blob: 38fd8655440d3aa5c1d5df468d09399d182d38c4 [file] [log] [blame]
Search.setIndex({docnames:["api/context/systemds_context","api/matrix/federated","api/matrix/matrix","api/onnx_systemds/convert","api/onnx_systemds/onnx_helper","api/onnx_systemds/operator_gen","api/onnx_systemds/render","api/onnx_systemds/util","api/operator/algorithms","api/operator/operation_node","api/script_building/dag","api/script_building/script","api/utils/converters","api/utils/helpers","getting_started/install","getting_started/simple_examples","guide/algorithms_basics","guide/federated","index","onnx_systemds/onnx_systemds","onnx_systemds/onnx_systemds_design"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.todo":2,sphinx:56},filenames:["api/context/systemds_context.rst","api/matrix/federated.rst","api/matrix/matrix.rst","api/onnx_systemds/convert.rst","api/onnx_systemds/onnx_helper.rst","api/onnx_systemds/operator_gen.rst","api/onnx_systemds/render.rst","api/onnx_systemds/util.rst","api/operator/algorithms.rst","api/operator/operation_node.rst","api/script_building/dag.rst","api/script_building/script.rst","api/utils/converters.rst","api/utils/helpers.rst","getting_started/install.rst","getting_started/simple_examples.rst","guide/algorithms_basics.rst","guide/federated.rst","index.rst","onnx_systemds/onnx_systemds.rst","onnx_systemds/onnx_systemds_design.rst"],objects:{"systemds.context":{SystemDSContext:[0,0,1,""]},"systemds.context.SystemDSContext":{__init__:[0,1,1,""],close:[0,1,1,""],exception_and_close:[0,1,1,""],full:[0,1,1,""],get_stderr:[0,1,1,""],get_stdout:[0,1,1,""],rand:[0,1,1,""],read:[0,1,1,""],scalar:[0,1,1,""],seq:[0,1,1,""]},"systemds.matrix":{Federated:[1,0,1,""],Matrix:[2,0,1,""]},"systemds.matrix.Federated":{__init__:[1,1,1,""]},"systemds.matrix.Matrix":{__init__:[2,1,1,""],code_line:[2,1,1,""],compute:[2,1,1,""],pass_python_data_to_prepared_script:[2,1,1,""]},"systemds.onnx_systemds":{convert:[3,2,0,"-"],onnx_helper:[4,2,0,"-"],operator_gen:[5,2,0,"-"],render:[6,2,0,"-"],util:[7,2,0,"-"]},"systemds.onnx_systemds.convert":{onnx2systemds:[19,3,1,""]},"systemds.onnx_systemds.onnx_helper":{NodeTree:[4,0,1,""],PreparedValue:[4,0,1,""],get_graph_inputs_with_initializers:[4,3,1,""],get_graph_inputs_without_initializers:[4,3,1,""],get_value_info:[4,3,1,""],load_model:[4,3,1,""]},"systemds.onnx_systemds.onnx_helper.NodeTree":{remove_end_node:[4,1,1,""]},"systemds.onnx_systemds.operator_gen":{gen_1input_1output_mat_operator:[5,3,1,""],gen_2input_1output_operator:[5,3,1,""],gen_simple_function_call:[5,3,1,""]},"systemds.onnx_systemds.render":{gen_graph_functions:[6,3,1,""],gen_model_header:[6,3,1,""],gen_node_script:[6,3,1,""],gen_script