Deploy to GitHub Pages: aaa2a1f8

develop/doc/_sources/api/v2/run_logic.rst.txt

@@ -2,6 +2,7 @@
 Trainer API
 ###########
 
+
 ==========
 Parameters
 ==========
@@ -24,3 +25,10 @@ Event
 
 ..	automodule:: paddle.v2.event
 	:members:
+
+
+=========
+Inference
+=========
+
+..	autofunction:: paddle.v2.infer
\ No newline at end of file

develop/doc/api/v2/run_logic.html

@@ -171,6 +171,7 @@
 <li><a class="reference internal" href="#module-paddle.v2.parameters">Parameters</a></li>
 <li><a class="reference internal" href="#module-paddle.v2.trainer">Trainer</a></li>
 <li><a class="reference internal" href="#module-paddle.v2.event">Event</a></li>
+<li><a class="reference internal" href="#inference">Inference</a></li>
 </ul>
 </li>
 </ul>
@@ -496,6 +497,51 @@ index that reader returns.</li>
 <dd><p>Event On One Batch Training Complete.</p>
 </dd></dl>
 
+</div>
+<div class="section" id="inference">
+<h2>Inference<a class="headerlink" href="#inference" title="Permalink to this headline">¶</a></h2>
+<dl class="function">
+<dt id="paddle.v2.infer">
+<code class="descclassname">paddle.v2.</code><code class="descname">infer</code><span class="sig-paren">(</span><em>output</em>, <em>parameters</em>, <em>input=None</em>, <em>batch_size=None</em>, <em>reader=None</em>, <em>feeding=None</em>, <em>field='value'</em><span class="sig-paren">)</span><a class="headerlink" href="#paddle.v2.infer" title="Permalink to this definition">¶</a></dt>
+<dd><p>Infer a neural network by given neural network output and parameters.  The
+user should pass either a batch of input data or reader method.</p>
+<p>Example usages:</p>
+<div class="highlight-python"><div class="highlight"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="n">paddle</span><span class="o">.</span><span class="n">infer</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="nb">input</span><span class="o">=</span><span class="n">SomeData</span><span class="p">,</span>
+                      <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
+<span class="k">print</span> <span class="n">result</span>
+</pre></div>
+</div>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>output</strong> (<em>paddle.v2.config_base.Layer</em>) &#8211; output of the neural network that would be inferred</li>
+<li><strong>parameters</strong> (<a class="reference internal" href="#paddle.v2.parameters.Parameters" title="paddle.v2.parameters.Parameters"><em>paddle.v2.parameters.Parameters</em></a>) &#8211; parameters of the neural network.</li>
+<li><strong>input</strong> (<em>collections.Iterable</em>) &#8211; input data batch. Should be a python iterable object, and each
+element is the data batch.</li>
+<li><strong>batch_size</strong> (<em>int</em>) &#8211; the batch size when perform inference. Default is the
+length of input.</li>
+<li><strong>reader</strong> (<em>callable</em>) &#8211; input data reader creator in batch. If this field is set, the
+<cite>input</cite> and <cite>batch_size</cite> will be ignored.</li>
+<li><strong>feeding</strong> &#8211; Reader dictionary. Default could generate from input
+value.</li>
+<li><strong>field</strong> (<em>str</em>) &#8211; The prediction field. It should in [<cite>value</cite>, <cite>ids</cite>]. <cite>value</cite>
+means return the prediction probabilities, <cite>ids</cite> means return
+the prediction labels. Default is <cite>value</cite></li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first">a numpy array</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">Return type:</th><td class="field-body"><p class="first last">numpy.ndarray</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
 </div>
 </div>
 

develop/doc/genindex.html

@@ -437,11 +437,13 @@
 </li>
       <li><a href="api/v2/model_configs.html#paddle.v2.networks.img_conv_bn_pool">img_conv_bn_pool (class in paddle.v2.networks)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api/v2/model_configs.html#paddle.v2.networks.img_conv_group">img_conv_group (class in paddle.v2.networks)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api/v2/model_configs.html#paddle.v2.layer.img_pool">img_pool (class in paddle.v2.layer)</a>
+</li>
+      <li><a href="api/v2/run_logic.html#paddle.v2.infer">infer() (in module paddle.v2)</a>
 </li>
       <li><a href="api/v2/data.html#paddle.v2.data_type.InputType">InputType (class in paddle.v2.data_type)</a>
 </li>

