Search.setIndex({docnames:["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/v2/config/activation","api/v2/config/attr","api/v2/config/evaluators","api/v2/config/layer","api/v2/config/networks","api/v2/config/optimizer","api/v2/config/pooling","api/v2/data","api/v2/data/data_reader","api/v2/data/dataset","api/v2/data/image","api/v2/fluid","api/v2/fluid/data_feeder","api/v2/fluid/evaluator","api/v2/fluid/executor","api/v2/fluid/initializer","api/v2/fluid/layers","api/v2/fluid/nets","api/v2/fluid/optimizer","api/v2/fluid/param_attr","api/v2/fluid/profiler","api/v2/fluid/regularizer","api/v2/model_configs","api/v2/run_logic","design/api","design/auto_gradient_check","design/block","design/build_system/README","design/cluster_train/README","design/cluster_train/checkpointing","design/cluster_train/data_dispatch","design/cluster_train/large_model_dist_train","design/cluster_train/master_server","design/cluster_train/pserver_client","design/cluster_train/remote_parameter_updater","design/cluster_train/save_model","design/cluster_train/submit-job","design/evaluator","design/executor","design/file_manager/README","design/file_manager/pfs/pfsclient","design/float16","design/functions_operators_layers","design/gan_api","design/graph","design/graph_survey","design/if_else_op","design/infer_var_type","design/model_format","design/multi_language_interface/00.why_plain_c","design/multi_language_interface/01.inference_implementation","design/ops/rnn","design/ops/sequence_decoder","design/optimizer","design/parameter_average","design/parameters_in_cpp","design/program","design/prune","design/python_api","design/reader/README","design/refactor/distributed_architecture","design/refactor/parameter_server","design/refactor/session","design/refactorization","design/register_grad_op","design/regularization","design/releasing_process","design/scope","design/selected_rows","design/simple_op_design","design/tensor_array","design/var_desc","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/pip_install_en","getstarted/index_en","howto/deep_model/rnn/index_en","howto/deep_model/rnn/rnn_config_en","howto/dev/build_en","howto/dev/contribute_to_paddle_en","howto/dev/new_layer_en","howto/dev/new_op_en","howto/dev/use_eigen_en","howto/dev/write_docs_en","howto/index_en","howto/optimization/cpu_profiling","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","mobile/cross_compiling_for_android_en","mobile/cross_compiling_for_raspberry_en","mobile/index_en","survey/cluster_bootstrapping_tools","v1_api_tutorials/README","v1_api_tutorials/embedding_model/index_en","v1_api_tutorials/gan/index_en","v1_api_tutorials/imagenet_model/resnet_model_en","v1_api_tutorials/quick_start/index_en"],envversion:50,filenames:["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/v2/config/activation.rst","api/v2/config/attr.rst","api/v2/config/evaluators.rst","api/v2/config/layer.rst","api/v2/config/networks.rst","api/v2/config/optimizer.rst","api/v2/config/pooling