Modified: incubator/singa/site/trunk/en/searchindex.js URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/searchindex.js?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/en/searchindex.js (original) +++ incubator/singa/site/trunk/en/searchindex.js Thu Dec 13 04:18:16 2018 @@ -1 +1 @@ -Search.setIndex({docnames:["community/issue-tracking","community/mail-lists","community/source-repository","community/team-list","develop/contribute-code","develop/contribute-docs","develop/how-contribute","develop/schedule","docs","docs/cnn","docs/converter","docs/data","docs/dependencies","docs/device","docs/docker","docs/image_tool","docs/index","docs/initializer","docs/install_macos1013","docs/install_win","docs/installation","docs/layer","docs/loss","docs/metric","docs/model_zoo/caffe/README","docs/model_zoo/char-rnn/README","docs/model_zoo/cifar10/README","docs/model_zoo/examples/caffe/README","docs/model_zoo/examples/char-rnn/README","docs/model_zoo/examples/cifar10/README","docs/model_zoo/examples/imagenet/alexnet/README","docs/model_zoo/examples/imagenet/densenet/README","docs/model_zoo/examples/imagenet/googlenet/README","docs/model_zoo/examples/imagenet/inception/README","docs/model_zoo/examples/imagenet/resnet/README","docs/model_zoo/examples/imagenet/vgg/README","docs/m odel_zoo/examples/index","docs/model_zoo/examples/mnist/README","docs/model_zoo/imagenet/alexnet/README","docs/model_zoo/imagenet/densenet/README","docs/model_zoo/imagenet/googlenet/README","docs/model_zoo/imagenet/inception/README","docs/model_zoo/imagenet/resnet/README","docs/model_zoo/imagenet/vgg/README","docs/model_zoo/index","docs/model_zoo/mnist/README","docs/net","docs/neural-net","docs/notebook/README","docs/optimizer","docs/snapshot","docs/software_stack","docs/tensor","docs/utils","downloads","index","releases/RELEASE_NOTES_0.1.0","releases/RELEASE_NOTES_0.2.0","releases/RELEASE_NOTES_0.3.0","releases/RELEASE_NOTES_1.0.0","releases/RELEASE_NOTES_1.1.0","releases/RELEASE_NOTES_1.2.0"],envversion:53,filenames:["community/issue-tracking.md","community/mail-lists.rst","community/source-repository.rst","community/team-list.rst","develop/contribute-code.md","develop/contribute-docs.md","develop/how-contribute.md","develop/schedule.rst","docs.rst","docs/cnn.md","docs/converter.r st","docs/data.rst","docs/dependencies.md","docs/device.rst","docs/docker.md","docs/image_tool.rst","docs/index.rst","docs/initializer.rst","docs/install_macos1013.rst","docs/install_win.rst","docs/installation.md","docs/layer.rst","docs/loss.rst","docs/metric.rst","docs/model_zoo/caffe/README.md","docs/model_zoo/char-rnn/README.md","docs/model_zoo/cifar10/README.md","docs/model_zoo/examples/caffe/README.md","docs/model_zoo/examples/char-rnn/README.md","docs/model_zoo/examples/cifar10/README.md","docs/model_zoo/examples/imagenet/alexnet/README.md","docs/model_zoo/examples/imagenet/densenet/README.md","docs/model_zoo/examples/imagenet/googlenet/README.md","docs/model_zoo/examples/imagenet/inception/README.md","docs/model_zoo/examples/imagenet/resnet/README.md","docs/model_zoo/examples/imagenet/vgg/README.md","docs/model_zoo/examples/index.rst","docs/model_zoo/examples/mnist/README.md","docs/model_zoo/imagenet/alexnet/README.md","docs/model_zoo/imagenet/densenet/README.md","docs/model _zoo/imagenet/googlenet/README.md","docs/model_zoo/imagenet/inception/README.md","docs/model_zoo/imagenet/resnet/README.md","docs/model_zoo/imagenet/vgg/README.md","docs/model_zoo/index.rst","docs/model_zoo/mnist/README.md","docs/net.rst","docs/neural-net.md","docs/notebook/README.md","docs/optimizer.rst","docs/snapshot.rst","docs/software_stack.md","docs/tensor.rst","docs/utils.rst","downloads.md","index.rst","releases/RELEASE_NOTES_0.1.0.md","releases/RELEASE_NOTES_0.2.0.md","releases/RELEASE_NOTES_0.3.0.md","releases/RELEASE_NOTES_1.0.0.md","releases/RELEASE_NOTES_1.1.0.md","releases/RELEASE_NOTES_1.2.0.md"],objects:{"singa.data":{ImageBatchIter:[11,1,1,""]},"singa.device":{create_cuda_gpus:[13,2,1,""],create_cuda_gpus_on:[13,2,1,""],get_default_device:[13,2,1,""]},"singa.image_tool":{ImageTool:[15,1,1,""],color_cast:[15,2,1,""],crop:[15,2,1,""],crop_and_resize:[15,2,1,""],enhance:[15,2,1,""],load_img:[15,2,1,""],resize:[15,2,1,""]},"singa.image_tool.ImageTool":{color_cast:[15,3, 1,""],crop3:[15,3,1,""],crop5:[15,3,1,""],crop8:[15,3,1,""],enhance:[15,3,1,""],flip:[15,3,1,""],flip_down:[15,3,1,""],num_augmentation:[15,3,1,""],random_crop:[15,3,1,""],random_crop_resize:[15,3,1,""],resize_by_list:[15,3,1,""],resize_by_range:[15,3,1,""],rotate_by_list:[15,3,1,""],rotate_by_range:[15,3,1,""]},"singa.initializer":{gaussian:[17,2,1,""],uniform:[17,2,1,""]},"singa.layer":{Activation:[21,1,1,""],AvgPooling1D:[21,1,1,""],AvgPooling2D:[21,1,1,""],BatchNormalization:[21,1,1,""],Concat:[21,1,1,""],Conv1D:[21,1,1,""],Conv2D:[21,1,1,""],Dense:[21,1,1,""],Dropout:[21,1,1,""],Dummy:[21,1,1,""],Flatten:[21,1,1,""],GRU:[21,1,1,""],L2Norm:[21,1,1,""],LRN:[21,1,1,""],LSTM:[21,1,1,""],Layer:[21,1,1,""],MaxPooling1D:[21,1,1,""],MaxPooling2D:[21,1,1,""],Merge:[21,1,1,""],Pooling2D:[21,1,1,""],RNN:[21,1,1,""],Slice:[21,1,1,""],Softmax:[21,1,1,""],Split:[21,1,1,""],engine:[21,4,1,""],get_layer_list:[21,2,1,""]},"singa.layer.AvgPooling1D":{get_output_sample_shape:[21,3,1,""]},"singa.l ayer.Concat":{backward:[21,3,1,""],forward:[21,3,1,""]},"singa.layer.Conv1D":{get_output_sample_shape:[21,3,1,""]},"singa.layer.Conv2D":{setup:[21,3,1,""]},"singa.layer.Dummy":{backward:[21,3,1,""],forward:[21,3,1,""],get_output_sample_shape:[21,3,1,""],setup:[21,3,1,""]},"singa.layer.L2Norm":{backward:[21,3,1,""],forward:[21,3,1,""],get_output_sample_shape:[21,3,1,""]},"singa.layer.Layer":{as_type:[21,3,1,""],backward:[21,3,1,""],caffe_layer:[21,3,1,""],forward:[21,3,1,""],get_output_sample_shape:[21,3,1,""],param_names:[21,3,1,""],param_values:[21,3,1,""],setup:[21,3,1,""],to_device:[21,3,1,""]},"singa.layer.MaxPooling1D":{get_output_sample_shape:[21,3,1,""]},"singa.layer.Merge":{backward:[21,3,1,""],forward:[21,3,1,""],get_output_sample_shape:[21,3,1,""],setup:[21,3,1,""]},"singa.layer.Pooling2D":{setup:[21,3,1,""]},"singa.layer.RNN":{backward:[21,3,1,""],forward:[21,3,1,""]},"singa.layer.Slice":{backward:[21,3,1,""],forward:[21,3,1,""],get_output_sample_shape:[21,3,1,""]},"singa .layer.Split":{backward:[21,3,1,""],forward:[21,3,1,""],get_output_sample_shape:[21,3,1,""],setup:[21,3,1,""]},"singa.loss":{Loss:[22,1,1,""],SigmoidCrossEntropy:[22,1,1,""],SoftmaxCrossEntropy:[22,1,1,""],SquaredError:[22,1,1,""]},"singa.loss.Loss":{backward:[22,3,1,""],evaluate:[22,3,1,""],forward:[22,3,1,""]},"singa.loss.SigmoidCrossEntropy":{backward:[22,3,1,""],evaluate:[22,3,1,""],forward:[22,3,1,""]},"singa.loss.SquaredError":{backward:[22,3,1,""],evaluate:[22,3,1,""],forward:[22,3,1,""]},"singa.metric":{Accuracy:[23,1,1,""],Metric:[23,1,1,""],Precision:[23,1,1,""],Recall:[23,1,1,""]},"singa.metric.Metric":{evaluate:[23,3,1,""],forward:[23,3,1,""]},"singa.metric.Precision":{evaluate:[23,3,1,""],forward:[23,3,1,""]},"singa.metric.Recall":{evaluate:[23,3,1,""],forward:[23,3,1,""]},"singa.net":{FeedForwardNet:[46,1,1,""]},"singa.net.FeedForwardNet":{add:[46,3,1,""],backprob:[46,3,1,""],backward:[46,3,1,""],evaluate:[46,3,1,""],forward:[46,3,1,""],load:[46,3,1,""],param_names:[46 ,3,1,""],param_specs:[46,3,1,""],param_values:[46,3,1,""],predict:[46,3,1,""],save:[46,3,1,""],to_device:[46,3,1,""],topo_sort:[46,3,1,""],train:[46,3,1,""]},"singa.optimizer":{AdaGrad:[49,1,1,""],Adam:[49,1,1,""],Constraint:[49,1,1,""],CppConstraint:[49,1,1,""],CppRegularizer:[49,1,1,""],L2Constraint:[49,1,1,""],L2Regularizer:[49,1,1,""],Nesterov:[49,1,1,""],Optimizer:[49,1,1,""],RMSProp:[49,1,1,""],Regularizer:[49,1,1,""],SGD:[49,1,1,""]},"singa.optimizer.AdaGrad":{apply_with_lr:[49,3,1,""]},"singa.optimizer.Adam":{apply_with_lr:[49,3,1,""]},"singa.optimizer.Constraint":{apply:[49,3,1,""]},"singa.optimizer.CppConstraint":{apply:[49,3,1,""]},"singa.optimizer.CppRegularizer":{apply:[49,3,1,""]},"singa.optimizer.L2Constraint":{apply:[49,3,1,""]},"singa.optimizer.L2Regularizer":{apply:[49,3,1,""]},"singa.optimizer.Nesterov":{apply_with_lr:[49,3,1,""]},"singa.optimizer.Optimizer":{apply:[49,3,1,""],apply_regularizer_constraint:[49,3,1,""],apply_with_lr:[49,3,1,""],register:[49,3,1,""]} ,"singa.optimizer.RMSProp":{apply_with_lr:[49,3,1,""]},"singa.optimizer.Regularizer":{apply:[49,3,1,""]},"singa.optimizer.SGD":{apply_with_lr:[49,3,1,""]},"singa.snapshot":{Snapshot:[50,1,1,""]},"singa.snapshot.Snapshot":{read:[50,3,1,""],write:[50,3,1,""]},"singa.tensor":{AddBias:[52,1,1,""],CrossEntropy:[52,1,1,""],Dummy:[52,1,1,""],Matmul:[52,1,1,""],Operation:[52,1,1,""],ReLU:[52,1,1,""],SoftMax:[52,1,1,""],Tensor:[52,1,1,""],abs:[52,2,1,""],add:[52,2,1,""],add_column:[52,2,1,""],add_row:[52,2,1,""],average:[52,2,1,""],axpy:[52,2,1,""],bernoulli:[52,2,1,""],copy_data_to_from:[52,2,1,""],copy_from_numpy:[52,2,1,""],ctensor2numpy:[52,2,1,""],div:[52,2,1,""],einsum:[52,2,1,""],eltwise_mult:[52,2,1,""],exp:[52,2,1,""],from_numpy:[52,2,1,""],gaussian:[52,2,1,""],ge:[52,2,1,""],gt:[52,2,1,""],le:[52,2,1,""],log:[52,2,1,""],lt:[52,2,1,""],mult:[52,2,1,""],pow:[52,2,1,""],reshape:[52,2,1,""],sigmoid:[52,2,1,""],sign:[52,2,1,""],sizeof:[52,2,1,""],softmax:[52,2,1,""],sqrt:[52,2,1,""],squ are:[52,2,1,""],sub:[52,2,1,""],sum:[52,2,1,""],sum_columns:[52,2,1,""],sum_rows:[52,2,1,""],tanh:[52,2,1,""],to_host:[52,2,1,""],to_numpy:[52,2,1,""],uniform:[52,2,1,""]},"singa.tensor.AddBias":{backward:[52,3,1,""],forward:[52,3,1,""]},"singa.tensor.CrossEntropy":{backward:[52,3,1,""],forward:[52,3,1,""]},"singa.tensor.Matmul":{backward:[52,3,1,""],forward:[52,3,1,""]},"singa.tensor.Operation":{backward:[52,3,1,""],forward:[52,3,1,""]},"singa.tensor.ReLU":{backward:[52,3,1,""],forward:[52,3,1,""]},"singa.tensor.SoftMax":{backward:[52,3,1,""],forward:[52,3,1,""]},"singa.tensor.Tensor":{T:[52,3,1,""],add_column:[52,3,1,""],add_row:[52,3,1,""],bernoulli:[52,3,1,""],clone:[52,3,1,""],copy:[52,3,1,""],copy_data:[52,3,1,""],copy_from_numpy:[52,3,1,""],deepcopy:[52,3,1,""],div_column:[52,3,1,""],div_row:[52,3,1,""],gaussian:[52,3,1,""],is_empty:[52,3,1,""],is_transpose:[52,3,1,""],l1:[52,3,1,""],l2:[52,3,1,""],memsize:[52,3,1,""],mult_column:[52,3,1,""],mult_row:[52,3,1,""],ndim:[52,3,1, ""],reset_like:[52,3,1,""],reshape:[52,3,1,""],set_value:[52,3,1,""],size:[52,3,1,""],to_device:[52,3,1,""],to_host:[52,3,1,""],uniform:[52,3,1,""]},"singa.utils":{update_progress:[53,2,1,""]},singa:{converter:[10,0,0,"-"],data:[11,0,0,"-"],device:[13,0,0,"-"],image_tool:[15,0,0,"-"],initializer:[17,0,0,"-"],layer:[21,0,0,"-"],loss:[22,0,0,"-"],metric:[23,0,0,"-"],net:[46,0,0,"-"],optimizer:[49,0,0,"-"],snapshot:[50,0,0,"-"],tensor:[52,0,0,"-"],utils:[53,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","function","Python function"],"3":["py","method","Python method"],"4":["py","data","Python data"]},objtypes:{"0":"py:module","1":"py:class","2":"py:function","3":"py:method","4":"py:data"},terms:{"09309e":9,"0a88e8948b1abca3badfd8d090d6be03f8d7655d":[32,40],"0xa":20,"0xb":20,"1024l":9,"10mb":46,"16l":9,"32l":9,"45ec92d8ffc1fa1385a9307fdf07e21da939ee2f":[34,42],"512mb":21,"5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56":[33,41],"64l":9,"770 0k":61,"8c990f7da2de220e8a012c6a8ecc897dc7532744":[32,40],"938460476e":9,"abstract":[7,13,51,54,56,57,58,59],"boolean":[11,15,46,52],"byte":52,"case":[15,20,21,46,47,61],"char":[8,11,16,36,44],"class":[11,13,15,21,22,23,46,49,50,51,52,54,56,57,59,60],"const":47,"default":[13,14,20,21,26,29,30,37,38,45,46,52,56],"export":[18,20],"final":[9,21],"float":[15,21,22,23,30,38,49,52,53,60],"function":[11,12,21,22,23,26,29,46,49,50,51,52,54,56,57,59,60,61],"goto":[19,20,21],"import":[11,13,15,17,18,19,20,21,22,23,32,40,46,49,50,52,54],"int":[11,13,17,21,22,23,30,38,47,49,52],"long":52,"new":[2,4,7,12,19,26,29,47,51,52,54,57,58,59],"public":[55,60],"return":[11,13,15,21,22,23,26,29,46,47,49,50,52],"short":[4,57],"static":[12,19,47,60],"switch":[9,20],"true":[11,15,21,22,46,52],"try":[18,20,46,52,55],"void":47,"while":[3,20,47,54,55],AVE:21,AWS:55,Added:61,But:[12,47,52],For:[1,4,14,15,20,21,22,26,29,46,47,52],IDE:19,IDs:13,NOT:52,One:7,Res:52,The:[2,4,9,12,13,14,19,20,21,22,23,24,26,27,29,30, 31,34,35,37,38,39,42,43,45,46,47,49,51,52,54,55,58],Their:14,Then:[9,20,24,27,32,40,52],There:[12,18,26,29,47,52],These:[1,18,47,48,52],USE:[8,16,20,59],Use:[7,8,16,19,56,57,59,60],With:[35,43],YES:19,__call__:52,_bia:[32,40],_build:5,_singa_wrap:[19,20],_weight:[32,40],abl:[26,29,51,52],abort:20,about:[8,16,26,29],abov:[19,20,31,32,33,34,35,39,40,41,42,43,47],abs:52,ac_check_lib:20,ac_cv_have_libgflag:20,acc:23,accept:[7,11,21,46,52,54,55,60,61],access:[21,46],accord:[12,15,47,52],account:4,accumul:[49,52],accuraci:[9,23,26,29,30,38,46,51],achiev:[26,29],acm:55,across:[7,61],activ:[18,19,21,22,23,34,42,46,59],adadelta:[7,54,58],adagrad:[49,51,59],adam:[7,49,54,58,60],adamax:54,adammax:[7,58],add:[2,4,5,7,12,15,18,19,20,21,26,29,46,52,54,56,57,59,60,61],add_column:52,add_row:52,addbia:52,addbn:[34,42],added:[4,5,32,40,46,47,52,54],adding:[19,51],addit:[19,21,26,29,34,37,42,45,46,51,52],addition:20,address:[57,58],adsc:55,advanc:55,affin:21,after:[2,4,9,12,20,21,24,25,27,28,30,32,33, 34,38,40,41,42,46,47,57],again:[4,20,22],against:[4,8,16,20,22,23,30,36,38,44,51,54],aggreg:49,alan:3,alex:47,alexnet:[7,8,9,16,26,29,36,44,57,59],algebra:[7,51,52,54],algorithm:[21,46,49,51,54,56,57,59],alia:[54,61],all:[7,12,13,14,20,21,22,23,46,47,49,50,52,54,55,60,61],alloc:[51,52],allreduc:56,along:[21,52],alpha:[21,52],alreadi:20,also:[13,14,19,20,21,25,28,30,38,46,47,49,54,55],amazon:[54,60],amazonaw:[31,32,33,34,35,39,40,41,42,43],amd:[7,20,51,54],ami:54,among:[7,47],anaconda:20,angle_list:15,anh:3,ani:[6,13,15,46,47,55],annot:4,anoth:46,answer:6,anthoni:3,apach:[0,1,2,3,4,5,14,18,20,34,42,54,56,57],api:[8,16,19,20,26,29,31,32,33,34,35,39,40,41,42,43,54,55,56,59],append:[9,46],appli:[15,21,26,29,49,52],applic:[0,6,25,28,47,54,55,57],apply_regularizer_constraint:49,apply_with_lr:49,april:[7,54,55],apt:[20,55],architectur:[7,54],archiv:1,arg:[21,46,49,52],argsortlay:[54,57],argument:[15,26,29,37,45,46,49,52],arm:51,arrai:[11,22,23,26,29,51,52],array_lik:52,artifici:[9,26,29],a ry1:13,ary2:13,as_typ:21,asc:54,asf:[2,5,54,55],aspect:15,assign:[47,56,57],associ:46,assum:[30,38,49],asterisk:57,astyp:11,asynchron:54,attribut:21,atung:3,aug:55,augment:[11,15,26,29,54,60],auto:[7,12,56],autograd:[7,52,54,61],automak:18,automat:[4,7,47,51,52,54,56,60],autoreconf:20,autotool:54,autotun:[21,59],aux:[30,38],auxiliari:56,avail:[11,19,20,49,55,56],averag:[21,22,23,26,29,47,52],avg:21,avgpooling1d:21,avgpooling2d:21,avoid:[20,47,56],awar:52,axes:52,axi:[21,52],axpi:52,b_spec:21,back:[11,46],backprob:46,backward:[21,22,46,51,52],balanc:[7,56],bar:53,base:[0,21,22,23,30,38,46,47,49,54,56,57,58,59],bash:14,bashrc:[20,57],basic:[54,55],bat:12,batch:[9,11,21,22,26,29,30,34,35,38,42,43,52,59,60,61],batch_siz:[11,21],batchnorm:21,batchnorml:59,batchsiz:[11,21,30,38],becaus:[20,21],been:[1,20,55],befor:[2,20,22,31,32,33,34,35,39,40,41,42,43,46,52],begin:15,beignet:20,being:[4,47,52],belong:20,below:[18,31,34,35,39,42,43,47,52],beng:3,bengio:17,bernoulli:52,best:[26,29,52,55],b eta:[21,52],beta_1:49,beta_2:49,beta_spec:21,better:20,between:[11,15,22,32,40,47,51,52,58],bia:[21,32,40,47,52],bibtex:55,bidirect:21,big:[56,57,58,59,60,61],bin:[9,14,18,20,25,26,28,29,30,38],binari:[9,12,20,22,24,26,27,29,30,38,52,59],bind:[7,9,20,54,57,58,59,60],bit:12,bla:20,blame:4,blob:[31,34,35,39,42,43,47,54,56,57,58,59],block:[32,40,59],bob:20,boltzman:56,bool:[21,22],border_mod:21,boss:55,both:[4,7,9,17,19,21,26,29,47,49,51,58],bottom:15,bound:[17,52],bptt:[7,54,57],bpttworker:57,branch:[2,4,12],brew:18,bridg:[47,57],bright:15,brows:0,buffer:[19,20],buffer_s:[46,50],bug:[0,4,6,54,56,57,58,59,60,61],build:[5,6,7,8,9,12,14,16,18,30,38,54,56,57,58,59,60,61],build_str:20,built:[5,20,59],bvlc:[32,40],bvlc_googlenet:[32,40],c2084:12,c2375:12,cach:61,caff:[7,8,16,21,26,29,32,40,54,60],caffe_lay:21,caffe_root:[32,40],caffemodel:[24,27,32,40],cai:55,calcul:[23,52],calcult:52,call:[9,13,19,21,22,23,46,47,49,50,51,52,57],can:[2,4,5,6,9,12,14,15,19,20,22,23,24,25,26,27,28,29,30,38,47 ,48,49,51,52,54,55,56,60],cannot:[20,56,58],capac:11,card:[13,37,45,51,54,57],care:7,carri:[51,54],cast:15,categor:47,categori:[47,54,56],caus:[20,57],cbla:[19,20,52,59],cblas_include_dir:19,ccmake:[20,30,38],cct:7,ceil:[32,40],cell:21,center:15,cento:14,centos6:14,centos7:14,cflag:20,chain:15,chang:[3,4,19,20,21,30,38,46,52,58,59],channel:[15,21,59],charact:[25,28],check:[4,6,20,54,56,60],checkout:[2,20],checkpoint:[7,9,25,28,31,32,33,34,35,39,40,41,42,43,54,56,59,60],chen:[3,55],chin:3,chines:[54,61],chonho:3,choos:19,chunk:47,cifar10:[26,29,57,59,61],cifar:[8,9,16,36,44,59],circl:47,cite:55,ckpt:[33,41],clamp:21,classif:[8,9,16,17,24,26,27,29,30,36,38,44,54,57,60,61],clean:[2,61],click:[4,19],client:20,clone:[2,4,12,18,20,52],cloud:[20,54,57],cluster:[54,56,58],clusterproto:56,cmake:[9,12,18,19,20,54,59],cmake_include_path:[18,20],cmake_library_path:[18,20],cmakelist:[30,38],cmd:12,cnmem:[19,59],cnn:[7,8,9,16,30,36,38,44,47],code:[2,3,6,12,13,14,18,19,20,25,26,28,29,37,45,54,55,5 7,59,60,61],codebas:4,coeffic:49,coeffici:49,collabor:55,collis:58,color:15,color_cast:15,column:[21,47,52],com:[2,3,5,12,18,19,20,31,32,33,34,35,39,40,41,42,43],combin:22,come:[19,20],comma:11,command:[5,12,14,19,20,24,25,26,27,28,29,30,31,32,33,34,35,38,39,40,41,42,43,54,56,57],commandqueu:51,commit:[1,2,4,5,31,32,33,34,35,39,40,41,42,43],committ:[4,5,55,61],common:56,commun:[3,19,47,51,54,55,59],comp:3,compani:55,compar:20,comparison:52,compat:[11,46,51],competit:55,compil:[7,8,9,12,16,18,19,25,26,28,29,36,44,54,56,57,58,59,60],complet:[54,55,59,61],complex:[51,54,57],compliat:61,compon:[7,51,54,59,60,61],compris:47,compuat:[13,22],comput:[22,23,26,29,46,47,51,52,59],concat:[7,21,54,57,60],concaten:[21,47,59],concurr:56,conda:[8,16,54,55,61],condit:58,conf:[21,49,56],config:[20,21],configur:[7,12,19,20,21,31,34,35,39,42,43,49,54,56,57],conflict:[4,20],confus:46,connect:[21,46,47,51,56],connectstub:56,consid:[4,46,47],consist:[11,26,29,47,51,52,54,55],consolid:61,constant:[9,21,49 ],constraint:[21,49,59],constraintconf:49,construct:[21,32,40,46,49,52],constructor:[47,49,52],contact:55,contain:[11,14,22,58,61],context:57,contrast:15,contribut:60,contributor:[4,61],control:47,conv1:[9,46],conv1_bia:9,conv1_weight:9,conv1d:21,conv2:9,conv2_bia:9,conv2_weight:9,conv2d:[21,46],conv3:9,conv3_bia:9,conv3_weight:9,conv:21,convers:12,convert:[7,8,11,13,16,21,22,23,26,29,31,32,33,34,35,39,40,41,42,43,47,52,60],convolut:[9,17,21,26,29,30,38,59,60],copi:[4,12,19,20,21,32,40,52],copy_data:52,copy_data_to_from:52,copy_from_numpi:52,core:[8,16,18,19,52,59,60,61],corp:3,correct:[4,20,21,46],correspond:[12,21,51],could:[9,11,14,15,20,21,22,23,25,26,28,29,46,51,52],count:21,countabl:15,coupl:47,cpack:61,cpickl:[32,40],cplu:20,cplus_include_path:20,cpp:[8,16,20,26,29,51,59,61],cppconstraint:49,cppcpu:[13,26,29,51,52],cppdevic:59,cppgpu:52,cpplint:4,cppmath:51,cppregular:49,cpu:[7,13,20,26,29,31,32,33,34,35,37,39,40,41,42,43,45,51,54,56,58],creat:[4,13,18,19,20,21,24,26,27,29,30 ,38,46,47,49,51,52,54,59,60,61],create_cuda_gpu:[13,19,21,46],create_cuda_gpu_on:13,create_cuda_gpus_on:13,create_data:[30,38],creategraph:47,createnetfromgraph:47,creator:52,crop3:15,crop5:15,crop8:15,crop:15,crop_and_res:15,cross:[7,21,22,51,59,60],cross_channel:21,crossentropi:52,crossentropyloss:54,csv:59,ctensor2numpi:52,ctensor:52,cubla:[19,52],cuda7:[14,20],cuda8:14,cuda9:20,cuda:[7,8,9,13,14,16,20,21,26,29,30,38,51,52,57,59,61],cudadevic:59,cudagpu:[13,21,26,29,51,52],cudamath:51,cudart64_91:19,cudart:19,cudax:20,cudnn4:14,cudnn5:[14,20],cudnn64_7:19,cudnn7:20,cudnn:[7,9,14,19,20,21,25,26,28,29,30,32,38,40,54,57,58,59,60,61],cudnn_convolut:21,cudnn_path:20,cudnn_pref:21,cudnna:20,cudnnconvolut:[21,59],cudnndropout:59,curand:19,curl:[18,31,32,33,34,35,39,40,41,42,43],current:[2,4,9,12,13,20,21,24,25,27,28,30,38,46,47,52,54],custom:56,cxx:19,cxxflag:[18,20],cycl:21,czmq:7,dai:[3,55],daiji:3,danac:55,daniel:3,data:[7,8,9,12,16,21,22,25,28,32,36,40,44,46,47,51,52,54,56,57,58,59] ,data_batch_1:9,data_batch_2:9,data_batch_3:9,data_batch_4:9,data_batch_5:9,data_format:21,databas:55,datait:59,dataset:[8,9,11,16,24,25,26,27,28,29,30,36,38,44,56,57,58,59,60,61],datavec:57,dbm:47,dcblas_include_dir:19,dcblas_librari:19,dcnn:47,dcudnn_include_dir:19,dcudnn_librari:19,dcudnn_vers:19,dcx:21,dcy:21,dealer:56,debian:[7,20,54,61],debug:[7,19,52,54,57],dec:55,decai:[21,49],decay_mult:21,decid:[15,21],decis:[54,55],decod:[51,54,59],decompress:[12,20,30,33,38,41],decreas:[30,38],deep:[9,17,26,29,30,38,47,51,52,54,55,56,57,58,59,60,61],deepcopi:52,deepimag:7,def:[11,26,29],defin:[20,51,52,56],definit:[12,19],degre:15,delimit:11,delv:17,denot:52,dens:[17,21,46,51,59],dense_bia:9,dense_weight:9,densenet:[7,8,16,36,44,54,61],depend:[7,14,20,25,28,51,52,54,56,58,60],dependeci:19,deploi:[5,32,40],deploy:7,deprec:[12,46],depth:[31,34,35,39,42,43],descent:49,describ:[4,25,28,47,51,55],descript:[4,46],design:[3,4,56,57,58,59],destin:52,detail:[4,8,9,16,26,29,36,44,47,51,55,57],dete ct:[58,59],detial:[32,40],dev:[1,19,20,21,26,29,46,52,55],devel:14,develop:[1,6,14,19,55,56],devic:[7,8,16,19,21,26,29,46,51,52,54,59],device_id:13,dglog_include_dir:19,dglog_librari:19,dhx:21,dhy:21,dialog:12,dict:[21,46,50],dictionari:[21,46,50],diff:[21,56],differ:[12,20,21,47,51,52,54,56],difficulti:17,dimens:[21,52],dimension:[51,52],dinh:[3,55],dinhtta:3,dir:19,direct:47,directli:[22,23,54,55],directori:[9,12,19,20,57],disabl:[4,59],disable_warn:19,disclaim:54,discrep:[32,40],discuss:4,disk:51,displai:[53,56],distribut:[7,17,22,47,52,54,55,56,57,58,59,60,61],div:52,div_column:52,div_row:52,divid:52,divis:[52,61],dlfile:[31,32,33,34,35,39,40,41,42,43],dll:19,doc:[5,18],dockefil:14,docker:[7,20,54,55,57,58,60,61],dockerfil:20,dockerhub:14,document:[2,3,4,6,54,57,59,60,61],doe:[4,9,12,21,24,27,46,49,52,54,55],don:[18,19],done:[4,12,52,53],downgrad:20,download:[8,9,12,16,19,20,24,25,26,27,28,29,31,32,33,34,35,36,37,39,40,41,42,43,44,45,55],download_data:[9,26,29],downloaded_fil:54 ,downpour:[7,56],doxygen:[5,55,57],dp1:21,dp2:21,dpackag:20,dpi:21,dprotobuf_include_dir:19,dprotobuf_librari:19,dprotobuf_protoc_execut:19,dpython_include_dir:20,dpython_librari:20,driver:[20,56,57,58],drop:21,dropout:[21,54,59],droput:21,dst:52,dst_offset:52,dswig_dir:19,dswig_execut:19,dtype:[21,22,23,52],due:[12,20,21,47],dummi:[21,46,52,57],dummylay:54,dump:[32,40,46,60],dun:3,dure:[9,52,56,61],duse_cuda:[19,20],duse_modul:20,duse_opencl:20,duse_python:[9,20],dx1:21,dx2:21,dxi:21,dxn:21,dy1:21,dy2:21,dyi:21,dylib:20,dyn:21,dynam:19,dys:52,each:[1,7,11,15,21,22,23,25,26,28,29,30,38,46,47,49,51,52],earli:56,easi:[54,56,57],easili:[47,51],ec2:54,echo:20,edit:19,edu:[3,9],effect:47,effici:46,effort:[54,55],einsum:[52,61],either:[15,20,21],element:[21,52],elementi:52,els:46,eltwise_mult:52,email:3,empti:[20,21,46,49,52,56],enabl:[19,20,47,54,56,57,59],enable_test:20,encod:[51,54,59],encount:12,encourag:[2,20],end:[11,15,46],endors:[54,55],endpad:[32,40],endpoint:51,energi:54,engin:[ 21,52,59],enhanc:[7,15,54,56],ensur:46,entir:[12,47],entropi:[22,51,59,60],enum_type_wrapp:20,enumer:15,env:20,enviromnet:18,environ:[19,20,56],epoch:[9,30,38,49],epsilon:[21,22,49],equal:[21,52],equival:20,error:[12,18,20,22,49,51,56,57,61],especi:12,establish:1,etc:[3,11,12,47,51],evalu:[21,22,23,46],everi:[46,47,51,52],everytim:20,exactli:[30,38],exampl:[4,11,13,14,15,17,18,19,20,21,22,23,25,26,28,29,30,31,32,33,34,35,37,38,39,40,41,42,43,45,46,47,48,49,50,51,52,54,55,56,57,59,60,61],except:[20,21,47,52],exclud:[15,47,57],exclus:49,exe:[12,19],execut:[2,5,9,13,14,19,20,24,27,31,32,33,34,35,39,40,41,42,43,51,54],exist:[9,20],exp:[30,38,52],expect:[25,28],express:51,extend:[7,19,51,54,56,58,60,61],extens:[19,51],extern:56,extra:21,extract:[9,12,19,32,33,34,40,41,42,54,57],facebook:[34,42],fact:47,fail:[56,58],failur:7,falg:21,fals:[15,21,22,46,50,52],fan_in:17,fan_out:17,faq:[8,16],fast:4,fastest:21,fatal:20,featur:[0,2,4,6,7,12,21,22,51,54,56,57,58,59,60,61],feb:55,februari:54,fed