diff --git a/develop/doc/_sources/api/index_en.rst.txt b/develop/doc/_sources/api/index_en.rst.txt index b7f470e1f8a9a1c720e7d70832ec069339ddc60f..f0ad0fb2aee7345db1dd5f175a342598366f5e3c 100644 --- a/develop/doc/_sources/api/index_en.rst.txt +++ b/develop/doc/_sources/api/index_en.rst.txt @@ -7,4 +7,20 @@ Model Config API .. toctree:: :maxdepth: 1 - v2/model_configs.rst \ No newline at end of file + v2/model_configs.rst + +Data API +-------- + +.. toctree:: + :maxdepth: 1 + + v2/data.rst + +Train API +--------- + +.. toctree:: + :maxdepth: 1 + + v2/run_logic.rst \ No newline at end of file diff --git a/develop/doc/_sources/api/v2/data.rst.txt b/develop/doc/_sources/api/v2/data.rst.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c0a202a8c04322de3e9533c11fb5c74abac6c62 --- /dev/null +++ b/develop/doc/_sources/api/v2/data.rst.txt @@ -0,0 +1,93 @@ +================ +Data Related API +================ + + +######### +DataTypes +######### + +.. automodule:: paddle.v2.data_type + :members: + +########## +DataFeeder +########## + +.. automodule:: paddle.v2.data_feeder + :members: + +###### +Reader +###### + +.. automodule:: paddle.v2.reader + :members: + +.. automodule:: paddle.v2.reader.creator + :members: + +######### +minibatch +######### + +.. automodule:: paddle.v2.minibatch + :members: + +####### +Dataset +####### + +.. automodule:: paddle.v2.dataset + :members: + + +mnist ++++++ + +.. automodule:: paddle.v2.dataset.mnist + :members: + + +cifar ++++++ + +.. automodule:: paddle.v2.dataset.cifar + :members: + +conll05 ++++++++ + +.. automodule:: paddle.v2.dataset.conll05 + :members: + +imdb +++++ + +.. automodule:: paddle.v2.dataset.imdb + :members: + +imikolov +++++++++ + +.. automodule:: paddle.v2.dataset.imikolov + :members: + +movielens ++++++++++ + +.. automodule:: paddle.v2.dataset.movielens + :members: + +sentiment ++++++++++ + +.. automodule:: paddle.v2.dataset.sentiment + :members: + +uci_housing ++++++++++++ + +.. automodule:: paddle.v2.dataset.uci_housing + :members: + diff --git a/develop/doc/_sources/api/v2/model_configs.rst.txt b/develop/doc/_sources/api/v2/model_configs.rst.txt index b848bd7045a701a1a0d6e6b53da971ada2c569f5..e9cd3d5bf7b0e9e59c231bcabdb163a740909de1 100644 --- a/develop/doc/_sources/api/v2/model_configs.rst.txt +++ b/develop/doc/_sources/api/v2/model_configs.rst.txt @@ -1,3 +1,7 @@ +######################### +Configuration Related API +######################### + ====== Layers ====== @@ -33,3 +37,10 @@ Networks .. automodule:: paddle.v2.networks :members: + +========== +Optimizers +========== + +.. automodule:: paddle.v2.optimizer + :members: diff --git a/develop/doc/_sources/api/v2/run_logic.rst.txt b/develop/doc/_sources/api/v2/run_logic.rst.txt new file mode 100644 index 0000000000000000000000000000000000000000..904d45966dfc16a474016ff48fd5a951988b0ab0 --- /dev/null +++ b/develop/doc/_sources/api/v2/run_logic.rst.txt @@ -0,0 +1,26 @@ +########### +Trainer API +########### + +========== +Parameters +========== + +.. automodule:: paddle.v2.parameters + :members: + + +======= +Trainer +======= + +.. automodule:: paddle.v2.trainer + :members: + + +===== +Event +===== + +.. automodule:: paddle.v2.event + :members: diff --git a/develop/doc/_sources/design/reader/README.md.txt b/develop/doc/_sources/design/reader/README.md.txt index 03119fdd74502a4534c2e6a576580ce96a721c7e..f21f7af520df5171798326818ecb97c3bcd14a12 100644 --- a/develop/doc/_sources/design/reader/README.md.txt +++ b/develop/doc/_sources/design/reader/README.md.txt @@ -23,19 +23,19 @@ An example implementation for single item data reader creator: ```python def reader_creator_random_image(width, height): - def reader(): - while True: - yield numpy.random.uniform(-1, 1, size=width*height) - return reader + def reader(): + while True: + yield numpy.random.uniform(-1, 1, size=width*height) + return reader ``` An example implementation for multiple item data reader creator: ```python -def reader_creator_random_imageand_label(widht, height, label): - def reader(): - while True: - yield numpy.random.uniform(-1, 1, size=width*height), label - return reader +def reader_creator_random_image_and_label(width, height, label): + def reader(): + while True: + yield numpy.random.uniform(-1, 1, size=width*height), label + return reader ``` ## Batch Reader Interface @@ -74,11 +74,11 @@ mnist_train_batch_reader = paddle.batch(mnist_train, 128) Also easy to create custom batch reader: ```python def custom_batch_reader(): - while True: - batch = [] - for i in xrange(128): - batch.append((numpy.random.uniform(-1, 1, 28*28),)) # note that it's a tuple being appended. - yield batch + while True: + batch = [] + for i in xrange(128): + batch.append((numpy.random.uniform(-1, 1, 28*28),)) # note that it's a tuple being appended. + yield batch mnist_random_image_batch_reader = custom_batch_reader ``` @@ -123,16 +123,16 @@ We can do: ```python def reader_creator_random_image(width, height): - def reader(): - while True: - yield numpy.random.uniform(-1, 1, size=width*height) - return reader + def reader(): + while True: + yield numpy.random.uniform(-1, 1, size=width*height) + return reader def reader_creator_bool(t): - def reader: - while True: - yield t - return reader + def reader: + while True: + yield t + return reader true_reader = reader_creator_bool(True) false_reader = reader_creator_bool(False) @@ -172,18 +172,18 @@ We decided to use dictionary (`{"image":0, "label":1}`) instead of list (`["imag ```python def image_reader_creator(image_path, label_path, n): - def reader(): - f = open(image_path) - l = open(label_path) - images = numpy.fromfile( - f, 'ubyte', count=n * 28 * 28).reshape((n, 28 * 28)).astype('float32') - images = images / 255.0 * 2.0 - 1.0 - labels = numpy.fromfile(l, 'ubyte', count=n).astype("int") - for i in xrange(n): - yield images[i, :], labels[i] # a single entry of data is created each time - f.close() - l.close() - return reader + def reader(): + f = open(image_path) + l = open(label_path) + images = numpy.fromfile( + f, 'ubyte', count=n * 28 * 28).reshape((n, 28 * 28)).astype('float32') + images = images / 255.0 * 2.0 - 1.0 + labels = numpy.fromfile(l, 'ubyte', count=n).astype("int") + for i in xrange(n): + yield images[i, :], labels[i] # a single entry of data is created each time + f.close() + l.close() + return reader # images_reader_creator creates a reader reader = image_reader_creator("/path/to/image_file", "/path/to/label_file", 1024) @@ -196,7 +196,7 @@ An example implementation of paddle.train could be: ```python def train(batch_reader, mapping, batch_size, total_pass): - for pass_idx in range(total_pass): - for mini_batch in batch_reader(): # this loop will never end in online learning. - do_forward_backward(mini_batch, mapping) + for pass_idx in range(total_pass): + for mini_batch in batch_reader(): # this loop will never end in online learning. + do_forward_backward(mini_batch, mapping) ``` diff --git a/develop/doc/about/index_en.html b/develop/doc/about/index_en.html index cb16162c65990c094bbc0772224564c769fce283..f36fec0672b277c5fbcb379801440b42a3052b4a 100644 --- a/develop/doc/about/index_en.html +++ b/develop/doc/about/index_en.html @@ -33,7 +33,7 @@ href="../genindex.html"/> - + @@ -153,11 +153,9 @@
  • API
  • ABOUT
    • @@ -218,7 +216,7 @@ We hope to build an active open source community both by providing feedback and diff --git a/develop/doc/api/index_en.html b/develop/doc/api/index_en.html index ed130a2b3cf2341a6b437b14bf4c4a189f8f7c96..968e33b304f7f6e318b9216b0b0c276d92168340 100644 --- a/develop/doc/api/index_en.html +++ b/develop/doc/api/index_en.html @@ -33,7 +33,7 @@ href="../genindex.html"/> - + @@ -154,11 +154,9 @@
  • API
  • ABOUT
    • @@ -170,6 +168,8 @@ @@ -194,7 +196,7 @@
  • API >
    • -
  • Layers
    • +
  • Configuration Related API
    • @@ -203,8 +205,10 @@
    -
    -