develop/doc/searchindex.js

-Search.setIndex({docnames:["about/index_en","api/index_en","api/v1/data_provider/dataprovider_en","api/v1/data_provider/pydataprovider2_en","api/v1/index_en","api/v1/predict/swig_py_paddle_en","api/v1/trainer_config_helpers/activations","api/v1/trainer_config_helpers/attrs","api/v1/trainer_config_helpers/data_sources","api/v1/trainer_config_helpers/evaluators","api/v1/trainer_config_helpers/layers","api/v1/trainer_config_helpers/networks","api/v1/trainer_config_helpers/optimizers","api/v1/trainer_config_helpers/poolings","api/v2/data","api/v2/model_configs","api/v2/run_logic","design/api","design/reader/README","getstarted/basic_usage/index_en","getstarted/build_and_install/build_from_source_en","getstarted/build_and_install/docker_install_en","getstarted/build_and_install/index_en","getstarted/build_and_install/ubuntu_install_en","getstarted/index_en","howto/deep_model/rnn/index_en","howto/deep_model/rnn/rnn_config_en","howto/dev/contribute_to_paddle_en","howto/dev/new_layer_en","howto/index_en","howto/optimization/gpu_profiling_en","howto/usage/cluster/cluster_train_en","howto/usage/cmd_parameter/arguments_en","howto/usage/cmd_parameter/detail_introduction_en","howto/usage/cmd_parameter/index_en","howto/usage/cmd_parameter/use_case_en","howto/usage/k8s/k8s_aws_en","howto/usage/k8s/k8s_en","howto/usage/k8s/src/k8s_data/README","howto/usage/k8s/src/k8s_train/README","index_en","tutorials/embedding_model/index_en","tutorials/gan/index_en","tutorials/image_classification/index_en","tutorials/imagenet_model/resnet_model_en","tutorials/index_en","tutorials/quick_start/index_en","tutorials/rec/ml_dataset_en","tutorials/rec/ml_regression_en","tutorials/semantic_role_labeling/index_en","tutorials/sentiment_analysis/index_en","tutorials/text_generation/index_en"],envversion:50,filenames:["about/index_en.rst","api/index_en.rst","api/v1/data_provider/dataprovider_en.rst","api/v1/data_provider/pydataprovider2_en.rst","api/v1/index_en.rst","api/v1/predict/swig_py_paddle_en.rst","api/v1/trainer_config_helpers/activations.rst","api/v1/trainer_config_helpers/attrs.rst","api/v1/trainer_config_helpers/data_sources.rst","api/v1/trainer_config_helpers/evaluators.rst","api/v1/trainer_config_helpers/layers.rst","api/v1/trainer_config_helpers/networks.rst","api/v1/trainer_config_helpers/optimizers.rst","api/v1/trainer_config_helpers/poolings.rst","api/v2/data.rst","api/v2/model_configs.rst","api/v2/run_logic.rst","design/api.md","design/reader/README.md","getstarted/basic_usage/index_en.rst","getstarted/build_and_install/build_from_source_en.md","getstarted/build_and_install/docker_install_en.rst","getstarted/build_and_install/index_en.rst","getstarted/build_and_install/ubuntu_install_en.rst","getstarted/index_en.rst","howto/deep_model/rnn/index_en.rst","howto/deep_model/rnn/rnn_config_en.rst","howto/dev/contribute_to_paddle_en.md","howto/dev/new_layer_en.rst","howto/index_en.rst","howto/optimization/gpu_profiling_en.rst","howto/usage/cluster/cluster_train_en.md","howto/usage/cmd_parameter/arguments_en.md","howto/usage/cmd_parameter/detail_introduction_en.md","howto/usage/cmd_parameter/index_en.rst","howto/usage/cmd_parameter/use_case_en.md","howto/usage/k8s/k8s_aws_en.md","howto/usage/k8s/k8s_en.md","howto/usage/k8s/src/k8s_data/README.md","howto/usage/k8s/src/k8s_train/README.md","index_en.rst","tutorials/embedding_model/index_en.md","tutorials/gan/index_en.md","tutorials/image_classification/index_en.md","tutorials/imagenet_model/resnet_model_en.md","tutorials/index_en.md","tutorials/quick_start/index_en.md","tutorials/rec/ml_dataset_en.md","tutorials/rec/ml_regression_en.rst","tutorials/semantic_role_labeling/index_en.md","tutorials/sentiment_analysis/index_en.md","tutorials/text_generation/index_en.md"],objects:{"paddle.trainer.PyDataProvider2":{provider:[3,0,1,""]},"paddle.trainer_config_helpers":{attrs:[7,1,0,"-"],data_sources:[8,1,0,"-"]},"paddle.trainer_config_helpers.attrs":{ExtraAttr:[7,2,1,""],ExtraLayerAttribute:[7,3,1,""],ParamAttr:[7,2,1,""],ParameterAttribute:[7,3,1,""]},"paddle.trainer_config_helpers.attrs.ParameterAttribute":{set_default_parameter_name:[7,4,1,""]},"paddle.trainer_config_helpers.data_sources":{define_py_data_sources2:[8,0,1,""]},"paddle.v2":{activation:[15,1,0,"-"],attr:[15,1,0,"-"],data_feeder:[14,1,0,"-"],data_type:[14,1,0,"-"],dataset:[14,1,0,"-"],event:[16,1,0,"-"],layer:[15,1,0,"-"],minibatch:[14,1,0,"-"],networks:[15,1,0,"-"],optimizer:[15,1,0,"-"],parameters:[16,1,0,"-"],pooling:[15,1,0,"-"],reader:[14,1,0,"-"],trainer:[16,1,0,"-"]},"paddle.v2.activation":{Abs:[15,3,1,""],BRelu:[15,3,1,""],Base:[15,3,1,""],Exp:[15,3,1,""],Identity:[15,2,1,""],Linear:[15,3,1,""],Log:[15,3,1,""],Relu:[15,3,1,""],STanh:[15,3,1,""],SequenceSoftmax:[15,3,1,""],Sigmoid:[15,3,1,""],SoftRelu:[15,3,1,""],Softmax:[15,3,1,""],Square:[15,3,1,""],Tanh:[15,3,1,""]},"paddle.v2.attr":{Extra:[15,2,1,""],ExtraAttr:[15,2,1,""],ExtraLayerAttribute:[15,3,1,""],Param:[15,2,1,""],ParamAttr:[15,2,1,""],ParameterAttribute:[15,3,1,""]},"paddle.v2.attr.ParameterAttribute":{set_default_parameter_name:[15,4,1,""]},"paddle.v2.data_feeder":{DataFeeder:[14,3,1,""]},"paddle.v2.data_feeder.DataFeeder":{convert:[14,4,1,""]},"paddle.v2.data_type":{InputType:[14,3,1,""],dense_vector:[14,0,1,""],dense_vector_sequence:[14,0,1,""],integer_value:[14,0,1,""],integer_value_sequence:[14,0,1,""],sparse_binary_vector:[14,0,1,""],sparse_binary_vector_sequence:[14,0,1,""],sparse_non_value_slot:[14,0,1,""],sparse_value_slot:[14,0,1,""],sparse_vector:[14,0,1,""],sparse_vector_sequence:[14,0,1,""]},"paddle.v2.dataset":{cifar:[14,1,0,"-"],conll05:[14,1,0,"-"],imdb:[14,1,0,"-"],imikolov:[14,1,0,"-"],mnist:[14,1,0,"-"],movielens:[14,1,0,"-"],sentiment:[14,1,0,"-"],uci_housing:[14,1,0,"-"]},"paddle.v2.dataset.mnist":{test:[14,0,1,""],train:[14,0,1,""]},"paddle.v2.dataset.sentiment":{get_word_dict:[14,0,1,""],test:[14,0,1,""],train:[14,0,1,""]},"paddle.v2.event":{BeginIteration:[16,3,1,""],BeginPass:[16,3,1,""],EndIteration:[16,3,1,""],EndPass:[16,3,1,""],TestResult:[16,3,1,""]},"paddle.v2.layer":{addto:[15,3,1,""],batch_norm:[15,3,1,""],bilinear_interp:[15,3,1,""],block_expand:[15,3,1,""],classification_cost:[15,3,1,""],concat:[15,3,1,""],context_projection:[15,3,1,""],conv_operator:[15,3,1,""],conv_projection:[15,3,1,""],conv_shift:[15,3,1,""],convex_comb:[15,3,1,""],cos_sim:[15,3,1,""],crf:[15,3,1,""],crf_decoding:[15,3,1,""],cross_entropy_cost:[15,3,1,""],cross_entropy_with_selfnorm_cost:[15,3,1,""],ctc:[15,3,1,""],data:[15,3,1,""],dotmul_operator:[15,3,1,""],dotmul_projection:[15,3,1,""],dropout:[15,3,1,""],embedding:[15,3,1,""],eos:[15,3,1,""],expand:[15,3,1,""],fc:[15,3,1,""],first_seq:[15,3,1,""],full_matrix_projection:[15,3,1,""],get_output:[15,3,1,""],gru_step:[15,3,1,""],grumemory:[15,3,1,""],hsigmoid:[15,3,1,""],huber_cost:[15,3,1,""],identity_projection:[15,3,1,""],img_cmrnorm:[15,3,1,""],img_conv:[15,3,1,""],img_pool:[15,3,1,""],interpolation:[15,3,1,""],lambda_cost:[15,3,1,""],last_seq:[15,3,1,""],linear_comb:[15,3,1,""],lstm_step:[15,3,1,""],lstmemory:[15,3,1,""],max_id:[15,3,1,""],maxout:[15,3,1,""],multi_binary_label_cross_entropy_cost:[15,3,1,""],nce:[15,3,1,""],out_prod:[15,3,1,""],pad:[15,3,1,""],parse_network:[15,0,1,""],pooling:[15,3,1,""],power:[15,3,1,""],print:[15,3,1,""],priorbox:[15,3,1,""],rank_cost:[15,3,1,""],recurrent:[15,3,1,""],regression_cost:[15,3,1,""],repeat:[15,3,1,""],rotate:[15,3,1,""],sampling_id:[15,3,1,""],scaling:[15,3,1,""],scaling_projection:[15,3,1,""],selective_fc:[15,3,1,""],seq_concat:[15,3,1,""],seq_reshape:[15,3,1,""],slope_intercept:[15,3,1,""],spp:[15,3,1,""],sum_cost:[15,3,1,""],sum_to_one_norm:[15,3,1,""],table_projection:[15,3,1,""],tensor:[15,3,1,""],trans:[15,3,1,""],trans_full_matrix_projection:[15,3,1,""],warp_ctc:[15,3,1,""]},"paddle.v2.minibatch":{batch:[14,0,1,""]},"paddle.v2.networks":{bidirectional_gru:[15,3,1,""],bidirectional_lstm:[15,3,1,""],dropout_layer:[15,3,1,""],gru_group:[15,3,1,""],gru_unit:[15,3,1,""],img_conv_bn_pool:[15,3,1,""],img_conv_group:[15,3,1,""],lstmemory_group:[15,3,1,""],lstmemory_unit:[15,3,1,""],sequence_conv_pool:[15,3,1,""],simple_attention:[15,3,1,""],simple_gru2:[15,3,1,""],simple_gru:[15,3,1,""],simple_img_conv_pool:[15,3,1,""],simple_lstm:[15,3,1,""],text_conv_pool:[15,3,1,""],vgg_16_network:[15,3,1,""]},"paddle.v2.parameters":{Parameters:[16,3,1,""],create:[16,0,1,""]},"paddle.v2.parameters.Parameters":{append_gradient_machine:[16,4,1,""],deserialize:[16,4,1,""],get:[16,4,1,""],get_shape:[16,4,1,""],has_key:[16,4,1,""],keys:[16,4,1,""],names:[16,4,1,""],serialize:[16,4,1,""],set:[16,4,1,""]},"paddle.v2.pooling":{Avg:[15,3,1,""],BasePool:[15,3,1,""],CudnnAvg:[15,3,1,""],CudnnMax:[15,3,1,""],Max:[15,3,1,""],SquareRootN:[15,3,1,""],Sum:[15,3,1,""]},"paddle.v2.reader":{buffered:[14,0,1,""],chain:[14,0,1,""],compose:[14,0,1,""],creator:[14,1,0,"-"],firstn:[14,0,1,""],map_readers:[14,0,1,""],shuffle:[14,0,1,""]},"paddle.v2.reader.creator":{np_array:[14,0,1,""],text_file:[14,0,1,""]},"paddle.v2.trainer":{SGD:[16,3,1,""]},"paddle.v2.trainer.SGD":{train:[16,4,1,""]}},objnames:{"0":["py","function","Python function"],"1":["py","module","Python module"],"2":["py","attribute","Python attribute"],"3":["py","class","Python class"],"4":["py","method","Python method"]},objtypes:{"0":"py:function","1":"py:module","2":"py:attribute","3":"py:class","4":"py:method"},terms:{"0000x":46,"00186201e":5,"00m":30,"02595v1":[10,15],"03m":30,"0424m":30,"0473v3":[11,15],"055ee37d":36,"05d":43,"0630u":30,"06u":30,"0810u":30,"08823112e":5,"0957m":30,"0ab":[10,15],"0th":51,"10007_10":50,"10014_7":50,"100gb":30,"100gi":36,"10m":30,"1150u":30,"11e6":37,"12194102e":5,"124n":30,"13m":37,"1490u":30,"15501715e":5,"1550u":30,"15mb":46,"1636k":51,"16mb":46,"16u":30,"173m":44,"173n":30,"1770u":30,"18ad":36,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":37,"197u":30,"1gb":30,"1st":[41,44,50,51],"202mb":51,"210u":30,"211839e770f7b538e2d8":[11,15],"215n":30,"228u":30,"234m":44,"2520u":30,"252kb":46,"25639710e":5,"25k":46,"2680u":30,"27787406e":5,"279n":30,"27m":30,"285m":30,"2863m":30,"28m":30,"28x28":3,"2977m":30,"2cbf7385":36,"2nd":[10,15,50,51],"302n":30,"30u":30,"32777140e":5,"328n":30,"32u":30,"32x32":43,"331n":30,"3320u":30,"36540484e":5,"365e":36,"36u":30,"3710m":30,"3768m":30,"387u":30,"38u":30,"3920u":30,"39u":30,"3rd":[48,50,51],"4035m":30,"4090u":30,"4096mb":33,"4279m":30,"43630644e":5,"43u":30,"448a5b355b84":37,"4560u":30,"4563m":30,"45u":30,"4650u":30,"4726m":30,"473m":37,"48565123e":5,"48684503e":5,"49316648e":5,"4gb":33,"50bd":36,"50gi":36,"51111044e":5,"514u":30,"525n":30,"526u":30,"53018653e":5,"536u":30,"5460u":30,"5470u":30,"54u":30,"55g":51,"5690m":30,"573u":30,"578n":30,"5798m":30,"586u":30,"58s":37,"5969m":30,"6080u":30,"6082v4":[10,15],"6140u":30,"6305m":30,"639u":30,"655u":30,"6780u":30,"6810u":30,"682u":30,"6970u":30,"6ce9":36,"6node":31,"6th":51,"704u":30,"70634608e":5,"7090u":30,"72296313e":5,"72u":30,"73u":30,"75u":30,"760u":30,"767u":30,"783n":30,"784u":30,"78m":30,"7eamaa":14,"7kb":37,"8250u":30,"8300u":30,"830n":30,"849m":30,"85625684e":5,"861u":30,"864k":51,"8661m":30,"892m":30,"901n":30,"90u":30,"918u":30,"9247m":30,"924n":30,"9261m":30,"93137714e":5,"9330m":30,"94u":30,"9530m":30,"96644767e":5,"983m":30,"988u":30,"997u":30,"99982715e":5,"99m":44,"99u":30,"9f18":37,"\u7ea2\u697c\u68a6":41,"\ufb01xed":51,"abstract":[28,33],"break":46,"case":[10,15,18,19,26,27,28,30,34,36,42,46],"char":48,"class":[5,7,10,12,14,15,16,17,32,43,50],"const":28,"default":[3,7,9,10,11,12,14,15,17,21,31,33,35,36,37,46,48,50,51],"export":[20,21,43],"final":[11,15,19,20,28,48,50],"float":[3,7,9,10,12,14,15,19,28,30,35,41,44,48],"function":[3,5,8,10,11,12,14,15,17,18,19,26,28,30,31,33,42,43,46,49,50,51],"import":[3,5,9,10,15,17,19,21,26,30,36,41,42,43,44,46,48,50,51],"int":[3,7,9,10,11,12,14,15,18,28,35,46,48,49],"long":[2,10,11,14,15,21,30,49,50],"new":[3,10,14,15,18,27,29,36,37,42,46,49,50],"null":[10,15,28,33,48],"public":[28,31,36,37,50],"return":[3,8,9,10,11,14,15,16,17,19,26,28,36,42,44,46,47,48,51],"short":[10,11,15,19,48,49,50],"static":[10,36],"super":28,"switch":[36,50],"throw":36,"true":[3,7,9,10,11,12,14,15,16,17,18,19,26,28,33,35,36,44,48,49,50,51],"try":[12,18,30,42,48],"void":28,"while":[2,3,7,9,14,15,18,26,33,42,46,50,51],AGE:[36,37],AND:48,ARE:48,AWS:[29,38,39],Abs:[6,15],Age:47,And:[3,9,10,12,15,18,21,23,27,35,36,37,41,44,48,50,51],But:[3,10,11,15],EOS:[10,15],For:[2,3,8,9,10,12,14,15,17,18,19,20,21,26,28,30,31,32,33,35,41,43,44,46,50,51],Going:50,Has:3,IDs:46,Ids:46,Into:36,Its:[3,26,36,48],Not:[17,31],ONE:3,One:[9,10,11,15,16,26,28,33,42,46,50,51],QoS:37,THE:3,TLS:[17,36],That:[10,14,15,18,33,35],The:[2,3,5,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],Their:[3,10,15],Then:[5,10,20,21,26,27,28,30,36,37,41,43,48,49,50],There:[9,10,15,16,17,19,23,30,36,42,43,44,45,46,48,51],These:[31,35,43,49],USE:48,USING:48,Use:[3,17,18,28,30,33,34,36,48],Used:[11,15],Useful:3,Using:[37,50],VPS:36,WITH:27,Will:[14,16],With:[3,10,11,15,19,42,49],Yes:21,___fc_layer_0__:36,__init__:28,__list_to_map__:48,__main__:44,__meta__:48,__name__:44,__rnn_step__:26,_error:42,_link:[11,15],_proj:[10,15],_res2_1_branch1_bn:44,_source_language_embed:[26,41],_target_language_embed:[26,41],aaaaaaaaaaaaa:36,abc:[10,15],abl:[10,15,17,42,50],about:[5,10,11,15,19,21,30,32,33,36,40,49,50,51],abov:[3,5,10,15,17,19,21,30,36,37,42,44,46,49],abs:[11,15,42],absolut:[2,31],academ:47,acceler:35,accept:[3,5,14,17,18,46,49],acceptor:49,access:[2,10,11,15,17,26,51],accessmod:36,accident:47,accord:[2,3,9,10,15,26,27,31,32,33,35],accordingli:[5,28],accordingto:49,accrod:[11,15],accuraci:[9,28,46,47,50],achiev:[30,43],ack:33,acl:50,aclimdb:50,aclimdb_v1:14,across:[10,15],act:[10,11,15,19,26,46],act_typ:46,action:[36,47],activ:[0,4,5,10,11,19,20,28,33,46,50],activi:[11,15],actual:[3,10,15,19,21],adadelta:[12,46],adagrad:[12,46],adam:[12,17,46,50,51],adamax:[12,46],adamoptim:[41,46,50,51],adapt:[9,12,19,50,51],add:[3,10,11,14,15,19,20,27,28,30,35,46,48],add_input:28,add_test:28,add_to:[10,15],add_unittest_without_exec:28,addbia:28,added:[3,9,28],adding:44,addit:[10,11,15,21,46],address:[30,33],addrow:28,addtion:31,addto:[10,15],addtolay:[10,15],adject:50,adjust:19,admin:47,adopt:49,advanc:[26,30,33],advantag:[21,50],adventur:47,adverb:50,adversari:18,advic:30,affect:[10,15],afi:3,aforement:31,after:[10,15,20,23,26,28,31,33,35,36,37,42,43,44,46,48,49,50,51],again:[17,30],against:36,age:48,agg_level:[10,15],aggreg:[15,36],aggregatelevel:[10,15],aid:30,aim:[50,51],aircraft:51,airplan:43,aistat:[10,15],alex:[10,15,50],alexnet_pass1:35,alexnet_pass2:35,algorithm:[10,12,15,19,26,41,43,50,51],alia:[6,7,13,15],align:[10,11,14,15,51],all:[0,3,7,9,10,12,15,16,17,19,21,26,27,28,30,31,32,33,35,36,37,41,42,44,46,47,48,49,50,51],alloc:[7,15,28,35],allow:[17,21,27,28,30,33,36,46],allow_only_one_model_on_one_gpu:[32,33,35],almost:[11,15,19,31,41],along:50,alreadi:[30,31,33,36,37,50],alreali:[32,51],also:[2,3,9,10,11,15,17,18,20,21,26,28,30,31,37,42,43,44,46,49,50],although:19,alwai:[5,10,11,15,16,18,19,33,36,51],amaz:43,amazon:[36,37,46,50],amazonaw:36,amazonec2fullaccess:36,amazonelasticfilesystemfullaccess:36,amazonroute53domainsfullaccess:36,amazonroute53fullaccess:36,amazons3fullaccess:36,amazonvpcfullaccess:36,ambigu:[18,49],amd64:36,amend:27,american:43,among:[36,50],amount:[30,50],analysi:[19,30,45,49],analyz:[46,50],andd:36,ani:[2,3,10,11,14,15,17,18,26,27,30,36,46,48,51],anim:47,annot:49,annual:49,anoth:[3,10,15,17,21,33,36,49,50],ans:36,answer:[19,36,49],anyth:[14,18,27,36,49],api:[17,20,28,30,36,40,42,46,48,50],apiserv:36,apivers:[36,37],apo:51,appar:51,appear:49,append:[3,16,18,26,28,31,48],append_gradient_machin:16,appleclang:20,appleyard:30,appli:[0,10,11,15,26,28,43,46],applic:[30,36,37,50],appreci:[27,50],approach:[10,15],apt:[20,23,43],arbitrari:10,architectur:[41,49,50,51],architecur:50,arg:[3,8,9,10,11,12,14,15,19,21,32,42,43,44,46,48,49,50],arg_nam:[10,15],argu:49,argument:[3,5,8,10,14,15,26,28,33,34,41,42,43,44,48,49,50,51],argv:44,arn:36,around:[3,10,15,36],arrai:[5,10,14,15,16,18,19,44],art:[19,49],articl:[31,37],artifact:36,artifici:42,artist:47,arxiv:[10,11,15,42,50],aspect:[15,50],aspect_ratio:15,assign:[10,33,36],associ:[49,50,51],assum:[10,15,26,35,41],assur:2,astyp:[18,42],async:[12,32],async_count:33,async_lagged_grad_discard_ratio:33,async_lagged_ratio_default:[32,33],async_lagged_ratio_min:[32,33],asynchron:33,atla:20,atlas_root:20,attenion:[11,15],attent:[10,11,15,51],attitud:50,attr:[7,11,15],attribut:[3,4,10,11,28,41,49],auc:[9,32],aucvalidationlay:33,authent:36,author:[36,44],authorized_kei:31,autmot:27,auto:[28,30,45,48],autom:[36,51],automak:20,automat:[10,15,17,20,21,26,28,31,32,33,36,48,49,51],automaticli:[10,15],automobil:43,avail:[20,36],availabel:20,averag:[9,10,12,15,33,44,46,48,49,50,51],average_test_period:[32,33,49],average_window:50,averagepool:[10,15],avg:[13,15,30,46],avgcost:[9,46,48,50,51],avgpool:[10,15,46],avoid:30,avx:[20,23],await:37,awar:[17,21,36],aws_account_id:36,awsaccountid:36,awskeymanagementservicepowerus:36,b2t:41,b363:37,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:37,ba5f:36,back:3,background:24,backward:[10,11,15,26,28,33,35],backward_first:26,backwardactiv:28,bag:[46,50],baidu:[0,10,15,19,23,27,37,41],baik:41,balanc:[33,36,42],balasubramanyan:50,bank:49,bardward:[11,15],bare:37,barrier:33,barrierstatset:30,base:[6,12,14,15,17,19,23,26,27,28,30,31,33,36,41,42,46,48,50,51],baseactiv:[10,11,15],baseev:16,basematrix:28,basenam:9,basepool:[13,15],basepoolingtyp:[10,11,15],baseregular:12,basestr:[7,8,9,10,11,15,16,48],bash:[21,36,37],bashrc:20,basic:[3,10,16,27,28,46,47,50],batch:[3,9,10,11,12,14,15,16,17,28,31,33,36,37,42,43,44,46,48,49,50,51],batch_0:44,batch_id:16,batch_norm:[10,15],batch_norm_lay:11,batch_norm_typ:[10,15],batch_read:18,batch_siz:[3,12,14,19,31,41,42,43,46,48,50,51],batchsiz:[10,15,28],bcd:[10,15],beam:[10,26,33,49,51],beam_gen:[10,26],beam_search:26,beam_siz:[10,26,32,33,35],beamsiz:51,becaus:[5,10,15,17,18,26,27,28,35,36,43,46,49],becom:[27,30],been:[3,20,27,43,46,49,50,51],befor:[5,10,11,15,18,21,27,31,36,43,48,50,51],begin:[5,9,10,28],beginiter:[16,17],beginn:26,beginpass:[16,17],begintrain:17,behavior:30,being:[18,42],belong:[10,15,51],below:[3,10,15,18,26,28,30,31,36,42,43,46,48],benefit:[11,15],bengio:[10,15],bertolami:50,besid:[2,10,15,51],best:[8,10,15,20,33,46,48,50,51],best_model_path:49,besteffort:37,beta1:12,beta2:12,beta:44,better:[10,11,15,19,31,36,42,48],between:[10,12,15,19,27,36,42,46,47,50,51],bgr:44,bi_gru:15,bi_lstm:[11,15],bia:[10,11,12,15,26,28,44],bias:[10,15,28],bias_attr:[10,11,15,19,26],bias_param_attr:[11,15],biases_:28,biasparameter_:28,biassiz:28,bidi:37,bidirect:[11,15,26,49,51],bidirectional_gru:15,bidirectional_lstm:15,bidirectional_lstm_net:50,big:30,biggest:50,bilinear:[10,15],bilinear_interp:15,bilinear_interpol:[10,15],bilinearfwdbwd:30,bin:[20,21,31,36,37,48],binari:[3,9,10,14,15,30,36,41,46,50],bird:43,bison:20,bit:46,bitext:51,bla:20,blank:[10,15,36],block:[10,15,19,28,30,33,44,50],block_expand:[10,15],block_i:[10,15],block_x:[10,15],blog:50,bn_attr:15,bn_bias_attr:[11,15],bn_layer_attr:11,bn_param_attr:[11,15],bollen:50,bool:[3,7,9,10,11,12,14,15,28,33,35,46,48,50],boot:[10,26],boot_bia:10,boot_bias_active_typ:10,boot_lay:[10,26],boot_with_const_id:10,bootstrap:20,bos_id:[10,26],both:[0,7,10,11,15,17,21,26,28,30,36,42,44,46],bottleneck:[30,44],bottom:50,bound:15,bow:[46,50],box:[15,30],branch:[10,15,17,27],breadth:[33,51],brelu:[6,15],brendan:50,brew:20,briefli:30,brows:21,browser:[21,36],bryan:50,bucket_nam:36,buf_siz:14,buffer:[3,14,18,33],buffered_read:18,bug:36,bui:50,build:[0,19,21,24,33,36,38,39,41,43,44,46,48,50,51],build_and_instal:21,built:[0,20,42,49],bunch:[30,46],bunk:50,button:[27,36],c99e:36,cach:[46,48,49],cache_pass_in_mem:[3,46,48,49],cachetyp:[3,46,48,49],calc_batch_s:[3,49],calcul:[3,9,10,11,12,15,26,28,30,33,35,42,48],call:[3,10,11,15,17,19,26,28,30,33,36,43,44,46,50,51],callabl:[3,10,14],callback:28,caller:36,caltech:43,can:[2,3,5,7,8,9,10,11,14,15,17,18,19,20,21,23,26,27,28,30,31,32,33,35,36,37,41,42,43,44,46,48,49,50,51],can_over_batch_s:[3,49],candid:[10,15],cannot:28,caoi:51,capabl:[20,50],capac:36,caption:[19,51],captur:[19,31],card:31,care:[11,15,18,32,33,47],carefulli:[31,33,44],cat:[21,43,44,50],categor:49,categori:[10,15,46,50],categoryfil:37,caution:[36,37],ccb2_pc30:51,cde:[10,15],ceil:[10,15],ceil_mod:[10,15],cell:[10,11,15,50],center:3,ceph:37,certain:[2,32,49],certif:[17,36],cfg:37,chain:[14,28],chanc:[17,28,46],chang:[10,18,19,21,26,27,28,30,33,36,46,50],channel:[10,15,30,31,44],channl:[31,44],char_bas:48,charact:[46,48],character:19,characterist:[35,43],check:[3,14,15,19,20,21,27,33,35,36,47],check_align:14,check_eq:28,check_fail_continu:3,check_l:28,check_sparse_distribution_batch:[32,33],check_sparse_distribution_in_pserv:[32,33],check_sparse_distribution_ratio:[32,33],check_sparse_distribution_unbalance_degre:[32,33],checkgrad:33,checkgrad_ep:33,checkout:27,children:47,chines:45,chmod:[20,36],choic:47,choos:[33,46,48],chosen:[2,47,51],chunk:[9,42,49],chunk_schem:9,chunktyp:9,cifar:[42,43],cifar_vgg_model:43,claim:36,claimnam:36,clang:[20,27],class1:50,class2:50,class_dim:50,classfic:[44,50],classfiic:43,classic:[10,15,19],classif:[3,5,10,15,35,44,45,46,50,51],classifc:50,classifi:[9,42,43,44,46,50],classification_cost:[15,43,46],classification_error_evalu:[42,46,50,51],classification_threshold:9,claster:36,clean:[5,48],cleric:47,cli:36,click:[27,30,36],client:27,clip:[7,12,15,33,46,50],clock:[10,15],clone:[20,21],close:[3,18],closer:19,cls:46,cludform:36,cluster:[17,32,33,37,46,51],cluster_train:31,cm469:36,cmake3:20,cmake:[20,28,30],cmakelist:28,cmd:37,cna:[10,15],cname:36,cnn:[37,44,46],code:[0,3,5,14,15,17,18,19,20,21,22,26,28,29,30,31,36,37,42,46,47],coeff:[10,15],coeffici:[10,15],collect:[10,15,19,47],collectbia:28,colleg:47,color:[43,44],column:[9,10,15,18,28,41,51],colunm:51,com:[10,11,14,15,20,21,23,27,36,37,44],combin:[10,11,14,15,42,48,50],come:50,comedi:47,comma:[33,41],command:[2,5,19,20,21,23,27,28,29,30,31,36,37,38,39,41,42,43,44,48,49,50],commandlin:[30,50],commenc:46,comment:[11,14,15,16,27,46,50],commnun:31,common:[26,28,32],common_util:[31,48],commonli:[26,30,35],commun:[0,28,31,36],compani:50,compar:[28,42,46],compat:3,compet:50,competit:42,compil:[20,27,28],complet:[0,5,10,11,14,15,16,28,36,37,46],complex:[2,3,11,15,18,26,30,46],complic:[10,15],compon:28,compos:[14,17,42,49],composenotalign:14,comput:[10,11,15,17,19,20,21,26,28,30,35,36,46,48,49,50],computation:26,conat:15,conat_lay:10,concat:[10,15,51],concat_lay:26,concaten:[11,15],concept:[3,17,26],concern:17,concurrentremoteparameterupdat:33,condit:[10,15,26,31,37,51],conduct:30,conf:[5,10,15,31,41,42,44,51],conf_paddle_gradient_num:36,conf_paddle_n:36,conf_paddle_port:36,conf_paddle_ports_num:36,conf_paddle_ports_num_spars:36,confid:50,config:[3,7,10,11,15,19,28,31,32,33,36,37,41,42,43,44,46,50,51],config_:33,config_arg:[32,33,35,44,46,49,50],config_bas:[15,16],config_fil:49,config_gener:[31,48],config_lay:28,config_pars:[5,28],configur:[1,2,3,5,8,10,19,21,25,27,28,30,33,41,43,44,50,51],conflict:27,confront:51,congest:33,conll05st:49,conll:49,connect:[2,11,15,19,21,28,36,37,42,43,44,46,48,50],connectionist:[10,15,50],connor:50,consequ:[10,11,15],consid:[9,10,12,15,20,30,35,43],consider:[3,11,15],consist:[10,15,18,21,43,44,46,49,51],consol:[30,36],constant:28,construct:[3,5,17,26,48],construct_featur:48,constructor:28,consum:50,contain:[3,8,9,10,11,14,15,16,17,22,23,26,27,31,36,43,44,46,47,50,51],containerport:36,contemporan:50,content:[37,49,50],context:[10,11,15,26,41,46,48,49,50,51],context_attr:[11,15],context_len:[10,11,15,46,48],context_proj_layer_nam:11,context_proj_nam:15,context_proj_param_attr:[11,15],context_project:[11,15,48],context_start:[10,11,15,46],contibut:27,contin:36,continu:[3,23,33],contrast:[10,15,51],contribut:[0,22,29,50],contributor:0,control:[7,15,33,36,37,51],conv:[11,15],conv_act:[11,15],conv_attr:15,conv_batchnorm_drop_r:[11,15],conv_bias_attr:[11,15],conv_filter_s:[11,15],conv_layer_attr:11,conv_num_filt:[11,15],conv_op:[10,15],conv_oper:15,conv_pad:[11,15],conv_param_attr:[11,15],conv_project:15,conv_shift:[10,15],conv_strid:[11,15],conv_with_batchnorm:[11,15],conveni:[17,31],converg:[31,42,50],convert:[3,5,14,18,26,41,43,44,46,48],convex_comb:15,convlay:[10,15],convolut:[10,11,15,42,44,48],convoper:[10,15],convtranslay:[10,15],cool:[3,27],copi:[16,17,36,42,48],copy_shared_paramet:42,copytonumpymat:42,core:[3,7,15,33,51],coreo:36,corespond:49,corpora:51,corpu:49,correct:[3,9,10,15,28,36],correctli:[9,14,28,42],correl:[19,43,50],correspoind:17,correspond:[3,5,17,19,26,28,43,47,49,50,51],corss_entropi:17,cos:[10,15],cos_sim:[15,48],cosin:[10,15,48],cost:[5,12,15,16,17,19,33,42,46,48,50,51],cost_id:10,could:[3,5,9,10,14,15,17,18,30,31,36,46,48],count:[18,30,33,35,37,41,48,49,50,51],coupl:19,coverag:20,coveral:20,coveralls_uploadpackag:20,cpickl:[44,48],cpp:[27,28,30,46,48,51],cpu:[2,3,7,10,15,20,23,30,33,37,42,49,50,51],cpuinfo:21,craftsman:47,crash:[30,31,33],crazi:31,creat:[5,7,10,14,15,16,17,19,20,28,31,33,41,42,43,51],create_bias_paramet:28,create_input_paramet:28,createargu:42,createfromconfigproto:[5,42],createstack:36,creation:36,creationd:36,creator:14,credit:42,cretor:14,crf:[10,15,49],crf_decod:[10,15],crime:47,critic:50,crop:44,crop_siz:44,cross:[10,15,46,49],cross_entropi:[15,17,42],cross_entropy_cost:15,cross_entropy_with_selfnorm:15,cross_entropy_with_selfnorm_cost:15,csc:28,cslm:51,csr:28,csv:47,ctc:[10,15],ctc_layer:9,ctest:21,ctrl:[31,48],ctx:49,ctx_0:49,ctx_0_slot:49,ctx_n1:49,ctx_n1_slot:49,ctx_n2:49,ctx_n2_slot:49,ctx_p1:49,ctx_p1_slot:49,ctx_p2:49,ctx_p2_slot:49,cub:43,cuda:[20,21,23,30,31,33],cuda_dir:[32,33],cuda_so:21,cudaconfigurecal:30,cudadevicegetattribut:30,cudaeventcr:30,cudaeventcreatewithflag:30,cudafre:30,cudagetdevic:30,cudagetdevicecount:30,cudagetdeviceproperti:30,cudagetlasterror:30,cudahostalloc:30,cudalaunch:30,cudamalloc:30,cudamemcpi:30,cudaprofilerstart:30,cudaprofilerstop:30,cudaruntimegetvers:30,cudasetdevic:30,cudasetupargu:30,cudastreamcr:30,cudastreamcreatewithflag:30,cudastreamsynchron:30,cudeviceget:30,cudevicegetattribut:30,cudevicegetcount:30,cudevicegetnam:30,cudevicetotalmem:30,cudnn:[10,15,20,23,33],cudnn_batch_norm:[10,15],cudnn_conv:[10,15],cudnn_conv_workspace_limit_in_mb:[32,33],cudnn_dir:[32,33],cudnnavg:15,cudnnmax:15,cudrivergetvers:30,cuinit:30,cumul:[10,15],curl:[20,36],current:[3,10,12,15,19,21,26,27,28,31,33,36,46,50,51],current_word:26,currentcost:[9,46,48,50,51],currentev:[9,46,48,50,51],curv:[17,43,49],custom:[2,3,17,28,36,47,50],custom_batch_read:18,cyclic:[10,15],d3e0:36,daemon:21,dai:51,daili:50,dalla:3,dan:49,danger:3,darwin:36,dat:[14,31,48],data:[2,3,5,8,11,12,15,16,17,20,24,28,30,31,32,33,35,38,44,47],data_batch_gen:42,data_dir:[41,43,50,51],data_feed:14,data_fil:19,data_initialz:46,data_lay:[3,9,19,26,42,43,46,48,49],data_nam:14,data_provid:8,data_read:[14,18],data_reader_creator_random_imag:18,data_server_port:[32,33],data_sourc:[8,42],data_typ:[14,15],databas:50,datadim:[10,15],datalay:[10,15],dataprovid:[2,8,19,26,31,48,49],dataprovider_bow:46,dataprovider_emb:46,dataproviderconvert:5,datasci:[10,15],dataset:[3,18,19,33,41,43,44,46,49,50],datasourc:[4,48],date:49,db_lstm:49,dcgan:42,dcmake_install_prefix:20,deal:[27,42],deb:[22,23],debian:22,debug:[3,15],decai:[12,43],decid:[17,18],declar:[10,11,15,48],decod:[10,11,15,26,49,51],decoder_boot:26,decoder_group_nam:26,decoder_input:26,decoder_mem:26,decoder_prev:[11,15],decoder_s:26,decoder_st:[11,15,26],deconv:[10,15],deconvolut:[10,15],decor:[3,14,28],decreas:19,decrypt:36,deep:[0,10,15,19,30,42,43,44,46,49],deeper:[19,44],deer:43,def:[3,10,14,15,17,18,19,26,28,42,44,46,48,49],defalut:[10,15,33,35],default_devic:35,default_valu:35,defferenct:3,defin:[2,3,8,9,10,11,14,15,17,18,19,26,28,31,33,41,42,43,48,49],define_py_data_sources2:[3,8,19,43,44,46,48],defini:51,definit:[3,14,19,41,46,50],degre:[10,15],del:48,delai:33,delar:46,deletestack:36,delimit:[9,47,48],demo:[10,26,31,37,38,41,42,43,44,45,46,47,48,49,50,51],demograph:47,demolish:37,demonstr:[19,26,42,48],denot:[35,46,47,49],dens:[3,10,14,15,28,36,46,48],dense_vector:[3,5,14,15,19,48],dense_vector_sequ:14,depend:[19,23,31,35,43,47],deploi:[31,35],deploy:[31,36],deriv:[15,17],descent:[10,12,15],describ:[17,19,28,36,37,42,46,49],describestack:36,describestackev:36,describestackresourc:36,descript:[5,20,26,34,36,43,48],deseri:16,design:[3,10,14,15,50],desir:[36,37,41],destructor:28,detail:[3,5,7,10,11,12,15,26,27,28,30,31,34,35,36,37,41,42,44,46,48,50,51],detect:9,determin:[3,10,14,15,28,42],dev:[20,21,43,48,51],devel:20,develop:[0,20,27,32,33,51],deverlop:33,deviat:[7,15],devic:[7,15,21,33,51],deviceid:35,devid:[10,15,33],dez:50,dfs:11,diagnos:31,diagram:44,dict:[3,8,16,46,48,50,51],dict_dim:50,dict_fil:[9,26,46,49],dict_nam:8,dictionai:46,dictionari:[3,8,9,10,14,16,17,26,35,44,46,48,49,50,51],dictsiz:51,did:3,differ:[3,8,9,10,15,19,21,26,27,28,31,33,36,37,41,43,44,46,50,51],difficult:19,dig:[30,36],digit:[3,10,15],dim:[14,28,41,44,46,50],dimens:[10,14,15,28,35,41,46,48,50],dimension:[3,19,26,28,42,46],dimenst:41,dimes:[10,15],din:48,dir:[31,44,46,48,49,50,51],direct:[10,11,15,21,44,49],directli:[2,3,11,15,19,31,37,50],directori:[2,20,27,30,31,33,37,43,44,46,48,49,50,51],diretcoti:44,dis_conf:42,dis_train:42,dis_training_machin:42,disabl:3,discard:[14,33],discount:[10,15],discov:49,discoveri:36,discrep:30,discrimin:42,discriminator_train:42,discuss:17,disk:37,dispatch:[31,33],disput:51,dist_train:17,distanc:9,distibut:41,distinguish:[31,42,51],distribut:[10,15,20,29,37,38,39,42,46,49],distribute_test:[32,33],distributedli:28,disucss:17,divid:[12,32,43,51],diy_beam_search_prob_so:[32,33],dmkl_root:20,dns:36,do_forward_backward:18,doc:[5,11,14,15,20,21,31],docker:[22,36,38,39],docker_build:17,docker_push:17,dockerfil:21,dockerhub:21,doctor:47,document:[3,5,11,15,20,27,35,43,46,48,49,50],documentari:[3,47],doe:[3,5,11,15,18,19,23,26,28,30,46,48,49],doesn:[7,10,14,15,17,18,21,27,30,37,51],dog:[43,44],doing:30,domain:36,don:[11,15,17,18,19,21,36,50],done:[10,11,15,26,30,36,42,50],dopenblas_root:20,dot:[33,44,51],dot_period:[33,35,42,43,48,50,51],dotmul_oper:15,dotmul_project:15,dotmuloper:[10,15],dotmulproject:[10,15],doubl:[3,20,33],down:[30,46],download:[14,23,42,43,46,49,50],download_cifar:43,downsampl:43,doxygen:[20,27],dpkg:23,drama:47,driver:21,drop:3,drop_rat:[7,15],dropout:[7,10,15,28,46],dropout_lay:[10,15],dropout_r:[11,15],drwxr:37,dserver:33,dtoh:30,dtype:[5,19,44],dubai:51,due:[47,48],duplic:47,durat:30,dure:[2,3,10,15,19,27,28,32,33,36,46,48,49,51],durn:3,dwith_doc:20,dwith_profil:30,dwith_tim:30,dynam:[2,3,18,20,30,33],dynamic_cast:28,each:[2,3,5,9,10,14,15,16,18,19,21,26,27,28,31,33,35,36,41,43,44,46,47,48,49,50,51],each_feature_vector:15,each_meta:48,each_pixel_str:3,each_sequ:[10,15],each_time_step_output:15,each_timestep:[10,15],each_word:3,eaqual:[10,15],eas:[14,18,44],easi:[0,18,21,28,31,46],easier:[17,18,28],easili:[17,18,19],echo:[21,48,50],edit:[9,36],editor:27,edu:[14,36,37,43],educ:47,eeoi3ezpr86c:36,effect:[3,33,36],effici:[0,2,3,26,28],efg:[10,15],efs:36,efs_dns_nam:36,efsvol:36,eight:49,either:[10,14,15,17,30,46,48],elb:36,elbapis:36,elec:46,electron:[37,46],elem_dim:[10,15],element:[3,5,9,10,11,14,15,18,46,50,51],elif:[17,48],elimin:49,els:[10,17,21,28,44,46,48],emac:27,emb:[37,46],embed:[10,15,17,26,45,48,50],embedd:49,embedding_lay:[26,46,48],embedding_nam:26,embedding_s:26,emphas:30,empir:[10,15],emplace_back:28,emploi:[26,47],empti:[9,14,19],emul:51,enabl:[3,7,15,30,31,33,36],enable_grad_shar:[32,33],enable_parallel_vector:33,enc_proj:[11,15,26],enc_seq:[11,15],enc_vec:26,encod:[11,15,26,51],encoded_proj:[11,15,26],encoded_sequ:[11,15,26],encoded_vector:26,encoder_last:10,encoder_proj:26,encoder_s:26,encrypt:36,encrypt_decrypt:36,end:[3,9,10,15,18,19,26,33,41,49,50,51],end_pass:17,enditer:[16,17],endpass:[16,17],endpoint:36,endtrain:17,engin:[0,30,47],english:[3,10,15,51],enough:19,ensembl:[11,15],ensur:[3,28],enter:47,entir:[10,11,15,50],entri:[14,21,28,36,47],entropi:[10,15,46,49],enumer:[10,15,46,48],env:[27,36],environ:[17,20,21,23,30,31,32,33,36,37,42,43,48],eol:27,eos:[10,15],eos_id:[10,15,26],epel:20,epoch:47,epsilon:12,equal:[10,11,12,15,33],equat:[10,11,12,15],equilibrium:42,equip:[20,26],equival:[10,15,17],error:[7,9,10,12,15,17,19,23,28,31,33,36,43,44,46,47,48,50,51],error_clipping_threshold:[7,15],errorr:9,especi:[3,11,15,49],essenc:17,essenti:[10,17,20,49,51],estat:19,estim:[10,15,17],eta:37,etc:[12,14,18,31,32,35,36,50,51],eth0:[31,36],ethternet:31,eval:[9,46,48,50,51],eval_bleu:51,evalu:[2,4,10,15,16,24,30,31,46,50,51],evaluate_pass:50,evaluator_bas:9,evalut:[19,51],even:[17,18,30,33,50],evenli:36,event:37,event_handl:[16,17],everi:[2,3,9,10,11,14,15,17,26,27,28,33,46,49,50,51],everyth:[19,21,27],exactli:[3,9,10,11,15,36,49],exampl:[2,3,8,9,10,11,12,14,15,18,19,20,21,26,28,30,31,32,33,35,36,37,43,44,45,46,50,51],exceed:10,except:[3,35,41,48,50],excluded_chunk_typ:9,exconv:[10,15],exconvt:[10,15],exdb:14,exec:33,execut:[28,30,36,47,49,50],exist:[17,18,28,33,36,47,50],exit:[33,37],exp:[6,15],expand:[10,15,28,49,50,51],expand_a:[10,15],expand_level:[10,15],expandconvlay:[10,15],expandlevel:[10,15],expect:[10,15,30,50],expens:51,experi:35,explain:[3,9,31,42,50],explan:[10,15,46,51],explanatori:19,explicit:28,explicitli:[3,17],exploit:43,explor:10,exponenti:15,expos:36,express:[17,36,50],extend:[0,48],extens:[12,47,48,51],extern:[3,33],extra:[10,11,15,19],extraattr:[7,15,35],extraattribut:15,extraattributenon:15,extract:[10,15,36,43,49,50],extract_fea_c:44,extract_fea_pi:44,extract_para:41,extralayerattribut:[7,10,11,15],extralayeroutput:11,extrapaddl:15,extrem:[10,30],extremli:2,f120da72:37,f7e3:36,fa0wx:37,fabric:31,facotr:[10,15],fact:44,factor:[7,10,12,15],fail:[3,33,35,37,43],fake:42,fake_imag:18,fals:[3,7,9,10,11,12,14,15,18,19,26,28,33,35,37,41,46,48,49,50,51],false_label:18,false_read:18,famili:51,familiar:[3,19],fanscin:3,fantasi:47,fantast:46,far:0,farmer:47,fascinatingli:2,fast:[10,15,27,30],faster:[10,11,15,26,30,50],favorit:27,fbd1f2bb71f4:37,fc1:[28,35],fc2:35,fc3:35,fc4:35,fc8a365:36,fc8a:36,fc_act:[11,15],fc_attr:[11,15],fc_bias_attr:[11,15],fc_layer:[19,28,35,46,48],fc_layer_nam:11,fc_mat:16,fc_name:15,fc_param_attr:[11,15],fclayer:28,fdata:49,fea:44,fea_output:44,feat:50,featur:[3,10,14,15,27,33,43,46,50,51],feature_map:48,feed:[11,14,15,16,17,19,50],feedback:0,feeder:14,feedforward:43,femal:47,fernan:50,festiv:3,fetch:[14,26,28],few:[3,18],fewer:10,fg0:[10,15],field:[10,15,30,36],figur:[17,26,28,30,41,42,43,44,49,50,51],file1:51,file2:51,file:[2,3,5,9,10,14,15,16,17,18,19,20,26,27,28,31,33,41,43,44,49,50,51],file_list:3,file_nam:[3,19,44,46,49],filenam:[3,48],filer:[10,15],filesystem:36,fill:[10,15,36,46],film:47,filter:[10,15,44],filter_s:[10,11,15],filter_size_i:[10,15],finali:31,find:[10,12,15,30,43,50,51],fine:[7,15,48],fingerprint:36,finish:[3,31,36,37,43],finit:28,first:[3,10,14,15,17,19,23,26,27,28,30,33,35,36,41,42,43,44,46,48,49,50,51],first_seq:[15,26],firstn:14,firstseen:37,fit:[2,14,27],five:[30,46],fix:[3,7,15,51],flag:[33,42,43,49],flexiabl:18,flexibl:[0,2,10,11,15,17,26],flight:51,float32:[5,14,18,19,42,44],floor:[10,15],flow:27,fly:[19,46],fnt03:36,focu:[3,30],folder:[20,36,43,50,51],follow:[2,3,9,10,11,12,14,15,17,18,20,21,23,26,27,28,30,31,35,36,37,38,39,41,42,43,44,46,47,48,49,50,51],fool:42,forbid:17,forecast:50,forget:[12,17,21,50],form:[2,3,11,12,15,30,49],format:[2,3,9,19,27,28,33,36,41,43,47,48,50],former:[17,51],formula:[10,11,15],formular:[10,15],forward:[11,15,26,27,28,35,42,49,50],forwardactiv:28,forwardtest:5,found:[3,5,10,15,20,26,42,43,46,50],four:[3,23,41,44,46,48,49,50],frame:9,framework:[17,28,44,46,50],free:51,french:51,frequenc:[14,30,41,46,50],frequent:[18,31,51],frog:43,from:[0,3,5,10,11,14,15,16,18,19,21,24,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],from_timestep:[10,15],fromfil:[18,19,44],fulfil:30,full:[10,15,21,26,28],full_matrix_project:[11,15,26],fulli:[15,19,27,28,30,42,43,44,46,48,50],fullmatrixproject:[10,15],fully_matrix_project:[11,15],fullyconnect:41,fullyconnectedlay:28,func:14,fundament:19,further:10,fusion:48,gain:[10,15],game:42,gamma:44,gan:17,gan_train:42,gap:33,gate:[10,11,15,50],gate_act:[10,11,15],gate_recurr:[10,15],gather:[10,28,48],gauss:[7,15],gaussian:42,gcc:20,gdebi:23,gen:[10,51],gen_conf:[42,51],gen_data:51,gen_result:51,gen_train:42,gen_training_machin:42,gen_trans_fil:26,gender:[47,48],gener:[2,3,5,9,10,11,14,15,17,18,19,20,21,30,31,33,35,36,41,44,45,46,48,50],generatedinput:26,generator_conf:42,generator_machin:42,generator_train:42,genert:3,genr:[47,48],gereat:9,get:[3,10,11,15,16,19,20,23,26,28,30,31,36,40,43,44,46,48,49,50],get_batch_s:49,get_best_pass:50,get_config_arg:[35,46,48,50],get_data:[37,46,49],get_imdb:50,get_input_lay:28,get_mnist_data:42,get_model:44,get_nois:42,get_output:15,get_output_attr:15,get_output_layer_attr:11,get_shap:16,get_training_loss:42,get_word_dict:14,getbatchs:28,getenv:17,getinput:28,getinputgrad:28,getinputvalu:28,getoutputgrad:28,getoutputvalu:28,getparameterptr:28,getsiz:28,getslotvalu:42,gettempl:36,gettranspos:28,getw:28,getweight:28,getwgrad:28,gfortran:20,gildea:49,gist:[11,15],git:[20,21,27],github:[10,11,15,20,21,23,44],give:[3,19,21,28,30,36,46],given:[3,14,18,28,33,42,46,49,50,51],global:[3,7,12,15,17,30,33,36,48,50],global_learning_r:[7,15],globalstat:30,globalstatinfo:30,globe:3,goal:[30,49],goe:[10,11,15,19],going:[46,50],good:[10,15,18,30,50,51],goodfellow13:[10,15],googl:17,googleapi:36,got:21,gpg2:36,gpg:36,gpu:[2,3,7,10,12,15,20,23,29,31,42,43,44,48,49,50,51],gpu_id:[33,35,42],gpugpu_id:32,grab:50,grad:[33,47],grad_share_block_num:[32,33],gradient:[7,9,10,12,15,16,33,46,50],gradient_clipping_threshold:[7,12,15,46,50],gradient_machin:16,gradientmachin:[5,16,42,48,51],gradual:[19,30],grai:43,gram:[41,50],grant:36,graph:[10,41],graphviz:44,grave:50,grayscal:3,greater:[10,15],grep:[21,50],groudtruth:26,ground:[9,10,15,46,51],group:[11,15,50],group_id:48,group_input:26,grouplen:47,gru:[10,15,26,46,51],gru_attr:15,gru_bias_attr:[11,15],gru_decod:26,gru_decoder_with_attent:26,gru_encoder_decod:[41,51],gru_group:15,gru_layer_attr:11,gru_memori:[11,15],gru_siz:46,gru_step:[15,26],gru_step_lay:[11,26],gru_unit:15,grumemori:[11,15,26],gserver:[10,28],gsizex:30,guarante:28,guess:[19,50],gui:30,guid:[22,26,27,28,30,36,37,41,43,50,51],guidenc:19,gur_group:[11,15],gzip:37,hack:[22,31],hadoop:17,half:36,hand:[47,48,50],handl:[17,18,31,48,50],handler:16,handwrit:[3,50],hard:[36,46],hardwar:[21,30],has:[3,5,10,11,12,15,17,26,28,30,36,37,41,43,46,47,48,49,50,51],has_kei:16,have:[2,3,5,9,10,11,14,15,17,18,19,20,26,27,28,30,31,33,35,36,41,43,46,47,48,50,51],hdf:2,head:[27,41,50],header:[19,28,41,44,48],health:47,heavi:31,height:[10,14,15,18,28,43],hello:17,help:[3,5,27,31],helper:[8,10,11,15,28],here:[3,5,7,10,11,14,15,17,18,19,20,26,31,32,35,36,37,41,43,44,45,46,47,48,49,50,51],heurist:[10,33,51],hidden:[10,11,15,26,36,46,48,50],hidden_s:[11,15,48],hierarch:[10,15,26],high:[7,15,28,42],higher:2,highest:[14,51],highli:[2,3,26,35,48,50],him:17,hint:19,histor:50,hl_get_sync_flag:28,hold:[17,36],home:[31,36,37],homemak:47,hook:[3,48,49],hope:0,horizont:[10,15,44],horror:47,hors:43,horst:50,host:[20,31,36,37],hostnam:[31,36],hostpath:37,hostport:36,hot:48,hour:51,hous:[3,14,19,41],how:[2,3,7,10,15,17,19,26,31,33,36,37,40,43,44,46,48],howev:[3,11,15,18,19,26,27,32,33,36,50,51],hppl:15,hsigmoid:15,html:[14,21,43],htod:30,http:[10,11,14,15,20,21,23,27,36,37,42,43,44,51],huber:[10,15],huber_cost:15,huge:[10,15,27],huina:50,human:51,hyper:[10,15,28],hyperplan:14,i0601:48,i0706:51,i0719:51,i1117:30,iamfullaccess:36,iamusersshkei:36,ib0:31,icwsm:50,id_input:[9,26],idea:[10,15,18],ident:[15,19,36,47],identifi:[26,28],identity_project:15,identityoffsetproject:[10,15],identityproject:[10,15],ids:[9,10,15,28,46,48],idx:28,ieee:50,ignor:[3,9,33],ijcnlp:50,illustr:[3,26,28,30,46],ilsvrc:44,imag:[3,14,15,17,18,19,22,35,36,38,39,42,44,45,51],image_a:18,image_b:18,image_classif:43,image_fil:18,image_lay:18,image_list_provid:44,image_nam:17,image_path:18,image_provid:43,image_reader_cr:18,image_s:44,imagenet:45,imagepullpolici:36,imageri:[10,15],images_reader_cr:18,imdb:47,imdber:50,img:[3,10,15,43],img_cmrnorm:15,img_conv:15,img_conv_bn_pool:15,img_conv_group:15,img_conv_lay:11,img_featur:3,img_norm_typ:10,img_pool:15,img_pool_lay:11,img_siz:43,imgsiz:30,imgsizei:30,imgsizex:30,immedi:36,immutable_paramet:17,implement:[3,10,11,12,14,15,26,46,49],importerror:48,improv:[0,30,36,50,51],inbound:36,includ:[2,3,10,11,15,17,20,21,26,28,30,33,36,37,41,46,47,49,51],inconsist:47,incorrect:[10,15],increas:[33,51],increment:33,incupd:28,inde:[14,18],independ:[10,15,46],index:[3,9,10,14,15,16,26,31,36,48],indexslot:[10,49],indic:[3,9,10,15,19,31,36,49],individu:[19,36],infer:[17,20],infiniband:31,info:[9,10,15,28,31],infom:27,inform:[5,9,28,30,33,36,47,48,49,50,51],infrastructur:[36,42],ingor:33,inherit:15,ininst:17,init:[7,15,28,35,36,42,46,48,49],init_hook:[46,48,49],init_hook_wrapp:8,init_model_path:[32,33,35,41,46,49],initi:[3,5,7,10,15,26,28,33,41,42,46,49],initial_max:[7,15],initial_mean:[7,10,15],initial_min:[7,15],initial_std:[7,10,15],initpaddl:[5,42],inlcud:[11,15],inlin:36,inner:28,inner_param_attr:[11,15],input1:[10,11,15],input2:[10,15],input:[3,5,9,10,11,14,15,16,18,19,26,28,35,41,42,43,44,46,48,49,50,51],input_data:28,input_data_target:28,input_featur:15,input_fil:[19,49],input_hassub_sequence_data:28,input_id:[10,15],input_imag:[11,15,43],input_index:28,input_label:28,input_lay:[10,28],input_nam:17,input_sequence_data:28,input_sequence_label:28,input_sparse_float_value_data:28,input_sparse_non_value_data:28,input_t:28,input_typ:[19,26,46,48],inputdef:28,inputlayers_:28,inputtyp:[3,14],insid:[9,10,15,18,36],inspir:41,instal:[21,24,27,31,37,43,44,48,49,50],instanc:[10,12,15,26,28,30,33,49],instance_ip:36,instead:[10,15,18,27,31,46,51],instruct:[21,23,30,46],int32:33,integ:[3,9,10,14,15,26,28,46,50],integer_valu:[3,14,46],integer_value_sequ:[3,14,26,46,49],integr:[20,49],intend:0,inter:[10,15,31],interact:[21,36],intercept:[10,15],interest:[30,50],interfac:[5,7,10,11,15,31,36,43,48,50],interg:46,intergr:[10,15],intermedi:49,intern:[10,11,14,15,16,36],internet:50,interpol:[10,15],interpret:[3,9,20,21,30],interv:50,intrins:20,introduc:[3,37,48,50],introduct:[4,42],invalid:18,invari:43,invok:[3,10,15,16,30,36,48],involv:42,iob:9,ioe:9,ips:36,ipt:[10,15,26],ipython:17,is_async:12,is_discriminator_train:42,is_gener:[10,41,42,51],is_generator_train:42,is_kei:48,is_layer_typ:10,is_predict:[46,48,50],is_seq:[10,26,48],is_sequ:48,is_stat:[7,15],is_test:[44,49,50],is_train:3,isn:30,isspars:28,issu:[20,30],item:[10,14,15,18],iter:[10,11,12,14,15,17,18,43,49,50],its:[3,9,10,11,15,17,28,30,33,36,41,42,43,46,50,51],itself:[11,15],jeremi:30,jie:[49,50],jmlr:[10,15],job:[5,9,32,33,35,44,46,48,49,50,51],job_dispatch_packag:31,job_mod:41,job_nam:36,job_namespac:36,job_path:36,job_workspac:31,jobpath:36,jobport0:36,jobport1:36,jobport2:36,jobport3:36,johan:50,joint:[41,51],jointli:[11,15,51],journal:[49,50],jpeg:43,jpg:44,json:[31,36,37,48],jth:[11,15],judg:51,just:[3,9,10,11,15,19,21,27,31,35,36,43,48,49,50],jx4xr:36,jypyt:17,k8s_data:36,k8s_job:17,k8s_token:17,k8s_train:36,k8s_user:17,kaim:[10,15],kaimingh:44,kebilinearinterpbw:30,kebilinearinterpfw:30,keep:[3,10,15],kei:[3,16,30,31,48,50],kernel:[10,15,30,46],key1:33,key2:33,key_pair_nam:36,keyid:36,keymetadata:36,keypair:36,keyserv:36,keystat:36,keyusag:36,keyword:3,kill:36,kind:[2,3,17,19,36,37,42,46,48],kingsburi:49,kms:36,know:[3,11,15,17,19,21,28,30,36,48],knowledg:50,known:[42,50,51],kriz:[14,43],ksimonyan:[11,15],kube_cluster_tl:17,kube_ctrl_start_job:17,kube_list_containers_in_job_and_return_current_containers_rank:17,kubeconfig:36,kubectl:37,kuberent:36,kubernet:[17,29,31,38,39],kubernetes_service_host:17,kwarg:[3,9,10,11,12,14,15,46,48,49],l1_rate:[7,15],l2_rate:[7,15],l2regular:[43,46,50],label:[3,5,9,10,12,14,15,18,19,26,37,42,43,44,45,46,48,50],label_dict:49,label_dim:[10,15,46],label_fil:[18,49],label_lay:[10,18],label_list:49,label_path:18,label_slot:49,labeledbow:50,labl:50,lag:33,lake:3,lambda_cost:15,lambdacost:[10,15],lambdarank:[10,15],languag:[10,15,35,41,49,50,51],laptop:21,larg:[15,49,50,51],larger:[3,7,9,10,12,15,31],last:[9,10,11,15,19,26,31,33,46,50,51],last_seq:15,last_time_step_output:10,lastseen:37,late:50,latenc:[31,36],later:[20,27,36,46],latest:[10,15,21,27,37,50],latter:51,launch:[33,36,50],launcher:17,lawyer:47,layer1:[10,11,15],layer2:[10,15],layer3:[10,15],layer:[4,5,7,9,11,14,16,18,19,26,29,32,33,41,42,43,44,46,48,49,50],layer_0:28,layer_attr:[10,15,26,35],layer_num:[35,44],layer_s:[10,15],layer_typ:[10,15],layerbas:28,layerconfig:28,layergradutil:28,layermap:28,layeroutput:[9,11,48],lbl:[9,43],ld_library_path:[20,23,31],lead:30,learn:[0,7,9,10,11,12,15,17,18,19,26,28,30,43,44,46,49,50,51],learnabl:[10,15],learning_method:[12,19,41,43,46,48,50,51],learning_r:[7,12,15,19,41,43,46,48,50,51],learningextern:32,least:[9,10,15,20,47],leav:[3,36],lecun:14,left:[10,15,19,44],leman:51,len:[3,10,15,26,28,46,48,49],length:[10,11,14,15,26,33,37,50,51],less:[10,15,17,31,51],less_than:17,let02:37,let:[5,10,15,17,19,21,36,48],level:[7,10,15,31,33,42,48,50,51],lib64:[20,21,31,33],libcuda:21,libcudnn:20,libjpeg:43,libnvidia:21,libpython:20,librari:[10,15,20,31,33,48],licens:49,like:[3,9,10,15,18,19,20,26,30,31,32,35,36,41,44,46,48,50,51],limit:[10,14,30,33],line:[2,3,5,9,14,19,27,29,30,31,35,36,41,43,44,48,49,50,51],linear:[6,10,15,24],linear_comb:[10,15],linearactiv:[10,19],linguist:49,link:[10,11,15,20,36,46,50],linux:[20,21,23,36,51],lipeng:41,lipton:50,list:[2,3,8,9,10,11,14,15,16,17,19,26,28,31,33,35,36,43,44,46,48,49,50,51],listen:[21,33],literatur:50,littl:[2,3,33,46,50],lium:51,liwicki:50,load:[2,3,5,10,15,17,19,33,36,44,48,49,50,51],load_featur:44,load_feature_c:44,load_feature_pi:44,load_missing_parameter_strategi:[32,33,35,41,49],load_uniform_data:42,loadparamet:5,loadsave_parameters_in_pserv:[32,33],local:[7,15,20,21,27,31,32,33,37,43,50],localhost:21,locat:[26,28,46,49],log:[3,6,15,21,27,28,31,33,36,37,43,48,49,50,51],log_barrier_abstract:33,log_barrier_lowest_nod:[32,33],log_barrier_show_log:[32,33],log_clip:[32,33],log_error_clip:[32,33],log_period:[33,35,37,42,43,46,48,49,50,51],log_period_serv:[32,33],logarithm:15,logger:3,logic:[3,31],longer:51,look:[3,9,19,31,32,36,37,42,46],lookup:46,loop:18,loss:[10,15,28,42,46,50,51],lot:32,low:[10,15],lower:31,lowest:33,lst:48,lstm:[10,15,26,37,46],lstm_attr:15,lstm_bias_attr:[11,15],lstm_cell_attr:[11,15],lstm_group:[11,15],lstm_layer_attr:11,lstm_size:46,lstm_step:[11,15],lstmemori:[11,15,26],lstmemory_group:[10,15],lstmemory_unit:15,ltr:[10,15],lucki:19,mac:[20,21],machan:[11,15],machin:[10,11,12,15,16,19,27,28,32,33,35,36,37,46,48,50,51],made:[3,19,26,47],mai:[3,8,9,10,15,18,27,30,36,47],main:[3,5,27,36,43,49,50],mainli:33,maintain:[10,36],major:[21,27,42,44,50,51],make:[3,10,15,17,18,20,21,27,28,30,31,36,43,46,48,50],male:47,malloc:28,manag:[27,31],manageri:47,mandarin:[10,15],mani:[0,10,11,15,19,33,46,47,48,50],mannal:31,manual:[21,27],manufactur:51,mao:50,map:[3,10,15,16,17,33,43,44,48],map_read:14,mapreduc:17,marcu:50,mark:[3,15,26,49],mark_slot:49,market:[19,47,50],martha:49,mask:[7,10,15],master:[17,27,33,50],mat_param_attr:[11,15],match:30,math:[11,15,28,30],matirx:[10,15],matplotlib:43,matric:[5,26,28],matrix:[9,10,11,14,15,16,26,28,32,35,44,49],matrixptr:28,matter:3,max:[3,7,10,13,14,15,30,33,35,43,46,48],max_id:[15,46],max_length:[10,26],max_siz:15,max_sort_s:[10,15],maxid:[9,10,15,46],maxid_lay:[9,46],maxim:[10,15,51],maximum:[9,26,30,33,46,49,50],maxinum:15,maxout:[10,15],maxpool:[10,15],mayb:[10,11,15,43],mean:[3,7,9,10,11,12,14,15,18,19,26,30,31,33,35,36,41,42,43,44,46,48,49,50,51],mean_img_s:43,mean_meta:44,mean_meta_224:44,mean_valu:44,measur:[19,30],mechan:[10,11,15,26,36,50],media:50,meet:49,member:17,memcpi:30,memor:50,memori:[2,3,11,15,26,28,30,33,35,37,46,49,50,51],memory_threshold_on_load_data:33,mere:[11,15],merg:[27,33,41,51],mergedict:[41,51],messag:[19,33,37,48,50,51],meta:[31,43,44,46],meta_config:[31,48],meta_fil:48,meta_gener:[31,48],meta_path:43,meta_to_head:48,metadata:[36,37],metaplotlib:17,method:[3,8,10,11,12,15,16,21,28,30,33,35,46,48,50,51],metric:32,might:[10,15,28,36],mileag:30,million:[35,47],min:[7,15,30,35,36,48],min_pool_s:3,min_siz:15,mind:31,mini:[3,10,14,15],mini_batch:18,minibatch:[10,15],minibatch_data:14,minim:[3,12,19,33],minimum:[10,15],minimun:33,minst:3,minut:[36,51],miss:[33,41,49],mit:36,mix:[11,15,26,49],mixed_attr:15,mixed_bias_attr:[11,15],mixed_lay:[11,26,49],mixed_layer_attr:11,mixedlayertyp:10,mkdir:[20,36],mkl:20,mkl_path:20,mkl_root:20,ml_data:[31,48],mnist:[3,5,18],mnist_provid:3,mnist_random_image_batch_read:18,mnist_train:[3,18],mnist_train_batch_read:18,mod:49,modal:49,mode:[10,15,33,42,43,44,48,50,51],model:[2,5,8,10,11,12,15,24,27,28,29,33,36,48,49,50],model_averag:12,model_config:[5,42],model_list:[33,35,49,50],model_output:50,model_path:35,model_zoo:[41,44],modelaverag:12,modelconfig:15,modifi:[5,26,27,28,31,36],modul:[2,3,5,8,11,14,15,19,20,43,44,46,48,49],modulo:[10,15],momentum:[7,12,15,19,46],momentumoptim:[19,43],mon:37,monitor:[46,50],mono:[10,15],month:[46,51],mood:50,more:[2,3,5,9,10,11,14,15,17,18,19,21,26,28,30,31,35,37,43,46,49,50,51],morin:[10,15],mose:[50,51],moses_bleu:51,mosesdecod:50,most:[3,5,10,14,17,18,19,26,28,30,32,48,49,50,51],mostli:[43,47],mount:[21,36,37],mountpath:[36,37],move:[10,15,30,36,48,50],movement:[30,50],movi:[3,50],movie_featur:48,movie_head:48,movie_id:48,movie_meta:48,movie_nam:48,movie_review:14,movieid:47,movielen:45,moving_average_fract:[10,15],mpi:31,mse:10,much:[10,15,18,30],mul:28,mulit:31,multi:[10,15,28,32,33,44,51],multi_binary_label_cross_entropi:15,multi_binary_label_cross_entropy_cost:15,multi_crop:44,multinomi:[10,15],multipl:[9,10,11,14,15,17,26,28,33,35,36,42,46,48,50],multipli:[9,10,15,28,43],multithread:3,music:47,must:[3,9,10,11,15,18,20,26,27,28,31,33,35,36,51],my_cluster_nam:36,my_cool_stuff_branch:27,my_external_dns_nam:36,mypaddl:37,mysteri:47,name:[3,7,8,9,10,11,14,15,16,17,19,21,26,28,30,31,33,35,37,38,39,41,42,43,44,46,48,50,51],namespac:[28,37],nano:27,nativ:[10,15],natur:[35,49,50],nce:15,nchw:[10,15],ndarrai:16,ndarri:16,ndcg:[10,15],ndcg_num:[10,15],nearest:46,necessari:[3,10,15,20,28,31,46,50],necessarili:28,need:[3,10,11,14,15,17,19,20,21,23,26,27,28,31,32,33,35,36,37,42,43,44,46,48,49,50,51],neg:[3,9,10,15,46,49,50],neg_distribut:[10,15],negat:49,neighbor:46,nest:[3,14],net:[10,11,15],net_conf:50,net_diagram:44,network:[2,3,4,5,7,9,10,12,14,16,17,18,19,28,30,31,33,41,50,51],network_config:35,networkadministr:36,neural:[3,5,10,11,12,14,15,16,17,19,30,33,41,42,44,50,51],neuralnetwork:[10,15,24],neuron:[5,28,46,50],never:[14,15,18,36,37],newest:27,newtork:50,next:[10,26,28,30,33,36,37,49,50,51],nfs4:36,nfs:36,nfsver:36,nginx:21,nic:[31,32,33],nine:49,nlp:[3,10],nltk:14,nmt:51,nnz:28,no_cach:3,no_sequ:[3,48],noah:50,noavx:[21,23],node:[10,15,28,31,33,36,37,50,51],node_0:36,node_1:36,node_2:36,nodefil:31,noir:47,nois:[10,15,42],noise_dim:42,non:[10,15,28,33,36],none:[2,3,5,7,8,9,10,11,12,14,15,16,17,19,26,44,46],nonlinear:28,norm:[15,42],norm_by_tim:[10,15],normal:[3,5,10,11,15,23,26,28,31,33,37,41,42,44],normzal:44,north:43,notat:[10,15],note:[3,5,7,10,11,12,15,16,17,18,20,21,30,33,35,36,41,43,48,50],noth:[15,16,33],notic:[26,28],novel:50,now:[0,3,10,15,19,21,27,33,36,42,48,49],np_arrai:14,nproc:20,ntst1213:51,ntst14:51,nullptr:28,num:[10,15,31,33,46,49,50,51],num_channel:[10,11,15,43],num_chunk_typ:9,num_class:[10,11,15,43],num_filt:[10,11,15],num_gradient_serv:[32,33],num_group:[10,15],num_neg_sampl:[10,15],num_parameter_serv:17,num_pass:[16,19,32,33,35,37,46,48,49,50,51],num_repeat:[10,15],num_result:9,num_results_per_sampl:10,number:[3,9,10,14,15,18,19,28,31,33,36,41,43,44,46,49,50,51],numchunktyp:9,