ora:20,feed:[7,9,23,26,29,30,38,54,59],feedforward:[8,16,17],feedforwardnet:[32,40,46,60],feedfowardnet:54,fetch:2,few:[24,27],fewer:[4,54],ffnet:46,field:[4,21,47,52,54,56,57],figur:[47,51],file:[4,5,7,9,11,12,14,19,20,24,25,26,27,28,29,30,31,32,33,34,35,38,39,40,41,42,43,46,47,51,54,56,57,58,59,60],file_nam:[33,41],files:[30,38],filter:47,find:[4,20,55,56],fine:61,finish:[4,9,12,52,56],first:[9,32,33,40,41,46,47,60],firstli:47,fix:[4,12,19,20,54,56,57,58,59,60,61],fixbug:4,fixg:56,flag:[18,21,22,46,56],flat:[9,46],flatten:[21,46,59],flip:[11,15],flip_down:15,float16:51,float32:[51,52],floder:[30,38],floor:[21,32,40],flow:4,folder:[5,12,14,19,20,24,26,27,29,30,31,32,34,35,38,39,40,42,43,56],follow:[0,2,4,5,9,12,13,14,15,17,18,19,20,21,24,26,27,29,30,31,32,33,34,35,37,38,39,40,41,42,43,45,47,49,51,52,54,55,56,57,58,59,60,61],foo:4,footprint:61,fork:4,form:4,format:[24,27],fortran:20,forward:[4,7,9,21,22,23,26,29,30,38,46,51,52,54,59],found:[2,19,20],foundat:[54,55],four:[19,26,29],f oward:[21,22,23],fpga:[51,54],framework:[54,56],free:[19,51],freez:[46,61],frequenc:[30,38],from:[3,4,5,7,8,9,11,12,13,15,16,17,18,19,21,22,23,25,26,28,29,30,31,32,33,34,35,38,39,40,41,42,43,46,47,49,50,51,52,54,55,56,57,60,61],from_numpi:[22,23,52],fromarrai:11,front:20,fssl:18,full:[11,19,47],fulli:[21,47,54,55,59],func:56,further:[4,54,55],furtur:21,futur:[21,46],gamma:21,gamma_spec:21,gang:3,gao:[3,55],gate:3,gaussian:[9,17,21,46,49,51,52],gcc4:20,gcc:20,gemm:52,gemv:52,geneart:[22,23],geneartor:46,gener:[5,12,19,20,21,22,25,26,28,29,30,38,46,49,51,52,54,55,56,57,58,59,60,61],get:[4,11,12,13,15,18,20,21,23,30,38,46,47,49,56],get_default_devic:[13,52],get_includ:20,get_layer_list:21,get_output_sample_shap:21,gflag:20,git:[2,4,5,12,18,20,61],github:[2,4,5,12,18,19,20,31,32,33,34,35,39,40,41,42,43,59],githubusercont:18,give:[5,15,19,47,52],given:[15,21,46,47,49,51,52,55],glibc:20,global:[11,49],glog:[12,18,19,20,56,59],glog_include_dir:19,glorot:17,gmail:3,gnu:[7,54,56],googl:[4,19 ,20,57],googlenet:[7,8,16,36,44,54,60],got:20,gpg:54,gpu:[7,13,14,20,26,29,31,32,33,34,35,37,39,40,41,42,43,45,46,51,52,54,56,57,58],grad:[21,22,49,52,54],gradient:[21,22,26,29,46,47,49,51,52,56],gradvec:57,graph:[47,56,57],grayscal:15,grep:20,ground:[22,23],groundtruth:23,group:[7,47,55,56],gru:[21,25,28,54,57],grulay:[7,57],gtest:[19,54],guassian:21,guid:4,gun:57,hadoop:55,haibo:3,half:[21,55],halt:53,hand:[52,55],handleputmsg:56,happen:20,hardwar:[7,13,51,52,54],has:[3,13,15,19,20,21,47,51,52,54,55],hash:[12,58],have:[1,4,9,12,18,19,20,21,30,32,38,40,47,49,51,52,54,55],haven:20,hawaii:55,hdf:[54,57],head:2,header:[12,14,18,20,57],health:7,height:[11,15,21],held:55,help:[6,47,54],henc:9,here:[14,19,20,52,55],heterogen:[7,54],hid:47,hidden:[21,47],hidden_s:21,high:[4,21,52],higher:[47,49,51,52],hight:52,hinton:[37,45],histori:2,hogwild:[7,56],home:20,homebrew:[18,20],horizont:21,host:[13,26,29,52,56,60],how:[9,18,20,25,28,47],howev:[12,20],html:[5,13],http:[0,2,5,9,12,18,19,20,31,3 2,33,34,35,39,40,41,42,43],human:17,hybrid:[7,47,54,57,58],hyper:[21,25,28,37,45],hzchenhaibo:3,i2r:55,icd:20,idea:47,ideal:4,identifi:[4,21],idx:[11,15],ignor:20,illustr:[9,51],ilsvrc:[30,38],imag:[7,8,9,11,16,20,26,29,30,36,38,44,47,54,59,60],image1:[31,32,33,34,35,39,40,41,42,43],image2:[31,32,33,34,35,39,40,41,42,43],image3:[31,32,33,34,35,39,40,41,42,43],image_fold:11,image_path_suffix:11,image_tool:[11,15],image_transform:11,imagebatchit:11,imagenet:[8,16,17,24,27,31,32,33,34,35,36,39,40,41,42,43,44,54,57,59,61],imagetool:[11,15],img:[11,15],img_list_fil:11,img_path:11,imgclass:[24,27],imgtool:[15,60],immedi:4,implement:[4,8,13,16,21,22,23,25,28,49,51,54,56,57,58,59,60],implment:[13,22,23,52],import_modul:20,importerror:20,importlib:20,improv:[4,54,56,57,58,60,61],in_shap:21,incept:[8,16,32,36,40,44,54,61],inception_v4:[33,41],inceptionnet:7,includ:[4,7,9,11,12,13,14,15,18,19,20,21,22,23,25,26,28,29,30,38,46,47,49,50,51,52,54,56,57,58,59,60,61],inconsist:21,incub:[1,2,4,5,14,1 8,20,54,55],index:[11,22,49,61],indic:[22,47,52,54,55],info:[11,46,49,53],inform:[7,9,20,54,57],infrastructur:[54,55],inherit:[22,23],init:[21,46,57],initgooglelog:57,initi:[8,12,16,19,21,51,52,55,56,59],inner:21,innerproductlay:57,inplac:15,input:[7,15,17,21,22,25,28,46,52,54,57,59,60],input_feature_length:[17,21],input_mod:21,input_sample_shap:[21,46],insensit:21,insert:47,insid:[20,49],instal:[5,7,8,9,14,16,25,28,36,44,54,55,56,58,59],instanc:[15,21,26,29,47,49,51,52,54,56],instead:[20,21,46],instruct:[2,5,8,12,16,20,36,44,54,61],instructor:2,integ:[21,22,52],integr:[7,19,54,56,57],intel:20,intend:12,interact:[4,58],interfac:[19,57,58,59,60],intermedi:[46,52,56],intern:[11,15,20,47,52],interpret:20,intial:9,intuit:[56,57,58,59],invalid:56,invok:[20,51,52],ip_bia:9,ip_weight:9,ipython:[48,60],iri:20,is_empti:52,is_train:21,is_transpos:52,issu:[6,32,40,55,56],item:46,iter:[11,46,49],iteritem:50,its:[2,13,20,21,37,45,46,47,49,50,51,52],itself:4,j2ee:0,jan:[7,55],januari:54,java:[54, 60],jenkin:[7,54,59,60,61],jian:17,jinyang:3,jira:0,jixin:3,job:[4,47,54,56,57],join:6,jpg:[31,32,33,34,35,39,40,41,42,43],juli:55,june:[7,54,55],jupyt:[18,55,61],just:[11,20,21,52],kaim:17,kaip:3,kdata:47,kei:[32,40,46,54],kept:46,kernel:[21,25,28,51],keval:[21,22,46],khidden:47,khidlay:47,kia:52,kian:3,kij:52,kimag:47,kind:47,kja:52,klabel:47,know:18,kriz:9,ksoftmaxloss:47,ktest:47,ktrain:[21,22,46,47],kvalid:47,kvislay:47,kwarg:21,l2constraint:49,l2norm:21,l2regular:49,label:[11,22,23,24,26,27,29,46,47,54,60],lack:6,lambda:12,languag:[25,28,51],lapack:19,larg:[7,47,56,57,58,59,60,61],larger:46,last:[4,46],later:[47,54],latest:[2,4,12,14,19,24,27],launch:56,layer:[7,8,16,17,25,28,32,34,40,42,46,47,51,54,56,57,58,59,60,61],layer_grad:46,layer_nam:[32,40],layertyp:57,ld_library_path:[18,20],lead:[47,56],learn:[21,30,38,47,49,51,54,55,56,57,58,59,60,61],least:[20,21],lee:3,left:[15,52],left_bottom:15,left_top:15,len:46,length:[11,15,21,52,61],less:46,let:18,letter:52,level1:14,level2 :14,level3:14,level4:14,level:[4,17,51,57,58],lhs:52,lib64:20,lib:[12,14,18,19,20,59,60],libari:60,libcnmem:59,libglog:[12,19],libopenbla:[12,19,20],libprotobuf:[12,19],libprotoc:12,libpython2:20,librari:[18,19,20,21,54,56,58,60],library_path:20,libsingagpu:58,libstdc:20,libtool:56,libviennacl:20,licens:[4,31,32,33,34,35,39,40,41,42,43,60],life:21,light:59,like:[4,7,9,14,20,47,52,55],limited_workspac:21,line:[4,11,19,20,25,28],linear:[7,21,51,52,54],link:[1,2,12,18,20,60,61],linkag:12,linker:20,linux:[7,20,25,28],linux_input:[25,28],list:[6,11,13,15,20,21,30,38,46,47,52,55,56,57],lite:12,lmdb:[18,56,59],lmdbreader:59,lmdbwriter:59,load:[7,9,11,15,24,26,27,29,30,38,46,50,51,54,56,57,60],load_img:15,loader:60,local:[18,20,21,59],localhost:[31,32,33,34,35,39,40,41,42,43],locat:[20,47,58],log:[20,22,52,57,59],look:47,loss:[8,9,16,21,23,30,38,46,47,51,52,59,60],low:[21,52],lower:[47,52],lowercas:52,lr_gen:49,lr_mult:21,lrn1:9,lrn2:9,lrn:21,lstm:21,luo:[3,55],lyr:46,mac:[20,54,60,61],mach in:[51,54,56,60],maco:7,macosx:20,mai:[4,12,18,19,20,30,38,47,52,55],mail:[6,55],main:[20,26,29,56,57],mainli:3,major:[7,51,54,57],make:[2,9,15,18,19,20,23,46,47,49,52,54,55,57,59],malloc:51,manag:[0,2,7,12,13,20,51,54,56,59],mandatori:[54,60],mani:[3,4,51],manner:[54,55],manual:[21,30,38,46],map:[12,46],march:55,mark:52,markdown:5,master:[2,4,5,12,18,31,32,33,34,35,39,40,41,42,43],match:20,math:[51,57,58,59],math_kernel:19,matirx:52,matmul:52,matplotlib:18,matric:59,matrix:[21,47,51,52,57],maven:[54,60],max:[11,15,21,23],maxpool:[32,40],maxpooling1d:21,maxpooling2d:[21,46],mayb:20,md5:54,mean:[20,21,30,38,52],meaning:[4,25,28],measur:51,meihui:3,meihui_zhang:3,melbourn:55,member:[3,12,21,50,52,57],memori:[13,20,30,38,46,47,51,52,56,59,60,61],memsiz:52,menu:[19,61],merg:[2,4,21,59],meso:[7,54,56,57,58],messag:[4,5,9,18,20,49,51],meta:[11,21,51],meta_info:11,method:[13,15,17,21,46,50,51,54,59,60],metric:[8,9,16,46,51,56,59],microsoft:19,middl:15,mini:[11,47],miniconda3:20,miniconda:2 