    Layers

    + @@ -4143,7 +4151,7 @@ concatenated and returned.

    An example implementation for multiple item data reader creator:

    -
    def reader_creator_random_imageand_label(widht, height, label):
+
    def reader_creator_random_image_and_label(width, height, label):
     def reader():
         while True:
             yield numpy.random.uniform(-1, 1, size=width*height), label
diff --git a/develop/doc/genindex.html b/develop/doc/genindex.html
index 1adf85601e2191e54653044a37e696f8e534fb05..d6898aa8ecc4297a5db00821465ccf75bef8a981 100644
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@@ -153,11 +153,9 @@
 
 
 
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index a1b7923e673422cdb4a8103e3aba23cc22f37880..7bd561b4f090431bf5bdd2d11bd8456e75ad5a88 100644
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Prediction","Activations","Parameter Attributes","DataSources","Evaluators","Layers","Networks","Optimizers","Poolings","Data Related API","Configuration Related API","Trainer API","PaddlePaddle Design Doc","Python Data Reader Design Doc","Simple Linear Regression","Installing from Sources","PaddlePaddle in Docker Containers","Install and Build","Debian Package installation guide","GET STARTED","RNN Models","RNN Configuration","Contribute Code","Write New Layers","HOW TO","Tune GPU Performance","Run Distributed Training","Argument Outline","Detail Description","Set Command-line Parameters","Use Case","Distributed PaddlePaddle Training on AWS with Kubernetes","Paddle On Kubernetes","<no title>","<no title>","PaddlePaddle Documentation","Chinese Word Embedding Model Tutorial","Generative Adversarial Networks (GAN)","Image Classification Tutorial","Model Zoo - ImageNet","TUTORIALS","Quick Start","MovieLens Dataset","Regression MovieLens Ratting","Semantic Role labeling Tutorial","Sentiment Analysis Tutorial","Text generation Tutorial"],titleterms:{"case":35,"class":28,"function":41,"new":28,"return":18,AWS:36,DNS:36,EFS:36,For:37,KMS:36,Use:[35,37],Using:[21,27],about:0,absactiv:6,access:36,account:36,activ:[6,15],adadeltaoptim:12,adagradoptim:12,adamaxoptim:12,adamoptim:12,add:36,address:36,addto_lay:10,adversari:42,aggreg:10,algorithm:46,analysi:50,api:[1,4,14,15,16],appendix:46,applic:4,approach:30,architectur:[26,46],argument:[18,32,35,46],asset:36,associ:36,async:33,attent:26,attribut:[7,15],auc_evalu:9,avgpool:13,avx:21,aws:36,background:19,base:[9,10],baseactiv:6,basepoolingtyp:13,basesgdoptim:12,batch:18,batch_norm_lay:10,batch_siz:18,beam_search:10,between:17,bidirect:50,bidirectional_lstm:11,bilinear_interp_lay:10,bleu:51,block_expand_lay:10,breluactiv:6,bucket:36,build:[20,22,37],built:30,cach:3,cento:20,check:[10,28,31],chines:41,choos:36,chunk_evalu:9,cifar:14,classif:[9,43],classification_error_evalu:9,classification_error_printer_evalu:9,clone:27,cloudform:36,cluster:[31,35,36],code:27,column_sum_evalu:9,command:[34,35,46,51],commit:[27,37],common:33,commun:33,compos:18,concat_lay:10,concept:36,config:[1,4,35,48,49],configur:[15,26,29,31,36,46,48],conll05:14,connect:10,contain:[21,37],content:[30,36],context_project:10,contribut:27,conv:10,conv_oper:10,conv_project:10,conv_shift_lay:10,convolut:[43,46],core:36,cos_sim:10,cost:10,cpu:[21,35],creat:[18,27,36,37],creator:18,credenti:36,credit:0,crf_decoding_lay:10,crf_layer:10,cross_entropi:10,cross_entropy_with_selfnorm:10,ctc_error_evalu:9,ctc_layer:10,custom:18,dat:47,data:[1,10,14,18,19,26,36,37,41,42,43,46,48,49,50,51],data_lay:10,datafeed:14,dataprovid:[3,4,33],dataset:[14,47,48,51],datasourc:8,datatyp:14,date:27,debian:23,decayedadagradoptim:12,decor:18,defin:[36,46,50,51],delet:36,delv:43,demo:36,depend:20,deriv:28,descript:[33,42,47,49],design:[17,18],destroi:36,detail:[33,43],develop:[21,29],devic:35,dictionari:[18,41],differ:35,directori:36,distribut:[17,31,33,36],doc:[17,18],docker:[21,37],document:[21,40],dotmul_oper:10,dotmul_project:10,down:36,download:[20,36,37,41,44,48,51],dropout_lay:11,ec2:36,elast:36,embed:[41,46],embedding_lay:10,entri:18,eos_lay:10,equat:28,evalu:[9,19,48],evalutaion:51,event:[16,17],exampl:[17,41,42],exercis:43,expactiv:6,expand_lay:10,extern:36,extract:[41,44,48,51],fc_layer:10,featur:[44,47,48,49],field:48,file:[36,37,46,47,48],find:36,first_seq:10,fork:27,format:46,from:[17,20,22],full_matrix_project:10,fulli:10,gan:42,gate:26,gener:[26,42,51],get:[24,37],get_output_lay:10,github:27,gpu:[21,30,33,35],gradient:28,gradient_printer_evalu:9,group:[10,36],gru:[11,33],gru_group:11,gru_step_lay:10,gru_unit:11,grumemori:10,guid:23,hand:30,handler:17,hook:27,how:[18,29,30],hsigmoid:10,huber_cost:10,iam:36,identity_project:10,identityactiv:6,imag:[10,11,21,37,43],imagenet:44,imdb:[14,50],img_cmrnorm_lay:10,img_conv_bn_pool:11,img_conv_group:11,img_conv_lay:10,img_pool_lay:10,imikolov:14,implement:[18,28,42],infer:46,info:44,ingredi:17,init_hook:3,initi:[35,36],input_typ:3,inspect:36,instal:[20,22,23,36,46],instanc:36,integr:36,interfac:[14,18,44],interpolation_lay:10,introduct:[2,41,44,50,51],isn:18,job:[31,36,37],join:10,keep:27,kei:36,kill:31,kube:36,kubectl:36,kubernet:[36,37],label:49,lambda_cost:10,last_seq:10,lastest:27,launch:31,layer:[10,15,17,28,35],layeroutput:10,layertyp:10,learn:33,line:[34,46],linear:19,linear_comb_lay:10,linearactiv:6,list:18,local:[35,36],log:46,logactiv:6,logist:46,lstm:[11,33,49,50],lstm_step_lay:10,lstmemori:10,lstmemory_group:11,lstmemory_unit:11,map:18,math:10,matrix:33,maxframe_printer_evalu:9,maxid_lay:10,maxid_printer_evalu:9,maxout_lay:10,maxpool:13,memori:10,meta:48,metric:33,mini:18,minibatch:14,misc:11,mix:[10,35],mixed_lay:10,mnist:[14,42],model:[1,3,4,17,19,25,26,31,35,41,42,43,44,45,46,51],modifi:37,momentumoptim:12,movi:[47,48],movielen:[14,47,48],multi_binary_label_cross_entropi:10,multipl:18,name:36,nce_lay:10,need:[18,30],network:[11,15,26,35,42,43,44,46,48,49],neural:[26,43,46,48,49],neuralnetwork:19,nlp:[11,33],non:[3,21],norm:10,nvprof:30,nvvp:30,object:48,observ:[41,44],onli:[18,21],optim:[12,15,29,46],option:[20,41],outlin:32,output:[11,31,36],overview:46,packag:23,pad_lay:10,paddl:[18,37],paddlepaddl:[17,21,22,36,40,41,51],pair:36,parallel_nn:35,paramet:[7,16,17,33,34,36,41,44],paraphras:41,pass:35,perform:[30,33],pnpair_evalu:9,point:36,pool:[10,13,15],pooling_lay:10,power_lay:10,pre:27,precision_recall_evalu:9,predict:[5,43,44,48,49,50],prefetch:18,prepar:[19,26,31,36,41,42,43,48,50,51],preprocess:[41,43,46,48,51],prerequisit:31,pretrain:[41,51],print:9,privat:36,problem:19,profil:30,provid:[3,18,46,48,49],pull:27,push:27,pydataprovider2:3,python:[5,18,28,44,46,48],quick:46,randomnumb:33,rank:9,rank_cost:10,rat:48,rate:47,reader:[14,17,18],recurr:[10,11,26,46],recurrent_group:10,recurrent_lay:10,refer:[3,30,49,50],region:36,regress:[19,46,48],relat:[14,15],reluactiv:6,render:36,repeat_lay:10,request:27,requir:[20,27],reshap:10,resnet:44,result:[31,37,51],revis:[27,41],rmspropoptim:12,rnn:[25,26,33],role:49,rotate_lay:10,route53:36,run:[31,37,49],sampl:10,sampling_id_lay:10,scaling_lay:10,scaling_project:10,script:37,secur:36,selective_fc_lay:10,semant:49,sentiment:[14,50],seq_concat_lay:10,seq_reshape_lay:10,seqtext_printer_evalu:9,sequenc:26,sequence_conv_pool:11,sequencesoftmaxactiv:6,sequenti:3,server:[33,36],servic:36,set:[12,34],setup:[20,36],sgd:33,share:17,shuffl:18,sigmoidactiv:6,simpl:[19,26],simple_attent:11,simple_gru:11,simple_img_conv_pool:11,simple_lstm:11,singl:18,slice:10,slope_intercept_lay:10,softmaxactiv:6,softreluactiv:6,sourc:[20,22],span:20,spars:35,specifi:[35,41],split:48,spp_layer:10,squareactiv:6,squarerootnpool:13,stack:50,standard:46,stanhactiv:6,start:[17,24,36,37,46],startup:37,structur:42,suffici:18,sum_cost:10,sum_evalu:9,sum_to_one_norm_lay:10,summar:17,summari:46,sumpool:13,system:36,table_project:10,take:18,tanhactiv:6,tear:36,templat:36,tensor_lay:10,test:[28,33,35,48,49,50],text:51,text_conv_pool:11,timer:30,tip:30,toi:42,tool:30,train:[1,17,18,19,31,33,35,36,37,41,42,43,46,48,49,50,51],trainer:[16,36,48],trans_full_matrix_project:10,trans_lay:10,transfer:46,tune:[30,33],tutori:[41,43,45,49,50,51],ubuntu:20,uci_h:14,unit:[28,33],updat:[17,27,36],usag:[18,29],use:18,user:[41,47,48,50,51],util:9,value_printer_evalu:9,vector:33,verifi:36,version:27,vgg_16_network:11,visual:44,volum:36,vpc:36,warp_ctc_lay:10,what:30,why:[18,30],word:[41,46],workflow:51,workspac:31,wrapper:28,write:[28,46],yaml:37,your:27,zoo:[44,45]}})