.rst","api/v2/data.rst","api/v2/data/data_reader.rst","api/v2/data/dataset.rst","api/v2/data/image.rst","api/v2/fluid.rst","api/v2/fluid/data_feeder.rst","api/v2/fluid/evaluator.rst","api/v2/fluid/executor.rst","api/v2/fluid/initializer.rst","api/v2/fluid/layers.rst","api/v2/fluid/nets.rst","api/v2/fluid/optimizer.rst","api/v2/fluid/param_attr.rst","api/v2/fluid/profiler.rst","api/v2/fluid/regularizer.rst","api/v2/model_configs.rst","api/v2/run_logic.rst","design/api.md","design/auto_gradient_check.md","design/block.md","design/build_system/README.md","design/cluster_train/README.md","design/cluster_train/checkpointing.md","design/cluster_train/data_dispatch.md","design/cluster_train/large_model_dist_train.md","design/cluster_train/master_server.md","design/cluster_train/pserver_client.md","design/cluster_train/remote_parameter_updater.md","design/cluster_train/save_model.md","design/cluster_train/submit-job.md","design/evaluator.md","design/executor.md","design/file_manager/README.md","design/file_manager/pfs/pfsclient.md","design/float16.md","design/functions_operators_layers.md","design/gan_api.md","design/graph.md","design/graph_survey.md","design/if_else_op.md","design/infer_var_type.md","design/model_format.md","design/multi_language_interface/00.why_plain_c.md","design/multi_language_interface/01.inference_implementation.md","design/ops/rnn.md","design/ops/sequence_decoder.md","design/optimizer.md","design/parameter_average.md","design/parameters_in_cpp.md","design/program.md","design/prune.md","design/python_api.md","design/reader/README.md","design/refactor/distributed_architecture.md","design/refactor/parameter_server.md","design/refactor/session.md","design/refactorization.md","design/register_grad_op.md","design/regularization.md","design/releasing_process.md","design/scope.md","design/selected_rows.md","design/simple_op_design.md","design/tensor_array.md","design/var_desc.md","getstarted/build_and_install/build_from_source_en.rst","getstarted/build_and_install/docker_install_en.rst","getstarted/build_and_install/index_en.rst","getstarted/build_and_install/pip_install_en.rst","getstarted/index_en.rst","howto/deep_model/rnn/index_en.rst","howto/deep_model/rnn/rnn_config_en.rst","howto/dev/build_en.md","howto/dev/contribute_to_paddle_en.md","howto/dev/new_layer_en.rst","howto/dev/new_op_en.md","howto/dev/use_eigen_en.md","howto/dev/write_docs_en.rst","howto/index_en.rst","howto/optimization/cpu_profiling.md","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","mobile/cross_compiling_for_android_en.md","mobile/cross_compiling_for_raspberry_en.md","mobile/index_en.rst","survey/cluster_bootstrapping_tools.md","v1_api_tutorials/README.md","v1_api_tutorials/embedding_model/index_en.md","v1_api_tutorials/gan/index_en.md","v1_api_tutorials/imagenet_model/resnet_model_en.md","v1_api_tutorials/quick_start/index_en.md"],objects:{"paddle.trainer.PyDataProvider2":{provider:[2,0,1,""]},"paddle.v2":{image:[15,2,0,"-"]