0,minim:14,miscellan:57,mismatch:[20,56],miss:20,mkdir:[9,18,19,20],mlp:[7,47,54,61],mnist:[8,16,36,44,59],moaz:3,mode:[21,26,29,50,54,57,60],model:[7,8,9,15,16,23,25,26,28,29,30,31,32,33,34,35,38,39,40,41,42,43,46,49,54,55,56,57,58,59,60,61],model_bin:[24,27],model_def:[32,40],model_pb2:[21,46],model_txt:[24,27],modelproto:56,modul:[7,8,11,16,18,20,22,23,49,51,52,56,59,60],momentum:[21,49,57],more:[4,8,16,24,27,30,32,38,40,46,51,54,55,57],most:[21,47,51,52],move:[21,46,52,56,57],msse2:20,mult:52,mult_column:52,mult_row:52,multi:[7,51,52],multimedia:55,multipl:[7,15,20,21,46,51,52,54,57,60],multipli:[21,49,52,60],must:[15,20,21,22,32,40,47,49,52],mutipl:21,mutual:49,nair:3,name2lay:47,name:[1,3,11,12,14,19,20,21,31,32,33,34,35,39,40,41,42,43,46,47,49,50,51,52,54],namespac:20,nation:[3,55],nativ:[8,16],natur:[25,28],navig:61,nb_channel:17,nb_filter:17,nb_kernel:21,nchw:21,ndim:52,necessari:[12,20],necessarili:[54,55],need:[9,18,19,20,22,23,47,49,52],neg:53,negat:52,nerual:46,nesterov :[49,59],net:[7,8,9,16,19,26,29,32,40,51,54,57,59],neteas:[3,55],netlib:19,netproto:47,network:[7,8,9,16,25,26,28,29,30,36,38,44,47,51,52,54,56,59,61],neural:[7,9,25,26,28,29,30,38,51,54,56,57,59],neuralnet:[47,54,56,57],neuralnetwork:17,new_img:15,newer:20,newest:20,newli:[5,46,47,54,55],next:[11,47,56],nhwc:21,no_workspac:21,node:[7,47,54,56,57],nomal:59,non:[12,20],none:[11,21,46,49,52],norm:[21,49,52,61],normal:[21,23,34,35,42,43,47,51,52,59,60],normol:52,note:[20,32,40,52,54],notebook:[18,48,55,60,61],noth:[21,49],notic:52,now:[9,14,30,38,55],np_arrai:52,npartit:47,npy:52,ntest:[30,38],nthread:[30,38],ntrain:[30,38],num:[11,13,15,21,47],num_augment:15,num_cas:15,num_output:21,num_stack:21,number:[4,9,13,15,21,25,28,30,38,47,49,52,56],numer:49,numpi:[11,18,19,20,23,26,29,32,40,52],numpy_tensor:52,nus:3,nusdbsystem:20,nvcc:59,nvidia:[7,13,19,20,51,54],obj:[19,49],object:[17,19,21,22,23,46,47,49,51,56,59,60],objectarrai:20,oct:55,octob:54,odd:21,off:[20,59],offset:[15,52],old:52,o lder:20,omit:47,onc:4,one:[4,11,20,21,22,23,25,26,28,29,31,34,35,39,42,43,46,47,49,51,52],onehotlay:57,ones:49,onli:[12,17,20,21,24,27,32,40,46,47,52,57],onlin:[2,12],only_cbla:20,onto:[2,21,46,52],ooi:[3,55],ooibc:3,opebbla:18,open:[4,6,12,19,32,40,48,55],openbla:[7,12,18,19,20,56,61],opencl1:14,opencl:[7,8,13,14,16,20,21,51,52,59],openclgpu:[13,51,52],openclmath:51,opencv:[18,30,38,59],oper:[7,13,15,18,21,22,51,52,54,57,58,59,61],operand:[52,60],opert:52,ops:52,opt:[18,20],optim:[8,13,16,51,58,59],option:[2,8,12,16,18,19,30,38,49,52,56,59],order:[9,20,46],org:[0,1,2,3,5,19,55],organ:3,origin:[2,4,21,34,42,47,52],orign:15,osaka:3,osx:20,other:[3,4,6,7,14,20,21,22,23,25,26,28,29,46,47,49,51,52,54,55,56,57,58],otherwis:[11,15,46,52],otool:20,our:55,out:[21,52,56],outdata:[30,38],output:[9,11,15,20,21,24,27,30,38,46,47,52,56,59],output_feature_length:17,outsid:[20,32,40,46,49,52],over:[8,11,16,20,23,36,44,47,52,54,56,57,58,59,60,61],overrid:[22,23,49],overview:[55,59],overwrit:18,own: 4,packag:[7,8,12,14,16,18,19,54,59,61],pad:21,page:[9,20,26,29,47,51,55,61],pair:[21,31,34,35,39,42,43,47],paper:[37,45,55],parallel:[26,29,47,54,57],param:[15,21,32,40,46,47,49,50,52,56,57],param_grad:46,param_nam:[21,46,50],param_new:50,param_spec:[21,46],param_v:50,param_valu:[21,46],paramet:[7,9,11,13,15,17,21,22,23,25,26,28,29,30,31,32,33,34,35,37,38,39,40,41,42,43,45,46,49,50,51,52,53,54,56,59,60,61],parameter_fil:[31,34,35,39,42,43],paramid2param:47,paramspec:[46,49],paramt:[21,49],pars:[11,56],part:19,parti:57,particular:20,particularli:[25,28,47],partit:[7,54,56,57],partition_dim:47,pass:[20,47,51],password:5,patch:[3,4,6,15],patch_5:15,patch_and_scal:15,path:[11,12,14,15,18,19,20,24,25,27,28,56],payload:51,peopl:3,per:[21,22,23,26,29,49],perform:[9,17,20,23,51,54,56],perl:[12,19],permiss:56,pfreq:[30,38],phase:[15,20,47],pickl:[31,32,33,34,35,39,40,41,42,43,46],pil:11,ping:4,pip:[5,18,20],pkl:[37,45],place:[26,29],placehod:52,plai:3,plain:[8,16,36,44],plan:56,platform:[7,2 0,55,56,57,58,59,60,61],platfrom:19,pleas:[4,9,12,14,20,24,25,26,27,28,29,30,37,38,45,46,55],pmc:54,png:[11,15],point:21,pointer:[47,54],pom:60,pool1:[9,46],pool2:9,pool3:9,pool:[21,32,40,59],pooling2d:21,poolingconf:21,popular:[7,17,47,56,57,58,59],posit:[15,20,21],possibl:47,post:1,potenti:51,pow:52,pre:[15,26,29,34,37,42,45,57,59],preact:[34,42],precis:23,predict:[8,9,16,22,23,36,44,46,51,52,57],prefer:[20,21],prefetch:[11,54,58],prefix:[11,20,21],prelu:59,prepar:[7,8,9,16,18,25,28,30,36,38,44],preprocess:[8,15,16,36,44,51],preprocessor:[12,19],present:55,preserv:46,pretrain:54,prevent:49,previou:[12,18,19,24,27],previous:[26,29,54],print:[20,30,32,38,40,46,57],prior:20,prioriti:[49,58],probabl:[21,22,23,52],problem:[4,20,32,40],process:[9,15,19,37,45,46,47,54,55,56,58,59],product:21,progag:46,program:[7,14,20,24,26,27,29,31,32,33,34,35,37,39,40,41,42,43,45,51,54,56,57,58,59],progress:53,projcet:19,project:[0,2,3,4,6,12,19,54,55],prompt:12,propag:[21,46,51,52],proper:12,propgat:5 2,propos:47,proto:[7,19,52,56,59],protobuf:[7,18,19,20,46,49,57],protobuf_include_dir:19,protoc:[12,19],protocol:[19,20],prototxt:[24,27,32,40],provid:[4,6,13,20,21,25,26,28,29,31,34,35,39,42,43,46,47,51,52,53,54],prxxx:2,publish:60,pull:[2,14],purpos:57,push:[2,4],put:[12,20,52,55],py36_cuda9:20,pyd:19,pydatasg:55,pysinga:[7,20,54,60],python2:[18,20],python3:[20,61],python:[7,8,16,18,20,22,23,24,25,26,27,28,29,31,32,33,34,35,37,39,40,41,42,43,45,49,54,55,56,57,58,59,60,61],python_out:19,pythonpath:20,pythreadst:20,pytorch:[31,35,39,43],question:6,queue:11,race:58,rafiki:[54,60],ran:[26,29],random:[7,15,51,54,56],random_crop:[11,15],random_crop_res:15,randomli:[15,22,23],rang:[11,51],rat:56,rate:[21,30,38,49],ratio:15,raw:[18,54],rbm:[7,8,16,36,44,47,56,57,59],read:[9,15,24,27,50,51,52,54,59],reader:[51,59],readi:12,real:49,rearrang:57,reason:20,rebas:[2,4],recal:23,recent:[19,20],recommend:[5,20],recommonmark:5,record:51,recoveri:7,rectifi:17,recurr:[7,21,25,28,47,56],redefinit:12, reduc:[7,61],redund:47,ref:17,refactor:[56,57],refer:[4,9,20,21,24,26,27,29,30,32,38,40,46,47,55],refin:[56,57],reflect:[54,55],regard:[30,38],regist:49,regular:[21,49,59],regularizerconf:49,reinstal:20,relat:[20,56,57],releas:[7,12,19,20,47,52,54,55],relev:4,relu1:[9,46],relu2:9,relu3:9,relu:[21,52],rememb:20,remot:2,remov:[7,19,22,47,56,57,58],ren:17,renam:[59,61],repeat:52,replac:[15,25,26,28,29,47,54,57],replic:[21,47],repo:[2,5,20],report:[4,6,20,55],repositori:[4,20],repres:[13,47,51],reproduct:4,request:[0,2,6],requir:[3,4,9,20,21,26,29,30,38,52,54,55],requires_grad:52,rescal:49,research:55,reset:[20,52,56],reset_lik:[21,52],reshap:[21,52],resid:[13,47],residu:[7,8,16,36,44,61],resiz:15,resize_by_list:15,resize_by_rang:[11,15],resnet:[7,26,29,31,34,35,39,42,43,54,59],resolv:[20,32,40],resourc:7,respect:[21,47],respons:[21,59],rest:[22,54],restor:[7,54,56],restrict:56,result:[15,20,21,46,47,52],resum:59,ret:52,retriev:49,review:[4,54,55],reword:4,rework:55,reyad:3,rgb:11,rho:4 9,rhs:52,right:[15,19,52],right_bottom:15,right_top:15,rmsprop:[49,51,59],rng:15,rnn:[7,8,16,21,36,44,54,56,57,59,61],rnn_mode:21,role:3,root:[19,20,56],rotat:15,rotate_by_list:15,rotate_by_rang:15,round:[32,40],row:[21,23,26,29,47,52],rtd:5,rubi:18,rule:49,run:[5,8,12,13,14,16,18,20,21,26,29,30,32,33,36,38,40,41,44,46,51,54,56,58,61],runonebatch:56,runtim:[14,18,19,20,56],runtimeerror:20,safe:[4,56],sai:20,same:[9,20,21,30,38,46,47,49,52,54,56,57],sampl:[9,11,21,22,23,24,25,27,28,46,52],save:[9,11,15,30,38,46,54],scalar:[21,52],scale:[15,56],schedul:[6,13],scheme:47,school:55,scienc:18,scm:2,screen:20,scrip:56,script:[9,12,13,19,20,24,27,30,32,33,38,40,41,50,54,56,61],seamlessli:[26,29],search:20,second:20,section:[12,19,47],see:[4,9,18,20,31,34,35,39,42,43,47,49,54],seed:[25,28],select:56,self:[15,52],send:[2,59],sensit:21,sentenc:[25,28],sep:[7,55],separ:[56,60],septemb:54,seq:61,seqenc:21,sequenti:[25,28],serial:46,serv:[31,32,33,34,35,39,40,41,42,43,52],server:[7,47,54,56,60],s