\ No newline at end of file
diff --git a/develop/doc/tutorials/embedding_model/index_en.html b/develop/doc/tutorials/embedding_model/index_en.html
index ddd1f13fb2b3008776bae74411cff9616ea977ef..554df84b9e49c19a297aec58996d729b7c7acbca 100644
--- a/develop/doc/tutorials/embedding_model/index_en.html
+++ b/develop/doc/tutorials/embedding_model/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/gan/index_en.html b/develop/doc/tutorials/gan/index_en.html
index 3cbd2d64c3d0f8df5d9e4f2ca5b3a950aded2f8b..5e8081e20962ff0ba744853628542854d4aeaac4 100644
--- a/develop/doc/tutorials/gan/index_en.html
+++ b/develop/doc/tutorials/gan/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/image_classification/index_en.html b/develop/doc/tutorials/image_classification/index_en.html
index f1045656e120a25c7862842cb49b7cce6942efa9..dea7030dca2a33f6b6a1124d7eb8fc8b41bf20bf 100644
--- a/develop/doc/tutorials/image_classification/index_en.html
+++ b/develop/doc/tutorials/image_classification/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/imagenet_model/resnet_model_en.html b/develop/doc/tutorials/imagenet_model/resnet_model_en.html
index 970ae9171a930ebded9b39d865a59a719b0d448f..372a0f05a487844a223fd1d8d0c8ac9766d66366 100644
--- a/develop/doc/tutorials/imagenet_model/resnet_model_en.html
+++ b/develop/doc/tutorials/imagenet_model/resnet_model_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/index_en.html b/develop/doc/tutorials/index_en.html
index 170e872a3064936cf8e9dfd28b48d3ce2b8fd134..5875cd3a5677c784e7acf6a7899cdc105bd42cb1 100644
--- a/develop/doc/tutorials/index_en.html
+++ b/develop/doc/tutorials/index_en.html
@@ -154,11 +154,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/quick_start/index_en.html b/develop/doc/tutorials/quick_start/index_en.html
index 495d609d7d2554728062db1535c161b02fe9e1eb..3fd0f3ac9681b64d6883dc1cd4a83c7c5eabd6e4 100644
--- a/develop/doc/tutorials/quick_start/index_en.html
+++ b/develop/doc/tutorials/quick_start/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/rec/ml_dataset_en.html b/develop/doc/tutorials/rec/ml_dataset_en.html
index f1dead6e3c1b6f32a7f6ececc6d78fac4920dee1..fd9d8a3819e114f2521a7ff78cf2ef11f7d88052 100644
--- a/develop/doc/tutorials/rec/ml_dataset_en.html
+++ b/develop/doc/tutorials/rec/ml_dataset_en.html
@@ -152,11 +152,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/rec/ml_regression_en.html b/develop/doc/tutorials/rec/ml_regression_en.html
index 85e771be786ff5fd218c20ca0e7fd0e41d43406a..b581572dd72b663ae03134b6c583ad80ee8ef487 100644
--- a/develop/doc/tutorials/rec/ml_regression_en.html
+++ b/develop/doc/tutorials/rec/ml_regression_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/semantic_role_labeling/index_en.html b/develop/doc/tutorials/semantic_role_labeling/index_en.html
index 4e521c0a09f3010239545592b00f6d00ad933abc..8fb7e4998f50bf8045e32ebdf6c79a12fbc43ada 100644
--- a/develop/doc/tutorials/semantic_role_labeling/index_en.html
+++ b/develop/doc/tutorials/semantic_role_labeling/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/sentiment_analysis/index_en.html b/develop/doc/tutorials/sentiment_analysis/index_en.html
index d3cdcc44f242d74fae8e2f6069c952344f62b1bb..666d41a59a051ed898fe716fa46057334e6562f6 100644
--- a/develop/doc/tutorials/sentiment_analysis/index_en.html
+++ b/develop/doc/tutorials/sentiment_analysis/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc/tutorials/text_generation/index_en.html b/develop/doc/tutorials/text_generation/index_en.html
index 5814327785edcb16465618d4ec62b26d4e7800ac..1100bcc47f38f17c8d9c19b0b07be1e63e9f8657 100644
--- a/develop/doc/tutorials/text_generation/index_en.html
+++ b/develop/doc/tutorials/text_generation/index_en.html
@@ -155,11 +155,9 @@
 