numdevices_:35,numlogicaldevices_:35,numofallsampl:9,numofwrongpredict:9,numpi:[14,16,18,19,20,42,44],numsampl:30,numtagtyp:9,nvidia:[20,21,30,33],obj:[3,8,19,43,44,46,48],object:[3,5,7,8,9,10,11,12,14,15,16,17,30,42,43,44,46,49],observ:[12,19,28,30,51],obtain:[46,49,50],occup:[47,48],occur:[14,16,27],oct:37,odd:[10,15],off:21,offer:[5,49],offici:[21,36,43],offset:[10,15,48],often:[9,15,31,46,51],ograd:28,old:[21,27,33],omit:46,on_coverallscompil:20,on_init:3,on_travisexclud:20,onc:[3,10,21,27,28,36,46],one:[3,8,9,10,11,12,14,15,17,18,19,21,27,28,31,33,35,36,37,41,42,43,44,46,48,49,50,51],one_host_dens:48,one_hot_dens:48,onli:[2,3,5,9,10,11,14,15,17,19,20,26,27,28,30,32,33,35,36,37,41,44,46,47,50,51],onlin:[12,18],onto:36,open:[0,3,10,15,17,18,19,36,44,46,48,49],openbla:20,openblas_path:20,openblas_root:20,oper:[10,11,12,15,21,26,28,30,33,36,41,43,48],opinion:50,opt:[17,20],optim:[3,4,7,16,19,28,30,50],option:[3,9,10,15,17,19,27,28,31,35],order:[3,10,11,14,15,18,28,33,36,37,42,44,46,50,51],ordinari:50,oregon:36,org:[10,11,15,20,42],organ:[10,15,43,50,51],origin:[0,2,3,10,14,15,27,42,49,51],other:[3,9,10,11,12,14,15,20,23,26,27,35,36,37,41,42,43,44,46,47,48,49,50,51],otherchunktyp:9,otherwis:[2,8,10,14,15,17,18,26,31,35,48,51],our:[17,21,26,28,36,37,41,43,46,49,50,51],out:[10,15,16,17,19,26,30,33,36,37,43,50],out_dir:36,out_left:[10,15],out_mem:26,out_prod:15,out_right:[10,15],out_size_i:[10,15],out_size_x:[10,15],outer:15,outlin:34,outperform:49,output:[5,7,9,10,14,15,17,18,19,26,28,30,33,35,37,41,42,43,44,46,48,49,50,51],output_:[10,15,28],output_dir:44,output_fil:49,output_id:[10,15],output_lay:44,output_max_index:15,output_mem:[10,15,26],outputh:[10,15],outputw:[10,15],outsid:[3,10,11,15],outter_kwarg:3,outv:28,over:[2,10,11,15,17,27,28,30,46,49,50],overcom:50,overhead:30,overlap:28,overrid:28,owe:0,own:[27,31,36],pacakg:23,packag:[3,14,15,22,36],pad:[10,15,26,46],pad_c:[10,15],pad_h:[10,15],pad_w:[10,15],paddepaddl:2,padding_attr:[10,15],padding_i:[10,15],padding_x:[10,15],paddl:[3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,27,28,29,30,31,33,35,36,42,43,46,48,49,50,51],paddle_n:31,paddle_output:37,paddle_port:31,paddle_ports_num:31,paddle_ports_num_for_spars:31,paddle_pserver2:31,paddle_root:41,paddle_source_root:41,paddle_train:31,paddledev:[21,36,37],paddlepaddl:[0,2,3,5,10,11,12,14,15,18,19,20,23,24,26,27,28,29,30,31,38,39,44,46,48,49,50],paddlepadl:3,paddlpaddl:0,paddpepaddl:3,page:[27,36,48],pair:[9,49],palmer:49,paper:[10,15,41,42,44,49,50,51],paraconvert:41,paragraph:50,parallel:[30,33,35,36,37,51],parallel_nn:[7,15,32,33],param:[7,10,15,48],param_attr:[10,11,15,19,26],paramattr:[7,10,15,19,26],paramet:[2,3,4,5,8,9,10,11,12,14,15,18,19,28,29,35,42,43,46,48,49,50,51],parameter_attribut:[10,15],parameter_block_s:[32,33],parameter_block_size_for_spars:[32,33],parameter_learning_r:[7,15],parameter_nam:[16,17],parameter_serv:17,parameterattribut:[7,10,11,15],parametermap:28,parameters_:28,parameterset:17,parametris:12,paramt:[36,41],paramutil:48,paraphras:51,paraphrase_data:41,paraphrase_model:41,paraspars:28,parent:[10,28],pars:[5,14,15,35,36,42,48,49],parse_config:[5,42],parse_network:15,parser:48,part:[3,15,19,26,27,28,30,42,46,48,49,50,51],parti:[30,48],partial:[10,15,42],participl:41,particular:30,partit:36,pass:[3,8,10,15,16,18,19,27,28,30,31,33,36,37,42,43,46,48,49,50,51],pass_id:16,pass_idx:18,pass_test:42,passtyp:28,password:[21,31],past:[17,36],path:[2,3,9,14,18,19,20,26,31,33,35,36,37,41,43,44,46,49,50,51],pattern:[19,36,48,50],paul:49,pave:51,pdf:[10,11,15],pem:[17,36],penn:49,per:[10,18,33,43,46],perfom:[33,35],perform:[2,10,11,15,19,26,27,28,29,31,32,42,43,46,50,51],period:[2,33,46,48,49,50,51],perl:[50,51],permiss:36,peroid:[10,15],persist:36,persistentvolum:36,persistentvolumeclaim:36,person:17,perspect:30,perturb:28,pgp:36,phase:19,photo:43,pick:[3,36],pickl:48,picklabl:8,pictur:46,piec:[10,11,15,19],pillow:43,pip:[20,27,31,43,48],pipe:47,pipelin:49,pixel:[3,10,14,15],pixels_float:3,pixels_str:3,place:[2,3,28,30,31,44,51],placehold:19,plai:[49,50],plain:[2,9,10,15,16],plan:28,platform:[0,19,21,36],pleas:[3,5,7,10,11,12,15,17,18,20,21,22,26,27,28,36,41,43,46,48,49],plot:[17,43],plotcurv:43,png:[43,44],pnpairvalidationlay:33,pnpairvalidationpredict_fil:32,pod:[36,37],pod_nam:36,point:[19,21,30],polar:50,polici:36,polit:50,poll:50,poo:43,pool3:28,pool:[3,4,11,16,43,46,48],pool_attr:[11,15],pool_bias_attr:[11,15],pool_layer_attr:11,pool_pad:[11,15],pool_siz:[3,10,11,15],pool_size_i:[10,15],pool_strid:[11,15],pool_typ:[10,11,15],pooling_lay:[11,46,48],pooling_typ:[10,15,46],poolingtyp:15,popular:[19,44],port:[21,31,32,33,36,37],port_num:32,ports_num:33,ports_num_for_spars:[32,33,35],pos:[48,50],posit:[3,9,10,14,15,46,49,50,51],positive_label:9,possibl:[17,27,30,42],post1:20,potenti:30,power:[10,15,46,51],practic:[8,10,15,19,26,28],pre:[3,10,11,15,17,36,37,41,43,49,50,51],pre_dictandmodel:41,precis:[9,20],pred:[46,49],predefin:50,predetermin:[10,33,51],predic:49,predicate_dict:49,predicate_dict_fil:49,predicate_slot:49,predict:[3,4,9,12,15,19,26,31,33,41,46,51],predict_fil:33,predict_output_dir:[32,33,46],predict_sampl:5,predicted_label_id:46,predictor:48,predin:43,prefer:50,prefetch:28,prefix:36,pregrad:28,preinstal:20,premodel:41,prepar:[5,24,38,46],preprcess:50,preprocess:[14,26,31,37,50],prerequisit:20,present:[17,44,49,51],pretti:19,prev_batch_st:[32,33],prevent:[2,12,17],previou:[10,11,15,28,33,36,49,51],previous:[37,44],price:19,primari:15,primarili:50,principl:17,print:[7,15,16,17,19,26,33,41,46,48,49,50,51],printallstatu:30,printer:9,printstatu:30,priorbox:15,prite:9,privileg:36,prob:[9,42],probabilist:[10,15,41],probability_of_label_0:46,probability_of_label_1:46,probabl:[9,10,15,26,27,44,46,49],problem:[5,10,12,15,17,24,46,49,50],proc:21,proc_from_raw_data:46,proce:[14,18,36],procedur:[41,49,51],proceed:[10,15,49],process:[2,3,5,7,8,10,11,12,15,17,19,26,31,33,35,36,37,41,43,44,46,48,49,50,51],process_pr:46,process_test:8,process_train:8,processdata:[43,44],processor:30,produc:[11,14,15,18,21,44,46],product:[0,15,28,36,46,50],productgraph:37,profil:20,proflier:30,program:[2,14,17,18,30,31,33],programm:47,progress:33,proivid:3,proj:[10,15],project:[10,11,15,20,26,28,48],promis:[10,11,15],prompt:27,prone:17,prop:49,propag:[12,33,35],properli:46,properti:[3,33],propos:51,proposit:49,protect:28,proto:15,protobuf:20,protocol:33,prove:46,proven:51,provid:[0,8,10,14,15,17,19,26,30,31,36,41,42,43,44,47,50],providermemory_threshold_on_load_data:32,provis:36,provod:3,prune:10,pserver:[31,32,33,36],pserver_num_thread:[32,33],pserverstart_pserv:32,pseudo:17,psize:28,pull:[41,51],punctuat:50,purchas:46,purpos:[0,30],push_back:28,put:[28,31,37,46],pvc:36,pwd:21,py_paddl:[5,14,42],pydataprovid:[2,3,46],pydataprovider2:[4,5,19,26,46,48,50],pydataproviderwrapp:8,pyramid:[10,15],pyramid_height:[10,15],python:[2,3,4,8,15,17,19,20,21,27,31,41,42,43,49,50,51],pythonpath:43,pzo:50,qualifi:20,qualiti:46,queri:[10,15,36,51],question:[10,15,17,36,49],quick:[33,37,45,51],quick_start:[36,37,38,46],quick_start_data:37,quickli:19,quickstart:37,quit:30,quot:47,rais:14,ramnath:50,ran:30,rand:[30,33,35,42,49],random:[3,7,10,14,15,18,19,33,42,43,49],randomli:50,randomnumberse:32,rang:[3,10,14,15,18,33,35,43,47,49],rank:[10,15,17,36,44,46],rank_cost:15,rare:3,rate:[7,9,12,15,28,31,43,46,48,50,51],rather:[5,36,50],ratio:[15,33],raw:[10,15,19,46,50],raw_meta:48,rdma:[20,33],rdma_tcp:[32,33],reach:[30,49],read:[2,3,14,17,18,19,26,31,36,44,46,48],read_from_realistic_imag:17,read_from_rng:17,read_mnist_imag:17,read_ranking_model_data:17,reader:[16,51],reader_creator_bool:18,reader_creator_random_imag:[14,18],reader_creator_random_image_and_label:[14,18],reader_dict:14,readi:[19,36,37,43],readm:[47,48,50],readonesamplefromfil:3,readwritemani:36,real:[3,18,19,42],realist:17,reason:[10,11,15,17,21,37],rebas:27,recal:9,receiv:8,recent:51,reciev:33,recogn:43,recognit:[3,10,15,44,50],recommand:3,recommend:[2,11,15,17,26,28,31,33,48],recommonmark:20,recompil:30,record:[36,48,49],recordio:17,recov:[19,42],rectangular:[10,15],recurr:[15,49,50],recurrent_group:[11,15,26],recurrent_lay:11,recurrentgroup:9,recurrentlay:33,recurs:21,recv:36,reduc:[12,31,33,35],refer:[2,5,7,8,10,11,12,15,26,28,31,37,41,43,46,48,51],referenc:10,regard:49,regardless:51,regex:48,region:[30,49],regist:[28,30],register_gpu_profil:30,register_lay:28,register_timer_info:30,registri:37,regress:[9,15,24,45],regression_cost:[15,19,48],regular:[7,12,15,28,36,43,46,50],rel:[2,11,15,31],relat:[1,3,8,23,37,48,50],relationship:[19,42],releas:[20,21,23,36,47,49],relev:[49,51],reli:20,relu:[6,10,15,28],reluactiv:10,remain:46,remot:[7,15,21,27,28,31,33,35,36],remoteparameterupdat:33,remov:[14,31,33,50],renam:51,reorgan:[10,15],repeat:[10,15],replac:50,repo:27,report:[30,31],repositori:27,repres:[3,5,10,12,15,26,28,36,43,46,47],represent:[46,50],reproduc:51,request:[36,37,41,51],requir:[2,9,10,15,17,28,31,36,37,42,43,46,48],requrest:27,res5_3_branch2c_bn:44,res5_3_branch2c_conv:44,res:49,research:[10,15,43,47,50],resembl:50,reserv:3,reserveoutput:28,reset:[10,15],reshap:[15,18],reshape_s:[10,15],residu:44,resnet:45,resnet_101:44,resnet_152:44,resnet_50:44,resolv:[27,37],resourc:[21,36],respect:[3,19,26,28,33,43,44,49,51],respons:[10,15,36,37],rest:[3,10,15,19],restart:[36,37],restartpolici:[36,37],restrict:33,resu:18,result:[5,9,10,15,16,26,30,33,36,43,44,46,48,49,50],result_fil:[9,26],ret_val:48,retir:47,retran:36,retriev:[28,37],return_seq:[11,15],reus:[18,28],reveal:17,revers:[10,11,15,26,49,50],review:[27,37,46,50],reviews_electronics_5:37,revis:46,rewrit:51,rgb:[10,15],rgen:50,rho:12,rich:19,right:[3,10,15,44],rmsprop:[12,46],rmspropoptim:48,rnn:[10,11,15,29,32,46,50],rnn_bias_attr:26,rnn_layer_attr:26,rnn_out:26,rnn_step:10,rnn_use_batch:[32,33],rnnlm:14,robot:43,role:[17,26,36,45,50],roman:50,romanc:47,root:[12,15,21,31,36,37],root_dir:31,rot:[10,15],rotat:[10,15],roughli:[3,42],routin:48,routledg:50,row:[5,9,10,14,15,28,44],row_id:[10,15],rsize:36,rtype:48,rule:[28,36],run:[17,21,27,28,29,30,33,36,38,39,41,43,44,46,48,50,51],runinitfunct:30,runtim:[2,3,20,31],s_fusion:48,s_id:48,s_param:42,s_recurrent_group:26,sacrif:2,sai:[19,33,35],sake:28,sale:47,same:[3,5,8,9,10,11,15,17,26,31,35,36,41,46,48,49,50,51],samping_id:[10,15],sampl:[3,5,9,14,15,31,33,35,41,42,44,46,48,49,50,51],sample_dim:42,sample_id:9,sample_num:9,sampling_id:15,santiago:50,satisfi:[31,36,46],save:[3,10,14,15,19,33,35,36,37,43,44,46,48,49,50,51],save_dir:[19,33,35,37,42,43,46,48,49,50,51],save_only_on:[32,33],saving_period:[32,33],saving_period_by_batch:[32,33,35,46],saw:3,scalabl:0,scalar:[3,10,15],scale:[0,10,15,44,47,48],scaling_project:15,scalingproject:[10,15],scatter:10,scenario:[19,32],scene:32,schdule:36,schedul:[36,42],scheduler_factor:[7,15],schema:41,scheme:[9,12,49],schmidhub:50,schwenk:51,sci:47,scienc:50,scientist:[0,47],score:[9,10,15,48,50,51],screen:48,scrip:46,script:[5,14,21,31,36,43,44,46,49,50,51],seaplane_s_000978:43,search:[10,20,26,33,49,51],seat:51,second:[3,10,14,15,17,18,19,27,31,41,44,46,47,48,50],secret:36,section:[3,26,28,31,36,46],sed:50,see:[3,5,10,11,15,17,19,27,30,36,41,42,44,46,48,50,51],seed:[30,33],segment:9,segmentor:41,sel_fc:[10,15],select:[10,15,27,36,47,51],selectiv:[10,15],selective_fc:15,selector:37,self:[19,28,47,50],selfnorm:[10,15],semant:[17,26,45,50],semat:17,sen_len:49,send:[33,36],sens:10,sent:[17,37],sent_id:26,sentenc:[3,10,26,46,49,50,51],sentiment:[3,19,45,46,49],sentiment_data:50,sentiment_net:50,sentimental_provid:3,separ:[3,9,33,41,46,47,48,49,51],seq:[10,15,48],seq_concat:15,seq_pool:[10,15],seq_reshap:15,seq_text_print:9,seq_to_seq_data:[41,51],seq_typ:[3,14,48],seqtext_printer_evalu:26,seqtoseq:[10,26,41,51],seqtoseq_net:[10,26,41,51],sequel:3,sequenc:[3,9,10,11,14,15,28,41,46,48,49,50,51],sequence_conv_pool:[15,46],sequence_layer_group:10,sequence_nest_layer_group:10,sequencesoftmax:[6,15],sequencestartposit:[10,15],sequencetextprint:9,sequencetyp:3,sequenti:[8,10,15,26,46,49],seri:[11,15,50],serial:[3,16],serv:[21,30,36,42],server:[17,21,28,31,32],servic:47,session:30,set:[2,3,5,7,9,10,11,14,15,16,17,19,20,21,23,26,28,29,30,31,32,33,35,36,37,41,43,44,46,47,48,49,50,51],set_active_typ:28,set_default_parameter_nam:[7,15],set_drop_r:28,set_siz:28,set_typ:28,setp:36,settup:28,setup:[3,28,46],sever:[3,10,15,31,35,36,45,46,48,49,50,51],sgd:[12,16,17,31,42,50,51],sgdasync_count:32,shallow:49,shape:[10,15,16,44],shard:36,share:[10,15,20,30,33,37,49],shared_bia:[11,15],shared_bias:[10,15],shell:[36,44],shift:44,ship:43,shold:50,shop:50,shorter:44,should:[3,5,9,10,12,14,15,16,17,18,19,23,26,27,31,36,43,46,48,49,50,51],should_be_fals:17,should_be_tru:17,should_shuffl:[3,49],shouldn:27,show:[5,12,15,19,27,33,36,37,41,44,46,48,49,50,51],show_check_sparse_distribution_log:[32,33],show_layer_stat:[32,33],show_parameter_stats_period:[32,33,35,37,46,49,50,51],shown:[3,9,10,15,17,26,28,30,36,42,43,44,46,48,50,51],shrink:28,shuf:48,shuffl:[3,14,48,50],sid:36,side:[10,15,16,44],sig:36,sigint:31,sigmoid:[6,10,15,28],sigmoidactiv:[10,11],sign:36,signal:31,signatur:36,signific:30,similar:[10,15,18,36,46,48],similarli:[10,15,49],simpl:[2,3,9,10,11,14,15,16,20,24,27,30,33,46,48,49,50],simple_attent:[15,26],simple_gru2:15,simple_gru:[15,46],simple_img_conv_pool:15,simple_lstm:[10,15,46],simple_rnn:[10,26],simplest:36,simpli:[2,10,15,17,20,26,27,30,41,44,48,50,51],simplifi:[17,28,37],simultan:36,sinc:[10,15,18,19,30,36,42,46,47,51],sincer:[27,50],singl:[3,9,11,12,14,15,28,31,37,44,46,49,51],site:36,six:[41,49,51],size:[3,9,10,11,12,14,15,18,19,26,28,31,33,42,43,44,46,47,48,49,50,51],size_a:[10,15],size_b:[10,15],size_t:28,sizeof:41,skill:51,skip:[18,19,31,36,44],slide:12,slightli:43,slope:[10,15],slope_intercept:15,slot:[48,49],slot_dim:48,slot_nam:48,slottyp:48,slow:[3,30],small:[3,28,31,33,43,51],small_messag:[32,33],small_vgg:43,smaller:[10,15],smith:50,snap:37,snapshot:36,snippet:[26,28,30,36,46],social:50,sock_recv_buf_s:[32,33],sock_send_buf_s:[32,33],socket:33,softmax:[6,10,11,15,17,26,28,41,46,49,50],softmax_param_attr:[11,15],softmax_selfnorm_alpha:[10,15],softmaxactiv:[26,46],softrelu:[6,15],softwar:30,solv:[17,49],solver:51,some:[3,7,10,12,14,15,17,19,20,27,28,30,32,33,35,36,42,46,47,48,49,50,51],someth:[3,10,15],sometim:[12,18,30,50],sophist:[19,28,31],sort:[10,14,15,33,36,48,50,51],sourc:[0,8,10,15,18,19,21,24,26,27,36,37,41,46,48,51],source_dict_dim:26,source_language_word:26,space:[9,26,30],space_seperated_tokens_from_dictionary_according_to_seq:9,space_seperated_tokens_from_dictionary_according_to_sub_seq:9,spars:[3,7,10,12,14,15,28,31,33,36,46],sparse_binary_vector:[3,14,46],sparse_binary_vector_sequ:14,sparse_float_vector:3,sparse_non_value_slot:14,sparse_upd:[7,15],sparse_value_slot:14,sparse_vector:14,sparse_vector_sequ:14,sparseparam:28,sparseprefetchrowcpumatrix:28,spatial:[10,15,43],speak:[26,51],spec:[36,37],specfii:33,speci:43,special:[10,20,41,46,51],specif:[2,35,43,46,48],specifi:[2,3,9,10,14,15,17,19,20,26,28,33,36,42,43,44,46,47,48,50,51],speech:[10,15],speed:[11,15],spefici:44,sphinx:20,sphinx_rtd_them:20,split:[3,10,15,31,35,36,41,44,46,49],split_count:36,spp:[10,15],sql:2,squar:[6,10,12,15,19],squarerootn:[13,15],squarerootnpool:[10,15],squash:51,srand:33,src:51,src_backward:26,src_dict:26,src_embed:26,src_forward:26,src_id:26,src_root:5,src_word_id:26,srl:49,ssd:15,ssh:[21,31,36,37],sshd:21,ssl:20,sstabl:17,stabl:36,stack:[19,36,46,49],stacked_lstm_net:50,stacked_num:50,stackexchang:[10,15],stage:31,stake:51,stale:27,stamp:30,standard:[7,15,41,43,49,50,51],stanford:[14,37],stanh:[6,15],star:47,start:[10,15,16,19,21,26,27,30,31,33,40,41,45,48,51],start_pass:[32,33],start_pserv:33,startup:36,stat:[20,30,33,49,50,51],state:[10,11,15,19,26,33,37,42,49,51],state_act:[10,11,15],statement:[28,36],staticinput:[10,26],statist:[10,15,33,46,49,50,51],statset:30,statu:[9,27,30,36,37],status:37,std:[28,33],stderr:31,stdout:31,step:[5,10,11,12,15,26,28,30,31,36,37,46,48,49,50,51],still:44,stmt1482205552000:36,stmt1482205746000:36,stochast:12,stock:50,stop:[10,31,33,37,48],storag:[36,37,43],store:[9,10,15,28,31,33,36,37,41,43,44,46,48,49,50,51],str:35,straight:27,strategi:[3,15,33,49],street:[10,15,49],strength:42,strict:18,stride:[10,15],stride_i:[10,15],stride_x:[10,15],string:[2,3,8,9,10,15,28,33,36,50],strip:[46,48,49],structur:[14,31,36,41,43,46,48,49,50,51],sts:36,stub:[10,15],student:47,stuff:27,stun:3,style:[3,10,15,20,27],sub:[9,10,14,15,17,26,28,43,46,51],sub_sequ:3,subgradi:12,submit:[27,32,33,36],subnet0:36,subnet:[17,36],subobjectpath:37,subsequenceinput:10,subset:[28,51],substanti:44,substitut:51,succe:50,succeed:37,success:[36,37,44,49],successfulcr:37,successfuli:50,successfulli:[44,48,50],successor:[33,51],sucessfulli:51,sudo:[20,23,36,43],suffic:[18,19],suffici:33,suffix:51,suggest:[10,15,30],suitabl:[27,33,43],sum:[9,10,12,13,15,26,28],sum_cost:15,sum_to_one_norm:[10,15],summar:[46,50],sumpool:[10,15],support:[7,9,10,12,14,15,18,20,21,23,26,28,30,33,36,49],support_hppl:15,suppos:[19,28,46],sure:[27,28,36,43,50],survei:50,swap_channel:44,swig:[5,20],swig_paddl:[5,14,42],symbol:10,sync:[27,33,42],syncflag:28,synchron:[12,31,33,36],syntact:49,syntax:[18,48],synthect:19,synthes:42,synthet:19,sys:44,system:[20,21,31,37,46,49,50,51],t2b:41,tab:46,tabl:[3,10,15,44,46,51],table_project:15,tableproject:[10,15],tag:[9,26],tagtyp:9,take:[3,5,9,10,11,15,17,26,28,30,36,37,42,49,51],taken:[3,49],tanh:[6,10,11,15,28],tanhactiv:[10,11,26],taobao:50,tar:[14,20,36],tarbal:36,target:[10,15,16,26,41,46,51],target_dict_dim:26,target_language_word:26,targetinlink:10,task:[3,9,10,15,19,26,35,41,44,49,50,51],tconf:50,tcp:[33,36],teach:46,tear:30,technician:47,techniqu:[26,28],tee:[37,43,48,49,50,51],tell:[30,48],tellig:50,templat:[37,49],tempor:[10,15,46,49],tensor:[10,15],term:[10,11,15,49,50],termin:[21,37],terminolog:19,tese:2,tesh:49,test:[2,3,8,9,10,14,15,16,17,18,20,21,23,27,30,31,32,41,43,44,46,47,51],test_all_data_in_one_period:[37,43,48,49,50],test_data:51,test_fcgrad:28,test_gpuprofil:30,test_layergrad:28,test_list:[3,8,19,43,46],test_part_000:50,test_pass:[32,33,35,51],test_period:[32,33,35],test_ratio:48,test_wait:[32,33],testa:17,testb:17,testbilinearfwdbwd:30,testconfig:28,tester:[48,51],testfcgrad:28,testfclay:28,testlayergrad:28,testmodel_list:32,testq:17,testresult:16,testsave_dir:32,testutil:28,text:[2,3,9,11,14,15,17,26,36,41,45,46,48,50],text_conv:46,text_conv_pool:[15,48],text_fil:[14,50],tflop:30,tgz:20,than:[3,5,7,9,10,11,12,15,20,21,26,28,31,36,44,49,50,51],thank:[0,41,51],thei:[3,17,19,26,28,30,31,32,36,44,50],them:[2,3,11,15,17,18,19,21,26,30,32,33,36,43,44,46,48,50,51],theori:30,therefor:20,therein:[10,15],therun:44,thi:[2,3,7,8,9,10,11,12,14,15,16,17,18,19,20,21,23,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],thing:[3,19,26,27,30,48,49],think:17,third:[10,15,30,44,50],those:[44,49],thought:30,thread:[28,30,33,35,48,49,50,51],thread_local_rand_use_global_se:[32,33],threadid:35,threadloc:30,three:[3,9,10,12,15,18,19,26,33,42,44,50,51],threshold:[7,9,12,15,33,50],thriller:47,through:[5,10,15,26,28,30,31,41,42,43,50,51],throughout:46,throughput:30,thu:[3,10,15,19,28,36,51],tier:37,tight:20,time:[3,10,11,14,15,17,18,19,26,30,33,35,37,46,47,49,50,51],timelin:[10,15,30],timeo:36,timer:20,timestamp:[10,15,47],timestep:[3,10,15],titil:48,titl:[27,47,48],tmall:50,todo:[9,11,14,15,16],toend:[10,15],togeth:[3,10,11,14,15,26],token:[9,10,17,26,41,50,51],too:[21,23],tool:[26,27,36,50],toolchain:20,toolkit:[20,23],top:[9,15,44,49],top_k:[9,15],topolog:[15,16,17],toronto:[14,43],total:[9,16,18,30,31,37,41,51],total_pass:18,touch:50,tourism:50,tourist:51,toward:19,tra:51,track:10,tractabl:10,tradesman:47,tradit:[10,15],trail:14,train:[2,3,5,7,8,9,10,12,14,15,16,24,26,28,29,30,32,38,39,44],train_conf:[41,51],train_config_dir:36,train_data:51,train_id:36,train_list:[3,8,19,43,44,46],train_part_000:50,trainabl:[10,15],traindot_period:32,trainer:[1,3,5,17,19,28,31,33,35,42,46,49,50,51],trainer_config:[2,3,19,31,36,37,46,48,50],trainer_config_help:[3,6,7,8,9,10,11,12,13,19,28,43,46,48],trainer_count:[32,33,35,36,37,48,49,50,51],trainer_id:[33,36],trainerintern:[46,48,51],training_machin:42,trainingtest_period:32,trainonedatabatch:42,tran:[10,15,28,33],trane:3,trans_full_matrix_project:15,transact:50,transfer:[2,3],transform:[10,15,26,28,42,43,46,49],transform_param_attr:[11,15],translat:[10,11,15,19,41,48,50,51],transpar:31,transport:33,transpos:[10,15,28,42],transposedfullmatrixproject:[10,15],travel:[3,11],travi:[20,27],treat:[10,15,26],tree:[10,15,21,27,33,51],trg:51,trg_dict:26,trg_dict_path:26,trg_embed:26,trg_id:26,trg_ids_next:26,triain:2,trivial:3,trn:46,truck:43,true_imag:18,true_label:18,true_read:18,truth:[9,10,15,46,51],tst:46,tune:[7,15,29,46,48,51],tuninglog_barrier_abstract:32,tupl:[3,8,10,11,14,15,16,18],ture:[10,15],turn:[10,18,42],tutori:[26,27,28,30,31,36,37,38,39,40,44,46],tweet:50,twelv:51,twitter:50,two:[2,3,10,11,15,17,18,19,26,30,31,35,36,41,42,43,44,46,48,49,50,51],txt:[3,28,31,36,46,48,50],type:[3,8,9,10,11,12,14,15,16,17,18,19,26,28,33,35,36,37,43,44,46,48,49],type_nam:[10,48],typic:[5,9,30,50],ubuntu:23,ubyt:18,uci:14,ufldl:[10,15],uid:37,unbalanc:33,unbound:26,unconstrain:50,under:[19,20,36,47,50],underli:19,understand:[21,30,41,43,50],understudi:51,undeterminist:30,unemploi:47,unexist:49,uniform:[7,10,14,15,18,33,42],uniqu:[17,27,33,36],unique_ptr:28,unit:[10,11,15,19,20,21,26,27,49],unittestcheckgrad_ep:32,univ:51,unix:31,unk:[41,51],unk_idx:[46,49],unknown:[10,15],unlabel:50,unlik:[49,50,51],unseg:[10,15],unsup:50,unsupbow:50,until:[31,36,49],unus:48,unzip:48,updat:[7,10,12,15,20,28,31,33,35,50],update_equ:16,updatecallback:28,updatestack:36,upon:[0,49],upstream:27,uri:36,url:[23,50],urls_neg:50,urls_po:50,urls_unsup:50,usag:[2,3,9,10,11,14,15,16,19,30,41,42,48],use:[0,2,3,5,7,8,9,10,11,12,14,15,17,19,20,21,22,23,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],use_global_stat:[10,15],use_gpu:[32,33,35,37,42,43,44,46,48,49,50,51],use_jpeg:43,use_old_updat:[32,33],use_seq:[19,48],use_seq_or_not:48,used:[2,3,5,9,10,11,12,14,15,16,17,18,19,22,23,26,28,30,31,32,33,35,36,41,43,44,46,48,49,50,51],useful:[2,3,10,11,15,26,28,35,46,49,50],usegpu:[28,42],useless:31,user:[2,3,7,9,10,11,14,15,17,18,19,21,27,31,32,33,36,44,46,49],user_featur:48,user_head:48,user_id:48,user_meta:48,user_nam:48,userid:47,usernam:27,uses:[3,26,27,28,33,36,43,44,46,48,51],using:[2,3,5,7,8,10,14,15,17,18,19,21,26,27,28,30,33,35,36,37,41,42,43,44,46,49,50],usr:[20,21,31,33,36],usrdict:41,usrmodel:41,usual:[10,14,15,19,20,21,30,33,35,36,50],utf:41,util:[5,20,26,28,30,43,48,50],v28:[10,15],valid:[18,36,44,50],valu:[3,5,7,9,10,12,14,15,16,19,26,28,33,35,36,42,43,44,49,50],value1:33,value2:33,value_rang:14,vanilla:26,vanish:50,vari:[30,36],variabl:[3,10,14,15,17,19,20,23,28,31,36,37,50],varianc:[10,15,44],vast:27,vec1:15,vec2:15,vector:[3,10,11,14,15,17,26,28,41,46,48,50,51],vectorenable_parallel_vector:32,verb:49,veri:[3,10,15,26,30,43,46,50],verifi:[27,28],versa:20,version:[10,11,15,20,21,23,28,30,31,32,33,36,37,41,43,47,49,50,51],versu:17,vertic:[10,15,44],vgg:[11,15,43],vgg_16_cifar:43,vgg_16_network:15,via:[18,20,30,31,36,46],vice:20,view:[10,15],vim:27,virtualenv:48,vision:43,visipedia:43,visual:[10,15,30],viterbi:49,voc_dim:46,vocab:50,volum:[21,37],volumemount:[36,37],volumn:36,voluntarili:47,vutbr:14,wai:[3,10,11,15,17,19,21,26,28,31,35,48,49,51],wait:[12,33],walk:[5,42],wall:49,want:[3,10,11,15,17,18,19,20,21,28,33,35,41,44,46,48,49,50],war:47,warn:[10,15],warp:[10,15,30],warp_ctc:15,wbia:[36,44],web:21,websit:[43,46,49,50],wei:[49,50],weight:[9,10,11,12,15,26,28,33,35,43,44],weight_act:[11,15],weightlist:28,weights_:28,weights_t:28,welcom:[48,50],well:[28,33,36,43,46],west:36,western:47,wether:[10,15],what:[7,10,11,12,15,19,31,46,48],wheel:20,when:[2,3,7,9,10,12,14,15,16,23,26,27,28,30,33,35,36,37,41,42,43,49,50,51],whenev:48,where:[3,10,11,12,15,17,19,26,28,30,31,33,35,41,44,49,51],whether:[9,10,11,15,18,28,33,42,43,48,50,51],which:[0,2,3,5,9,10,11,12,14,15,17,18,19,23,26,28,30,31,33,35,36,42,43,44,46,47,48,49,50,51],whichev:42,whl:20,who:[41,44,47],whole:[3,9,14,36,37,46,47,48,51],whole_cont:48,whose:[3,14,26,48,49],why:[11,15],wide:49,width:[9,10,14,15,18,28,43,51],wiki:[10,15],wikipedia:[10,15],wilder:3,window:[10,15,21,50],wise:[10,15],with_avx:21,with_avxcompil:20,with_doccompil:20,with_doubl:28,with_doublecompil:20,with_dsocompil:20,with_gpucompil:20,with_profil:30,with_profilercompil:20,with_pythoncompil:20,with_rdmacompil:20,with_style_checkcompil:20,with_swig_pycompil:20,with_testingcompil:20,with_tim:30,with_timercompil:20,within:[10,19],without:[9,10,15,18,31,50],wmt14:51,wmt14_data:51,wmt14_model:51,wmt:51,woboq:21,won:[30,44],wonder:3,word:[3,9,10,14,26,35,45,48,49,50,51],word_dict:[46,49],word_dim:46,word_id:3,word_slot:49,word_vector:46,word_vector_dim:[26,41],words_freq_sort:14,work:[3,5,14,17,18,20,21,26,27,28,30,31,33,36,37,46,48],worker:36,workercount:36,workflow:[27,36],workspac:[33,48],worri:19,wors:42,would:[18,31,36,42,46,49],wouldn:21,wrap:49,wrapper:[11,15,30],writ:48,write:[3,14,17,18,26,27,29,31,36,43,48,49,51],writelin:19,writer:[17,47],written:[48,50],wrong:[3,18],wsize:36,wsj:49,www:[10,14,15,21,43,51],x64:20,xarg:[21,28],xgbe0:33,xgbe1:33,xiaojun:50,xrang:[18,19,28],xxbow:50,xxx:[17,21,44,51],xxxxxxxxx:36,xxxxxxxxxx:36,xxxxxxxxxxxxx:36,xxxxxxxxxxxxxxxxxxx:36,xzf:20,y_predict:19,yaml:[36,48],yann:14,year:47,yeild:43,yield:[3,14,17,18,19,26,46,48,49,50],you:[2,3,5,7,10,11,12,15,19,20,21,23,26,27,28,30,31,33,35,36,41,42,43,44,46,48,49,50,51],your:[3,10,15,17,20,21,28,30,31,35,36,46,50],your_access_key_id:36,your_secrete_access_kei:36,yum:20,yuyang18:[11,14,15,16],yyi:21,zachari:50,zeng:50,zero:[3,7,10,12,14,15,28,33,36,46],zhidao:41,zhou:[49,50],zip:47,zone:36,zxvf:36,zzz:21},titles:["ABOUT","API","Introduction","PyDataProvider2","API","Python 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]}})