ervic:56,session:55,set:[4,15,19,20,21,22,23,25,28,37,45,46,47,49,51,52,56],set_valu:[21,46,52],setup:[19,20,21,46,56,59],sever:[6,30,38],sgd:[7,49,51,54,57,58,59],sginnov:55,sha1:[32,33,40,41],sha512:54,shallow:52,shaoq:17,shape:[11,21,22,32,40,46,47,52,59],share:[20,49,52,56,57],share_from:47,sharefrom:47,shareparamsfrom:47,sharp:15,sheng:3,shentilium:55,should:[0,2,4,9,11,20,21,26,29,30,31,32,33,34,35,38,39,40,41,42,43,46,47,49,52],show:[9,20],shown:[20,47],shuffl:11,side:[15,52,61],sigmod:55,sigmoid:[21,22,52],sigmoidcrossentropi:[22,61],sign:[52,60],signa:[57,58],silenc:12,similar:[19,20,21,26,29,47],similarli:47,simpl:59,simpler:21,simplest:20,simpli:[24,27,47],simplifi:7,sinc:[12,46,47],sing:47,singa:[0,1,2,4,5,7,8,9,11,12,13,14,15,16,17,21,22,23,25,28,31,32,33,34,35,36,39,40,41,42,43,44,46,47,49,50,51,52,53],singa_dropout:21,singa_root:9,singa_tensor:52,singa_wrap:19,singacl:21,singacl_dropout:21,singacpp:21,singacpp_convolut:21,singacpp_dropout:21,singacuda:21,singacuda_dro pout:21,singaenv:19,singapor:[3,55],singatest:56,singatool:56,singav1:59,singl:[7,21,22,23,46,47,52,54,56,57,58,60],singleton:[4,56,59],site:[5,18,19,20],size:[15,21,46,47,52,56,60],size_list:15,sizeof:52,skip:[21,46],slice:[7,21,46,47,54,56,57,59,60],slice_point:21,slide:55,slim:[33,41],sln:12,slow:20,small:[4,49],small_siz:15,smaller:15,sn1:50,sn2:50,snapshot:[8,16,46,54,60],snprintf:12,socket:54,softmax:[21,22,23,47,52,59],softmaxcrossentropi:[22,46],softmaxlay:[54,57],softwar:[8,16,18,54,55,57],solut:[12,19,20],some:[3,9,14,20,21,22,25,28,47,48,51,52,54,55,56,59,61],sometim:20,soon:[24,27],sort:[46,56],sourc:[4,5,6,8,12,14,16,18,21,25,26,28,29,46,47,52,54,55,56,60],southeast:[31,32,33,34,35,39,40,41,42,43],space:[11,46,47],spars:[51,56],spatial:60,spec:[21,49],specif:[4,8,12,16,17,21,23,30,38,49,51,52],specifi:[9,20,21,30,38,47,52],speed:51,sphinx:[5,54,59],sphinx_rtd_them:5,split:[21,47,57,59],sponsor:[54,55],sprintf:12,sqrt:52,squar:[15,22,49,51,52],squarederror:22,squash:4,sr c:[12,19,20,46,52],src_of_lay:46,src_offset:52,srclayer:47,sse2:20,ssh:56,stabil:[54,55],stabl:14,stack:[8,16,21,57],stand:21,standard:[7,52],start:[9,11,12,13,19,24,25,27,28,37,45,52,56,57],startup:19,state:[4,21,52],statist:[9,59],statu:[30,38,54,55],std:[17,21,25,28,47,52],stdext:12,step1:[30,38],step:[5,9,12,18,19,20,30,38,49,61],still:12,stochasitc:49,stop:[46,56],store:[5,9,21,30,38,51,52,54,57],stores_grad:52,str:[11,15,21,46,49,53],strata:55,strategi:[32,40,47],strawberri:19,strawberryperl:19,stream:51,stride:[21,54,61],string:[11,20,21,25,28,47,49,50,51,52,53],structur:[9,14,32,40,51,54],stub:[47,54],stuck:56,studio:[12,19],sub:[21,47,52],subclass:[13,22,23,49,51,52,59],submit:[0,3,31,32,33,34,35,39,40,41,42,43],submodul:59,subscrib:[1,55],subscript:52,subsequ:47,subset:47,subtract:52,success:[3,54,55],successfulli:[18,20],sudo:20,suggest:3,suitabl:19,sum:[21,52],sum_column:52,sum_row:52,summari:2,summat:[21,52],summer:55,sun:17,support:[5,7,12,20,21,24,27,46,47,51,52,54,56 ,57,58,59,60,61],suppos:47,suppport:7,sure:[19,46,52],surpass:17,sutd:3,svn:5,swig:[13,18,19,20,21,52,60],swigwin:19,symlink:20,synchron:[26,29,47,54],synset:[24,27,31,33,34,35,39,41,42,43],synset_word:[24,27,31,34,35,39,42,43],system:[0,4,12,18,19,20,54,55,56],tag:[19,20,21],take:47,tan:[3,55],tanh:[21,52],tankl:3,tap:18,tar:[9,20,31,32,33,34,35,39,40,41,42,43,54],target:[19,52,56,59],task:23,tcp:57,tdun:3,technolog:3,ted:3,tensor:[7,8,13,16,17,18,19,20,21,22,23,46,49,50,51,54,59,60,61],tensor_math_cpp:52,tensor_math_cuda:52,tensor_math_opencl:52,tensorflow:[33,41],term:[51,52],termin:56,tesnor:49,tesor:52,test:[4,9,12,15,20,30,32,38,40,47,54,56,57,61],test_batch:9,test_singa:[19,20],tester:3,testfold:[30,38],testlist:[30,38],text:[8,16,36,44],textfileread:59,textfilewrit:59,than:[20,46,47,49],thei:[21,47,51],theja:3,them:[4,12,19,20,47,48],theme:5,therefor:[13,51],thererfor:21,thi:[0,1,2,4,5,9,11,12,13,15,19,20,21,22,23,25,26,28,29,30,31,32,33,34,35,37,38,39,40,41,42,43,45,46,47,4 9,50,52,56,57,58,59,60,61],third:57,thirdparti:56,those:21,thread:[4,20,30,38,47,51,56,58],three:[13,26,29,46,47,51,52,54],threse:21,threshold:49,through:[21,25,28,46,47],thu:[22,47],time:[54,56,57],timer:59,titl:4,tmp:57,tnesor:22,to_devic:[21,46,52],to_host:52,to_numpi:[46,52],todo:[13,21,46,52],togeth:[7,20,51,54,60],told:[4,20],too:[4,56],tool:[4,7,8,11,14,16,54,56,57,59,61],toolkit:[54,60],toolset:19,top:[15,23,24,27,51],top_k:23,topk:[26,29],topo_sort:46,topolog:[46,56],torch:[34,42],torchvis:[31,35,39,43],toronto:9,total:15,track:[4,6],tracker:55,tradit:51,train:[7,8,9,11,15,16,17,21,22,32,33,34,36,40,41,42,44,46,47,49,51,52,54,56,57,58,59,60,61],train_perf:9,trainer:56,trainfold:[30,38],trainlist:[30,38],trainx:[30,38],transfer:[20,47,59],transform:[21,30,38,59],transpar:[21,47,51],transpos:[11,52],trap:20,travi:[20,54,59,61],tree:[5,32,33,40,41],trivial:57,truch:22,trunk:5,truth:[22,23],tsinghua:55,tune:61,tung:[3,55],tupl:[15,21,52],turn:[30,38],tutori:[19,55,61],two:[19,2 4,26,27,29,47,51,52,55],txt:[11,24,25,27,28,30,31,33,34,35,38,39,41,42,43],type:[9,19,21,24,26,27,29,30,38,47,51,52,56],typic:[15,20,21,47,49,51],ubuntu14:14,ubuntu16:14,ubuntu:[8,14,16],udpat:49,uint8:11,unclear:6,under:[4,12,14,47,55],undergo:[54,55],underli:[21,52],understand:[17,52],undesir:58,undirect:47,unidirection:47,unifi:59,uniform:[17,21,22,23,46,49,51,52],union:15,unit:[13,20,21,25,28,47,51,54,56,57,61],unittest:[20,60],univers:[3,55],unrestrict:[32,40],unrol:[21,47],unsubscrib:1,until:[54,55],updat:[4,5,6,7,18,21,24,26,27,29,46,49,51,54,56,57,58,59,60,61],update_progress:53,upgrad:[18,20,54,61],upload:20,upstream:2,url:[32,33,34,40,41,42],usabl:[60,61],usag:[11,15,17,21,22,23,24,27,31,34,35,39,42,43,46,49,50,52],use:[2,4,9,12,13,17,19,20,21,22,23,24,25,27,28,30,31,32,33,34,35,38,39,40,41,42,43,46,47,49,51,55,56,61],use_bia:21,use_cpu:[26,29,31,34,35,39,42,43],use_cuda:19,use_cudnn:19,use_glog:19,use_gpu:[37,45],use_modul:18,use_pickl:46,use_python3:20,used:[4,9,12,14,18 ,19,20,21,25,26,28,29,30,38,47,49,52],useful:47,user:[6,13,14,20,21,23,26,29,46,49,51,52,53,55,56],usernam:[4,5],uses:[0,2,4,20,46,47],using:[4,7,8,12,14,16,20,21,22,23,25,26,28,29,36,37,44,45,46,47,49,51,52,54,55,56,57,58,59,60,61],usr:[18,20],usual:52,util:[8,11,15,16,54,56,59,60,61],v140:19,val:9,val_perf:9,valid:[9,21,26,29,30,38,47],vallina:49,valu:[15,17,21,22,23,32,33,40,41,46,47,49,50,51,52,54,56],valuabl:3,varaibl:20,variabl:[20,51,52],varianc:[21,52],variant:[51,61],varieti:[56,57,58,59],vector:[21,47,52],venv:18,verbos:54,verifi:[19,54],version:[12,14,19,20,24,25,26,27,28,29,31,32,33,34,35,39,40,41,42,43,47,52,54,55,56,59,60,61],vertial:21,vertic:21,vgg11:[35,43],vgg16:[24,27],vgg19:[24,27],vgg:[7,8,16,24,26,27,29,36,44,54,59,61],vggnet:[26,29],via:[14,20,22,31,34,35,39,42,43,47,54,55],video:[19,26,29,30,38],viennacl:20,viewer:48,virtual:[18,19,20],virtualenv:[18,19],vis:47,visibl:47,vision:[31,35,39,43],visual:[7,12,19,54],visualstudio:19,vldb:55,volumn:52,vs2015:12,vspr oject:[12,19],w_spec:21,w_transpos:21,wai:[6,20,47,52],wait:4,wang:[3,55],wangji:3,wangsh:3,wangwei:[3,13,21,46],wangyuan:3,want:20,warn:[12,52],webpag:6,websit:[20,54,59,60,61],wei:3,weight:[17,21,32,40,47,49,57],weight_decai:49,well:[12,47],wenfeng:3,were:[19,31,34,35,39,42,43],wget:[18,31,32,33,34,35,39,40,41,42,43],wheel:[7,20,54,60],when:[12,19,20,47,51,56,57,58],where:[4,11,21,22,24,26,27,29,46,47],whice:52,which:[13,14,15,19,20,21,25,26,28,29,30,38,46,47,49,51,52,54,56],whl:[20,60],who:4,whole:20,whose:[22,46,47,52],wide:[9,25,26,28,29,30,34,38,42,51,56,57,58,59],width:[11,15,21],win32:19,win64:[12,19],window:[7,8,16,54,60,61],windows10:19,winsinga:19,wip:2,wise:[21,52],wish:12,within:[14,32,40,47,49,56],without:[19,21,26,29,35,43,47,52],word:[31,33,34,35,39,41,42,43,47,51],work:[2,4,12,20,24,27],worker:[7,54,56,58],workshop:55,workspac:[21,56],workspace_byte_limit:21,would:[15,20,21,24,26,27,29,37,45,46,47,49,51,52],wrap:[21,22,23,51,52],wrapper:[49,54,57],write:[3,4,50,51,5 