 
 
            • API
 
              • 
 
            • ABOUT
              • 
diff --git a/develop/doc_cn/_sources/api/index_cn.rst.txt b/develop/doc_cn/_sources/api/index_cn.rst.txt
index 874dd9cb2278ce36a029b8745f2d82a7e642128e..fca981221e490686e468ae8d385d844d49767883 100644
--- a/develop/doc_cn/_sources/api/index_cn.rst.txt
+++ b/develop/doc_cn/_sources/api/index_cn.rst.txt
@@ -1,2 +1,26 @@
 API
-===
\ No newline at end of file
+===
+
+模型配置 API
+------------
+
+..  toctree::
+    :maxdepth: 1
+
+    v2/model_configs.rst
+
+数据 API
+--------
+
+..  toctree::
+    :maxdepth: 1
+
+    v2/data.rst
+
+训练 API
+--------
+
+..	toctree::
+	:maxdepth: 1
+
+	v2/run_logic.rst
\ No newline at end of file
diff --git a/develop/doc_cn/_sources/api/v2/data.rst.txt b/develop/doc_cn/_sources/api/v2/data.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1c0a202a8c04322de3e9533c11fb5c74abac6c62
--- /dev/null
+++ b/develop/doc_cn/_sources/api/v2/data.rst.txt
@@ -0,0 +1,93 @@
+================
+Data Related API
+================
+
+
+#########
+DataTypes
+#########
+
+..  automodule:: paddle.v2.data_type
+    :members:
+
+##########
+DataFeeder
+##########
+
+..  automodule:: paddle.v2.data_feeder
+    :members:
+
+######
+Reader
+######
+
+..  automodule:: paddle.v2.reader
+    :members:
+
+..  automodule:: paddle.v2.reader.creator
+    :members:
+
+#########
+minibatch
+#########
+
+..  automodule:: paddle.v2.minibatch
+    :members:
+
+#######
+Dataset
+#######
+
+..  automodule:: paddle.v2.dataset
+    :members:
+
+
+mnist
++++++
+
+..  automodule:: paddle.v2.dataset.mnist
+    :members:
+
+
+cifar
++++++
+
+..  automodule:: paddle.v2.dataset.cifar
+    :members:
+
+conll05
++++++++
+
+..  automodule:: paddle.v2.dataset.conll05
+    :members:
+
+imdb
+++++
+
+..  automodule:: paddle.v2.dataset.imdb
+    :members:
+
+imikolov
+++++++++
+
+..  automodule:: paddle.v2.dataset.imikolov
+    :members:
+
+movielens
++++++++++
+
+..  automodule:: paddle.v2.dataset.movielens
+    :members:
+
+sentiment
++++++++++
+
+..  automodule:: paddle.v2.dataset.sentiment
+    :members:
+
+uci_housing
++++++++++++
+
+..  automodule:: paddle.v2.dataset.uci_housing
+    :members:
+
diff --git a/develop/doc_cn/_sources/api/v2/model_configs.rst.txt b/develop/doc_cn/_sources/api/v2/model_configs.rst.txt
index b848bd7045a701a1a0d6e6b53da971ada2c569f5..e9cd3d5bf7b0e9e59c231bcabdb163a740909de1 100644
--- a/develop/doc_cn/_sources/api/v2/model_configs.rst.txt
+++ b/develop/doc_cn/_sources/api/v2/model_configs.rst.txt
@@ -1,3 +1,7 @@
+#########################
+Configuration Related API
+#########################
+
 ======
 Layers
 ======
@@ -33,3 +37,10 @@ Networks
 
 ..	automodule:: paddle.v2.networks
 	:members:
+
+==========
+Optimizers
+==========
+
+..	automodule:: paddle.v2.optimizer
+	:members:
diff --git a/develop/doc_cn/_sources/api/v2/run_logic.rst.txt b/develop/doc_cn/_sources/api/v2/run_logic.rst.txt
new file mode 100644
index 0000000000000000000000000000000000000000..904d45966dfc16a474016ff48fd5a951988b0ab0
--- /dev/null
+++ b/develop/doc_cn/_sources/api/v2/run_logic.rst.txt
@@ -0,0 +1,26 @@
+###########
+Trainer API
+###########
+
+==========
+Parameters
+==========
+
+..  automodule:: paddle.v2.parameters
+    :members:
+
+
+=======
+Trainer
+=======
+
+..	automodule:: paddle.v2.trainer
+	:members:
+
+
+=====
+Event
+=====
+
+..	automodule:: paddle.v2.event
+	:members:
diff --git a/develop/doc_cn/_sources/design/reader/README.md.txt b/develop/doc_cn/_sources/design/reader/README.md.txt
index 03119fdd74502a4534c2e6a576580ce96a721c7e..f21f7af520df5171798326818ecb97c3bcd14a12 100644
--- a/develop/doc_cn/_sources/design/reader/README.md.txt
+++ b/develop/doc_cn/_sources/design/reader/README.md.txt
@@ -23,19 +23,19 @@ An example implementation for single item data reader creator:
 
 ```python
 def reader_creator_random_image(width, height):
-	def reader():
-		while True:
-			yield numpy.random.uniform(-1, 1, size=width*height)
-	return reader
+    def reader():
+        while True:
+            yield numpy.random.uniform(-1, 1, size=width*height)
+    return reader
 ```
 