+Search.setIndex({docnames:["about/index_en","api/index_en","api/v1/data_provider/dataprovider_en","api/v1/data_provider/pydataprovider2_en","api/v1/index_en","api/v1/predict/swig_py_paddle_en","api/v1/trainer_config_helpers/activations","api/v1/trainer_config_helpers/attrs","api/v1/trainer_config_helpers/data_sources","api/v1/trainer_config_helpers/evaluators","api/v1/trainer_config_helpers/layers","api/v1/trainer_config_helpers/networks","api/v1/trainer_config_helpers/optimizers","api/v1/trainer_config_helpers/poolings","api/v2/data","api/v2/model_configs","api/v2/run_logic","design/api","design/reader/README","getstarted/basic_usage/index_en","getstarted/build_and_install/build_from_source_en","getstarted/build_and_install/docker_install_en","getstarted/build_and_install/index_en","getstarted/build_and_install/ubuntu_install_en","getstarted/index_en","howto/deep_model/rnn/index_en","howto/deep_model/rnn/rnn_config_en","howto/dev/contribute_to_paddle_en","howto/dev/new_layer_en","howto/index_en","howto/optimization/gpu_profiling_en","howto/usage/cluster/cluster_train_en","howto/usage/cmd_parameter/arguments_en","howto/usage/cmd_parameter/detail_introduction_en","howto/usage/cmd_parameter/index_en","howto/usage/cmd_parameter/use_case_en","howto/usage/k8s/k8s_aws_en","howto/usage/k8s/k8s_en","howto/usage/k8s/src/k8s_data/README","howto/usage/k8s/src/k8s_train/README","index_en","tutorials/embedding_model/index_en","tutorials/gan/index_en","tutorials/image_classification/index_en","tutorials/imagenet_model/resnet_model_en","tutorials/index_en","tutorials/quick_start/index_en","tutorials/rec/ml_dataset_en","tutorials/rec/ml_regression_en","tutorials/semantic_role_labeling/index_en","tutorials/sentiment_analysis/index_en","tutorials/text_generation/index_en"],envversion:50,filenames:["about/index_en.rst","api/index_en.rst","api/v1/data_provider/dataprovider_en.rst","api/v1/data_provider/pydataprovider2_en.rst","api/v1/index_en.rst","api/v1/predict/swig_py_paddle_en.rst","api/v1/trainer_config_helpers/activations.rst","api/v1/trainer_config_helpers/attrs.rst","api/v1/trainer_config_helpers/data_sources.rst","api/v1/trainer_config_helpers/evaluators.rst","api/v1/trainer_config_helpers/layers.rst","api/v1/trainer_config_helpers/networks.rst","api/v1/trainer_config_helpers/optimizers.rst","api/v1/trainer_config_helpers/poolings.rst","api/v2/data.rst","api/v2/model_configs.rst","api/v2/run_logic.rst","design/api.md","design/reader/README.md","getstarted/basic_usage/index_en.rst","getstarted/build_and_install/build_from_source_en.md","getstarted/build_and_install/docker_install_en.rst","getstarted/build_and_install/index_en.rst","getstarted/build_and_install/ubuntu_install_en.rst","getstarted/index_en.rst","howto/deep_model/rnn/index_en.rst","howto/deep_model/rnn/rnn_config_en.rst","howto/dev/contribute_to_paddle_en.md","howto/dev/new_layer_en.rst","howto/index_en.rst","howto/optimization/gpu_profiling_en.rst","howto/usage/cluster/cluster_train_en.md","howto/usage/cmd_parameter/arguments_en.md","howto/usage/cmd_parameter/detail_introduction_en.md","howto/usage/cmd_parameter/index_en.rst","howto/usage/cmd_parameter/use_case_en.md","howto/usage/k8s/k8s_aws_en.md","howto/usage/k8s/k8s_en.md","howto/usage/k8s/src/k8s_data/README.md","howto/usage/k8s/src/k8s_train/README.md","index_en.rst","tutorials/embedding_model/index_en.md","tutorials/gan/index_en.md","tutorials/image_classification/index_en.md","tutorials/imagenet_model/resnet_model_en.md","tutorials/index_en.md","tutorials/quick_start/index_en.md","tutorials/rec/ml_dataset_en.md","tutorials/rec/ml_regression_en.rst","tutorials/semantic_role_labeling/index_en.md","tutorials/sentiment_analysis/index_en.md","tutorials/text_generation/index_en.md"],objects:{"paddle.trainer.PyDataProvider2":{provider:[3,0,1,""]},"paddle.trainer_config_helpers":{attrs:[7,1,0,"-"],data_sources:[8,1,0,"-"]},"paddle.trainer_config_helpers.attrs":{ExtraAttr:[7,2,1,""],ExtraLayerAttribute:[7,3,1,""],ParamAttr:[7,2,1,""],ParameterAttribute:[7,3,1,""]},"paddle.trainer_config_helpers.attrs.ParameterAttribute":{set_default_parameter_name:[7,4,1,""]},"paddle.trainer_config_helpers.data_sources":{define_py_data_sources2:[8,0,1,""]},"paddle.v2":{activation:[15,1,0,"-"],attr:[15,1,0,"-"],data_feeder:[14,1,0,"-"],data_type:[14,1,0,"-"],dataset:[14,1,0,"-"],event:[16,1,0,"-"],infer:[16,0,1,""],layer:[15,1,0,"-"],minibatch:[14,1,0,"-"],networks:[15,1,0,"-"],optimizer:[15,1,0,"-"],parameters:[16,1,0,"-"],pooling:[15,1,0,"-"],reader:[14,1,0,"-"],trainer:[16,1,0,"-"]},"paddle.v2.activation":{Abs:[15,3,1,""],BRelu:[15,3,1,""],Base:[15,3,1,""],Exp:[15,3,1,""],Identity:[15,2,1,""],Linear:[15,3,1,""],Log:[15,3,1,""],Relu:[15,3,1,""],STanh:[15,3,1,""],SequenceSoftmax:[15,3,1,""],Sigmoid:[15,3,1,""],SoftRelu:[15,3,1,""],Softmax:[15,3,1,""],Square:[15,3,1,""],Tanh:[15,3,1,""]},"paddle.v2.attr":{Extra:[15,2,1,""],ExtraAttr:[15,2,1,""],ExtraLayerAttribute:[15,3,1,""],Param:[15,2,1,""],ParamAttr:[15,2,1,""],ParameterAttribute:[15,3,1,""]},"paddle.v2.attr.ParameterAttribute":{set_default_parameter_name:[15,4,1,""]},"paddle.v2.data_feeder":{DataFeeder:[14,3,1,""]},"paddle.v2.data_feeder.DataFeeder":{convert:[14,4,1,""]},"paddle.v2.data_type":{InputType:[14,3,1,""],dense_vector:[14,0,1,""],dense_vector_sequence:[14,0,1,""],integer_value:[14,0,1,""],integer_value_sequence:[14,0,1,""],sparse_binary_vector:[14,0,1,""],sparse_binary_vector_sequence:[14,0,1,""],sparse_non_value_slot:[14,0,1,""],sparse_value_slot:[14,0,1,""],sparse_vector:[14,0,1,""],sparse_vector_sequence:[14,0,1,""]},"paddle.v2.dataset":{cifar:[14,1,0,"-"],conll05:[14,1,0,"-"],imdb:[14,1,0,"-"],imikolov:[14,1,0,"-"],mnist:[14,1,0,"-"],movielens:[14,1,0,"-"],sentiment:[14,1,0,"-"],uci_housing:[14,1,0,"-"]},"paddle.v2.dataset.mnist":{test:[14,0,1,""],train:[14,0,1,""]},"paddle.v2.dataset.sentiment":{get_word_dict:[14,0,1,""],test:[14,0,1,""],train:[14,0,1,""]},"paddle.v2.event":{BeginIteration:[16,3,1,""],BeginPass:[16,3,1,""],EndIteration:[16,3,1,""],EndPass:[16,3,1,""],TestResult:[16,3,1,""]},"paddle.v2.layer":{addto:[15,3,1,""],batch_norm:[15,3,1,""],bilinear_interp:[15,3,1,""],block_expand:[15,3,1,""],classification_cost:[15,3,1,""],concat:[15,3,1,""],context_projection:[15,3,1,""],conv_operator:[15,3,1,""],conv_projection:[15,3,1,""],conv_shift:[15,3,1,""],convex_comb:[15,3,1,""],cos_sim:[15,3,1,""],crf:[15,3,1,""],crf_decoding:[15,3,1,""],cross_entropy_cost:[15,3,1,""],cross_entropy_with_selfnorm_cost:[15,3,1,""],ctc:[15,3,1,""],data:[15,3,1,""],dotmul_operator:[15,3,1,""],dotmul_projection:[15,3,1,""],dropout:[15,3,1,""],embedding:[15,3,1,""],eos:[15,3,1,""],expand:[15,3,1,""],fc:[15,3,1,""],first_seq:[15,3,1,""],full_matrix_projection:[15,3,1,""],get_output:[15,3,1,""],gru_step:[15,3,1,""],grumemory:[15,3,1,""],hsigmoid:[15,3,1,""],huber_cost:[15,3,1,""],identity_projection:[15,3,1,""],img_cmrnorm:[15,3,1,""],img_conv:[15,3,1,""],img_pool:[15,3,1,""],interpolation:[15,3,1,""],lambda_cost:[15,3,1,""],last_seq:[15,3,1,""],linear_comb:[15,3,1,""],lstm_step:[15,3,1,""],lstmemory:[15,3,1,""],max_id:[15,3,1,""],maxout:[15,3,1,""],multi_binary_label_cross_entropy_cost:[15,3,1,""],nce:[15,3,1,""],out_prod:[15,3,1,""],pad:[15,3,1,""],parse_network:[15,0,1,""],pooling:[15,3,1,""],power:[15,3,1,""],print:[15,3,1,""],priorbox:[15,3,1,""],rank_cost:[15,3,1,""],recurrent:[15,3,1,""],regression_cost:[15,3,1,""],repeat:[15,3,1,""],rotate:[15,3,1,""],sampling_id:[15,3,1,""],scaling:[15,3,1,""],scaling_projection:[15,3,1,""],selective_fc:[15,3,1,""],seq_concat:[15,3,1,""],seq_reshape:[15,3,1,""],slope_intercept:[15,3,1,""],spp:[15,3,1,""],sum_cost:[15,3,1,""],sum_to_one_norm:[15,3,1,""],table_projection:[15,3,1,""],tensor:[15,3,1,""],trans:[15,3,1,""],trans_full_matrix_projection:[15,3,1,""],warp_ctc:[15,3,1,""]},"paddle.v2.minibatch":{batch:[14,0,1,""]},"paddle.v2.networks":{bidirectional_gru:[15,3,1,""],bidirectional_lstm:[15,3,1,""],dropout_layer:[15,3,1,""],gru_group:[15,3,1,""],gru_unit:[15,3,1,""],img_conv_bn_pool:[15,3,1,""],img_conv_group:[15,3,1,""],lstmemory_group:[15,3,1,""],lstmemory_unit:[15,3,1,""],sequence_conv_pool:[15,3,1,""],simple_attention:[15,3,1,""],simple_gru2:[15,3,1,""],simple_gru:[15,3,1,""],simple_img_conv_pool:[15,3,1,""],simple_lstm:[15,3,1,""],text_conv_pool:[15,3,1,""],vgg_16_network:[15,3,1,""]},"paddle.v2.parameters":{Parameters:[16,3,1,""],create:[16,0,1,""]},"paddle.v2.parameters.Parameters":{append_gradient_machine:[16,4,1,""],deserialize:[16,4,1,""],get:[16,4,1,""],get_shape:[16,4,1,""],has_key:[16,4,1,""],keys:[16,4,1,""],names:[16,4,1,""],serialize:[16,4,1,""],set:[16,4,1,""]},"paddle.v2.pooling":{Avg:[15,3,1,""],BasePool:[15,3,1,""],CudnnAvg:[15,3,1,""],CudnnMax:[15,3,1,""],Max:[15,3,1,""],SquareRootN:[15,3,1,""],Sum:[15,3,1,""]},"paddle.v2.reader":{buffered:[14,0,1,""],chain:[14,0,1,""],compose:[14,0,1,""],creator:[14,1,0,"-"],firstn:[14,0,1,""],map_readers:[14,0,1,""],shuffle:[14,0,1,""]},"paddle.v2.reader.creator":{np_array:[14,0,1,""],text_file:[14,0,1,""]},"paddle.v2.trainer":{SGD:[16,3,1,""]},"paddle.v2.trainer.SGD":{train:[16,4,1,""]}},objnames:{"0":["py","function","Python function"],"1":["py","module","Python module"],"2":["py","attribute","Python attribute"],"3":["py","class","Python class"],"4":["py","method","Python method"]},objtypes:{"0":"py:function","1":"py:module","2":"py:attribute","3":"py:class","4":"py:method"},terms:{"0000x":46,"00186201e":5,"00m":30,"02595v1":[10,15],"03m":30,"0424m":30,"0473v3":[11,15],"055ee37d":36,"05d":43,"0630u":30,"06u":30,"0810u":30,"08823112e":5,"0957m":30,"0ab":[10,15],"0th":51,"10007_10":50,"10014_7":50,"100gb":30,"100gi":36,"10m":30,"1150u":30,"11e6":37,"12194102e":5,"124n":30,"13m":37,"1490u":30,"15501715e":5,"1550u":30,"15mb":46,"1636k":51,"16mb":46,"16u":30,"173m":44,"173n":30,"1770u":30,"18ad":36,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":37,"197u":30,"1gb":30,"1st":[41,44,50,51],"202mb":51,"210u":30,"211839e770f7b538e2d8":[11,15],"215n":30,"228u":30,"234m":44,"2520u":30,"252kb":46,"25639710e":5,"25k":46,"2680u":30,"27787406e":5,"279n":30,"27m":30,"285m":30,"2863m":30,"28m":30,"28x28":3,"2977m":30,"2cbf7385":36,"2nd":[10,15,50,51],"302n":30,"30u":30,"32777140e":5,"328n":30,"32u":30,"32x32":43,"331n":30,"3320u":30,"36540484e":5,"365e":36,"36u":30,"3710m":30,"3768m":30,"387u":30,"38u":30,"3920u":30,"39u":30,"3rd":[48,50,51],"4035m":30,"4090u":30,"4096mb":33,"4279m":30,"43630644e":5,"43u":30,"448a5b355b84":37,"4560u":30,"4563m":30,"45u":30,"4650u":30,"4726m":30,"473m":37,"48565123e":5,"48684503e":5,"49316648e":5,"4gb":33,"50bd":36,"50gi":36,"51111044e":5,"514u":30,"525n":30,"526u":30,"53018653e":5,"536u":30,"5460u":30,"5470u":30,"54u":30,"55g":51,"5690m":30,"573u":30,"578n":30,"5798m":30,"586u":30,"58s":37,"5969m":30,"6080u":30,"6082v4":[10,15],"6140u":30,"6305m":30,"639u":30,"655u":30,"6780u":30,"6810u":30,"682u":30,"6970u":30,"6ce9":36,"6node":31,"6th":51,"704u":30,"70634608e":5,"7090u":30,"72296313e":5,"72u":30,"73u":30,"75u":30,"760u":30,"767u":30,"783n":30,"784u":30,"78m":30,"7eamaa":14,"7kb":37,"8250u":30,"8300u":30,"830n":30,"849m":30,"85625684e":5,"861u":30,"864k":51,"8661m":30,"892m":30,"901n":30,"90u":30,"918u":30,"9247m":30,"924n":30,"9261m":30,"93137714e":5,"9330m":30,"94u":30,"9530m":30,"96644767e":5,"983m":30,"988u":30,"997u":30,"99982715e":5,"99m":44,"99u":30,"9f18":37,"\u7ea2\u697c\u68a6":41,"\ufb01xed":51,"abstract":[28,33],"break":46,"case":[10,15,18,19,26,27,28,30,34,36,42,46],"char":48,"class":[5,7,10,12,14,15,16,17,32,43,50],"const":28,"default":[3,7,9,10,11,12,14,15,16,17,21,31,33,35,36,37,46,48,50,51],"export":[20,21,43],"final":[11,15,19,20,28,48,50],"float":[3,7,9,10,12,14,15,19,28,30,35,41,44,48],"function":[3,5,8,10,11,12,14,15,17,18,19,26,28,30,31,33,42,43,46,49,50,51],"import":[3,5,9,10,15,17,19,21,26,30,36,41,42,43,44,46,48,50,51],"int":[3,7,9,10,11,12,14,15,16,18,28,35,46,48,49],"long":[2,10,11,14,15,21,30,49,50],"new":[3,10,14,15,18,27,29,36,37,42,46,49,50],"null":[10,15,28,33,48],"public":[28,31,36,37,50],"return":[3,8,9,10,11,14,15,16,17,19,26,28,36,42,44,46,47,48,51],"short":[10,11,15,19,48,49,50],"static":[10,36],"super":28,"switch":[36,50],"throw":36,"true":[3,7,9,10,11,12,14,15,16,17,18,19,26,28,33,35,36,44,48,49,50,51],"try":[12,18,30,42,48],"void":28,"while":[2,3,7,9,14,15,18,26,33,42,46,50,51],AGE:[36,37],AND:48,ARE:48,AWS:[29,38,39],Abs:[6,15],Age:47,And:[3,9,10,12,15,18,21,23,27,35,36,37,41,44,48,50,51],But:[3,10,11,15],EOS:[10,15],For:[2,3,8,9,10,12,14,15,17,18,19,20,21,26,28,30,31,32,33,35,41,43,44,46,50,51],Going:50,Has:3,IDs:46,Ids:46,Into:36,Its:[3,26,36,48],Not:[17,31],ONE:3,One:[9,10,11,15,16,26,28,33,42,46,50,51],QoS:37,THE:3,TLS:[17,36],That:[10,14,15,18,33,35],The:[2,3,5,7,8,9,10,11,12,14,15,16,17,18,19,20,21,22,23,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],Their:[3,10,15],Then:[5,10,20,21,26,27,28,30,36,37,41,43,48,49,50],There:[9,10,15,16,17,19,23,30,36,42,43,44,45,46,48,51],These:[31,35,43,49],USE:48,USING:48,Use:[3,17,18,28,30,33,34,36,48],Used:[11,15],Useful:3,Using:[37,50],VPS:36,WITH:27,Will:[14,16],With:[3,10,11,15,19,42,49],Yes:21,___fc_layer_0__:36,__init__:28,__list_to_map__:48,__main__:44,__meta__:48,__name__:44,__rnn_step__:26,_error:42,_link:[11,15],_proj:[10,15],_res2_1_branch1_bn:44,_source_language_embed:[26,41],_target_language_embed:[26,41],aaaaaaaaaaaaa:36,abc:[10,15],abl:[10,15,17,42,50],about:[5,10,11,15,19,21,30,32,33,36,40,49,50,51],abov:[3,5,10,15,17,19,21,30,36,37,42,44,46,49],abs:[11,15,42],absolut:[2,31],academ:47,acceler:35,accept:[3,5,14,17,18,46,49],acceptor:49,access:[2,10,11,15,17,26,51],accessmod:36,accident:47,accord:[2,3,9,10,15,26,27,31,32,33,35],accordingli:[5,28],accordingto:49,accrod:[11,15],accuraci:[9,28,46,47,50],achiev:[30,43],ack:33,acl:50,aclimdb:50,aclimdb_v1:14,across:[10,15],act:[10,11,15,19,26,46],act_typ:46,action:[36,47],activ:[0,4,5,10,11,19,20,28,33,46,50],activi:[11,15],actual:[3,10,15,19,21],adadelta:[12,46],adagrad:[12,46],adam:[12,17,46,50,51],adamax:[12,46],adamoptim:[41,46,50,51],adapt:[9,12,19,50,51],add:[3,10,11,14,15,19,20,27,28,30,35,46,48],add_input:28,add_test:28,add_to:[10,15],add_unittest_without_exec:28,addbia:28,added:[3,9,28],adding:44,addit:[10,11,15,21,46],address:[30,33],addrow:28,addtion:31,addto:[10,15],addtolay:[10,15],adject:50,adjust:19,admin:47,adopt:49,advanc:[26,30,33],advantag:[21,50],adventur:47,adverb:50,adversari:18,advic:30,affect:[10,15],afi:3,aforement:31,after:[10,15,20,23,26,28,31,33,35,36,37,42,43,44,46,48,49,50,51],again:[17,30],against:36,age:48,agg_level:[10,15],aggreg:[15,36],aggregatelevel:[10,15],aid:30,aim:[50,51],aircraft:51,airplan:43,aistat:[10,15],alex:[10,15,50],alexnet_pass1:35,alexnet_pass2:35,algorithm:[10,12,15,19,26,41,43,50,51],alia:[6,7,13,15],align:[10,11,14,15,51],all:[0,3,7,9,10,12,15,16,17,19,21,26,27,28,30,31,32,33,35,36,37,41,42,44,46,47,48,49,50,51],alloc:[7,15,28,35],allow:[17,21,27,28,30,33,36,46],allow_only_one_model_on_one_gpu:[32,33,35],almost:[11,15,19,31,41],along:50,alreadi:[30,31,33,36,37,50],alreali:[32,51],also:[2,3,9,10,11,15,17,18,20,21,26,28,30,31,37,42,43,44,46,49,50],although:19,alwai:[5,10,11,15,16,18,19,33,36,51],amaz:43,amazon:[36,37,46,50],amazonaw:36,amazonec2fullaccess:36,amazonelasticfilesystemfullaccess:36,amazonroute53domainsfullaccess:36,amazonroute53fullaccess:36,amazons3fullaccess:36,amazonvpcfullaccess:36,ambigu:[18,49],amd64:36,amend:27,american:43,among:[36,50],amount:[30,50],analysi:[19,30,45,49],analyz:[46,50],andd:36,ani:[2,3,10,11,14,15,17,18,26,27,30,36,46,48,51],anim:47,annot:49,annual:49,anoth:[3,10,15,17,21,33,36,49,50],ans:36,answer:[19,36,49],anyth:[14,18,27,36,49],api:[17,20,28,30,36,40,42,46,48,50],apiserv:36,apivers:[36,37],apo:51,appar:51,appear:49,append:[3,16,18,26,28,31,48],append_gradient_machin:16,appleclang:20,appleyard:30,appli:[0,10,11,15,26,28,43,46],applic:[30,36,37,50],appreci:[27,50],approach:[10,15],apt:[20,23,43],arbitrari:10,architectur:[41,49,50,51],architecur:50,arg:[3,8,9,10,11,12,14,15,19,21,32,42,43,44,46,48,49,50],arg_nam:[10,15],argu:49,argument:[3,5,8,10,14,15,26,28,33,34,41,42,43,44,48,49,50,51],argv:44,arn:36,around:[3,10,15,36],arrai:[5,10,14,15,16,18,19,44],art:[19,49],articl:[31,37],artifact:36,artifici:42,artist:47,arxiv:[10,11,15,42,50],aspect:[15,50],aspect_ratio:15,assign:[10,33,36],associ:[49,50,51],assum:[10,15,26,35,41],assur:2,astyp:[18,42],async:[12,32],async_count:33,async_lagged_grad_discard_ratio:33,async_lagged_ratio_default:[32,33],async_lagged_ratio_min:[32,33],asynchron:33,atla:20,atlas_root:20,attenion:[11,15],attent:[10,11,15,51],attitud:50,attr:[7,11,15],attribut:[3,4,10,11,28,41,49],auc:[9,32],aucvalidationlay:33,authent:36,author:[36,44],authorized_kei:31,autmot:27,auto:[28,30,45,48],autom:[36,51],automak:20,automat:[10,15,17,20,21,26,28,31,32,33,36,48,49,51],automaticli:[10,15],automobil:43,avail:[20,36],availabel:20,averag:[9,10,12,15,33,44,46,48,49,50,51],average_test_period:[32,33,49],average_window:50,averagepool:[10,15],avg:[13,15,30,46],avgcost:[9,46,48,50,51],avgpool:[10,15,46],avoid:30,avx:[20,23],await:37,awar:[17,21,36],aws_account_id:36,awsaccountid:36,awskeymanagementservicepowerus:36,b2t:41,b363:37,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:37,ba5f:36,back:3,background:24,backward:[10,11,15,26,28,33,35],backward_first:26,backwardactiv:28,bag:[46,50],baidu:[0,10,15,19,23,27,37,41],baik:41,balanc:[33,36,42],balasubramanyan:50,bank:49,bardward:[11,15],bare:37,barrier:33,barrierstatset:30,base:[6,12,14,15,17,19,23,26,27,28,30,31,33,36,41,42,46,48,50,51],baseactiv:[10,11,15],baseev:16,basematrix:28,basenam:9,basepool:[13,15],basepoolingtyp:[10,11,15],baseregular:12,basestr:[7,8,9,10,11,15,16,48],bash:[21,36,37],bashrc:20,basic:[3,10,16,27,28,46,47,50],batch:[3,9,10,11,12,14,15,16,17,28,31,33,36,37,42,43,44,46,48,49,50,51],batch_0:44,batch_id:16,batch_norm:[10,15],batch_norm_lay:11,batch_norm_typ:[10,15],batch_read:18,batch_siz:[3,12,14,16,19,31,41,42,43,46,48,50,51],batchsiz:[10,15,28],bcd:[10,15],beam:[10,26,33,49,51],beam_gen:[10,26],beam_search:26,beam_siz:[10,26,32,33,35],beamsiz:51,becaus:[5,10,15,17,18,26,27,28,35,36,43,46,49],becom:[27,30],been:[3,20,27,43,46,49,50,51],befor:[5,10,11,15,18,21,27,31,36,43,48,50,51],begin:[5,9,10,28],beginiter:[16,17],beginn:26,beginpass:[16,17],begintrain:17,behavior:30,being:[18,42],belong:[10,15,51],below:[3,10,15,18,26,28,30,31,36,42,43,46,48],benefit:[11,15],bengio:[10,15],bertolami:50,besid:[2,10,15,51],best:[8,10,15,20,33,46,48,50,51],best_model_path:49,besteffort:37,beta1:12,beta2:12,beta:44,better:[10,11,15,19,31,36,42,48],between:[10,12,15,19,27,36,42,46,47,50,51],bgr:44,bi_gru:15,bi_lstm:[11,15],bia:[10,11,12,15,26,28,44],bias:[10,15,28],bias_attr:[10,11,15,19,26],bias_param_attr:[11,15],biases_:28,biasparameter_:28,biassiz:28,bidi:37,bidirect:[11,15,26,49,51],bidirectional_gru:15,bidirectional_lstm:15,bidirectional_lstm_net:50,big:30,biggest:50,bilinear:[10,15],bilinear_interp:15,bilinear_interpol:[10,15],bilinearfwdbwd:30,bin:[20,21,31,36,37,48],binari:[3,9,10,14,15,30,36,41,46,50],bird:43,bison:20,bit:46,bitext:51,bla:20,blank:[10,15,36],block:[10,15,19,28,30,33,44,50],block_expand:[10,15],block_i:[10,15],block_x:[10,15],blog:50,bn_attr:15,bn_bias_attr:[11,15],bn_layer_attr:11,bn_param_attr:[11,15],bollen:50,bool:[3,7,9,10,11,12,14,15,28,33,35,46,48,50],boot:[10,26],boot_bia:10,boot_bias_active_typ:10,boot_lay:[10,26],boot_with_const_id:10,bootstrap:20,bos_id:[10,26],both:[0,7,10,11,15,17,21,26,28,30,36,42,44,46],bottleneck:[30,44],bottom:50,bound:15,bow:[46,50],box:[15,30],branch:[10,15,17,27],breadth:[33,51],brelu:[6,15],brendan:50,brew:20,briefli:30,brows:21,browser:[21,36],bryan:50,bucket_nam:36,buf_siz:14,buffer:[3,14,18,33],buffered_read:18,bug:36,bui:50,build:[0,19,21,24,33,36,38,39,41,43,44,46,48,50,51],build_and_instal:21,built:[0,20,42,49],bunch:[30,46],bunk:50,button:[27,36],c99e:36,cach:[46,48,49],cache_pass_in_mem:[3,46,48,49],cachetyp:[3,46,48,49],calc_batch_s:[3,49],calcul:[3,9,10,11,12,15,26,28,30,33,35,42,48],call:[3,10,11,15,17,19,26,28,30,33,36,43,44,46,50,51],callabl:[3,10,14,16],callback:28,caller:36,caltech:43,can:[2,3,5,7,8,9,10,11,14,15,17,18,19,20,21,23,26,27,28,30,31,32,33,35,36,37,41,42,43,44,46,48,49,50,51],can_over_batch_s:[3,49],candid:[10,15],cannot:28,caoi:51,capabl:[20,50],capac:36,caption:[19,51],captur:[19,31],card:31,care:[11,15,18,32,33,47],carefulli:[31,33,44],cat:[21,43,44,50],categor:49,categori:[10,15,46,50],categoryfil:37,caution:[36,37],ccb2_pc30:51,cde:[10,15],ceil:[10,15],ceil_mod:[10,15],cell:[10,11,15,50],center:3,ceph:37,certain:[2,32,49],certif:[17,36],cfg:37,chain:[14,28],chanc:[17,28,46],chang:[10,18,19,21,26,27,28,30,33,36,46,50],channel:[10,15,30,31,44],channl:[31,44],char_bas:48,charact:[46,48],character:19,characterist:[35,43],check:[3,14,15,19,20,21,27,33,35,36,47],check_align:14,check_eq:28,check_fail_continu:3,check_l:28,check_sparse_distribution_batch:[32,33],check_sparse_distribution_in_pserv:[32,33],check_sparse_distribution_ratio:[32,33],check_sparse_distribution_unbalance_degre:[32,33],checkgrad:33,checkgrad_ep:33,checkout:27,children:47,chines:45,chmod:[20,36],choic:47,choos:[33,46,48],chosen:[2,47,51],chunk:[9,42,49],chunk_schem:9,chunktyp:9,cifar:[42,43],cifar_vgg_model:43,claim:36,claimnam:36,clang:[20,27],class1:50,class2:50,class_dim:50,classfic:[44,50],classfiic:43,classic:[10,15,19],classif:[3,5,10,15,35,44,45,46,50,51],classifc:50,classifi:[9,42,43,44,46,50],classification_cost:[15,43,46],classification_error_evalu:[42,46,50,51],classification_threshold:9,claster:36,clean:[5,48],cleric:47,cli:36,click:[27,30,36],client:27,clip:[7,12,15,33,46,50],clock:[10,15],clone:[20,21],close:[3,18],closer:19,cls:46,cludform:36,cluster:[17,32,33,37,46,51],cluster_train:31,cm469:36,cmake3:20,cmake:[20,28,30],cmakelist:28,cmd:37,cna:[10,15],cname:36,cnn:[37,44,46],code:[0,3,5,14,15,17,18,19,20,21,22,26,28,29,30,31,36,37,42,46,47],coeff:[10,15],coeffici:[10,15],collect:[10,15,16,19,47],collectbia:28,colleg:47,color:[43,44],column:[9,10,15,18,28,41,51],colunm:51,com:[10,11,14,15,20,21,23,27,36,37,44],combin:[10,11,14,15,42,48,50],come:50,comedi:47,comma:[33,41],command:[2,5,19,20,21,23,27,28,29,30,31,36,37,38,39,41,42,43,44,48,49,50],commandlin:[30,50],commenc:46,comment:[11,14,15,16,27,46,50],commnun:31,common:[26,28,32],common_util:[31,48],commonli:[26,30,35],commun:[0,28,31,36],compani:50,compar:[28,42,46],compat:3,compet:50,competit:42,compil:[20,27,28],complet:[0,5,10,11,14,15,16,28,36,37,46],complex:[2,3,11,15,18,26,30,46],complic:[10,15],compon:28,compos:[14,17,42,49],composenotalign:14,comput:[10,11,15,17,19,20,21,26,28,30,35,36,46,48,49,50],computation:26,conat:15,conat_lay:10,concat:[10,15,51],concat_lay:26,concaten:[11,15],concept:[3,17,26],concern:17,concurrentremoteparameterupdat:33,condit:[10,15,26,31,37,51],conduct:30,conf:[5,10,15,31,41,42,44,51],conf_paddle_gradient_num:36,conf_paddle_n:36,conf_paddle_port:36,conf_paddle_ports_num:36,conf_paddle_ports_num_spars:36,confid:50,config:[3,7,10,11,15,19,28,31,32,33,36,37,41,42,43,44,46,50,51],config_:33,config_arg:[32,33,35,44,46,49,50],config_bas:[15,16],config_fil:49,config_gener:[31,48],config_lay:28,config_pars:[5,28],configur:[1,2,3,5,8,10,19,21,25,27,28,30,33,41,43,44,50,51],conflict:27,confront:51,congest:33,conll05st:49,conll:49,connect:[2,11,15,19,21,28,36,37,42,43,44,46,48,50],connectionist:[10,15,50],connor:50,consequ:[10,11,15],consid:[9,10,12,15,20,30,35,43],consider:[3,11,15],consist:[10,15,18,21,43,44,46,49,51],consol:[30,36],constant:28,construct:[3,5,17,26,48],construct_featur:48,constructor:28,consum:50,contain:[3,8,9,10,11,14,15,16,17,22,23,26,27,31,36,43,44,46,47,50,51],containerport:36,contemporan:50,content:[37,49,50],context:[10,11,15,26,41,46,48,49,50,51],context_attr:[11,15],context_len:[10,11,15,46,48],context_proj_layer_nam:11,context_proj_nam:15,context_proj_param_attr:[11,15],context_project:[11,15,48],context_start:[10,11,15,46],contibut:27,contin:36,continu:[3,23,33],contrast:[10,15,51],contribut:[0,22,29,50],contributor:0,control:[7,15,33,36,37,51],conv:[11,15],conv_act:[11,15],conv_attr:15,conv_batchnorm_drop_r:[11,15],conv_bias_attr:[11,15],conv_filter_s:[11,15],conv_layer_attr:11,conv_num_filt:[11,15],conv_op:[10,15],conv_oper:15,conv_pad:[11,15],conv_param_attr:[11,15],conv_project:15,conv_shift:[10,15],conv_strid:[11,15],conv_with_batchnorm:[11,15],conveni:[17,31],converg:[31,42,50],convert:[3,5,14,18,26,41,43,44,46,48],convex_comb:15,convlay:[10,15],convolut:[10,11,15,42,44,48],convoper:[10,15],convtranslay:[10,15],cool:[3,27],copi:[16,17,36,42,48],copy_shared_paramet:42,copytonumpymat:42,core:[3,7,15,33,51],coreo:36,corespond:49,corpora:51,corpu:49,correct:[3,9,10,15,28,36],correctli:[9,14,28,42],correl:[19,43,50],correspoind:17,correspond:[3,5,17,19,26,28,43,47,49,50,51],corss_entropi:17,cos:[10,15],cos_sim:[15,48],cosin:[10,15,48],cost:[5,12,15,16,17,19,33,42,46,48,50,51],cost_id:10,could:[3,5,9,10,14,15,16,17,18,30,31,36,46,48],count:[18,30,33,35,37,41,48,49,50,51],coupl:19,coverag:20,coveral:20,coveralls_uploadpackag:20,cpickl:[44,48],cpp:[27,28,30,46,48,51],cpu:[2,3,7,10,15,20,23,30,33,37,42,49,50,51],cpuinfo:21,craftsman:47,crash:[30,31,33],crazi:31,creat:[5,7,10,14,15,16,17,19,20,28,31,33,41,42,43,51],create_bias_paramet:28,create_input_paramet:28,createargu:42,createfromconfigproto:[5,42],createstack:36,creation:36,creationd:36,creator:[14,16],credit:42,cretor:14,crf:[10,15,49],crf_decod:[10,15],crime:47,critic:50,crop:44,crop_siz:44,cross:[10,15,46,49],cross_entropi:[15,17,42],cross_entropy_cost:15,cross_entropy_with_selfnorm:15,cross_entropy_with_selfnorm_cost:15,csc:28,cslm:51,csr:28,csv:47,ctc:[10,15],ctc_layer:9,ctest:21,ctrl:[31,48],ctx:49,ctx_0:49,ctx_0_slot:49,ctx_n1:49,ctx_n1_slot:49,ctx_n2:49,ctx_n2_slot:49,ctx_p1:49,ctx_p1_slot:49,ctx_p2:49,ctx_p2_slot:49,cub:43,cuda:[20,21,23,30,31,33],cuda_dir:[32,33],cuda_so:21,cudaconfigurecal:30,cudadevicegetattribut:30,cudaeventcr:30,cudaeventcreatewithflag:30,cudafre:30,cudagetdevic:30,cudagetdevicecount:30,cudagetdeviceproperti:30,cudagetlasterror:30,cudahostalloc:30,cudalaunch:30,cudamalloc:30,cudamemcpi:30,cudaprofilerstart:30