:[6,3,1,""],render_function:[6,3,1,""]},"systemds.onnx_systemds.util":{generate_function_name:[7,3,1,""],resolve_systemds_root:[7,3,1,""]},"systemds.operator":{OperationNode:[9,0,1,""],algorithm:[8,2,0,"-"]},"systemds.operator.OperationNode":{"var":[9,1,1,""],__init__:[9,1,1,""],abs:[9,1,1,""],acos:[9,1,1,""],asin:[9,1,1,""],atan:[9,1,1,""],cholesky:[9,1,1,""],code_line:[9,1,1,""],compute:[9,1,1,""],cos:[9,1,1,""],cosh:[9,1,1,""],get_lineage_trace:[9,1,1,""],mean:[9,1,1,""],order:[9,1,1,""],pass_python_data_to_prepared_script:[9,1,1,""],print:[9,1,1,""],rev:[9,1,1,""],sin:[9,1,1,""],sinh:[9,1,1,""],sum:[9,1,1,""],t:[9,1,1,""],tan:[9,1,1,""],tanh:[9,1,1,""],to_one_hot:[9,1,1,""],to_string:[9,1,1,""],write:[9,1,1,""]},"systemds.operator.algorithm":{kmeans:[8,3,1,""],l2svm:[8,3,1,""],lm:[8,3,1,""],multiLogReg:[8,3,1,""],multiLogRegPredict:[8,3,1,""],pca:[8,3,1,""]},"systemds.script_building":{dag:[10,2,0,"-"],script:[11,2,0,"-"]},"systemds.script_building.dag":{DAGNode:[10,0,1,""],OutputType:[10,0,1,""]},"systemds.script_building.dag.DAGNode":{code_line:[10,1,1,""],compute:[10,1,1,""],get_lineage_trace:[10,1,1,""],pass_python_data_to_prepared_script:[10,1,1,""]},"systemds.script_building.script":{DMLScript:[11,0,1,""]},"systemds.script_building.script.DMLScript":{add_code:[11,1,1,""],add_input_from_python:[11,1,1,""],build_code:[11,1,1,""],execute:[11,1,1,""]},"systemds.utils":{converters:[12,2,0,"-"],helpers:[13,2,0,"-"]},"systemds.utils.converters":{matrix_block_to_numpy:[12,3,1,""],numpy_to_matrix_block:[12,3,1,""]},"systemds.utils.helpers":{create_params_string:[13,3,1,""],get_module_dir:[13,3,1,""]}},objnames:{"0":["py","class","Python class"],"1":["py","method","Python method"],"2":["py","module","Python module"],"3":["py","function","Python function"]},objtypes:{"0":"py:class","1":"py:method","2":"py:module","3":"py:function"},terms:{"0011352":15,"0014692":15,"00324092":15,"00616902":15,"0095087":15,"01039221":15,"01686351":15,"02033445":15,"02649209":15,"03839821":15,"04078623":8,"09961844":8,"0_242":14,"0_xxx":14,"100":[15,16],"1000":16,"10000":16,"11538199":8,"18954599":8,"2008":8,"20386541":8,"2205885":8,"242":14,"26812763":8,"37957689":8,"39956035":8,"4327084":8,"43386048":8,"49858968":8,"54638565":8,"55358873":8,"57000751":8,"5x10":15,"60000":16,"60k":16,"627":8,"650":8,"8001":17,"8002":17,"8003":17,"abstract":18,"boolean":[0,8],"case":[14,16],"class":[0,1,2,4,6,9,10,11,20],"default":[0,8,9],"export":[19,20],"final":16,"float":[0,1,2,8,9],"function":[0,2,5,6,7,9,13,15,16,20],"import":[0,5,6,8,14,15,16,17,19],"int":[0,1,2,8,9],"new":[0,15],"return":[0,1,2,4,5,6,7,8,9,10,11,13,15,16],"short":16,"true":9,"try":0,"var":9,"while