 An example implementation for multiple item data reader creator:
 ```python
-def reader_creator_random_imageand_label(widht, height, label):
-	def reader():
-		while True:
-			yield numpy.random.uniform(-1, 1, size=width*height), label
-	return reader
+def reader_creator_random_image_and_label(width, height, label):
+    def reader():
+        while True:
+            yield numpy.random.uniform(-1, 1, size=width*height), label
+    return reader
 ```
 
 ## Batch Reader Interface
@@ -74,11 +74,11 @@ mnist_train_batch_reader = paddle.batch(mnist_train, 128)
 Also easy to create custom batch reader:
 ```python
 def custom_batch_reader():
-	while True:
-		batch = []
-		for i in xrange(128):
-			batch.append((numpy.random.uniform(-1, 1, 28*28),)) # note that it's a tuple being appended.
-		yield batch
+    while True:
+        batch = []
+        for i in xrange(128):
+            batch.append((numpy.random.uniform(-1, 1, 28*28),)) # note that it's a tuple being appended.
+        yield batch
 
 mnist_random_image_batch_reader = custom_batch_reader
 ```
@@ -123,16 +123,16 @@ We can do:
 
 ```python
 def reader_creator_random_image(width, height):
-	def reader():
-		while True:
-			yield numpy.random.uniform(-1, 1, size=width*height)
-	return reader
+    def reader():
+        while True:
+            yield numpy.random.uniform(-1, 1, size=width*height)
+    return reader
 
 def reader_creator_bool(t):
-	def reader:
-		while True:
-			yield t
-	return reader
+    def reader:
+        while True:
+            yield t
+    return reader
 
 true_reader = reader_creator_bool(True)
 false_reader = reader_creator_bool(False)
@@ -172,18 +172,18 @@ We decided to use dictionary (`{"image":0, "label":1}`) instead of list (`["imag
 
 ```python
 def image_reader_creator(image_path, label_path, n):
-	def reader():
-		f = open(image_path)
-		l = open(label_path)
-		images = numpy.fromfile(
-			f, 'ubyte', count=n * 28 * 28).reshape((n, 28 * 28)).astype('float32')
-		images = images / 255.0 * 2.0 - 1.0
-		labels = numpy.fromfile(l, 'ubyte', count=n).astype("int")
-		for i in xrange(n):
-			yield images[i, :], labels[i] # a single entry of data is created each time
-		f.close()
-		l.close()
-	return reader
+    def reader():
+        f = open(image_path)
+        l = open(label_path)
+        images = numpy.fromfile(
+            f, 'ubyte', count=n * 28 * 28).reshape((n, 28 * 28)).astype('float32')
+        images = images / 255.0 * 2.0 - 1.0
+        labels = numpy.fromfile(l, 'ubyte', count=n).astype("int")
+        for i in xrange(n):
+            yield images[i, :], labels[i] # a single entry of data is created each time
+        f.close()
+        l.close()
+    return reader
 
 # images_reader_creator creates a reader
 reader = image_reader_creator("/path/to/image_file", "/path/to/label_file", 1024)
@@ -196,7 +196,7 @@ An example implementation of paddle.train could be:
 
 ```python
 def train(batch_reader, mapping, batch_size, total_pass):
-	for pass_idx in range(total_pass):
-		for mini_batch in batch_reader(): # this loop will never end in online learning.
-			do_forward_backward(mini_batch, mapping)
+    for pass_idx in range(total_pass):
+        for mini_batch in batch_reader(): # this loop will never end in online learning.
+            do_forward_backward(mini_batch, mapping)
 ```
diff --git a/develop/doc_cn/about/index_cn.html b/develop/doc_cn/about/index_cn.html
index 6c3ca326804aeac30abd308ec14f1610897994a7..f4032bb111a4494fe8ed4a4272649ad3ef008307 100644
--- a/develop/doc_cn/about/index_cn.html
+++ b/develop/doc_cn/about/index_cn.html
@@ -158,7 +158,12 @@
 
            • GPU性能分析与调优
              • 
 
 
-
            • API
              • 
+
            • API
+
              • 
 
            • FAQ
              • 
 
 
diff --git a/develop/doc_cn/api/index_cn.html b/develop/doc_cn/api/index_cn.html
index 25ab492a8ce636d65147dac5d4d7f0e6ee86ba9c..084e1e85512180a604db4808221dbcc040c096c0 100644
--- a/develop/doc_cn/api/index_cn.html
+++ b/develop/doc_cn/api/index_cn.html
@@ -33,7 +33,7 @@
               href="../genindex.html"/>
         
     
-        
+        
          
 
   
@@ -160,7 +160,12 @@
 
            • GPU性能分析与调优
              • 
 
 
-
            • API
              • 
+
            • API
+
              • 
 
            • FAQ
              • 
 
 
@@ -168,7 +173,12 @@
     
     
     
     
@@ -198,6 +208,30 @@
             
   
              
 
              API
              
+
              
+
              模型配置 API
              
+
              
+
+
              
+
              
+
              
+
              数据 API
              
+
              
+
+
              
+
              
+
              
+
              训练 API
              
+
              
+
+
              
+
              
 
              
 
 
@@ -207,7 +241,7 @@
   
     
       
              
         
-        
              
 
 
+
+
              
+
              Optimizers
              
+
              
 
 
 
@@ -4136,6 +4156,15 @@ concatenated and returned.
              • 
           
           
              