,cudaprofilerstop:30,cudaruntimegetvers:30,cudasetdevic:30,cudasetupargu:30,cudastreamcr:30,cudastreamcreatewithflag:30,cudastreamsynchron:30,cudeviceget:30,cudevicegetattribut:30,cudevicegetcount:30,cudevicegetnam:30,cudevicetotalmem:30,cudnn:[10,15,20,23,33],cudnn_batch_norm:[10,15],cudnn_conv:[10,15],cudnn_conv_workspace_limit_in_mb:[32,33],cudnn_dir:[32,33],cudnnavg:15,cudnnmax:15,cudrivergetvers:30,cuinit:30,cumul:[10,15],curl:[20,36],current:[3,10,12,15,19,21,26,27,28,31,33,36,46,50,51],current_word:26,currentcost:[9,46,48,50,51],currentev:[9,46,48,50,51],curv:[17,43,49],custom:[2,3,17,28,36,47,50],custom_batch_read:18,cyclic:[10,15],d3e0:36,daemon:21,dai:51,daili:50,dalla:3,dan:49,danger:3,darwin:36,dat:[14,31,48],data:[2,3,5,8,11,12,15,16,17,20,24,28,30,31,32,33,35,38,44,47],data_batch_gen:42,data_dir:[41,43,50,51],data_feed:14,data_fil:19,data_initialz:46,data_lay:[3,9,19,26,42,43,46,48,49],data_nam:14,data_provid:8,data_read:[14,18],data_reader_creator_random_imag:18,data_server_port:[32,33],data_sourc:[8,42],data_typ:[14,15],databas:50,datadim:[10,15],datalay:[10,15],dataprovid:[2,8,19,26,31,48,49],dataprovider_bow:46,dataprovider_emb:46,dataproviderconvert:5,datasci:[10,15],dataset:[3,18,19,33,41,43,44,46,49,50],datasourc:[4,48],date:49,db_lstm:49,dcgan:42,dcmake_install_prefix:20,deal:[27,42],deb:[22,23],debian:22,debug:[3,15],decai:[12,43],decid:[17,18],declar:[10,11,15,48],decod:[10,11,15,26,49,51],decoder_boot:26,decoder_group_nam:26,decoder_input:26,decoder_mem:26,decoder_prev:[11,15],decoder_s:26,decoder_st:[11,15,26],deconv:[10,15],deconvolut:[10,15],decor:[3,14,28],decreas:19,decrypt:36,deep:[0,10,15,19,30,42,43,44,46,49],deeper:[19,44],deer:43,def:[3,10,14,15,17,18,19,26,28,42,44,46,48,49],defalut:[10,15,33,35],default_devic:35,default_valu:35,defferenct:3,defin:[2,3,8,9,10,11,14,15,17,18,19,26,28,31,33,41,42,43,48,49],define_py_data_sources2:[3,8,19,43,44,46,48],defini:51,definit:[3,14,19,41,46,50],degre:[10,15],del:48,delai:33,delar:46,deletestack:36,delimit:[9,47,48],demo:[10,26,31,37,38,41,42,43,44,45,46,47,48,49,50,51],demograph:47,demolish:37,demonstr:[19,26,42,48],denot:[35,46,47,49],dens:[3,10,14,15,28,36,46,48],dense_vector:[3,5,14,15,19,48],dense_vector_sequ:14,depend:[19,23,31,35,43,47],deploi:[31,35],deploy:[31,36],deriv:[15,17],descent:[10,12,15],describ:[17,19,28,36,37,42,46,49],describestack:36,describestackev:36,describestackresourc:36,descript:[5,20,26,34,36,43,48],deseri:16,design:[3,10,14,15,50],desir:[36,37,41],destructor:28,detail:[3,5,7,10,11,12,15,26,27,28,30,31,34,35,36,37,41,42,44,46,48,50,51],detect:9,determin:[3,10,14,15,28,42],dev:[20,21,43,48,51],devel:20,develop:[0,20,27,32,33,51],deverlop:33,deviat:[7,15],devic:[7,15,21,33,51],deviceid:35,devid:[10,15,33],dez:50,dfs:11,diagnos:31,diagram:44,dict:[3,8,16,46,48,50,51],dict_dim:50,dict_fil:[9,26,46,49],dict_nam:8,dictionai:46,dictionari:[3,8,9,10,14,16,17,26,35,44,46,48,49,50,51],dictsiz:51,did:3,differ:[3,8,9,10,15,19,21,26,27,28,31,33,36,37,41,43,44,46,50,51],difficult:19,dig:[30,36],digit:[3,10,15],dim:[14,28,41,44,46,50],dimens:[10,14,15,28,35,41,46,48,50],dimension:[3,19,26,28,42,46],dimenst:41,dimes:[10,15],din:48,dir:[31,44,46,48,49,50,51],direct:[10,11,15,21,44,49],directli:[2,3,11,15,19,31,37,50],directori:[2,20,27,30,31,33,37,43,44,46,48,49,50,51],diretcoti:44,dis_conf:42,dis_train:42,dis_training_machin:42,disabl:3,discard:[14,33],discount:[10,15],discov:49,discoveri:36,discrep:30,discrimin:42,discriminator_train:42,discuss:17,disk:37,dispatch:[31,33],disput:51,dist_train:17,distanc:9,distibut:41,distinguish:[31,42,51],distribut:[10,15,20,29,37,38,39,42,46,49],distribute_test:[32,33],distributedli:28,disucss:17,divid:[12,32,43,51],diy_beam_search_prob_so:[32,33],dmkl_root:20,dns:36,do_forward_backward:18,doc:[5,11,14,15,20,21,31],docker:[22,36,38,39],docker_build:17,docker_push:17,dockerfil:21,dockerhub:21,doctor:47,document:[3,5,11,15,20,27,35,43,46,48,49,50],documentari:[3,47],doe:[3,5,11,15,18,19,23,26,28,30,46,48,49],doesn:[7,10,14,15,17,18,21,27,30,37,51],dog:[43,44],doing:30,domain:36,don:[11,15,17,18,19,21,36,50],done:[10,11,15,26,30,36,42,50],dopenblas_root:20,dot:[33,44,51],dot_period:[33,35,42,43,48,50,51],dotmul_oper:15,dotmul_project:15,dotmuloper:[10,15],dotmulproject:[10,15],doubl:[3,20,33],down:[30,46],download:[14,23,42,43,46,49,50],download_cifar:43,downsampl:43,doxygen:[20,27],dpkg:23,drama:47,driver:21,drop:3,drop_rat:[7,15],dropout:[7,10,15,28,46],dropout_lay:[10,15],dropout_r:[11,15],drwxr:37,dserver:33,dtoh:30,dtype:[5,19,44],dubai:51,due:[47,48],duplic:47,durat:30,dure:[2,3,10,15,19,27,28,32,33,36,46,48,49,51],durn:3,dwith_doc:20,dwith_profil:30,dwith_tim:30,dynam:[2,3,18,20,30,33],dynamic_cast:28,each:[2,3,5,9,10,14,15,16,18,19,21,26,27,28,31,33,35,36,41,43,44,46,47,48,49,50,51],each_feature_vector:15,each_meta:48,each_pixel_str:3,each_sequ:[10,15],each_time_step_output:15,each_timestep:[10,15],each_word:3,eaqual:[10,15],eas:[14,18,44],easi:[0,18,21,28,31,46],easier:[17,18,28],easili:[17,18,19],echo:[21,48,50],edit:[9,36],editor:27,edu:[14,36,37,43],educ:47,eeoi3ezpr86c:36,effect:[3,33,36],effici:[0,2,3,26,28],efg:[10,15],efs:36,efs_dns_nam:36,efsvol:36,eight:49,either:[10,14,15,16,17,30,46,48],elb:36,elbapis:36,elec:46,electron:[37,46],elem_dim:[10,15],element:[3,5,9,10,11,14,15,16,18,46,50,51],elif:[17,48],elimin:49,els:[10,17,21,28,44,46,48],emac:27,emb:[37,46],embed:[10,15,17,26,45,48,50],embedd:49,embedding_lay:[26,46,48],embedding_nam:26,embedding_s:26,emphas:30,empir:[10,15],emplace_back:28,emploi:[26,47],empti:[9,14,19],emul:51,enabl:[3,7,15,30,31,33,36],enable_grad_shar:[32,33],enable_parallel_vector:33,enc_proj:[11,15,26],enc_seq:[11,15],enc_vec:26,encod:[11,15,26,51],encoded_proj:[11,15,26],encoded_sequ:[11,15,26],encoded_vector:26,encoder_last:10,encoder_proj:26,encoder_s:26,encrypt:36,encrypt_decrypt:36,end:[3,9,10,15,18,19,26,33,41,49,50,51],end_pass:17,enditer:[16,17],endpass:[16,17],endpoint:36,endtrain:17,engin:[0,30,47],english:[3,10,15,51],enough:19,ensembl:[11,15],ensur:[3,28],enter:47,entir:[10,11,15,50],entri:[14,21,28,36,47],entropi:[10,15,46,49],enumer:[10,15,46,48],env:[27,36],environ:[17,20,21,23,30,31,32,33,36,37,42,43,48],eol:27,eos:[10,15],eos_id:[10,15,26],epel:20,epoch:47,epsilon:12,equal:[10,11,12,15,33],equat:[10,11,12,15],equilibrium:42,equip:[20,26],equival:[10,15,17],error:[7,9,10,12,15,17,19,23,28,31,33,36,43,44,46,47,48,50,51],error_clipping_threshold:[7,15],errorr:9,especi:[3,11,15,49],essenc:17,essenti:[10,17,20,49,51],estat:19,estim:[10,15,17],eta:37,etc:[12,14,18,31,32,35,36,50,51],eth0:[31,36],ethternet:31,eval:[9,46,48,50,51],eval_bleu:51,evalu:[2,4,10,15,16,24,30,31,46,50,51],evaluate_pass:50,evaluator_bas:9,evalut:[19,51],even:[17,18,30,33,50],evenli:36,event:37,event_handl:[16,17],everi:[2,3,9,10,11,14,15,17,26,27,28,33,46,49,50,51],everyth:[19,21,27],exactli:[3,9,10,11,15,36,49],exampl:[2,3,8,9,10,11,12,14,15,16,18,19,20,21,26,28,30,31,32,33,35,36,37,43,44,45,46,50,51],exceed:10,except:[3,35,41,48,50],excluded_chunk_typ:9,exconv:[10,15],exconvt:[10,15],exdb:14,exec:33,execut:[28,30,36,47,49,50],exist:[17,18,28,33,36,47,50],exit:[33,37],exp:[6,15],expand:[10,15,28,49,50,51],expand_a:[10,15],expand_level:[10,15],expandconvlay:[10,15],expandlevel:[10,15],expect:[10,15,30,50],expens:51,experi:35,explain:[3,9,31,42,50],explan:[10,15,46,51],explanatori:19,explicit:28,explicitli:[3,17],exploit:43,explor:10,exponenti:15,expos:36,express:[17,36,50],extend:[0,48],extens:[12,47,48,51],extern:[3,33],extra:[10,11,15,19],extraattr:[7,15,35],extraattribut:15,extraattributenon:15,extract:[10,15,36,43,49,50],extract_fea_c:44,extract_fea_pi:44,extract_para:41,extralayerattribut:[7,10,11,15],extralayeroutput:11,extrapaddl:15,extrem:[10,30],extremli:2,f120da72:37,f7e3:36,fa0wx:37,fabric:31,facotr:[10,15],fact:44,factor:[7,10,12,15],fail:[3,33,35,37,43],fake:42,fake_imag:18,fals:[3,7,9,10,11,12,14,15,18,19,26,28,33,35,37,41,46,48,49,50,51],false_label:18,false_read:18,famili:51,familiar:[3,19],fanscin:3,fantasi:47,fantast:46,far:0,farmer:47,fascinatingli:2,fast:[10,15,27,30],faster:[10,11,15,26,30,50],favorit:27,fbd1f2bb71f4:37,fc1:[28,35],fc2:35,fc3:35,fc4:35,fc8a365:36,fc8a:36,fc_act:[11,15],fc_attr:[11,15],fc_bias_attr:[11,15],fc_layer:[19,28,35,46,48],fc_layer_nam:11,fc_mat:16,fc_name:15,fc_param_attr:[11,15],fclayer:28,fdata:49,fea:44,fea_output:44,feat:50,featur:[3,10,14,15,27,33,43,46,50,51],feature_map:48,feed:[11,14,15,16,17,19,50],feedback:0,feeder:14,feedforward:43,femal:47,fernan:50,festiv:3,fetch:[14,26,28],few:[3,18],fewer:10,fg0:[10,15],field:[10,15,16,30,36],figur:[17,26,28,30,41,42,43,44,49,50,51],file1:51,file2:51,file:[2,3,5,9,10,14,15,16,17,18,19,20,26,27,28,31,33,41,43,44,49,50,51],file_list:3,file_nam:[3,19,44,46,49],filenam:[3,48],filer:[10,15],filesystem:36,fill:[10,15,36,46],film:47,filter:[10,15,44],filter_s:[10,11,15],filter_size_i:[10,15],finali:31,find:[10,12,15,30,43,50,51],fine:[7,15,48],fingerprint:36,finish:[3,31,36,37,43],finit:28,first:[3,10,14,15,17,19,23,26,27,28,30,33,35,36,41,42,43,44,46,48,49,50,51],first_seq:[15,26],firstn:14,firstseen:37,fit:[2,14,27],five:[30,46],fix:[3,7,15,51],flag:[33,42,43,49],flexiabl:18,flexibl:[0,2,10,11,15,17,26],flight:51,float32:[5,14,18,19,42,44],floor:[10,15],flow:27,fly:[19,46],fnt03:36,focu:[3,30],folder:[20,36,43,50,51],follow:[2,3,9,10,11,12,14,15,17,18,20,21,23,26,27,28,30,31,35,36,37,38,39,41,42,43,44,46,47,48,49,50,51],fool:42,forbid:17,forecast:50,forget:[12,17,21,50],form:[2,3,11,12,15,30,49],format:[2,3,9,19,27,28,33,36,41,43,47,48,50],former:[17,51],formula:[10,11,15],formular:[10,15],forward:[11,15,26,27,28,35,42,49,50],forwardactiv:28,forwardtest:5,found:[3,5,10,15,20,26,42,43,46,50],four:[3,23,41,44,46,48,49,50],frame:9,framework:[17,28,44,46,50],free:51,french:51,frequenc:[14,30,41,46,50],frequent:[18,31,51],frog:43,from:[0,3,5,10,11,14,15,16,18,19,21,24,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],from_timestep:[10,15],fromfil:[18,19,44],fulfil:30,full:[10,15,21,26,28],full_matrix_project:[11,15,26],fulli:[15,19,27,28,30,42,43,44,46,48,50],fullmatrixproject:[10,15],fully_matrix_project:[11,15],fullyconnect:41,fullyconnectedlay:28,func:14,fundament:19,further:10,fusion:48,gain:[10,15],game:42,gamma:44,gan:17,gan_train:42,gap:33,gate:[10,11,15,50],gate_act:[10,11,15],gate_recurr:[10,15],gather:[10,28,48],gauss:[7,15],gaussian:42,gcc:20,gdebi:23,gen:[10,51],gen_conf:[42,51],gen_data:51,gen_result:51,gen_train:42,gen_training_machin:42,gen_trans_fil:26,gender:[47,48],gener:[2,3,5,9,10,11,14,15,16,17,18,19,20,21,30,31,33,35,36,41,44,45,46,48,50],generatedinput:26,generator_conf:42,generator_machin:42,generator_train:42,genert:3,genr:[47,48],gereat:9,get:[3,10,11,15,16,19,20,23,26,28,30,31,36,40,43,44,46,48,49,50],get_batch_s:49,get_best_pass:50,get_config_arg:[35,46,48,50],get_data:[37,46,49],get_imdb:50,get_input_lay:28,get_mnist_data:42,get_model:44,get_nois:42,get_output:15,get_output_attr:15,get_output_layer_attr:11,get_shap:16,get_training_loss:42,get_word_dict:14,getbatchs:28,getenv:17,getinput:28,getinputgrad:28,getinputvalu:28,getoutputgrad:28,getoutputvalu:28,getparameterptr:28,getsiz:28,getslotvalu:42,gettempl:36,gettranspos:28,getw:28,getweight:28,getwgrad:28,gfortran:20,gildea:49,gist:[11,15],git:[20,21,27],github:[10,11,15,20,21,23,44],give:[3,19,21,28,30,36,46],given:[3,14,16,18,28,33,42,46,49,50,51],global:[3,7,12,15,17,30,33,36,48,50],global_learning_r:[7,15],globalstat:30,globalstatinfo:30,globe:3,goal:[30,49],goe:[10,11,15,19],going:[46,50],good:[10,15,18,30,50,51],goodfellow13:[10,15],googl:17,googleapi:36,got:21,gpg2:36,gpg:36,gpu:[2,3,7,10,12,15,20,23,29,31,42,43,44,48,49,50,51],gpu_id:[33,35,42],gpugpu_id:32,grab:50,grad:[33,47],grad_share_block_num:[32,33],gradient:[7,9,10,12,15,16,33,46,50],gradient_clipping_threshold:[7,12,15,46,50],gradient_machin:16,gradientmachin:[5,16,42,48,51],gradual:[19,30],grai:43,gram:[41,50],grant:36,graph:[10,41],graphviz:44,grave:50,grayscal:3,greater:[10,15],grep:[21,50],groudtruth:26,ground:[9,10,15,46,51],group:[11,15,50],group_id:48,group_input:26,grouplen:47,gru:[10,15,26,46,51],gru_attr:15,gru_bias_attr:[11,15],gru_decod:26,gru_decoder_with_attent:26,gru_encoder_decod:[41,51],gru_group:15,gru_layer_attr:11,gru_memori:[11,15],gru_siz:46,gru_step:[15,26],gru_step_lay:[11,26],gru_unit:15,grumemori:[11,15,26],gserver:[10,28],gsizex:30,guarante:28,guess:[19,50],gui:30,guid:[22,26,27,28,30,36,37,41,43,50,51],guidenc:19,gur_group:[11,15],gzip:37,hack:[22,31],hadoop:17,half:36,hand:[47,48,50],handl:[17,18,31,48,50],handler:16,handwrit:[3,50],hard:[36,46],hardwar:[21,30],has:[3,5,10,11,12,15,17,26,28,30,36,37,41,43,46,47,48,49,50,51],has_kei:16,have:[2,3,5,9,10,11,14,15,17,18,19,20,26,27,28,30,31,33,35,36,41,43,46,47,48,50,51],hdf:2,head:[27,41,50],header:[19,28,41,44,48],health:47,heavi:31,height:[10,14,15,18,28,43],hello:17,help:[3,5,27,31],helper:[8,10,11,15,28],here:[3,5,7,10,11,14,15,17,18,19,20,26,31,32,35,36,37,41,43,44,45,46,47,48,49,50,51],heurist:[10,33,51],hidden:[10,11,15,26,36,46,48,50],hidden_s:[11,15,48],hierarch:[10,15,26],high:[7,15,28,42],higher:2,highest:[14,51],highli:[2,3,26,35,48,50],him:17,hint:19,histor:50,hl_get_sync_flag:28,hold:[17,36],home:[31,36,37],homemak:47,hook:[3,48,49],hope:0,horizont:[10,15,44],horror:47,hors:43,horst:50,host:[20,31,36,37],hostnam:[31,36],hostpath:37,hostport:36,hot:48,hour:51,hous:[3,14,19,41],how:[2,3,7,10,15,17,19,26,31,33,36,37,40,43,44,46,48],howev:[3,11,15,18,19,26,27,32,33,36,50,51],hppl:15,hsigmoid:15,html:[14,21,43],htod:30,http:[10,11,14,15,20,21,23,27,36,37,42,43,44,51],huber:[10,15],huber_cost:15,huge:[10,15,27],huina:50,human:51,hyper:[10,15,28],hyperplan:14,i0601:48,i0706:51,i0719:51,i1117:30,iamfullaccess:36,iamusersshkei:36,ib0:31,icwsm:50,id_input:[9,26],idea:[10,15,18],ident:[15,19,36,47],identifi:[26,28],identity_project:15,identityoffsetproject:[10,15],identityproject:[10,15],ids:[9,10,15,16,28,46,48],idx:28,ieee:50,ignor:[3,9,16,33],ijcnlp:50,illustr:[3,26,28,30,46],ilsvrc:44,imag:[3,14,15,17,18,19,22,35,36,38,39,42,44,45,51],image_a:18,image_b:18,image_classif:43,image_fil:18,image_lay:18,image_list_provid:44,image_nam:17,image_path:18,image_provid:43,image_reader_cr:18,image_s:44,imagenet:45,imagepullpolici:36,imageri:[10,15],images_reader_cr:18,imdb:47,imdber:50,img:[3,10,15,43],img_cmrnorm:15,img_conv:15,img_conv_bn_pool:15,img_conv_group:15,img_conv_lay:11,img_featur:3,img_norm_typ:10,img_pool:15,img_pool_lay:11,img_siz:43,imgsiz:30,imgsizei:30,imgsizex:30,immedi:36,immutable_paramet:17,implement:[3,10,11,12,14,15,26,46,49],importerror:48,improv:[0,30,36,50,51],inbound:36,includ:[2,3,10,11,15,17,20,21,26,28,30,33,36,37,41,46,47,49,51],inconsist:47,incorrect:[10,15],increas:[33,51],increment:33,incupd:28,inde:[14,18],independ:[10,15,46],index:[3,9,10,14,15,16,26,31,36,48],indexslot:[10,49],indic:[3,9,10,15,19,31,36,49],individu:[19,36],infer:[17,20],infiniband:31,info:[9,10,15,28,31],infom:27,inform:[5,9,28,30,33,36,47,48,49,50,51],infrastructur:[36,42],ingor:33,inherit:15,ininst:17,init:[7,15,28,35,36,42,46,48,49],init_hook:[46,48,49],init_hook_wrapp:8,init_model_path:[32,33,35,41,46,49],initi:[3,5,7,10,15,26,28,33,41,42,46,49],initial_max:[7,15],initial_mean:[7,10,15],initial_min:[7,15],initial_std:[7,10,15],initpaddl:[5,42],inlcud:[11,15],inlin:36,inner:28,inner_param_attr:[11,15],input1:[10,11,15],input2:[10,15],input:[3,5,9,10,11,14,15,16,18,19,26,28,35,41,42,43,44,46,48,49,50,51],input_data:28,input_data_target:28,input_featur:15,input_fil:[19,49],input_hassub_sequence_data:28,input_id:[10,15],input_imag:[11,15,43],input_index:28,input_label:28,input_lay:[10,28],input_nam:17,input_sequence_data:28,input_sequence_label:28,input_sparse_float_value_data:28,input_sparse_non_value_data:28,input_t:28,input_typ:[19,26,46,48],inputdef:28,inputlayers_:28,inputtyp:[3,14],insid:[9,10,15,18,36],inspir:41,instal:[21,24,27,31,37,43,44,48,49,50],instanc:[10,12,15,26,28,30,33,49],instance_ip:36,instead:[10,15,18,27,31,46,51],instruct:[21,23,30,46],int32:33,integ:[3,9,10,14,15,26,28,46,50],integer_valu:[3,14,46],integer_value_sequ:[3,14,26,46,49],integr:[20,49],intend:0,inter:[10,15,31],interact:[21,36],intercept:[10,15],interest:[30,50],interfac:[5,7,10,11,15,31,36,43,48,50],interg:46,intergr:[10,15],intermedi:49,intern:[10,11,14,15,16,36],internet:50,interpol:[10,15],interpret:[3,9,20,21,30],interv:50,intrins:20,introduc:[3,37,48,50],introduct:[4,42],invalid:18,invari:43,invok:[3,10,15,16,30,36,48],involv:42,iob:9,ioe:9,ips:36,ipt:[10,15,26],ipython:17,is_async:12,is_discriminator_train:42,is_gener:[10,41,42,51],is_generator_train:42,is_kei:48,is_layer_typ:10,is_predict:[46,48,50],is_seq:[10,26,48],is_sequ:48,is_stat:[7,15],is_test:[44,49,50],is_train:3,isn:30,isspars:28,issu:[20,30],item:[10,14,15,18],iter:[10,11,12,14,15,16,17,18,43,49,50],its:[3,9,10,11,15,17,28,30,33,36,41,42,43,46,50,51],itself:[11,15],jeremi:30,jie:[49,50],jmlr:[10,15],job:[5,9,32,33,35,44,46,48,49,50,51],job_dispatch_packag:31,job_mod:41,job_nam:36,job_namespac:36,job_path:36,job_workspac:31,jobpath:36,jobport0:36,jobport1:36,jobport2:36,jobport3:36,johan:50,joint:[41,51],jointli:[11,15,51],journal:[49,50],jpeg:43,jpg:44,json:[31,36,37,48],jth:[11,15],judg:51,just:[3,9,10,11,15,19,21,27,31,35,36,43,48,49,50],jx4xr:36,jypyt:17,k8s_data:36,k8s_job:17,k8s_token:17,k8s_train:36,k8s_user:17,kaim:[10,15],kaimingh:44,kebilinearinterpbw:30,kebilinearinterpfw:30,keep:[3,10,15],kei:[3,16,30,31,48,50],kernel:[10,15,30,46],key1:33,key2:33,key_pair_nam:36,keyid:36,keymetadata:36,keypair:36,keyserv:36,keystat:36,keyusag:36,keyword:3,kill:36,kind:[2,3,17,19,36,37,42,46,48],kingsburi:49,kms:36,know:[3,11,15,17,19,21,28,30,36,48],knowledg:50,known:[42,50,51],kriz:[14,43],ksimonyan:[11,15],kube_cluster_tl:17,kube_ctrl_start_job:17,kube_list_containers_in_job_and_return_current_containers_rank:17,kubeconfig:36,kubectl:37,kuberent:36,kubernet:[17,29,31,38,39],kubernetes_service_host:17,kwarg:[3,9,10,11,12,14,15,46,48,49],l1_rate:[7,15],l2_rate:[7,15],l2regular:[43,46,50],label:[3,5,9,10,12,14,15,16,18,19,26,37,42,43,44,45,46,48,50],label_dict:49,label_dim:[10,15,46],label_fil:[18,49],label_lay:[10,18],label_list:49,label_path:18,label_slot:49,labeledbow:50,labl:50,lag:33,lake:3,lambda_cost:15,lambdacost:[10,15],lambdarank:[10,15],languag:[10,15,35,41,49,50,51],laptop:21,larg:[15,49,50,51],larger:[3,7,9,10,12,15,31],last:[9,10,11,15,19,26,31,33,46,50,51],last_seq:15,last_time_step_output:10,lastseen:37,late:50,latenc:[31,36],later:[20,27,36,46],latest:[10,15,21,27,37,50],latter:51,launch:[33,36,50],launcher:17,lawyer:47,layer1:[10,11,15],layer2:[10,15],layer3:[10,15],layer:[4,5,7,9,11,14,16,18,19,26,29,32,33,41,42,43,44,46,48,49,50],layer_0:28,layer_attr:[10,15,26,35],layer_num:[35,44],layer_s:[10,15],layer_typ:[10,15],layerbas:28,layerconfig:28,layergradutil:28,layermap:28,layeroutput:[9,11,48],lbl:[9,43],ld_library_path:[20,23,31],lead:30,learn:[0,7,9,10,11,12,15,17,18,19,26,28,30,43,44,46,49,50,51],learnabl:[10,15],learning_method:[12,19,41,43,46,48,50,51],learning_r:[7,12,15,19,41,43,46,48,50,51],learningextern:32,least:[9,10,15,20,47],leav:[3,36],lecun:14,left:[10,15,19,44],leman:51,len:[3,10,15,26,28,46,48,49],length:[10,11,14,15,16,26,33,37,50,51],less:[10,15,17,31,51],less_than:17,let02:37,let:[5,10,15,17,19,21,36,48],level:[7,10,15,31,33,42,48,50,51],lib64:[20,21,31,33],libcuda:21,libcudnn:20,libjpeg:43,libnvidia:21,libpython:20,librari:[10,15,20,31,33,48],licens:49,like:[3,9,10,15,18,19,20,26,30,31,32,35,36,41,44,46,48,50,51],limit:[10,14,30,33],line:[2,3,5,9,14,19,27,29,30,31,35,36,41,43,44,48,49,50,51],linear:[6,10,15,24],linear_comb:[10,15],linearactiv:[10,19],linguist:49,link:[10,11,15,20,36,46,50],linux:[20,21,23,36,51],lipeng:41,lipton:50,list:[2,3,8,9,10,11,14,15,16,17,19,26,28,31,33,35,36,43,44,46,48,49,50,51],listen:[21,33],literatur:50,littl:[2,3,33,46,50],lium:51,liwicki:50,load:[2,3,5,10,15,17,19,33,36,44,48,49,50,51],load_featur:44,load_feature_c:44,load_feature_pi:44,load_missing_parameter_strategi:[32,33,35,41,49],load_uniform_data:42,loadparamet:5,loadsave_parameters_in_pserv:[32,33],local:[7,15,20,21,27,31,32,33,37,43,50],localhost:21,locat:[26,28,46,49],log:[3,6,15,21,27,28,31,33,36,37,43,48,49,50,51],log_barrier_abstract:33,log_barrier_lowest_nod:[32,33],log_barrier_show_log:[32,33],log_clip:[32,33],log_error_clip:[32,33],log_period:[33,35,37,42,43,46,48,49,50,51],log_period_serv:[32,33],logarithm:15,logger:3,logic:[3,31],longer:51,look:[3,9,19,31,32,36,37,42,46],lookup:46,loop:18,loss:[10,15,28,42,46,50,51],lot:32,low:[10,15],lower:31,lowest:33,lst:48,lstm:[10,15,26,37,46],lstm_attr:15,lstm_bias_attr:[11,15],lstm_cell_attr:[11,15],lstm_group:[11,15],lstm_layer_attr:11,lstm_size:46,lstm_step:[11,15],lstmemori:[11,15,26],lstmemory_group:[10,15],lstmemory_unit:15,ltr:[10,15],lucki:19,mac:[20,21],machan:[11,15],machin:[10,11,12,15,16,19,27,28,32,33,35,36,37,46,48,50,51],made:[3,19,26,47],mai:[3,8,9,10,15,18,27,30,36,47],main:[3,5,27,36,43,49,50],mainli:33,maintain:[10,36],major:[21,27,42,44,50,51],make:[3,10,15,17,18,20,21,27,28,30,31,36,43,46,48,50],male:47,malloc:28,manag:[27,31],manageri:47,mandarin:[10,15],mani:[0,10,11,15,19,33,46,47,48,50],mannal:31,manual:[21,27],manufactur:51,mao:50,map:[3,10,15,16,17,33,43,44,48],map_read:14,mapreduc:17,marcu:50,mark:[3,15,26,49],mark_slot:49,market:[19,47,50],martha:49,mask:[7,10,15],master:[17,27,33,50],mat_param_attr:[11,15],match:30,math:[11,15,28,30],matirx:[10,15],matplotlib:43,matric:[5,26,28],matrix:[9,10,11,14,15,16,26,28,32,35,44,49],matrixptr:28,matter:3,max:[3,7,10,13,14,15,30,33,35,43,46,48],max_id:[15,46],max_length:[10,26],max_siz:15,max_sort_s:[10,15],maxid:[9,10,15,46],maxid_lay:[9,46],maxim:[10,15,51],maximum:[9,26,30,33,46,49,50],maxinum:15,maxout:[10,15],maxpool:[10,15],mayb:[10,11,15,43],mean:[3,7,9,10,11,12,14,15,16,18,19,26,30,31,33,35,36,41,42,43,44,46,48,49,50,51],mean_img_s:43,mean_meta:44,mean_meta_224:44,mean_valu:44,measur:[19,30],mechan:[10,11,15,26,36,50],media:50,meet:49,member:17,memcpi:30,memor:50,memori:[2,3,11,15,26,28,30,33,35,37,46,49,50,51],memory_threshold_on_load_data:33,mere:[11,15],merg:[27,33,41,51],mergedict:[41,51],messag:[19,33,37,48,50,51],meta:[31,43,44,46],meta_config:[31,48],meta_fil:48,meta_gener:[31,48],meta_path:43,meta_to_head:48,metadata:[36,37],metaplotlib:17,method:[3,8,10,11,12,15,16,21,28,30,33,35,46,48,50,51],metric:32,might:[10,15,28,36],mileag:30,million:[35,47],min:[7,15,30,35,36,48],min_pool_s:3,min_siz:15,mind:31,mini:[3,10,14,15],mini_batch:18,minibatch:[10,15],minibatch_data:14,minim:[3,12,19,33],minimum:[10,15],minimun:33,minst:3,minut:[36,51],miss:[33,41,49],mit:36,mix:[11,15,26,49],mixed_attr:15,mixed_bias_attr:[11,15],mixed_lay:[11,26,49],mixed_layer_attr:11,mixedlayertyp:10,mkdir:[20,36],mkl:20,mkl_path:20,mkl_root:20,ml_data:[31,48],mnist:[3,5,18],mnist_provid:3,mnist_random_image_batch_read:18,mnist_train:[3,18],mnist_train_batch_read:18,mod:49,modal:49,mode:[10,15,33,42,43,44,48,50,51],model:[2,5,8,10,11,12,15,24,27,28,29,33,36,48,49,50],model_averag:12,model_config:[5,42],model_list:[33,35,49,50],model_output:50,model_path:35,model_zoo:[41,44],modelaverag:12,modelconfig:15,modifi:[5,26,27,28,31,36],modul:[2,3,5,8,11,14,15,19,20,43,44,46,48,49],modulo:[10,15],momentum:[7,12,15,19,46],momentumoptim:[19,43],mon:37,monitor:[46,50],mono:[10,15],month:[46,51],mood:50,more:[2,3,5,9,10,11,14,15,17,18,19,21,26,28,30,31,35,37,43,46,49,50,51],morin:[10,15],mose:[50,51],moses_bleu:51,mosesdecod:50,most:[3,5,10,14,17,18,19,26,28,30,32,48,49,50,51],mostli:[43,47],mount:[21,36,37],mountpath:[36,37],move:[10,15,30,36,48,50],movement:[30,50],movi:[3,50],movie_featur:48,movie_head:48,movie_id:48,movie_meta:48,movie_nam:48,movie_review:14,movieid:47,movielen:45,moving_average_fract:[10,15],mpi:31,mse:10,much:[10,15,18,30],mul:28,mulit:31,multi:[10,15,28,32,33,44,51],multi_binary_label_cross_entropi:15,multi_binary_label_cross_entropy_cost:15,multi_crop:44,multinomi:[10,15],multipl:[9,10,11,14,15,17,26,28,33,35,36,42,46,48,50],multipli:[9,10,15,28,43],multithread:3,music:47,must:[3,9,10,11,15,18,20,26,27,28,31,33,35,36,51],my_cluster_nam:36,my_cool_stuff_branch:27,my_external_dns_nam:36,mypaddl:37,mysteri:47,name:[3,7,8,9,10,11,14,15,16,17,19,21,26,28,30,31,33,35,37,38,39,41,42,43,44,46,48,50,51],namespac:[28,37],nano:27,nativ:[10,15],natur:[35,49,50],nce:15,nchw:[10,15],ndarrai:16,ndarri:16,ndcg:[10,15],ndcg_num:[10,15],nearest:46,necessari:[3,10,15,20,28,31,46,50],necessarili:28,need:[3,10,11,14,15,17,19,20,21,23,26,27,28,31,32,33,35,36,37,42,43,44,46,48,49,50,51],neg:[3,9,10,15,46,49,50],neg_distribut:[10,15],negat:49,neighbor:46,nest:[3,14],net:[10,11,15],net_conf:50,net_diagram:44,network:[2,3,4,5,7,9,10,12,14,16,17,18,19,28,30,31,33,41,50,51],network_config:35,networkadministr:36,neural:[3,5,10,11,12,14,15,16,17,19,30,33,41,42,44,50,51],neuralnetwork:[10,15,24],neuron:[5,28,46,50],never:[14,15,18,36,37],newest:27,newtork:50,next:[10,26,28,30,33,36,37,49,50,51],nfs4:36,nfs:36,nfsver:36,nginx:21,nic:[31,32,33],nine:49,nlp:[3,10],nltk:14,nmt:51,nnz:28,no_cach:3,no_sequ:[3,48],noah:50,noavx:[21,23],node:[10,15,28,31,33,36,37,50,51],node_0:36,node_1:36,node_2:36,nodefil:31,noir:47,nois:[10,15,42],noise_dim:42,non:[10,15,28,33,36],none:[2,3,5,7,8,9,10,11,12,14,15,16,17,19,26,44,46],nonlinear:28,norm:[15,42],norm_by_tim:[10,15],normal:[3,5,10,11,15,23,26,28,31,33,37,41,42,44],normzal:44,north:43,notat:[10,15],note:[3,5,7,10,11,12,15,16,17,18,20,21,30,33,35,36,41,43,48,50],noth:[15,16,33],notic:[26,28],novel:50,now:[0,3,10,15,19,21,27,33,36,42,48,49],np_arrai:14,nproc:20,ntst1213:51,ntst14:51,nullptr:28,num:[10,15,31,33,46,49,50,51],num_channel:[10,11,15,43],num_chunk_typ:9,num_class:[10,11,15,43],num_filt:[10,11,15],num_gradient_serv:[32,33],num_group:[10,15],num_neg_sampl:[10,15],num_parameter_serv:17,num_pass:[16,19,32,33,35,37,46,48,49,50,51],num_repeat:[10,15],num_result:9,num_results_per_sampl:10,number:[3,9,10,14,15,18,19,28,31,33,36,41,43,44,46,49,50,51],numchunktyp:9,numdevices