4,56,59],writer:[51,59],wrn:[34,42],wuwf:3,www:[9,19],x64:19,xavier:21,xiangyu:17,xie:[3,55],xin:3,xpu:56,xvf:[31,32,33,34,35,39,40,41,42,43],xxx:2,xxxmath:51,xxxx:[4,52],yao:3,yaochang2009:3,yet:[54,55],you:[4,5,6,9,12,15,18,19,20,24,27,30,38,48,54,55],your:[4,12,18,19,20,24,27,30,38,55],your_fil:4,yournam:20,yourself:6,yuan:3,yum:20,yzbigdata:[3,55],zero:52,zeromq:7,zhang:[3,17,55],zhaoj:3,zhejiang:[3,55],zheng:[3,55],zhongl:3,zip:19,zju:3,zmq:58,zoo:[7,8,16,55],zookeep:[7,54,56,58],zsock:56},titles:["Issue Tracking","Project Mailing Lists","Source Repository","The SINGA Team","How to Contribute Code","How to Contribute to Documentation","How to Contribute to SINGA","Development Schedule","Documentation","Quickstart - Cifar10 example","Caffe Converter","Data","Dependent library installation","Device","Docker Images","Image Tool","Documentation","Initializer","Installing SINGA on macOS 13.10","Building SINGA on Windows","Installation","Layer","Loss","Metric","Use parameters pre-tra ined from Caffe in SINGA","Train Char-RNN over plain text","Train CNN over Cifar-10","Use parameters pre-trained from Caffe in SINGA","Train Char-RNN over plain text","Train CNN over Cifar-10","Train AlexNet over ImageNet","Image Classification using DenseNet","Image Classification using GoogleNet","Image Classification using Inception V4","Image Classification using Residual Networks","Image Classification using VGG","Model Zoo","Train a RBM model against MNIST dataset","Train AlexNet over ImageNet","Image Classification using DenseNet","Image Classification using GoogleNet","Image Classification using Inception V4","Image Classification using Residual Networks","Image Classification using VGG","Model Zoo","Train a RBM model against MNIST dataset","FeedForward Net","Neural Net","<no title>","Optimizer","Snapshot","Software Stack","Tensor","Utils","Download SINGA","Welcome to Apache SINGA","singa-incubating-0.1.0 Release Notes","singa-incubating-0.2.0 Release Notes","singa-inc ubating-0.3.0 Release Notes","singa-incubating-1.0.0 Release Notes","singa-incubating-1.1.0 Release Notes","singa-incubating-1.2.0 Release Notes"],titleterms:{"char":[25,28],"function":47,"new":[14,55],The:3,Use:[14,20,24,27],about:20,access:[2,47],advanc:47,against:[37,45],alexnet:[30,38],apach:55,api:[5,13,17,21,52],avail:14,batch:47,build:[19,20],caff:[10,24,27],cbla:12,cifar10:9,cifar:[26,29],classif:[31,32,33,34,35,39,40,41,42,43],cnn:[26,29],code:4,committ:2,compil:[20,30,38],conda:20,configur:47,contribut:[4,5,6,55],contributor:2,convert:10,core:51,cpp:[5,9,13,17,21,52],creat:14,creation:47,cuda:19,data:[11,26,29,30,38],dataset:[37,45],densenet:[31,39],depend:[12,19],detail:[20,31,32,33,34,35,39,40,41,42,43],develop:[3,7],devic:13,dimens:47,disclaim:55,dispatch:47,docker:14,dockerfil:14,document:[5,8,16,55],download:[30,38,54],energi:47,exampl:[9,24,27],exist:14,faq:[12,18,20],featur:47,feed:47,feedforward:46,format:4,forward:47,from:[14,20,24,27],get:55,googl:12,googlenet:[3 2,40],gpu:19,guid:47,histori:55,how:[4,5,6,55],imag:[14,15,24,27,31,32,33,34,35,39,40,41,42,43],imagenet:[30,38],implement:[47,52],incept:[33,41],incub:[56,57,58,59,60,61],initi:17,instal:[12,18,19,20,26,29],instruct:[9,25,26,28,29,30,31,32,33,34,35,37,38,39,40,41,42,43,45],issu:0,jira:4,kernel:19,layer:21,librari:12,licens:55,list:1,log:12,loss:22,maco:18,mail:1,mentor:3,metric:23,mnist:[37,45],model:[24,27,36,37,44,45,47,51],modul:19,more:20,multipl:47,nativ:20,net:[46,47],network:[34,42],neural:47,note:[56,57,58,59,60,61],obtain:[24,27],optim:49,option:20,over:[25,26,28,29,30,38],packag:20,paramet:[24,27,47],partit:47,plain:[25,28],pre:[24,27],predict:[24,26,27,29],prepar:[24,26,27,29],preprocess:[30,38],project:1,protobuf:12,pull:4,python:[9,13,17,19,21,52],quickstart:9,rbm:[37,45],recent:55,releas:[56,57,58,59,60,61],repositori:2,request:4,requir:18,residu:[34,42],rnn:[25,28,47],run:[9,19,24,27,37,45],schedul:7,share:47,singa:[3,6,18,19,20,24,26,27,29,30,38,54,55,56,57,58,59,60 ,61],singa_object:19,snapshot:50,softwar:51,sourc:[2,19,20],specif:13,stack:51,start:55,structur:47,style:4,support:19,tag:14,team:3,tensor:52,test:[19,24,27],text:[25,28],thi:[24,27],tool:[15,20],track:0,train:[24,25,26,27,28,29,30,37,38,45],tutori:18,ubuntu:20,unit:19,use_cuda:20,use_modul:20,use_opencl:20,use_python:20,user:47,using:[31,32,33,34,35,39,40,41,42,43],util:53,version:9,vgg:[35,43],video:18,web:2,websit:5,welcom:55,window:[12,19,20],worker:47,zoo:[36,44]}}) \ No newline at end of file
[... 3 lines stripped ...] Modified: incubator/singa/site/trunk/zh/_sources/community/team-list.rst.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/community/team-list.rst.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/community/team-list.rst.txt (original) +++ incubator/singa/site/trunk/zh/_sources/community/team-list.rst.txt Thu Dec 13 04:18:16 2018 @@ -78,7 +78,7 @@ SINGA社åºçå¼åè� +--------------------+--------------------------------+-----------------------------------------------+ | Kaiping Zheng | [email protected] | National University of Singapore | +--------------------+--------------------------------+-----------------------------------------------+ -| Moaz Reyad | [email protected] | National University of Singapore | +| Moaz Reyad | [email protected] | University of Genoa | +--------------------+--------------------------------+-----------------------------------------------+ | Chang Yao | [email protected] | yzBigdata | +--------------------+--------------------------------+-----------------------------------------------+ Modified: incubator/singa/site/trunk/zh/_sources/develop/schedule.rst.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/develop/schedule.rst.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/develop/schedule.rst.txt (original) +++ incubator/singa/site/trunk/zh/_sources/develop/schedule.rst.txt Thu Dec 13 04:18:16 2018 @@ -22,45 +22,44 @@ .. csv-table:: :header: "çæ¬","模å","ç¹æ§" - "v0.1 2015 乿 ","ç¥ç»ç½ç» ","ååä¼ æç¥ç»ç½ç», å æ¬ CNN, MLP " - " "," ","ç±» RBM 模å, å æ¬ RBM " - " "," ","循ç¯ç¥ç»ç½ç», å æ¬æ å RNN " - " ","æ¶æ ","å¨åèç¹è¿è¡ä¸ä¸ªå·¥ä½ç» (å æ¬åå) " + "v0.1 2015 乿 ","ç¥ç»ç½ç» ","ååä¼ æç¥ç»ç½ç», å æ¬ CNN, MLP" + " "," ","ç±» RBM 模å, å æ¬ RBM" + " "," ","循ç¯ç¥ç»ç½ç», å æ¬æ å RNN" + " ","æ¶æ ","å¨åèç¹è¿è¡ä¸ä¸ªå·¥ä½ç» (å æ¬åå)" " "," ","å¨åèç¹è¿è¡å¤ä¸ªå·¥ä½ç», ç¨ `Hogwild <http://www.eecs.berkeley.edu/~brecht/papers/hogwildTR.pdf>`_ " " "," ","åå¸å¼ Hogwild" " "," ","è·¨å¤èç¹è¿è¡å¤ä¸ªå·¥ä½ç» , å¦ `Downpour <http://papers.nips.cc/paper/4687-large-scale-distritbuted-deep-networks>`_" " "," ","All-Reduce è®ç»æ¶æå¦ `DeepImage <http://arxiv.org/abs/1501.02876>`_ " - " "," ","æå¡å¨é´è´è½½åè¡¡ " - " ","失败æ¢å¤ ","æ£æ¥ç¹åæ¢å¤ " - " ","å·¥å · ","ç¨ GNU èªå¨å·¥å ·å®è£ " - "v0.2 2016 䏿 ","ç¥ç»ç½ç» ","ååä¼ æç¥ç»ç½ç», å æ¬ AlexNet, cuDNN å±, å·¥å · " - " "," ","循ç¯ç¥ç»ç½ç», å æ¬ GRU å±å BPTT " - " "," ","模ååååæ··ååå " - " ","å·¥å · ","èå Mesos èµæºç®¡ç " + " "," ","æå¡å¨é´è´è½½åè¡¡" + " ","失败æ¢å¤ ","æ£æ¥ç¹åæ¢å¤" + " ","å·¥å · ","ç¨ GNU èªå¨å·¥å ·å®è£ " + "v0.2 2016 䏿 ","ç¥ç»ç½ç» ","ååä¼ æç¥ç»ç½ç», å æ¬ AlexNet, cuDNN å±, å·¥å ·" + " "," ","循ç¯ç¥ç»ç½ç», å æ¬ GRU å±å BPTT" + " "," ","模ååååæ··ååå" + " ","å·¥å · ","èå Mesos èµæºç®¡ç" " "," ","åå¤é¨ç½² Docker images" " "," ","å¯è§åç¥ç»ç½ç»åè°è¯ä¿¡æ¯" - " ","ç»å® ","主è¦ç»ä»¶ Python ç»å®" + " ","ç»å® ","主è¦ç»ä»¶ Python ç»å®" " ","GPU ","åèç¹å¤ä¸ª GPU " - "v0.3 2016 åæ ","GPU ","å¤ä¸ªèç¹, æ¯ä¸ªå å«å¤ä¸ª GPU" + "v0.3 2016 åæ ","GPU ","å¤ä¸ªèç¹, æ¯ä¸ªå å«å¤ä¸ª GPU" " "," ","ç¨ GPU å CPU æ··åè®ç» `CcT <http://arxiv.org/abs/1504.04343>`_" " "," ","æ¯æ cuDNN v4 " - " ","å®è£ ","å é¤ ZeroMQ, CZMQ ä¾èµ, åèç¹è®ç» zookeeper" - " ","ä¼åå¨ ","æ·»å æ°ç SGD ä¼åå¨ï¼å æ¬ Adam, AdamMax å AdaDelta" - " ","ç»å® ","å¢å¼º Python ç»å®è®ç»" - "v1.0 2016 乿 ","æ¨¡åæ½è±¡ ","Tensor åºäºçº¿æ§ä»£æ°, ç¥ç»ç½ç»åéæºè¿ç®" + " ","å®è£ ","å é¤ ZeroMQ, CZMQ ä¾èµ, åèç¹è®ç» zookeeper" + " ","ä¼åå¨ ","æ·»å æ°ç SGD ä¼åå¨ï¼å æ¬ Adam, AdamMax å AdaDelta" + " ","ç»å® ","å¢å¼º Python ç»å®è®ç»" + "v1.0 2016 乿 ","æ¨¡åæ½è±¡ ","Tensor åºäºçº¿æ§ä»£æ°, ç¥ç»ç½ç»åéæºè¿ç®" " "," ","åå¸å¼åæ°æ´æ°ä¼åå¨" - " ","硬件 ","ä½¿ç¨ Cuda å Cudnn for Nvidia GPU" + " ","硬件 ","ä½¿ç¨ Cuda å Cudnn for Nvidia GPU" " "," ","ä½¿ç¨ OpenCL for AMD GPU åå ¶ä»è®¾å¤" - " ","è·¨å¹³å° ","ä» Linux æ©å±å° MacOS" + " ","è·¨å¹³å° ","ä» Linux æ©å±å° MacOS" " "," ","大åå¾å模å, ä¾å¦, `VGG <https://arxiv.org/pdf/1409.1556.pdf>`_ å `Residual Net <http://arxiv.org/abs/1512.03385>`_" - "v1.1 2017 䏿 ","模ååº ","GoogleNet; å»çå¥åº·æ¨¡å" - " ","Caffe 转æ¢å¨ ","ä½¿ç¨ SINGA è®ç»æ¨¡å, ä» caffe proto æä»¶é ç½®" - " ","模åç»ä»¶ ","æ·»å concat å slice å±; æ¥åå¤ä¸ªè¾å ¥ç½ç»" - " ","ç¼è¯åå®è£ ","Windows æ¯æ" + "v1.1 2017 䏿 ","模ååº ","GoogleNet; å»çå¥åº·æ¨¡å" + " ","Caffe 转æ¢å¨ ","ä½¿ç¨ SINGA è®ç»æ¨¡å, ä» caffe proto æä»¶é ç½®" + " ","模åç»ä»¶ ","æ·»å concat å slice å±; æ¥åå¤ä¸ªè¾å ¥ç½ç»" + " ","ç¼è¯åå®è£ ","Windows æ¯æ" " "," ","éè¿ä¸ protobuf å openblas ä¸èµ·ç¼è¯ SINGA ç®åå®è£ " " "," ","ç¨ Jenkins èªå¨çæ python wheel" " "," ","ä» Debian packages å®è£ SINGA" - "v1.2 2017 åæ ","Numpy API ","ä¾ç § numpy API å®ç° PySINGA ç tensor 模åç彿°" - " ","åå¸å¼è®ç» ","ä» V0.3 ç§»æ¤åå¸å¼è®ç»æ¡æ¶" - " ","å åä¼å ","ç¨æ°å åæ± æ¿ä»£ CNMEM 以åå°å åæ¶è" - " ","æ§è¡ä¼å ","æ§è¡è°åº¦åè¿è¡æ¶ä¼å" + "v1.2 2018 å æ ","AutoGrad ","ååä¼ æ AutoGrad" + " ","Python 3 ","PySinga æ¯æ Python 3" + " ","模å ","æ·»å æµè¡æ¨¡å, å æ¬ VGG, ResNet, DenseNet, InceptionNet" Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/char-rnn/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> # 卿æ¬ä¸è®ç»Char-RNN éå½ç¥ç»ç½ç»ï¼RNNï¼è¢«å¹¿æ³ç¨äºå»ºæ¨¡é¡ºåºæ°æ®ï¼ä¾å¦èªç¶è¯è¨å¥åã æ¬ç¤ºä¾ä»ç»å¦ä½ä½¿ç¨SINGAçRNNå±å®ç°RNNåºç¨ç¨åºï¼ææ¨¡åï¼ã æä»¬å°ä½¿ç¨[char-rnn](https://github.com/karpathy/char-rnn)模åä½ä¸ºç¤ºä¾ï¼å®å°è®ç»è¯å¥ææºä»£ç ï¼å¹¶å°æ¯ä¸ªå符ä½ä¸ºè¾å ¥åä½ã ç¹å«æ¯ï¼æä»¬å°ä½¿ç¨GRUå¨Linuxå æ ¸æºä»£ç ä¸è®ç»ä¸ä¸ªRNNã ç»è¿è®ç»ï¼æä»¬å¸æä»æ¨¡åä¸çæææä¹ç代ç ã @@ -7,7 +25,7 @@ * ç¼è¯å¹¶å®è£ SINGAãç®åï¼RNNçå®ç°æ¯åºäºCuDNNï¼>=5.05ï¼ã. -* å夿°æ®éãä¸è½½[å æ ¸æºä»£ç ](http://cs.stanford.edu/people/karpathy/char-rnn/)ãå ¶ä»ææ¬æ°æ®ä¹å¯è¢«ä½¿ç¨ã +* å夿°æ®éãä¸è½½[å æ ¸æºä»£ç ](http://cs.stanford.edu/people/karpathy/char-rnn/)ãå ¶ä»ææ¬æ°æ®ä¹å¯è¢«ä½¿ç¨ã * å¼å§è®ç»ï¼ @@ -22,4 +40,3 @@ python sample.py 'model.bin' 100 --seed '#include <std' 请ç¨å ¶ä¸ä¸ä¸ªcheckpointè·¯å¾æ¿æ¢'model.bin'çè·¯å¾ã - Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/cifar10/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> # å¨Cifar-10ä¸è®ç»CNN å·ç§¯ç¥ç»ç½ç»ï¼CNNï¼æ¯ä¸ç§è¢«å¹¿æ³ç¨äºå¾ååè§é¢åç±»çåé¦äººé ç¥ç»ç½ç»ã卿¤ä¾åä¸ï¼æä»¬å°å¨Cifar-10æ°æ®éä¸è®ç»ä¸ä¸ªæ·±åº¦CNNæ¨¡åæ¥è¿è¡å¾ååç±»ï¼ Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/alexnet/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> # å¨ImageNetä¸è®ç»AlexNet å·ç§¯ç¥ç»ç½ç»ï¼CNNï¼æ¯ä¸ç§å¹¿æ³ç¨äºå¾ååè§é¢åç±»çåé¦ç¥ç»ç½ç»ã å¨è¿ä¸ªä¾åä¸ï¼æä»¬å°ä½¿ç¨[深度CNN模å](http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks)æ¥å¯¹ImageNetæ°æ®éè¿è¡å¾ååç±»ã Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/densenet/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/densenet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/densenet/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/densenet/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> name: DenseNet on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py --- @@ -18,7 +36,7 @@ name: DenseNet on ImageNet SINGA version * è¿è¡ç¨åº $ python serve.py -h - + * è¿è¡ç¨åº # use cpu @@ -40,4 +58,4 @@ image1.jpg, image2.jpgåimage3.jpgå * è¿è¡ç¨åº - $ python convert.py -h \ No newline at end of file + $ python convert.py -h Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/googlenet/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> name: GoogleNet on ImageNet SINGA version: 1.0.1 @@ -41,7 +59,7 @@ image1.jpg, image2.jpgåimage3.jpgå ## 详ç»ä¿¡æ¯ -æä»¬é¦å ä»[Caffeçcheckpointæä»¶](http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel)䏿ååæ°å¼ï¼å¹¶è½¬æ¢ä¸ºpickleçæ¬ãä¸è½½checkpointæä»¶åè¿å ¥`caffe_root/python`æä»¶å¤¹ï¼è¿è¡å¦ä¸èæ¬ï¼ +æä»¬é¦å ä»[Caffeçcheckpointæä»¶](http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel)䏿ååæ°å¼ï¼å¹¶è½¬æ¢ä¸ºpickleçæ¬ãä¸è½½checkpointæä»¶åè¿å ¥`caffe_root/python`æä»¶å¤¹ï¼è¿è¡å¦ä¸èæ¬ï¼ # to be executed within caffe_root/python folder import caffe Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/inception/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/inception/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/inception/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/inception/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> name: Inception V4 on ImageNet SINGA version: 1.1.1 SINGA commit: parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 license: https://github.com/tensorflow/models/tree/master/slim --- @@ -33,4 +51,4 @@ image1.jpg, image2.jpgåimage3.jpgå æä»¬é¦å ä»Tensorflowçcheckpointæä»¶ä¸æååæ°å¼å°ä¸ä¸ªpickleçæ¬ä¸ã ä¸è½½å¹¶è§£å缩checkpointæä»¶åï¼è¿è¡ä»¥ä¸èæ¬ - $ python convert.py --file_name=inception_v4.ckpt \ No newline at end of file + $ python convert.py --file_name=inception_v4.ckpt Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/resnet/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/resnet/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/resnet/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/resnet/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> name: Resnets on ImageNet SINGA version: 1.1 SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE --- @@ -18,7 +36,7 @@ name: Resnets on ImageNet SINGA version: * è¿è¡ç¨åº $ python serve.py -h - + * è¿è¡ç¨åº # use cpu @@ -47,4 +65,4 @@ image1.jpg, image2.jpgåimage3.jpgå * è¿è¡ç¨åº - $ python convert.py -h \ No newline at end of file + $ python convert.py -h Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/vgg/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/vgg/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/vgg/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/imagenet/vgg/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> name: VGG on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py --- @@ -18,7 +36,7 @@ name: VGG on ImageNet SINGA version: 1.1 * è¿è¡ç¨åº $ python serve.py -h - + * ä¾å # use cpu @@ -29,7 +47,7 @@ name: VGG on ImageNet SINGA version: 1.1 æä»¬æä¾äºä»¥ä¸æ¨¡ååæ·±åº¦é ç½®çåæ°æä»¶: * ä¸ä½¿ç¨æ¹éæ£å, [11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz), [13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13.tar.gz), [16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16.tar.gz), [19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19.tar.gz) * ä½¿ç¨æ¹éæ£å, [11](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11_bn.tar.gz), [13](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13_bn.tar.gz), [16](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16_bn.tar.gz), [19](https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19_bn.tar.gz) - + * æäº¤å¾çè¿è¡åç±» @@ -45,4 +63,4 @@ image1.jpg, image2.jpgåimage3.jpgå * è¿è¡ç¨åº - $ python convert.py -h \ No newline at end of file + $ python convert.py -h Modified: incubator/singa/site/trunk/zh/_sources/docs/model_zoo/mnist/README.md.txt URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/_sources/docs/model_zoo/mnist/README.md.txt?rev=1848817&r1=1848816&r2=1848817&view=diff ============================================================================== --- incubator/singa/site/trunk/zh/_sources/docs/model_zoo/mnist/README.md.txt (original) +++ incubator/singa/site/trunk/zh/_sources/docs/model_zoo/mnist/README.md.txt Thu Dec 13 04:18:16 2018 @@ -1,3 +1,21 @@ +<!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--> # å¨MNISTæ°æ®éä¸è®ç»RBM模å è¿ä¸ªä¾å使ç¨MNISTæ°æ®éæ¥è®ç»ä¸ä¸ªRBM模åãRBM模ååå ¶è¶ åæ°åè[Hintonç论æ](http://www.cs.toronto.edu/~hinton/science.pdf)ä¸ç设å®ã @@ -14,5 +32,3 @@ é»è®¤æ åµä¸ï¼è®ç»ä»£ç å°å¨CPUä¸è¿è¡ã è¦å¨GPUå¡ä¸è¿è¡å®ï¼è¯·ä½¿ç¨éå åæ°å¯å¨ç¨åºï¼ python train.py mnist.pkl.gz --use_gpu - -