   
+    
+  
 
   
              
 
diff --git a/develop/doc_cn/api/v2/run_logic.html b/develop/doc_cn/api/v2/run_logic.html
new file mode 100644
index 0000000000000000000000000000000000000000..fbb2700a35d6e14071c0bf3491c696515d66c9bd
--- /dev/null
+++ b/develop/doc_cn/api/v2/run_logic.html
@@ -0,0 +1,532 @@
+
+
+
+
+  
+
+  
+  
+  
+  
+  Trainer API — PaddlePaddle  文档
+  
+
+  
+  
+
+  
+
+  
+  
+    
+
+  
+
+  
+  
+    
+  
+
+  
+  
+        
+        
+    
+        
+        
+         
+
+  
+  
+  
+
+  
+
+  
+  
+
+
+
+
+
+  
+  
              
+    
+    
              
+      
              
+        Folk me on Github
+        
              
+          
+            English
+            
+            
+          
+          
+        
              
+        
+      
              
+      
              
+        
+        
+
+        
+
              
+  
              
+    
+    
+    
+  
              
+
                      
+      
              
+    
              
+  
              
+  
+  
              
+
+    
+    
+    
+    
+    
+    
              
+
+      
+
+ 
+
+
+
+
+
+
+
+
              
+  
                
+      
+        
              • API > 
                • 
+      
+    
              • Trainer API
                • 
+  
              
+
              
+      
+      
              
+        
              
+          
              
+           
              
+            
+  
              
+
              Trainer API
              
+
              
+
              Parameters
              
+
              
+
              
+paddle.v2.parameters.create(layers)
              
+
              Create parameter pool by topology.
              
+
+++
+
+
+
+
+
+
              


              参数:layers – 
              返回:
              
+
              
+
+
              
+
              
+class paddle.v2.parameters.Parameters
              
+
              Parameters is a dictionary contains Paddle’s parameter. The key of
+Parameters is the name of parameter. The value of Parameters is a plain
+numpy.ndarry .
              
+
              Basically usage is
              
+
              data = paddle.layers.data(...)
+...
+out = paddle.layers.fc(...)
+
+parameters = paddle.parameters.create(out)
+
+parameter_names = parameters.names()
+fc_mat = parameters.get('fc')
+print fc_mat
+
              
+
              
+
              
+
              
+keys()
              
+
              keys are the names of each parameter.
              
+
+++
+
+
+
+
+
+
              


              返回:list of parameter name
              返回类型:list
              
+
              
+
+
              
+
              
+names()
              
+
              names of each parameter.
              
+
+++
+
+
+
+
+
+
              


              返回:list of parameter name
              返回类型:list
              
+
              
+
+
              
+
              
+has_key(key)
              
+
              has_key return true if there are such parameter name == key
              
+
+++
+
+
+
+
+
+
              


              参数:key (basestring) – Parameter name
              返回:True if contains such key
              
+
              
+
+
              
+
              
+get_shape(key)
              
+
              get shape of the parameter.
              
+
+++
+
+
+
+
+
+
+
+
              


              参数:key (basestring) – parameter name
              返回:parameter’s shape
              返回类型:tuple
              
+
              
+
+
              
+
              
+get(parameter_name)
              
+
              Get parameter by parameter name.
              
+
+++
+
+
+
+
+
+
+
+
+
+
              


              Note:It will always copy the parameter from C++ side.
              参数:parameter_name (basestring) – parameter name
              返回:The parameter matrix.
              返回类型:np.ndarray
              
+
              
+
+
              
+
              
+set(parameter_name, value)
              
+
              Set parameter by parameter name & matrix.
              
+
+++
+
+
+
+
+
+
              


              参数:
                
+
              • parameter_name (basestring) – parameter name
                • 
+
              • value (np.ndarray) – parameter matrix
                • 
+
              
+
              返回:
              Nothing.
              
+
              
+
              
+
+
              
+
              
+append_gradient_machine(gradient_machine)
              
+
              append gradient machine to parameters. This method is used internally in
+Trainer.train.
              
+
+++
+
+
+
+
+
+
              


              参数:gradient_machine (api.GradientMachine) – Paddle C++ GradientMachine object.
              返回:
              
+
              
+
+
              
+
+
              
+
              
+
              Trainer
              
+
              
+
              
+class paddle.v2.trainer.SGD(cost, parameters, update_equation)
              
+
              Simple SGD Trainer.
+TODO(yuyang18): Complete comments
              
+
+++
+
+
+
+
              


              参数:
                
+
              • update_equation (paddle.v2.optimizer.Optimizer) – The optimizer object.
                • 
+
              • cost (paddle.v2.config_base.Layer) – Target cost that neural network should be optimized.
                • 
+
              • parameters (paddle.v2.parameters.Parameters) – The parameters dictionary.
                • 
+
              
+
              
+
              
+
              
+train(reader, num_passes=1, event_handler=None, reader_dict=None)
              
+
              Training method. Will train num_passes of input data.
              
+
+++
+
+
+
+
+
+
              


              参数:
                
+
              • reader – 
                • 
+
              • num_passes – The total train passes.
                • 
+
              • event_handler ((BaseEvent) => None) – Event handler. A method will be invoked when event
+occurred.
                • 
+
              
+
              返回:
              
+
              
+
              
+
+
              
+
+
              
+
              
+
              Event
              
+
              All training events.
              
+
              There are:
              
+
                
+
              • BeginIteration
                • 
+
              • EndIteration
                • 
+
              • BeginPass
                • 
+
              • EndPass
                • 
+
              
+
              TODO(yuyang18): Complete it!
              
+
              
+
              
+class paddle.v2.event.TestResult(evaluator, cost)
              
+
              Result that trainer.test return.
              
+
              
+
+
              
+
              
+class paddle.v2.event.BeginPass(pass_id)
              
+
              Event On One Pass Training Start.
              
+
              
+
+
              
+
              
+class paddle.v2.event.EndPass(pass_id, evaluator)
              
+
              Event On One Pass Training Complete.
              
+
              
+
+
              
+
              
+class paddle.v2.event.BeginIteration(pass_id, batch_id)
              
+
              Event On One Batch Training Start.
              
+
              
+
+
              
+
              
+class paddle.v2.event.EndIteration(pass_id, batch_id, cost, evaluator)
              
+
              Event On One Batch Training Complete.
              
