator","executor","Fluid","initializer","io","layers","nets","optimizer","param_attr","profiler","regularizer","API","V2 API Overview","Activation","Parameter Attribute","Evaluators","Layers","Networks","Optimizer","Pooling","Data Reader Interface and DataSets","Data Reader Interface","Dataset","Image Interface","Model Configuration","Training and Inference"],titleterms:{"while":6,Abs:14,abs:6,accuraci:[1,6],activ:[14,17],adadelta:19,adagrad:[8,19],adam:[8,19],adamax:[8,19],addto:17,aggreg:17,aggregatelevel:17,api:[12,13],append_regularization_op:11,array_length:6,array_read:6,array_to_lod_tensor:6,array_writ:6,assign:6,attribut:15,auc:16,avg:20,basepool:20,batch_norm:[6,17],beam_search:[6,17],beam_search_decod:6,bidirectional_gru:18,bidirectional_lstm:18,bilinear_interp:17,block_expand:17,blockguard:6,blockguardserv:6,blockguardwithcomplet:6,brelu:[6,14],cast:6,ceil:6,check:17,chunk:16,chunk_ev:6,chunkevalu:1,cifar:23,classif:16,classification_error:16,classification_error_print:16,clip:[6,17],clip_by_norm:6,column_sum:16,concat:[6,17],conditionalblock:6,configur:25,conll05:23,connect:17,constant:4,context_project:17,control_flow:6,conv2d:6,conv2d_transpos:6,conv:17,conv_oper:17,conv_project:17,conv_shift:17,cos_sim:[6,17],cost:17,create_arrai:6,create_global_var:6,create_paramet:6,create_tensor:6,crf:17,crf_decod:[6,17],cross_channel_norm:17,cross_entropi:6,cross_entropy_cost:17,cross_entropy_with_selfnorm_cost:17,ctc:17,ctc_error:16,ctc_greedy_decod:6,cuda_profil:10,cudnnavg:20,cudnnmax:20,data:[6,17,21,22],data_feed:0,datafeed:[0,22],dataset:[21,23],datatyp:22,decayedadagrad:[8,19],detect:16,detection_map:16,detection_output:17,devic:6,dot_prod:17,dot_product_attent:18,dotmul_oper:17,dotmul_project:17,dropout:[6,17],dynamic_gru:6,dynamic_lstm:6,dynamic_lstmp:6,dynamicrnn:6,edit_dist:6,elementwise_add:6,elementwise_div:6,elementwise_max:6,elementwise_min:6,elementwise_mul:6,elementwise_pow:6,elementwise_sub:6,elu:6,embed:[6,17],eos:17,evalu:[1,16],event:26,executor:2,exp:[6,14],expand:17,expandlevel:17,factorization_machin:17,fill_const:6,fill_constant_batch_size_lik:6,first_seq:17,floor:6,fluid:3,full_matrix_project:17,fulli:17,gated_unit:17,get_inference_program:5,get_output:17,get_plac:6,global_scop:2,glu:7,gradient_print:16,group:17,gru:18,gru_group:18,gru_step:17,gru_unit:[6,18],grumemori:17,hard_shrink:6,hard_sigmoid:6,hsigmoid:17,huber_classification_cost:17,huber_regression_cost:17,ident:14,identity_project:17,ifels:6,im2sequ:6,imag:[17,18,24],imdb:23,img_cmrnorm:17,img_conv:17,img_conv_bn_pool:18,img_conv_group:18,img_pool:17,imikolov:23,increment:6,infer:26,initi:4,interfac:[21,22,24],interpol:17,kmax_sequence_scor:17,l1decai:11,l2_distanc:17,l2_normal:6,l2decai:11,lambda_cost:17,last_seq:17,layer:[6,17],layer_norm:6,leaky_relu:6,less_than:6,linear:14,linear_chain_crf:6,linear_comb:17,listenandserv:6,load_inference_model:5,load_param:5,load_persist:5,load_var:5,lod_rank_t:6,lod_tensor_to_arrai:6,log:[6,14],logsigmoid:6,lstm:18,lstm_step:17,lstm_unit:6,lstmemori:17,lstmemory_group:18,lstmemory_unit:18,math:17,matmul:6,max:20,max_sequence_len:6,maxframe_print:16,maxid:17,maxid_print:16,maxout:17,mean:6,memori:17,merge_lod_tensor:6,minibatch:22,mix:17,mnist:23,model:25,momentum:[8,19],movielen:23,mul:6,multi_binary_label_cross_entropy_cost:17,multibox_loss:17,multiplex:[6,17],nce:[6,17],net:7,network:18,nlp:18,norm:17,normal:4,ones:6,ops:6,optim:[8,19],out_prod:17,overview:13,pad:17,paralleldo:6,param_attr:9,paramattr:9,paramet:[15,26],pnpair:16,pool2d:6,pool:[17,20],pow:6,power:17,precision_recal:16,prelu:17,print:[6,16],profil:10,rank:16,rank_cost:17,reader:[21,22],reciproc:6,recurr:[17,18],recurrent_group:17,reduce_max:6,reduce_mean:6,reduce_min:6,reduce_sum:6,regular:11,relu6:6,relu:[6,14],reorder_lod_tensor_by_rank:6,repeat:17,reset_profil:10,reshap:[6,17],resiz:17,rmsprop:19,roi_pool:17,rotat:17,round:6,row_conv:[6,17],row_l2_norm:17,sampl:17,sampling_id:17,save_inference_model:5,save_param:5,save_persist:5,save_var:5,scale:[6,17],scale_shift:17,scaled_dot_product_attent:7,scaling_project:17,scope_guard:2,selective_fc:17,send:6,sentiment:23,seq_concat:17,seq_reshap:17,seq_slic:17,seqtext_print:16,sequence_conv:6,sequence_conv_pool:[7,18],sequence_expand:6,sequence_first_step:6,sequence_last_step:6,sequence_pool:6,sequence_reshap:6,sequence_softmax:6,sequencesoftmax:14,sgd:8,shrink_memori:6,sigmoid:[6,14],sigmoid_cross_entropy_with_logit:6,simple_attent:18,simple_gru2:18,simple_gru:18,simple_img_conv_pool:[7,18],simple_lstm:18,slice_project:17,slope_intercept:17,small_vgg:18,smooth_l1_cost:17,soft_relu:6,softmax:14,softplu:6,softrelu:14,softshrink:6,softsign:[6,14],split:6,split_lod_tensor:6,spp:17,sqrt:6,squar:[6,14],square_error_cost:[6,17],squarerootn:20,stanh:[6,14],staticrnn:6,staticrnnmemorylink:6,sub_nested_seq:17,sub_seq:17,sum:[6,16,20],sum_cost:17,sum_to_one_norm:17,swish:6,switch_scop:2,table_project:17,tanh:[6,14],tanh_shrink:6,tensor:[6,17],text_conv_pool:18,thresholded_relu:6,topk:6,train:26,trainer:26,tran:17,trans_full_matrix_project:17,transpos:6,uci_h:23,uniform:4,util:16,value_print:16,vgg_16_network:18,warp_ctc:17,warpctc:6,weightnormparamattr:9,whileguard:6,wmt14:23,wmt16:23,xavier:4,zero:6}})
\ No newline at end of file