":[0,9],And:16,But:16,For:[10,11,12,13,16,20],Not:20,OPS:[10,11,12,13],One:[15,16],The:[0,4,5,6,7,8,9,12,14,15,16,17,18,20],Then:[14,16,19],There:[9,16,20],These:[18,20],Using:17,With:16,__eq__:9,__init__:[0,1,2,9],__lt__:9,abl:[17,20],abov:16,abs:9,absolut:9,acc:16,access:20,accuraci:[8,16],achiev:16,aco:9,action:[2,9,10],activ:[2,9,10],actual:[2,9,10,15,20],acycl:10,adapt:20,add:[5,8,11,16,20],add_cod:11,add_input_from_python:11,adding:[16,20],addit:[2,9,10],addition:[5,14],addr1:17,addr2:17,addr3:17,address:[1,17],ads:20,after:[14,17,20],again:[0,16,20],algorithm:15,all:[0,2,4,6,9,10,13,14,17,20],allow:20,alreadi:[11,20],also:[0,6,16,17,19,20],although:2,alwai:0,amount:16,analysi:8,ani:[0,10,20],annoi:0,anoth:15,apach:[0,9,14,18],append:16,appli:[9,16],arcco:9,arcsin:9,arctan:9,arg:[1,2],argument:[5,8,9,20],arrai:[2,9,10,12,15,16,18],asarrai:17,asin:9,associ:[4,8],assum:9,atan:9,attribut:20,automat:[0,15,20],avail:[9,16,20],averag:8,avg_sample_size_per_centroid:8,axi:9,b08:14,base:20,baselin:16,basic:[13,16],becaus:[0,14,16,20],becom:[17,20],been:16,befor:[2,9,10],begin:1,behavior:11,below:[2,20],besid:20,best:20,bia:16,bias_r:16,bin:20,binai:0,binari:9,bind:18,bit:14,block:[0,12],bodi:6,bool:[0,1,2,8,9,10,11],both:13,bottom:[16,17,20],box:8,buffer:20,build:[2,9,10,11,14,20],build_cod:11,built:[0,9,15],builtin:[2,9,10,16],cach:11,calcul:[0,8,9,15,16],call:[2,5,9,10,13,15,16,17,19,20],can:[0,2,8,9,10,11,13,14,15,16,17,19,20],cell:0,center:8,centroid:8,chang:[8,16],check:[2,4,9,14,17],choleski:9,classif:8,classifi:16,clean:[14,18],cleanup:0,clone:14,close:[0,15],cluster:8,code:[2,9,10,11,14,15,16,20],code_lin:[2,9,10],col:[0,17],column:[0,8,9,16],com:14,combin:[16,20],come:16,command:[14,17],comment:20,common:[4,20],commonli:16,compar:20,comparison:9,compat:[14,15],compil:18,complet:[0,15],complex:20,componenet:8,comput:[2,8,9,10,15,16,17,20],concurr:8,connect:0,consist:20,construct:[0,2,7,9],contain:[0,8,9,14,16],context:[0,1,8,9,11,12,15,16,17],contrast:18,conveni:20,convent:20,converg:8,convers:20,convert:[4,9,13,20],coordin:[0,17],copi:14,correct:6,correctli:[0,6,16,17],correspond:[4,16,20],cos:9,cosh:9,could:16,cpu:18,creat:[0,1,2,9,10,11,13,15,17],create_params_str:13,csv:[0,17],current:[0,12,17,19,20],dag:[2,9,11,20],dag_root:11,dagnod:[0,1,2,8,9,10,11],data:[0,2,8,9,10,11,15,16,17,18,20],datamanag:16,dataset:[8,18],datatensor:18,deal:20,debug:20,declar:8,decomposit:9,decreas:9,dedic:20,defin:[0,2,10,20],definit:[9,20],delimit:17,depend:[14,20],deploy:18,deriv:2,describ:[11,20],destin:9,detail:0,develop:15,dict:[0,1,2,8,9,10,13],dictionari:[8,13,20],differ:[8,11,16,17,18,20],dim:17,dimens:[8,16,17,18],dimension:[8,18],direct:10,directli:[5,15],directori:19,disk:[0,9],distinct:16,distribut:[0,14,16,18],dml:[0,2,3,4,6,9,10,11,13,19],dml_wrapper:20,dmlcode:11,dmlscript:11,doc:20,document:20,doe:[15,16,17,20],doesn:10,done:[16,17],doubl:[0,9,15,17],download:16,dtype:15,each:[1,6,8,16,17,20],easili:[9,15],echo:17,effici:18,either:[2,9,18],element:[15,20],enabl:[17,20],encod:9,end:[1,4,18],engin:[18,20],ensur:[0,9],entir:18,enumer:10,env:[5,6],environ:[5,6,7,14,19,20],eps:8,equal:[2,9,10],equival:9,error:[0,9],essenti:20,etc:9,evalu:[2,9,10],even:9,everi:9,everyth:16,exactli:20,exampl:[8,15,16,19],except:[0,4],exception_and_clos:0,exchang:15,execut:[0,2,9,10,11,14,15,17,18],exhaust:16,exist:[4,18,20],expect:[8,9,16],expens:0,expertis:18,explan:16,explor:16,extens:20,extra:[8,9],extract:16,facilit:18,fail:20,fals:[2,9,10,11,17],featur:[8,15,16,18],fed_a:17,fed_b:17,few:14,file:[0,3,4,5,6,9,17,19],fill:[0,15],find:20,finish:0,first:[14,15,16,17,18,19,20],fit:[8,16],flag:[8,9],folder:20,follow:[0,8,14,17],form:[0,19,20],format:[9,13,17,20],found:4,fraction:0,free:20,from:[0,2,3,4,7,8,9,10,11,14,15,16,17,18,19,20],full:[0,15],function_cal:20,fundament:2,further:16,gen_1input_1output_mat_oper:5,gen_2input_1output_oper:5,gen_graph_funct:[6,20],gen_model_head:6,gen_node_script:6,gen_script:6,gen_simple_function_cal:5,gener:[0,2,3,5,6,8,9,10,15,19,20],generate_function_nam:[7,20],generated_node_script:6,generatedscriptpart:[5,6],get:[0,2,9,10,11,15],get_graph_inputs_with_initi:4,get_graph_inputs_without_initi:4,get_lineage_trac:[9,10],get_module_dir:13,get_stderr:0,get_stdout:0,get_test_data:16,get_test_label:16,get_train_data:16,get_train_label:16,get_value_info:4,getter:0,git:14,github:[0,9,14],give:[13,16],given:[0,2,3,4,6,7,8,9,12,19],goe:16,good:16,googl:20,gpu:18,graph:[4,5,6,7,10,19],graph_nam:7,graphproto:[4,5,6],guid:17,handi:20,handl:[0,20],happen:16,has:[0,11,16],have:[0,3,4,5,14,16,17,18,19,20],hdf:9,header:[6,17],held:1,help:[18,20],helper:20,here:[16,17],heterogen:18,high:[15,18],highest:16,homogen:18,how:16,howev:20,http:[0,9,14],human:20,hybrid:18,icpt:8,idea:20,identifi:9,imag:16,immedi:9,implement:[0,16],improv:[9,16,20],includ:[0,20],increas:[9,16],increment:0,independ:20,index:[1,9],index_return:9,indic:[16,17],info:4,inform:[2,9,10,20],initi:[4,8,20],inner:8,input:[3,4,5,8,9,11,16,19,20],input_onnx_fil:[3,19],input_var:11,insert:[6,20],instal:[16,19],instanc:[0,8,12,15,16],instead:[14,20],instruct:[0,17,19],integ:[0,16],integr:18,intend:[2,9,10,11],intercept:8,interfac:18,intern:[10,11,12,13,20],interpret:0,invok:19,involv:14,is_python_local_data:9,is_verbos:8,iter:[1,8,9,13,16],its:[17,20],itself:20,jar:14,java:[0,2,9,10,14],java_gatewai:[2,9,10,11,12],javaobject:[2,9,10,11,12],jinja2:[5,6,14],jinja:[5,6,20],jmlr:8,just:14,jvm:[0,2,9,10,12],jvmview:[9,10,12],keep:16,keerthi:8,kmean:8,know:16,known:16,kwarg:[0,1,2,8,9],l2svm:[8,15],label:[8,15,16],lambd:0,lambda:8,lamda:0,languag:[0,9,18],larg:20,last:17,later:16,lazi:[2,9,10],lazili:9,learn:[8,16],least:0,leav:0,left:[0,5,17,20],let:15,level:[15,18],leverag:17,librari:14,lifecycl:18,like:[5,9,16,17,20],lin:8,line:[0,2,9,10,11,14],lineag:[2,9,10,11],list:[0,4,6,8,16,17,20],load:[3,4,5,6,16,19],load_model:4,loader:16,local:[9,11,18],localhost:17,locat:[9,17,20],logic:20,logist:[8,16],logstic:8,look:[9,14,15,17,20],low:16,m_re:15,m_res_np:15,machin:[2,8,9,10],made:16,mai:18,main:[6,14,19,20],main_graph:6,make:[14,15,16,17],manag:0,mani:20,manner:8,market:0,mat:2,matmul:20,matric:[2,17],matrix:[0,1,8,9,12,16,17],matrix_block_to_numpi:12,matrixblock:12,maven:14,max:[0,9],max_it:8,maxi:[8,16],maxii:8,maximum:[0,8],mean:[8,9,16],member:20,memori:18,merg:20,metadata:17,method:[0,2,8,9,10],might:[0,14],min:0,mix:14,mnist:16,mode:14,model:[3,4,6,8,15,16,18,19],model_gener:[19,20],modelproto:[4,6],modul:13,more:[0,16,20],most:[2,9],mtd:17,much:16,multi:[9,18],multiclass:8,multilogreg:[8,16],multilogregpredict:[8,16],multipl:[9,15,16],multipli:[15,16,17],must:9,mvn:14,name:[1,2,3,4,7,9,10,11,13,19,20],named_input_nod:9,named_input_var:[2,9,10],named_paramet:13,necessari:[0,4,14,15],need:[0,2,14,17,19,20],neither:8,nest:18,neutron:20,newer:14,newton:8,next:17,nice:20,node:[0,2,4,5,6,10,20],nodeproto:[4,5,6],nodetre:4,non:[0,4,14],none:[0,2,3,4,6,9,10,11,19],nor:8,normal:0,note:[14,15,16,17],noteworthi:16,noth:[9,15,16],now:16,np_arr:12,num_class:9,number:[0,8,9,14,15,16,20],number_of_output:9,numpi:[2,8,9,10,12,14,15,16,17],numpy_to_matrix_block:12,object:[0,1,2,9,10,11,12],older:14,onc:[0,14,17],one:[0,5,8,9,15,16,17,20],onehot:9,onehotencod:9,ones:17,onli:[0,2,9,10,11,15,16,20],onnx2systemd:[3,19],onnx:[3,5,6,14],onnx_fil:4,onnx_help:[4,20],onnx_onnx_rel_1_7_ml_pb2:[4,5,6],onnx_systemd:[3,4,5,6,7,19],open:[0,14],openjdk:14,oper:[0,1,2,8,10,11,16,18],operation_nod:[0,1,8,9],operationnod:[0,1,2,8,9],operator_gen:[5,6],operator_gener:20,option:[3,6,19],order:[6,9,17,18,20],other:[9,14,16,17,20],our:[11,13,15,16,17],out:[0,8,20],outer:8,output:[0,2,3,5,8,9,10,11,14,15,16,19,20],output_dml_fil:[3,19],output_fil:6,output_refer:20,output_test:20,output_typ:[2,9],outputtyp:[9,10],over:18,overal:16,overload:9,own:20,packag:[14,15,18],page:16,pair:[1,2,9,10],param:[0,1,4,5,7],paramet:[0,1,2,3,4,5,6,8,9,10,11,12,13,16,19],pars:0,part:[5,6,14,20],pass:[0,2,9,10,11],pass_python_data_to_prepared_script:[2,9,10],path:[0,7,9,13,17],pathlik:[0