},"paddle.v2.fluid":{regularizer:[26,2,0,"-"]},"paddle.v2.fluid.evaluator.Evaluator":{metrics:[18,1,1,""],states:[18,1,1,""]},"paddle.v2.fluid.regularizer":{L1DecayRegularizer:[26,3,1,""]},"paddle.v2.image":{batch_images_from_tar:[15,0,1,""],center_crop:[15,0,1,""],left_right_flip:[15,0,1,""],load_and_transform:[15,0,1,""],load_image:[15,0,1,""],load_image_bytes:[15,0,1,""],random_crop:[15,0,1,""],resize_short:[15,0,1,""],simple_transform:[15,0,1,""],to_chw:[15,0,1,""]}},objnames:{"0":["py","function","Python function"],"1":["py","attribute","Python attribute"],"2":["py","module","Python module"],"3":["py","class","Python class"]},objtypes:{"0":"py:function","1":"py:attribute","2":"py:module","3":"py:class"},terms:{"0000x":111,"00186201e":4,"00m":92,"01852v1":8,"03m":92,"0424m":92,"0473v3":9,"055ee37d":98,"0630u":92,"06u":92,"08083v2":8,"0810u":92,"08823112e":4,"0957m":92,"0_cudnn5":77,"0_cudnn5_avx_mkl":80,"0_cudnn7_avx_mkl":80,"0ab":8,"0rc":93,"0rc1":71,"0rc2":71,"0x10f256d50":50,"0x7ffe4de00110":50,"100gb":92,"100gi":98,"10g":41,"10m":92,"1150u":92,"11\u5b9e\u73b0\u4e86c":55,"11e6":99,"12194102e":4,"124n":92,"13m":99,"1490u":92,"15501715e":4,"1550u":92,"15mb":111,"16mb":111,"16u":92,"173m":110,"173n":92,"1770u":92,"18ad":98,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":99,"197u":92,"1gb":92,"1st":[108,110],"210u":92,"211839e770f7b538e2d8":9,"215n":92,"228u":92,"234m":110,"2520u":92,"252kb":111,"25639710e":4,"25k":111,"2680u":92,"27787406e":4,"279n":92,"27m":92,"285m":92,"2863m":92,"28m":92,"28x28":2,"2977m":92,"2cbf7385":98,"302n":92,"30u":92,"32777140e":4,"328n":92,"32u":92,"32x32":14,"331n":92,"3320u":92,"36540484e":4,"365e":98,"36u":92,"3710m":92,"3768m":92,"387u":92,"38u":92,"3920u":92,"39u":92,"4035m":92,"4090u":92,"4096mb":95,"4279m":92,"43630644e":4,"43u":92,"448a5b355b84":99,"4560u":92,"4563m":92,"45u":92,"4650u":92,"4726m":92,"473m":99,"48565123e":4,"48684503e":4,"49316648e":4,"4gb":95,"4yf":8,"50bd":98,"50gi":98,"51111044e":4,"514u":92,"525n":92,"526u":92,"53018653e":4,"536u":92,"5460u":92,"5470u":92,"54u":92,"5690m":92,"573u":92,"578n":92,"5798m":92,"586u":92,"58s":99,"5969m":92,"5_cudnn5_avx_mkl":80,"5delta":8,"6080u":92,"6082v4":8,"6140u":92,"6305m":92,"639u":92,"64m":53,"655u":92,"6780u":92,"6810u":92,"682u":92,"6970u":92,"6ce9":98,"704u":92,"70634608e":4,"7090u":92,"72296313e":4,"72u":92,"73u":92,"75u":92,"760u":92,"767u":92,"783n":92,"784u":92,"78m":92,"7eamaa":14,"7kb":99,"8250u":92,"8300u":92,"830n":92,"849m":92,"85625684e":4,"861u":92,"8661m":92,"892m":92,"901n":92,"90u":92,"918u":92,"9247m":92,"924n":92,"9261m":92,"93137714e":4,"9330m":92,"94u":92,"9530m":92,"96644767e":4,"983m":92,"988u":92,"997u":92,"99982715e":4,"99m":110,"99u":92,"9f18":99,"\u4e00\u4e2a\u5178\u578b\u7684chunk\u5982\u4e0b\u6240\u793a":44,"\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u7531\u5927\u91cf\u7684\u53c2\u6570\u7ec4\u6210":34,"\u4e00\u4e2achunk\u7531\u6240\u5728\u7684\u6587\u4ef6\u504f\u79fb":44,"\u4e00\