+
              
+
+
              
+
              
+
+
+           
              
+          
              
+          
+
+        
              
+      
              
+
+    
              
+
+  
              
+  
+
+
+  
+
+    
+      
+      
+      
+      
+      
+       
+  
+
+  
+  
+    
+  
+  
+  
+  
+   
+
+
+
\ No newline at end of file
diff --git a/develop/doc_cn/design/api.html b/develop/doc_cn/design/api.html
index 9956883ec2623da5d847c4f4a7808880c19ea20d..2948ac45d16c346a19720c3aa8793054a950bdf8 100644
--- a/develop/doc_cn/design/api.html
+++ b/develop/doc_cn/design/api.html
@@ -158,7 +158,12 @@
 
            • GPU性能分析与调优
              • 
 
            
 
-
          • API
            • 
+
          • API
+
            • 
 
          • FAQ
            • 
 
 
diff --git a/develop/doc_cn/design/reader/README.html b/develop/doc_cn/design/reader/README.html
index ba4e61ec63c2bba472dbaaec5f6f67e125673a4a..e0e67dc8c9e105651c6934c2245b1469e259033d 100644
--- a/develop/doc_cn/design/reader/README.html
+++ b/develop/doc_cn/design/reader/README.html
@@ -158,7 +158,12 @@
 
          • GPU性能分析与调优
            • 
 
 
-
          • API
            • 
+
          • API
+
            • 
 
          • FAQ
            • 
 
 
@@ -239,7 +244,7 @@
 
 
 
            An example implementation for multiple item data reader creator:
            
-
            def reader_creator_random_imageand_label(widht, height, label):
+
            def reader_creator_random_image_and_label(width, height, label):
     def reader():
         while True:
             yield numpy.random.uniform(-1, 1, size=width*height), label
diff --git a/develop/doc_cn/faq/index_cn.html b/develop/doc_cn/faq/index_cn.html
index 6f4d3d2ea4f55328c1cda066a3880a8f5329f133..f9b0ac3b0b7b8d6c120a5af4560ce31acea2aef4 100644
--- a/develop/doc_cn/faq/index_cn.html
+++ b/develop/doc_cn/faq/index_cn.html
@@ -33,7 +33,7 @@
               href="../genindex.html"/>
         
     
-         
+         
 
   
   
@@ -159,7 +159,12 @@
 
          • GPU性能分析与调优
            • 
 
 
-
          • API
            • 
+
          • API
+
            • 
 
          • FAQ
            • 
 
 
@@ -558,7 +563,7 @@ F1205 14:59:50.295174 14703 Traine
     
   
diff --git a/develop/doc_cn/genindex.html b/develop/doc_cn/genindex.html
index 1815ae4fa38fa2a32b238a56327017406b2fb000..73d688b617d070bcc77c82ad700b07a09edb18a0 100644
--- a/develop/doc_cn/genindex.html
+++ b/develop/doc_cn/genindex.html
@@ -159,7 +159,12 @@
 
          • GPU性能分析与调优
            • 
 
 
-
          • API
            • 
+
          • API
+
            • 
 
          • FAQ
            • 
 
 
@@ -203,6 +208,7 @@
  | G
  | H
  | I
+ | K
  | L
  | M
  | N
@@ -219,10 +225,12 @@
 
            
   
   
   
 
            
@@ -256,7 +272,11 @@
 
            C
            
 
            
   
   
              
+      
            • convex_comb (paddle.v2.layer 中的类)
+
              • 
       
            • cos_sim (paddle.v2.layer 中的类)
+
              • 
+      
            • create() (在 paddle.v2.parameters 模块中)
 
              • 
       
            • crf (paddle.v2.layer 中的类)
 
              • 
@@ -295,13 +319,19 @@
 
              
   
   
                
+      
              • dense_vector_sequence() (在 paddle.v2.data_type 模块中)
+
                • 
+      
              • dotmul_operator (paddle.v2.layer 中的类)
+
                • 
       
              • dotmul_projection (paddle.v2.layer 中的类)
 
                • 
       
              • dropout (paddle.v2.layer 中的类)
@@ -315,15 +345,19 @@
 
                
   
   
                  
+      
                • expand (paddle.v2.layer 中的类)
+
                  • 
       
                • Extra() (在 paddle.v2.attr 模块中)
 
                  • 
       
                • ExtraAttr() (在 paddle.trainer_config_helpers.attrs 模块中)
@@ -345,10 +379,12 @@
 
                  
   
   
                    
-      
                  • first_seq (paddle.v2.layer 中的类)
+      
                  • firstn() (在 paddle.v2.reader 模块中)
 
                    • 
       
                  • full_matrix_projection (paddle.v2.layer 中的类)
 
                    • 
@@ -358,12 +394,18 @@
 
                    G
                    
 
                    
   
   
                      
+      
                    • gru_group (paddle.v2.networks 中的类)
+
                      • 
       
                    • gru_step (paddle.v2.layer 中的类)
 
                      • 
       
                    • gru_unit (paddle.v2.networks 中的类)
@@ -376,10 +418,12 @@
 
                      H
                      
 
@@ -396,19 +440,33 @@
 
                    • img_conv (paddle.v2.layer 中的类)
 
                      • 
-  
-  
+  
                      
   
   
       
 
                      
 
+
                      K
                      
+
+  
+
                      
+
 
                      L
                      
 
                      
   
 
-
                    • API
                      • 
+
                    • API
+
                      • 
 
                    • FAQ
                      • 
 
 
diff --git a/develop/doc_cn/searchindex.js b/develop/doc_cn/searchindex.js
index 5eda01e5ad40932bd9d1c559a59a8d06e9d7c34f..2a66e24b8e33db8a96b3c21a1f50f93e15da56ba 100644
--- a/develop/doc_cn/searchindex.js
+++ b/develop/doc_cn/searchindex.js
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