,13],pca:8,pdf:0,per:[8,16],perfectli:16,perform:[8,9,16],pictur:16,pip3:14,pixel:16,plan:18,pleas:14,point:14,pointer:12,poison:0,port:[0,17],posit:9,possibl:[2,19,20],potenti:16,pre_setup:14,precis:20,predict:[8,16],prepar:[2,4,9,10,11],prepared_script:[2,9,10],preparedscript:11,preparedvalu:4,preprocess:16,prerequisit:16,presenc:8,previou:16,princip:8,print:[0,2,8,9,10,15,16,17],probabl:[8,16],procedur:0,process:[0,15,20],produc:20,profession:20,program:0,project:14,proto3:20,proto:20,protobuf:20,protocol:[0,20],provid:[5,13,15,16,18,20],py4j:[2,9,10,11,12,14,15],pycharm:20,python:[0,2,9,10,11,14,15,17,18,19,20],queue:0,quick:15,quit:14,rais:4,rand:[0,8],randint:15,random:[0,8,15],rang:[1,15,16],ratio:8,read:[0,9],readabl:20,readi:[14,16],readwrit:[0,9],realist:16,recogn:[2,9],recommend:2,recompil:11,record:8,recurs:20,reduc:[8,16],refer:[0,9,17,20],reg:8,region:8,regress:[8,16],regular:8,rememb:[9,15],remov:[4,20],remove_end_nod:4,render_funct:6,replac:[16,20],repositori:[14,17,20],repres:[0,1,2,4,9,10,13],represent:[9,12,20],request:14,requir:[5,6,16,17,20],rerun:11,res:17,rescal:8,resembl:16,resolv:20,resolve_systemds_root:7,respect:9,respons:[8,16],restart:20,result:[2,6,9,10,11,15,16,17],resultvari:11,rev:9,revers:[9,20],right:[5,20],root:14,row:[0,8,9,16,17],rowalign:8,run:[0,8,12,15,17,20],runtim:14,safe:9,same:[3,16,19,20],sampl:[8,16],sample_model:20,sample_model_refer:20,sample_model_wrapp:20,sample_s:16,save:[2,9,10,16],savetxt:17,scalar:[0,8,15],scale:8,scenario:9,schema:[18,20],scienc:18,scientist:15,scope:20,script:[2,4,5,6,9,10,18,19],script_build:[9,10,11],sds:[0,2,8,12,15,16,17],sds_context:[0,1,2,9],search:[4,7],second:17,see:[0,8,16,20],seed:[0,8,15],seen:[9,16],sent:2,separ:[0,20],seq:0,sequenc:[2,9,10],serv:18,server:14,set:[8,9,15,16,17,19,20],setup:[16,17],setw:20,sever:20,shall:[4,5,6],shape:[0,8,9,15,16],shift:8,should:[2,8,9,10,11,14,15,17,20],shown:16,similar:[8,14,15],similarli:8,simpl:[4,5,14,16,20],simple_mat_add:19,simpli:[9,16,17,20],simplic:16,simplifi:15,simul:17,sin:9,sinc:[0,16,20],singl:[0,16,17,20],sinh:9,site:[0,9],size:[0,15],skip:[9,16],smaller:16,snip:20,snippet:[6,20],some:[15,16,17,20],someth:0,sort:9,spark:18,sparsiti:0,specif:[9,16,20],specifi:[2,8,17,20],src:[14,19],stack:17,stai:20,standard:[0,20],start:[0,15,16,20],statement:0,stderr:0,stdout:[0,9],step:[0,14],stick:20,still:16,stop:[0,15],store:[9,10,20],str:[0,1,2,3,4,6,7,8,9,10,11,13,19],strategi:20,string:[2,6,9,10,13,20],structur:[4,6,20],sub:[0,6,20],subprocess:[0,15],subset:16,sum:[9,17],support:[0,8,17,20],sure:14,symmetr:9,syntax:[0,20],system:[14,18,20],systemd:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,17,19