_:35,numlogicaldevices_:35,numofallsampl:9,numofwrongpredict:9,numpi:[14,16,18,19,20,42,44],numsampl:30,numtagtyp:9,nvidia:[20,21,30,33],obj:[3,8,19,43,44,46,48],object:[3,5,7,8,9,10,11,12,14,15,16,17,30,42,43,44,46,49],observ:[12,19,28,30,51],obtain:[46,49,50],occup:[47,48],occur:[14,16,27],oct:37,odd:[10,15],off:21,offer:[5,49],offici:[21,36,43],offset:[10,15,48],often:[9,15,31,46,51],ograd:28,old:[21,27,33],omit:46,on_coverallscompil:20,on_init:3,on_travisexclud:20,onc:[3,10,21,27,28,36,46],one:[3,8,9,10,11,12,14,15,17,18,19,21,27,28,31,33,35,36,37,41,42,43,44,46,48,49,50,51],one_host_dens:48,one_hot_dens:48,onli:[2,3,5,9,10,11,14,15,17,19,20,26,27,28,30,32,33,35,36,37,41,44,46,47,50,51],onlin:[12,18],onto:36,open:[0,3,10,15,17,18,19,36,44,46,48,49],openbla:20,openblas_path:20,openblas_root:20,oper:[10,11,12,15,21,26,28,30,33,36,41,43,48],opinion:50,opt:[17,20],optim:[3,4,7,16,19,28,30,50],option:[3,9,10,15,17,19,27,28,31,35],order:[3,10,11,14,15,18,28,33,36,37,42,44,46,50,51],ordinari:50,oregon:36,org:[10,11,15,20,42],organ:[10,15,43,50,51],origin:[0,2,3,10,14,15,27,42,49,51],other:[3,9,10,11,12,14,15,20,23,26,27,35,36,37,41,42,43,44,46,47,48,49,50,51],otherchunktyp:9,otherwis:[2,8,10,14,15,17,18,26,31,35,48,51],our:[17,21,26,28,36,37,41,43,46,49,50,51],out:[10,15,16,17,19,26,30,33,36,37,43,50],out_dir:36,out_left:[10,15],out_mem:26,out_prod:15,out_right:[10,15],out_size_i:[10,15],out_size_x:[10,15],outer:15,outlin:34,outperform:49,output:[5,7,9,10,14,15,16,17,18,19,26,28,30,33,35,37,41,42,43,44,46,48,49,50,51],output_:[10,15,28],output_dir:44,output_fil:49,output_id:[10,15],output_lay:44,output_max_index:15,output_mem:[10,15,26],outputh:[10,15],outputw:[10,15],outsid:[3,10,11,15],outter_kwarg:3,outv:28,over:[2,10,11,15,17,27,28,30,46,49,50],overcom:50,overhead:30,overlap:28,overrid:28,owe:0,own:[27,31,36],pacakg:23,packag:[3,14,15,22,36],pad:[10,15,26,46],pad_c:[10,15],pad_h:[10,15],pad_w:[10,15],paddepaddl:2,padding_attr:[10,15],padding_i:[10,15],padding_x:[10,15],paddl:[3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,22,23,27,28,29,30,31,33,35,36,42,43,46,48,49,50,51],paddle_n:31,paddle_output:37,paddle_port:31,paddle_ports_num:31,paddle_ports_num_for_spars:31,paddle_pserver2:31,paddle_root:41,paddle_source_root:41,paddle_train:31,paddledev:[21,36,37],paddlepaddl:[0,2,3,5,10,11,12,14,15,18,19,20,23,24,26,27,28,29,30,31,38,39,44,46,48,49,50],paddlepadl:3,paddlpaddl:0,paddpepaddl:3,page:[27,36,48],pair:[9,49],palmer:49,paper:[10,15,41,42,44,49,50,51],paraconvert:41,paragraph:50,parallel:[30,33,35,36,37,51],parallel_nn:[7,15,32,33],param:[7,10,15,48],param_attr:[10,11,15,19,26],paramattr:[7,10,15,19,26],paramet:[2,3,4,5,8,9,10,11,12,14,15,18,19,28,29,35,42,43,46,48,49,50,51],parameter_attribut:[10,15],parameter_block_s:[32,33],parameter_block_size_for_spars:[32,33],parameter_learning_r:[7,15],parameter_nam:[16,17],parameter_serv:17,parameterattribut:[7,10,11,15],parametermap:28,parameters_:28,parameterset:17,parametris:12,paramt:[36,41],paramutil:48,paraphras:51,paraphrase_data:41,paraphrase_model:41,paraspars:28,parent:[10,28],pars:[5,14,15,35,36,42,48,49],parse_config:[5,42],parse_network:15,parser:48,part:[3,15,19,26,27,28,30,42,46,48,49,50,51],parti:[30,48],partial:[10,15,42],participl:41,particular:30,partit:36,pass:[3,8,10,15,16,18,19,27,28,30,31,33,36,37,42,43,46,48,49,50,51],pass_id:16,pass_idx:18,pass_test:42,passtyp:28,password:[21,31],past:[17,36],path:[2,3,9,14,18,19,20,26,31,33,35,36,37,41,43,44,46,49,50,51],pattern:[19,36,48,50],paul:49,pave:51,pdf:[10,11,15],pem:[17,36],penn:49,per:[10,18,33,43,46],perfom:[33,35],perform:[2,10,11,15,16,19,26,27,28,29,31,32,42,43,46,50,51],period:[2,33,46,48,49,50,51],perl:[50,51],permiss:36,peroid:[10,15],persist:36,persistentvolum:36,persistentvolumeclaim:36,person:17,perspect:30,perturb:28,pgp:36,phase:19,photo:43,pick:[3,36],pickl:48,picklabl:8,pictur:46,piec:[10,11,15,19],pillow:43,pip:[20,27,31,43,48],pipe:47,pipelin:49,pixel:[3,10,14,15],pixels_float:3,pixels_str:3,place:[2,3,28,30,31,44,51],placehold:19,plai:[49,50],plain:[2,9,10,15,16],plan:28,platform:[0,19,21,36],pleas:[3,5,7,10,11,12,15,17,18,20,21,22,26,27,28,36,41,43,46,48,49],plot:[17,43],plotcurv:43,png:[43,44],pnpairvalidationlay:33,pnpairvalidationpredict_fil:32,pod:[36,37],pod_nam:36,point:[19,21,30],polar:50,polici:36,polit:50,poll:50,poo:43,pool3:28,pool:[3,4,11,16,43,46,48],pool_attr:[11,15],pool_bias_attr:[11,15],pool_layer_attr:11,pool_pad:[11,15],pool_siz:[3,10,11,15],pool_size_i:[10,15],pool_strid:[11,15],pool_typ:[10,11,15],pooling_lay:[11,46,48],pooling_typ:[10,15,46],poolingtyp:15,popular:[19,44],port:[21,31,32,33,36,37],port_num:32,ports_num:33,ports_num_for_spars:[32,33,35],pos:[48,50],posit:[3,9,10,14,15,46,49,50,51],positive_label:9,possibl:[17,27,30,42],post1:20,potenti:30,power:[10,15,46,51],practic:[8,10,15,19,26,28],pre:[3,10,11,15,17,36,37,41,43,49,50,51],pre_dictandmodel:41,precis:[9,20],pred:[46,49],predefin:50,predetermin:[10,33,51],predic:49,predicate_dict:49,predicate_dict_fil:49,predicate_slot:49,predict:[3,4,9,12,15,16,19,26,31,33,41,46,51],predict_fil:33,predict_output_dir:[32,33,46],predict_sampl:5,predicted_label_id:46,predictor:48,predin:43,prefer:50,prefetch:28,prefix:36,pregrad:28,preinstal:20,premodel:41,prepar:[5,24,38,46],preprcess:50,preprocess:[14,26,31,37,50],prerequisit:20,present:[17,44,49,51],pretti:19,prev_batch_st:[32,33],prevent:[2,12,17],previou:[10,11,15,28,33,36,49,51],previous:[37,44],price:19,primari:15,primarili:50,principl:17,print:[7,15,16,17,19,26,33,41,46,48,49,50,51],printallstatu:30,printer:9,printstatu:30,priorbox:15,prite:9,privileg:36,prob:[9,42],probabilist:[10,15,41],probability_of_label_0:46,probability_of_label_1:46,probabl:[9,10,15,16,26,27,44,46,49],problem:[5,10,12,15,17,24,46,49,50],proc:21,proc_from_raw_data:46,proce:[14,18,36],procedur:[41,49,51],proceed:[10,15,49],process:[2,3,5,7,8,10,11,12,15,17,19,26,31,33,35,36,37,41,43,44,46,48,49,50,51],process_pr:46,process_test:8,process_train:8,processdata:[43,44],processor:30,produc:[11,14,15,18,21,44,46],product:[0,15,28,36,46,50],productgraph:37,profil:20,proflier:30,program:[2,14,17,18,30,31,33],programm:47,progress:33,proivid:3,proj:[10,15],project:[10,11,15,20,26,28,48],promis:[10,11,15],prompt:27,prone:17,prop:49,propag:[12,33,35],properli:46,properti:[3,33],propos:51,proposit:49,protect:28,proto:15,protobuf:20,protocol:33,prove:46,proven:51,provid:[0,8,10,14,15,17,19,26,30,31,36,41,42,43,44,47,50],providermemory_threshold_on_load_data:32,provis:36,provod:3,prune:10,pserver:[31,32,33,36],pserver_num_thread:[32,33],pserverstart_pserv:32,pseudo:17,psize:28,pull:[41,51],punctuat:50,purchas:46,purpos:[0,30],push_back:28,put:[28,31,37,46],pvc:36,pwd:21,py_paddl:[5,14,42],pydataprovid:[2,3,46],pydataprovider2:[4,5,19,26,46,48,50],pydataproviderwrapp:8,pyramid:[10,15],pyramid_height:[10,15],python:[2,3,4,8,15,16,17,19,20,21,27,31,41,42,43,49,50,51],pythonpath:43,pzo:50,qualifi:20,qualiti:46,queri:[10,15,36,51],question:[10,15,17,36,49],quick:[33,37,45,51],quick_start:[36,37,38,46],quick_start_data:37,quickli:19,quickstart:37,quit:30,quot:47,rais:14,ramnath:50,ran:30,rand:[30,33,35,42,49],random:[3,7,10,14,15,18,19,33,42,43,49],randomli:50,randomnumberse:32,rang:[3,10,14,15,18,33,35,43,47,49],rank:[10,15,17,36,44,46],rank_cost:15,rare:3,rate:[7,9,12,15,28,31,43,46,48,50,51],rather:[5,36,50],ratio:[15,33],raw:[10,15,19,46,50],raw_meta:48,rdma:[20,33],rdma_tcp:[32,33],reach:[30,49],read:[2,3,14,17,18,19,26,31,36,44,46,48],read_from_realistic_imag:17,read_from_rng:17,read_mnist_imag:17,read_ranking_model_data:17,reader:[16,51],reader_creator_bool:18,reader_creator_random_imag:[14,18],reader_creator_random_image_and_label:[14,18],reader_dict:14,readi:[19,36,37,43],readm:[47,48,50],readonesamplefromfil:3,readwritemani:36,real:[3,18,19,42],realist:17,reason:[10,11,15,17,21,37],rebas:27,recal:9,receiv:8,recent:51,reciev:33,recogn:43,recognit:[3,10,15,44,50],recommand:3,recommend:[2,11,15,17,26,28,31,33,48],recommonmark:20,recompil:30,record:[36,48,49],recordio:17,recov:[19,42],rectangular:[10,15],recurr:[15,49,50],recurrent_group:[11,15,26],recurrent_lay:11,recurrentgroup:9,recurrentlay:33,recurs:21,recv:36,reduc:[12,31,33,35],refer:[2,5,7,8,10,11,12,15,26,28,31,37,41,43,46,48,51],referenc:10,regard:49,regardless:51,regex:48,region:[30,49],regist:[28,30],register_gpu_profil:30,register_lay:28,register_timer_info:30,registri:37,regress:[9,15,24,45],regression_cost:[15,19,48],regular:[7,12,15,28,36,43,46,50],rel:[2,11,15,31],relat:[1,3,8,23,37,48,50],relationship:[19,42],releas:[20,21,23,36,47,49],relev:[49,51],reli:20,relu:[6,10,15,28],reluactiv:10,remain:46,remot:[7,15,21,27,28,31,33,35,36],remoteparameterupdat:33,remov:[14,31,33,50],renam:51,reorgan:[10,15],repeat:[10,15],replac:50,repo:27,report:[30,31],repositori:27,repres:[3,5,10,12,15,26,28,36,43,46,47],represent:[46,50],reproduc:51,request:[36,37,41,51],requir:[2,9,10,15,17,28,31,36,37,42,43,46,48],requrest:27,res5_3_branch2c_bn:44,res5_3_branch2c_conv:44,res:49,research:[10,15,43,47,50],resembl:50,reserv:3,reserveoutput:28,reset:[10,15],reshap:[15,18],reshape_s:[10,15],residu:44,resnet:45,resnet_101:44,resnet_152:44,resnet_50:44,resolv:[27,37],resourc:[21,36],respect:[3,19,26,28,33,43,44,49,51],respons:[10,15,36,37],rest:[3,10,15,19],restart:[36,37],restartpolici:[36,37],restrict:33,resu:18,result:[5,9,10,15,16,26,30,33,36,43,44,46,48,49,50],result_fil:[9,26],ret_val:48,retir:47,retran:36,retriev:[28,37],return_seq:[11,15],reus:[18,28],reveal:17,revers:[10,11,15,26,49,50],review:[27,37,46,50],reviews_electronics_5:37,revis:46,rewrit:51,rgb:[10,15],rgen:50,rho:12,rich:19,right:[3,10,15,44],rmsprop:[12,46],rmspropoptim:48,rnn:[10,11,15,29,32,46,50],rnn_bias_attr:26,rnn_layer_attr:26,rnn_out:26,rnn_step:10,rnn_use_batch:[32,33],rnnlm:14,robot:43,role:[17,26,36,45,50],roman:50,romanc:47,root:[12,15,21,31,36,37],root_dir:31,rot:[10,15],rotat:[10,15],roughli:[3,42],routin:48,routledg:50,row:[5,9,10,14,15,28,44],row_id:[10,15],rsize:36,rtype:48,rule:[28,36],run:[17,21,27,28,29,30,33,36,38,39,41,43,44,46,48,50,51],runinitfunct:30,runtim:[2,3,20,31],s_fusion:48,s_id:48,s_param:42,s_recurrent_group:26,sacrif:2,sai:[19,33,35],sake:28,sale:47,same:[3,5,8,9,10,11,15,17,26,31,35,36,41,46,48,49,50,51],samping_id:[10,15],sampl:[3,5,9,14,15,31,33,35,41,42,44,46,48,49,50,51],sample_dim:42,sample_id:9,sample_num:9,sampling_id:15,santiago:50,satisfi:[31,36,46],save:[3,10,14,15,19,33,35,36,37,43,44,46,48,49,50,51],save_dir:[19,33,35,37,42,43,46,48,49,50,51],save_only_on:[32,33],saving_period:[32,33],saving_period_by_batch:[32,33,35,46],saw:3,scalabl:0,scalar:[3,10,15],scale:[0,10,15,44,47,48],scaling_project:15,scalingproject:[10,15],scatter:10,scenario:[19,32],scene:32,schdule:36,schedul:[36,42],scheduler_factor:[7,15],schema:41,scheme:[9,12,49],schmidhub:50,schwenk:51,sci:47,scienc:50,scientist:[0,47],score:[9,10,15,48,50,51],screen:48,scrip:46,script:[5,14,21,31,36,43,44,46,49,50,51],seaplane_s_000978:43,search:[10,20,26,33,49,51],seat:51,second:[3,10,14,15,17,18,19,27,31,41,44,46,47,48,50],secret:36,section:[3,26,28,31,36,46],sed:50,see:[3,5,10,11,15,17,19,27,30,36,41,42,44,46,48,50,51],seed:[30,33],segment:9,segmentor:41,sel_fc:[10,15],select:[10,15,27,36,47,51],selectiv:[10,15],selective_fc:15,selector:37,self:[19,28,47,50],selfnorm:[10,15],semant:[17,26,45,50],semat:17,sen_len:49,send:[33,36],sens:10,sent:[17,37],sent_id:26,sentenc:[3,10,26,46,49,50,51],sentiment:[3,19,45,46,49],sentiment_data:50,sentiment_net:50,sentimental_provid:3,separ:[3,9,33,41,46,47,48,49,51],seq:[10,15,48],seq_concat:15,seq_pool:[10,15],seq_reshap:15,seq_text_print:9,seq_to_seq_data:[41,51],seq_typ:[3,14,48],seqtext_printer_evalu:26,seqtoseq:[10,26,41,51],seqtoseq_net:[10,26,41,51],sequel:3,sequenc:[3,9,10,11,14,15,28,41,46,48,49,50,51],sequence_conv_pool:[15,46],sequence_layer_group:10,sequence_nest_layer_group:10,sequencesoftmax:[6,15],sequencestartposit:[10,15],sequencetextprint:9,sequencetyp:3,sequenti:[8,10,15,26,46,49],seri:[11,15,50],serial:[3,16],serv:[21,30,36,42],server:[17,21,28,31,32],servic:47,session:30,set:[2,3,5,7,9,10,11,14,15,16,17,19,20,21,23,26,28,29,30,31,32,33,35,36,37,41,43,44,46,47,48,49,50,51],set_active_typ:28,set_default_parameter_nam:[7,15],set_drop_r:28,set_siz:28,set_typ:28,setp:36,settup:28,setup:[3,28,46],sever:[3,10,15,31,35,36,45,46,48,49,50,51],sgd:[12,16,17,31,42,50,51],sgdasync_count:32,shallow:49,shape:[10,15,16,44],shard:36,share:[10,15,20,30,33,37,49],shared_bia:[11,15],shared_bias:[10,15],shell:[36,44],shift:44,ship:43,shold:50,shop:50,shorter:44,should:[3,5,9,10,12,14,15,16,17,18,19,23,26,27,31,36,43,46,48,49,50,51],should_be_fals:17,should_be_tru:17,should_shuffl:[3,49],shouldn:27,show:[5,12,15,19,27,33,36,37,41,44,46,48,49,50,51],show_check_sparse_distribution_log:[32,33],show_layer_stat:[32,33],show_parameter_stats_period:[32,33,35,37,46,49,50,51],shown:[3,9,10,15,17,26,28,30,36,42,43,44,46,48,50,51],shrink:28,shuf:48,shuffl:[3,14,48,50],sid:36,side:[10,15,16,44],sig:36,sigint:31,sigmoid:[6,10,15,28],sigmoidactiv:[10,11],sign:36,signal:31,signatur:36,signific:30,similar:[10,15,18,36,46,48],similarli:[10,15,49],simpl:[2,3,9,10,11,14,15,16,20,24,27,30,33,46,48,49,50],simple_attent:[15,26],simple_gru2:15,simple_gru:[15,46],simple_img_conv_pool:15,simple_lstm:[10,15,46],simple_rnn:[10,26],simplest:36,simpli:[2,10,15,17,20,26,27,30,41,44,48,50,51],simplifi:[17,28,37],simultan:36,sinc:[10,15,18,19,30,36,42,46,47,51],sincer:[27,50],singl:[3,9,11,12,14,15,28,31,37,44,46,49,51],site:36,six:[41,49,51],size:[3,9,10,11,12,14,15,16,18,19,26,28,31,33,42,43,44,46,47,48,49,50,51],size_a:[10,15],size_b:[10,15],size_t:28,sizeof:41,skill:51,skip:[18,19,31,36,44],slide:12,slightli:43,slope:[10,15],slope_intercept:15,slot:[48,49],slot_dim:48,slot_nam:48,slottyp:48,slow:[3,30],small:[3,28,31,33,43,51],small_messag:[32,33],small_vgg:43,smaller:[10,15],smith:50,snap:37,snapshot:36,snippet:[26,28,30,36,46],social:50,sock_recv_buf_s:[32,33],sock_send_buf_s:[32,33],socket:33,softmax:[6,10,11,15,17,26,28,41,46,49,50],softmax_param_attr:[11,15],softmax_selfnorm_alpha:[10,15],softmaxactiv:[26,46],softrelu:[6,15],softwar:30,solv:[17,49],solver:51,some:[3,7,10,12,14,15,17,19,20,27,28,30,32,33,35,36,42,46,47,48,49,50,51],somedata:16,someth:[3,10,15],sometim:[12,18,30,50],sophist:[19,28,31],sort:[10,14,15,33,36,48,50,51],sourc:[0,8,10,15,18,19,21,24,26,27,36,37,41,46,48,51],source_dict_dim:26,source_language_word:26,space:[9,26,30],space_seperated_tokens_from_dictionary_according_to_seq:9,space_seperated_tokens_from_dictionary_according_to_sub_seq:9,spars:[3,7,10,12,14,15,28,31,33,36,46],sparse_binary_vector:[3,14,46],sparse_binary_vector_sequ:14,sparse_float_vector:3,sparse_non_value_slot:14,sparse_upd:[7,15],sparse_value_slot:14,sparse_vector:14,sparse_vector_sequ:14,sparseparam:28,sparseprefetchrowcpumatrix:28,spatial:[10,15,43],speak:[26,51],spec:[36,37],specfii:33,speci:43,special:[10,20,41,46,51],specif:[2,35,43,46,48],specifi:[2,3,9,10,14,15,17,19,20,26,28,33,36,42,43,44,46,47,48,50,51],speech:[10,15],speed:[11,15],spefici:44,sphinx:20,sphinx_rtd_them:20,split:[3,10,15,31,35,36,41,44,46,49],split_count:36,spp:[10,15],sql:2,squar:[6,10,12,15,19],squarerootn:[13,15],squarerootnpool:[10,15],squash:51,srand:33,src:51,src_backward:26,src_dict:26,src_embed:26,src_forward:26,src_id:26,src_root:5,src_word_id:26,srl:49,ssd:15,ssh:[21,31,36,37],sshd:21,ssl:20,sstabl:17,stabl:36,stack:[19,36,46,49],stacked_lstm_net:50,stacked_num:50,stackexchang:[10,15],stage:31,stake:51,stale:27,stamp:30,standard:[7,15,41,43,49,50,51],stanford:[14,37],stanh:[6,15],star:47,start:[10,15,16,19,21,26,27,30,31,33,40,41,45,48,51],start_pass:[32,33],start_pserv:33,startup:36,stat:[20,30,33,49,50,51],state:[10,11,15,19,26,33,37,42,49,51],state_act:[10,11,15],statement:[28,36],staticinput:[10,26],statist:[10,15,33,46,49,50,51],statset:30,statu:[9,27,30,36,37],status:37,std:[28,33],stderr:31,stdout:31,step:[5,10,11,12,15,26,28,30,31,36,37,46,48,49,50,51],still:44,stmt1482205552000:36,stmt1482205746000:36,stochast:12,stock:50,stop:[10,31,33,37,48],storag:[36,37,43],store:[9,10,15,28,31,33,36,37,41,43,44,46,48,49,50,51],str:[16,35],straight:27,strategi:[3,15,33,49],street:[10,15,49],strength:42,strict:18,stride:[10,15],stride_i:[10,15],stride_x:[10,15],string:[2,3,8,9,10,15,28,33,36,50],strip:[46,48,49],structur:[14,31,36,41,43,46,48,49,50,51],sts:36,stub:[10,15],student:47,stuff:27,stun:3,style:[3,10,15,20,27],sub:[9,10,14,15,17,26,28,43,46,51],sub_sequ:3,subgradi:12,submit:[27,32,33,36],subnet0:36,subnet:[17,36],subobjectpath:37,subsequenceinput:10,subset:[28,51],substanti:44,substitut:51,succe:50,succeed:37,success:[36,37,44,49],successfulcr:37,successfuli:50,successfulli:[44,48,50],successor:[33,51],sucessfulli:51,sudo:[20,23,36,43],suffic:[18,19],suffici:33,suffix:51,suggest:[10,15,30],suitabl:[27,33,43],sum:[9,10,12,13,15,26,28],sum_cost:15,sum_to_one_norm:[10,15],summar:[46,50],sumpool:[10,15],support:[7,9,10,12,14,15,18,20,21,23,26,28,30,33,36,49],support_hppl:15,suppos:[19,28,46],sure:[27,28,36,43,50],survei:50,swap_channel:44,swig:[5,20],swig_paddl:[5,14,42],symbol:10,sync:[27,33,42],syncflag:28,synchron:[12,31,33,36],syntact:49,syntax:[18,48],synthect:19,synthes:42,synthet:19,sys:44,system:[20,21,31,37,46,49,50,51],t2b:41,tab:46,tabl:[3,10,15,44,46,51],table_project:15,tableproject:[10,15],tag:[9,26],tagtyp:9,take:[3,5,9,10,11,15,17,26,28,30,36,37,42,49,51],taken:[3,49],tanh:[6,10,11,15,28],tanhactiv:[10,11,26],taobao:50,tar:[14,20,36],tarbal:36,target:[10,15,16,26,41,46,51],target_dict_dim:26,target_language_word:26,targetinlink:10,task:[3,9,10,15,19,26,35,41,44,49,50,51],tconf:50,tcp:[33,36],teach:46,tear:30,technician:47,techniqu:[26,28],tee:[37,43,48,49,50,51],tell:[30,48],tellig:50,templat:[37,49],tempor:[10,15,46,49],tensor:[10,15],term:[10,11,15,49,50],termin:[21,37],terminolog:19,tese:2,tesh:49,test:[2,3,8,9,10,14,15,16,17,18,20,21,23,27,30,31,32,41,43,44,46,47,51],test_all_data_in_one_period:[37,43,48,49,50],test_data:51,test_fcgrad:28,test_gpuprofil:30,test_layergrad:28,test_list:[3,8,19,43,46],test_part_000:50,test_pass:[32,33,35,51],test_period:[32,33,35],test_ratio:48,test_wait:[32,33],testa:17,testb:17,testbilinearfwdbwd:30,testconfig:28,tester:[48,51],testfcgrad:28,testfclay:28,testlayergrad:28,testmodel_list:32,testq:17,testresult:16,testsave_dir:32,testutil:28,text:[2,3,9,11,14,15,17,26,36,41,45,46,48,50],text_conv:46,text_conv_pool:[15,48],text_fil:[14,50],tflop:30,tgz:20,than:[3,5,7,9,10,11,12,15,20,21,26,28,31,36,44,49,50,51],thank:[0,41,51],thei:[3,17,19,26,28,30,31,32,36,44,50],them:[2,3,11,15,17,18,19,21,26,30,32,33,36,43,44,46,48,50,51],theori:30,therefor:20,therein:[10,15],therun:44,thi:[2,3,7,8,9,10,11,12,14,15,16,17,18,19,20,21,23,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],thing:[3,19,26,27,30,48,49],think:17,third:[10,15,30,44,50],those:[44,49],thought:30,thread:[28,30,33,35,48,49,50,51],thread_local_rand_use_global_se:[32,33],threadid:35,threadloc:30,three:[3,9,10,12,15,18,19,26,33,42,44,50,51],threshold:[7,9,12,15,33,50],thriller:47,through:[5,10,15,26,28,30,31,41,42,43,50,51],throughout:46,throughput:30,thu:[3,10,15,19,28,36,51],tier:37,tight:20,time:[3,10,11,14,15,17,18,19,26,30,33,35,37,46,47,49,50,51],timelin:[10,15,30],timeo:36,timer:20,timestamp:[10,15,47],timestep:[3,10,15],titil:48,titl:[27,47,48],tmall:50,todo:[9,11,14,15,16],toend:[10,15],togeth:[3,10,11,14,15,26],token:[9,10,17,26,41,50,51],too:[21,23],tool:[26,27,36,50],toolchain:20,toolkit:[20,23],top:[9,15,44,49],top_k:[9,15],topolog:[15,16,17],toronto:[14,43],total:[9,16,18,30,31,37,41,51],total_pass:18,touch:50,tourism:50,tourist:51,toward:19,tra:51,track:10,tractabl:10,tradesman:47,tradit:[10,15],trail:14,train:[2,3,5,7,8,9,10,12,14,15,16,24,26,28,29,30,32,38,39,44],train_conf:[41,51],train_config_dir:36,train_data:51,train_id:36,train_list:[3,8,19,43,44,46],train_part_000:50,trainabl:[10,15],traindot_period:32,trainer:[1,3,5,17,19,28,31,33,35,42,46,49,50,51],trainer_config:[2,3,19,31,36,37,46,48,50],trainer_config_help:[3,6,7,8,9,10,11,12,13,19,28,43,46,48],trainer_count:[32,33,35,36,37,48,49,50,51],trainer_id:[33,36],trainerintern:[46,48,51],training_machin:42,trainingtest_period:32,trainonedatabatch:42,tran:[10,15,28,33],trane:3,trans_full_matrix_project:15,transact:50,transfer:[2,3],transform:[10,15,26,28,42,43,46,49],transform_param_attr:[11,15],translat:[10,11,15,19,41,48,50,51],transpar:31,transport:33,transpos:[10,15,28,42],transposedfullmatrixproject:[10,15],travel:[3,11],travi:[20,27],treat:[10,15,26],tree:[10,15,21,27,33,51],trg:51,trg_dict:26,trg_dict_path:26,trg_embed:26,trg_id:26,trg_ids_next:26,triain:2,trivial:3,trn:46,truck:43,true_imag:18,true_label:18,true_read:18,truth:[9,10,15,46,51],tst:46,tune:[7,15,29,46,48,51],tuninglog_barrier_abstract:32,tupl:[3,8,10,11,14,15,16,18],ture:[10,15],turn:[10,18,42],tutori:[26,27,28,30,31,36,37,38,39,40,44,46],tweet:50,twelv:51,twitter:50,two:[2,3,10,11,15,17,18,19,26,30,31,35,36,41,42,43,44,46,48,49,50,51],txt:[3,28,31,36,46,48,50],type:[3,8,9,10,11,12,14,15,16,17,18,19,26,28,33,35,36,37,43,44,46,48,49],type_nam:[10,48],typic:[5,9,30,50],ubuntu:23,ubyt:18,uci:14,ufldl:[10,15],uid:37,unbalanc:33,unbound:26,unconstrain:50,under:[19,20,36,47,50],underli:19,understand:[21,30,41,43,50],understudi:51,undeterminist:30,unemploi:47,unexist:49,uniform:[7,10,14,15,18,33,42],uniqu:[17,27,33,36],unique_ptr:28,unit:[10,11,15,19,20,21,26,27,49],unittestcheckgrad_ep:32,univ:51,unix:31,unk:[41,51],unk_idx:[46,49],unknown:[10,15],unlabel:50,unlik:[49,50,51],unseg:[10,15],unsup:50,unsupbow:50,until:[31,36,49],unus:48,unzip:48,updat:[7,10,12,15,20,28,31,33,35,50],update_equ:16,updatecallback:28,updatestack:36,upon:[0,49],upstream:27,uri:36,url:[23,50],urls_neg:50,urls_po:50,urls_unsup:50,usag:[2,3,9,10,11,14,15,16,19,30,41,42,48],use:[0,2,3,5,7,8,9,10,11,12,14,15,17,19,20,21,22,23,26,27,28,30,31,33,35,36,37,41,42,43,44,46,47,48,49,50,51],use_global_stat:[10,15],use_gpu:[32,33,35,37,42,43,44,46,48,49,50,51],use_jpeg:43,use_old_updat:[32,33],use_seq:[19,48],use_seq_or_not:48,used:[2,3,5,9,10,11,12,14,15,16,17,18,19,22,23,26,28,30,31,32,33,35,36,41,43,44,46,48,49,50,51],useful:[2,3,10,11,15,26,28,35,46,49,50],usegpu:[28,42],useless:31,user:[2,3,7,9,10,11,14,15,16,17,18,19,21,27,31,32,33,36,44,46,49],user_featur:48,user_head:48,user_id:48,user_meta:48,user_nam:48,userid:47,usernam:27,uses:[3,26,27,28,33,36,43,44,46,48,51],using:[2,3,5,7,8,10,14,15,17,18,19,21,26,27,28,30,33,35,36,37,41,42,43,44,46,49,50],usr:[20,21,31,33,36],usrdict:41,usrmodel:41,usual:[10,14,15,19,20,21,30,33,35,36,50],utf:41,util:[5,20,26,28,30,43,48,50],v28:[10,15],valid:[18,36,44,50],valu:[3,5,7,9,10,12,14,15,16,19,26,28,33,35,36,42,43,44,49,50],value1:33,value2:33,value_rang:14,vanilla:26,vanish:50,vari:[30,36],variabl:[3,10,14,15,17,19,20,23,28,31,36,37,50],varianc:[10,15,44],vast:27,vec1:15,vec2:15,vector:[3,10,11,14,15,17,26,28,41,46,48,50,51],vectorenable_parallel_vector:32,verb:49,veri:[3,10,15,26,30,43,46,50],verifi:[27,28],versa:20,version:[10,11,15,20,21,23,28,30,31,32,33,36,37,41,43,47,49,50,51],versu:17,vertic:[10,15,44],vgg:[11,15,43],vgg_16_cifar:43,vgg_16_network:15,via:[18,20,30,31,36,46],vice:20,view:[10,15],vim:27,virtualenv:48,vision:43,visipedia:43,visual:[10,15,30],viterbi:49,voc_dim:46,vocab:50,volum:[21,37],volumemount:[36,37],volumn:36,voluntarili:47,vutbr:14,wai:[3,10,11,15,17,19,21,26,28,31,35,48,49,51],wait:[12,33],walk:[5,42],wall:49,want:[3,10,11,15,17,18,19,20,21,28,33,35,41,44,46,48,49,50],war:47,warn:[10,15],warp:[10,15,30],warp_ctc:15,wbia:[36,44],web:21,websit:[43,46,49,50],wei:[49,50],weight:[9,10,11,12,15,26,28,33,35,43,44],weight_act:[11,15],weightlist:28,weights_:28,weights_t:28,welcom:[48,50],well:[28,33,36,43,46],west:36,western:47,wether:[10,15],what:[7,10,11,12,15,19,31,46,48],wheel:20,when:[2,3,7,9,10,12,14,15,16,23,26,27,28,30,33,35,36,37,41,42,43,49,50,51],whenev:48,where:[3,10,11,12,15,17,19,26,28,30,31,33,35,41,44,49,51],whether:[9,10,11,15,18,28,33,42,43,48,50,51],which:[0,2,3,5,9,10,11,12,14,15,17,18,19,23,26,28,30,31,33,35,36,42,43,44,46,47,48,49,50,51],whichev:42,whl:20,who:[41,44,47],whole:[3,9,14,36,37,46,47,48,51],whole_cont:48,whose:[3,14,26,48,49],why:[11,15],wide:49,width:[9,10,14,15,18,28,43,51],wiki:[10,15],wikipedia:[10,15],wilder:3,window:[10,15,21,50],wise:[10,15],with_avx:21,with_avxcompil:20,with_doccompil:20,with_doubl:28,with_doublecompil:20,with_dsocompil:20,with_gpucompil:20,with_profil:30,with_profilercompil:20,with_pythoncompil:20,with_rdmacompil:20,with_style_checkcompil:20,with_swig_pycompil:20,with_testingcompil:20,with_tim:30,with_timercompil:20,within:[10,19],without:[9,10,15,18,31,50],wmt14:51,wmt14_data:51,wmt14_model:51,wmt:51,woboq:21,won:[30,44],wonder:3,word:[3,9,10,14,26,35,45,48,49,50,51],word_dict:[46,49],word_dim:46,word_id:3,word_slot:49,word_vector:46,word_vector_dim:[26,41],words_freq_sort:14,work:[3,5,14,17,18,20,21,26,27,28,30,31,33,36,37,46,48],worker:36,workercount:36,workflow:[27,36],workspac:[33,48],worri:19,wors:42,would:[16,18,31,36,42,46,49],wouldn:21,wrap:49,wrapper:[11,15,30],writ:48,write:[3,14,17,18,26,27,29,31,36,43,48,49,51],writelin:19,writer:[17,47],written:[48,50],wrong:[3,18],wsize:36,wsj:49,www:[10,14,15,21,43,51],x64:20,xarg:[21,28],xgbe0:33,xgbe1:33,xiaojun:50,xrang:[18,19,28],xxbow:50,xxx:[17,21,44,51],xxxxxxxxx:36,xxxxxxxxxx:36,xxxxxxxxxxxxx:36,xxxxxxxxxxxxxxxxxxx:36,xzf:20,y_predict:19,yaml:[36,48],yann:14,year:47,yeild:43,yield:[3,14,17,18,19,26,46,48,49,50],you:[2,3,5,7,10,11,12,15,19,20,21,23,26,27,28,30,31,33,35,36,41,42,43,44,46,48,49,50,51],your:[3,10,15,17,20,21,28,30,31,35,36,46,50],your_access_key_id:36,your_secrete_access_kei:36,yum:20,yuyang18:[11,14,15,16],yyi:21,zachari:50,zeng:50,zero:[3,7,10,12,14,15,28,33,36,46],zhidao:41,zhou:[49,50],zip:47,zone:36,zxvf:36,zzz:21},titles:["ABOUT","API","Introduction","PyDataProvider2","API","Python 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:[16,46],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

develop/doc_cn/_sources/api/v2/run_logic.rst.txt

@@ -2,6 +2,7 @@
 Trainer API
 ###########
 
+
 ==========
 Parameters
 ==========
@@ -24,3 +25,10 @@ Event
 
 ..	automodule:: paddle.v2.event
 	:members:
+
+
+=========
+Inference
+=========
+
+..	autofunction:: paddle.v2.infer
\ No newline at end of file

develop/doc_cn/api/v2/run_logic.html

@@ -178,6 +178,7 @@
 <li><a class="reference internal" href="#module-paddle.v2.parameters">Parameters</a></li>
 <li><a class="reference internal" href="#module-paddle.v2.trainer">Trainer</a></li>
 <li><a class="reference internal" href="#module-paddle.v2.event">Event</a></li>
+<li><a class="reference internal" href="#inference">Inference</a></li>
 </ul>
 </li>
 </ul>
@@ -503,6 +504,51 @@ index that reader returns.</li>
 <dd><p>Event On One Batch Training Complete.</p>
 </dd></dl>
 
+</div>
+<div class="section" id="inference">
+<h2>Inference<a class="headerlink" href="#inference" title="永久链接至标题">¶</a></h2>
+<dl class="function">
+<dt id="paddle.v2.infer">
+<code class="descclassname">paddle.v2.</code><code class="descname">infer</code><span class="sig-paren">(</span><em>output</em>, <em>parameters</em>, <em>input=None</em>, <em>batch_size=None</em>, <em>reader=None</em>, <em>feeding=None</em>, <em>field='value'</em><span class="sig-paren">)</span><a class="headerlink" href="#paddle.v2.infer" title="永久链接至目标">¶</a></dt>
+<dd><p>Infer a neural network by given neural network output and parameters.  The
+user should pass either a batch of input data or reader method.</p>
+<p>Example usages:</p>
+<div class="highlight-python"><div class="highlight"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="n">paddle</span><span class="o">.</span><span class="n">infer</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="nb">input</span><span class="o">=</span><span class="n">SomeData</span><span class="p">,</span>
+                      <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">)</span>
+<span class="k">print</span> <span class="n">result</span>
+</pre></div>
+</div>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">参数:</th><td class="field-body"><ul class="first simple">
+<li><strong>output</strong> (<em>paddle.v2.config_base.Layer</em>) &#8211; output of the neural network that would be inferred</li>
+<li><strong>parameters</strong> (<a class="reference internal" href="#paddle.v2.parameters.Parameters" title="paddle.v2.parameters.Parameters"><em>paddle.v2.parameters.Parameters</em></a>) &#8211; parameters of the neural network.</li>
+<li><strong>input</strong> (<em>collections.Iterable</em>) &#8211; input data batch. Should be a python iterable object, and each
+element is the data batch.</li>
+<li><strong>batch_size</strong> (<em>int</em>) &#8211; the batch size when perform inference. Default is the
+length of input.</li>
+<li><strong>reader</strong> (<em>callable</em>) &#8211; input data reader creator in batch. If this field is set, the
+<cite>input</cite> and <cite>batch_size</cite> will be ignored.</li>
+<li><strong>feeding</strong> &#8211; Reader dictionary. Default could generate from input
+value.</li>
+<li><strong>field</strong> (<em>str</em>) &#8211; The prediction field. It should in [<cite>value</cite>, <cite>ids</cite>]. <cite>value</cite>
+means return the prediction probabilities, <cite>ids</cite> means return
+the prediction labels. Default is <cite>value</cite></li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">返回:</th><td class="field-body"><p class="first">a numpy array</p>
+</td>
+</tr>
+<tr class="field-odd field"><th class="field-name">返回类型:</th><td class="field-body"><p class="first last">numpy.ndarray</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
 </div>
 </div>
 

develop/doc_cn/genindex.html

@@ -444,11 +444,13 @@
 </li>
       <li><a href="api/v2/model_configs.html#paddle.v2.networks.img_conv_bn_pool">img_conv_bn_pool (paddle.v2.networks 中的类)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api/v2/model_configs.html#paddle.v2.networks.img_conv_group">img_conv_group (paddle.v2.networks 中的类)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api/v2/model_configs.html#paddle.v2.layer.img_pool">img_pool (paddle.v2.layer 中的类)</a>
+</li>
+      <li><a href="api/v2/run_logic.html#paddle.v2.infer">infer() (在 paddle.v2 模块中)</a>
 </li>
       <li><a href="api/v2/data.html#paddle.v2.data_type.InputType">InputType (paddle.v2.data_type 中的类)</a>
 </li>