,20],systemds_context:1,systemds_root:[7,20],systemdscontext:[1,2,8,9,11,12,15,16,17],take:[7,15,16,20],taken:0,tan:9,tanh:9,task:18,tcp:0,techniqu:16,temp:17,templat:[5,6,20],tensor:[0,18],tensorproto:4,termin:[14,15,17],test:[16,17],test_acc:16,test_model:[19,20],test_simpl:19,text:0,than:9,thei:[9,20],them:[4,6],therebi:9,therefor:[0,9,16,20],thi:[0,1,2,3,9,10,11,14,15,16,17,18,19,20],three:[8,14,16,17,20],through:16,till:[2,9,10],time:[9,16],to_one_hot:9,to_str:9,todo:[0,11],togeth:[6,20],tol:8,toler:8,tool:19,top:17,topmost:11,trace:[2,9,10],train:[8,18],train_acc:16,translat:20,transpos:9,travers:6,tree:[4,6,20],treenod:4,trust:8,tupl:[0,1,4,6,9,11,17],tutori:16,two:[5,8,16,17],type:[0,2,9,10,16,20],unclutt:20,underli:[18,20],understand:20,unfortun:16,uniform:0,uniniti:4,union:[0,1,2,8,9,11],unit:20,unittest:19,unlik:10,unnam:[1,2,9,10,13],unnamed_input_nod:9,unnamed_input_var:[2,9,10],unnamed_paramet:13,unseen:8,upward:16,use:[2,8,10,11,12,13,14,15,16,17,20],used:[8,11,13,16,17,20],user:18,uses:20,using:[0,8,14,16,17,20],usual:16,util:[12,13,20],valid:[7,20],valu:[0,2,4,8,9,10,15,16,20],valuabl:16,value_info:4,valueinfo:4,valueinfoproto:4,var_nam:[2,9,10,11],variabl:[2,7,9,10,11,13,17,20],varianc:[8,9],varieti:16,vector:[0,8,16],verbos:[2,8,9,10],veri:20,verifi:[14,16],versatil:18,version:[4,14,20],via:14,view:20,virtual:[2,9,10],wai:[2,16,20],want:16,wcss:8,weight:8,well:[6,9,16,18,20],weng:8,were:20,what:16,wheel:14,when:[0,16,20],where:16,which:[0,2,5,6,9,11,13,15,20],whole:9,whose:18,why:20,wise:15,within:19,without:[2,9,10,11],work:[16,17,18,20],worker:1,would:[0,20],wrapper:20,write:[4,9],written:[6,9],x_d:16,y_d:16,y_pred:16,yet:[15,16],you:[9,14,16,17,19,20],your:[0,14,17],zero:[0,15]},titles:["SystemDSContext","Federated","Matrix","Convert","Onnx Helper","Operator Gen","Render","Util","Algorithms","Operation Node","Dag","Script","Converters","Helpers","Install SystemDS","QuickStart","Built-in Algorithms","Federated Environment","SystemDS","QuickStart Onnx","Design"],titleterms:{"final":20,"import":20,"new":20,aggreg:17,algorithm:[8,16],built:16,complex:15,convert:[3,12,19],creat:20,dag:10,dataset:16,design:20,dml:20,dml_script:20,environ:17,exampl:[17,20],feder:[1,17],file:20,format:16,full:16,gen:5,get:16,goal:20,graph:20,helper:[4,13],implement:20,instal:14,limit:20,matrix:[2,15],model:20,more:15,multipl:17,node:9,onnx:[4,19,20],oper:[5,9,15,20],pip:14,prerequisit:19,quickstart:[15,19],render:[6,20],reshap:16,run:19,script:[11,16,20],simpl:17,sourc:14,start:17,step:[16,20],sub_graph:20,systemd:[14,18],systemdscontext:0,test:[19,20],testcas:20,tool:20,train:16,travers:20,tune:16,usag:19,util:7,valid:16,worker:17}})