u4e2aposix\u517c\u5bb9\u7684\u6587\u4ef6\u7cfb\u7edf":44,"\u4e00\u822c\u4e0d\u5141\u8bb8\u518d\u4ece":71,"\u4e0a\u4f20\u5230cloud\u6216\u8005\u4e0b\u8f7d\u5230\u672c\u5730\u7684\u65f6\u95f4\u53ef\u80fd\u6bd4\u8f83\u957f":44,"\u4e0a\u4f20\u65b9\u6cd5":71,"\u4e0a\u6ce8\u518c\u4e00\u4e0b":44,"\u4e0b\u5b58\u653e\u516c\u5171\u6570\u636e\u96c6\u5408":35,"\u4e0b\u8f7d":44,"\u4e0b\u8f7d\u5230\u672c\u5730":44,"\u4e0b\u9762\u5206\u522b\u4ecb\u7ecd\u67d0\u4e00\u7c7b\u6587\u4ef6\u7684\u5b9e\u73b0\u65b9\u5f0f":55,"\u4e0d\u4e00\u81f4\u7684\u7531pfsclient\u4e0b\u8f7d\u6216\u8005\u4f20\u8f93chunk\u5b8c\u6210":44,"\u4e0d\u4f7f\u7528\u9759\u6001\u5e93":54,"\u4e0d\u4f7f\u7528c":54,"\u4e0d\u4f7f\u7528swig":54,"\u4e0d\u540c\u7248\u672c\u7684\u7f16\u8bd1\u5668\u4e4b\u95f4":54,"\u4e0d\u540c\u8bed\u8a00\u7684\u63a5\u53e3\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u6027":54,"\u4e0d\u5728":55,"\u4e0d\u5bb9\u6613\u51fa\u9519":44,"\u4e0d\u5d4c\u5165\u5176\u4ed6\u8bed\u8a00\u89e3\u91ca\u5668":54,"\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":54,"\u4e0d\u663e\u793a\u7684\u5199\u6bcf\u4e2a\u7c7b\u5177\u4f53\u5305\u542b\u4ec0\u4e48":54,"\u4e0d\u7528mount\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u6570\u636e":35,"\u4e0e\u4e4b\u76f8\u5bf9\u7684\u662flocal":44,"\u4e0e\u529f\u80fd\u5206\u652f\u4e0d\u540c\u7684\u662f":71,"\u4e0e\u53ef\u80fd\u6709\u7684":71,"\u4e14\u589e\u52a0\u4e00\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00":54,"\u4e14\u8c03\u7528\u65f6\u4e0d\u80fd\u629b\u51fa\u5f02\u5e38\u6216\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef":55,"\u4e14c99\u652f\u6301bool\u7c7b\u578b\u548c\u5b9a\u957f\u6574\u6570":54,"\u4e14c99\u76f8\u5bf9\u4e8ec11\u4f7f\u7528\u66f4\u52a0\u5e7f\u6cdb":54,"\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303pep":71,"\u4e2a\u6027\u5316\u63a8\u8350":71,"\u4e2d":[54,55],"\u4e2d\u5199\u5165json\u5185\u5bb9":34,"\u4e2d\u5b8c\u5168\u4e00\u81f4":54,"\u4e2d\u5b9e\u73b0\u7684\u7ed3\u6784\u4f53":55,"\u4e2d\u7684\u7248\u672c\u4fe1\u606f":71,"\u4e2d\u8fd0\u884c\u4efb\u52a1\u7684\u89d2\u5ea6":35,"\u4e3a\u4e86\u5e94\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898":44,"\u4e3a\u4e86\u66b4\u9732\u7684\u63a5\u53e3\u5c3d\u91cf\u7b80\u5355":55,"\u4e3b\u8981\u529f\u80fd\u5305\u62ec":44,"\u4e4b\u5916\u7684\u6240\u6709\u5934\u6587\u4ef6":55,"\u4e5f\u4e0d\u4f7f\u7528\u5176\u4ed6\u52a8\u6001\u5e93":54,"\u4e5f\u4e0d\u5e94\u8be5\u62a5\u9519":55,"\u4e5f\u4e0d\u751f\u6210":55,"\u4e66\u5199":54,"\u4eba\u8138\u8bc6\u522b":35,"\u4ec5\u4ec5\u4f7f\u7528":54,"\u4ece":71,"\u4ece\u78c1\u76d8\u6587\u4ef6\u4e2d\u52a0\u8f7duuid\u6587\u4ef6\u540d\u7684\u68c0\u67e5\u70b9\u5feb\u7167\u6587\u4ef6":34,"\u4eceetcd\u4e2d\u8bfb\u53d6\u8282\u70b9":34,"\u4ed6\u4e3b\u8981\u5305\u542b\u4e86\u5b9e\u9645\u66b4\u9732\u7684\u7c7b\u578b\u7ed3\u6784":55,"\u4ed6\u662f\u5c06":55,"\u4ed6\u7684\u76ee\u6807\u662f\u4f7f\u7528c":54,"\u4ee3\u7801\u751f\u6210\u7684\u7b26\u53f7\u53ef\u80fd\u4e0d\u4e00\u81f4":54,"\u4ee3\u8868\u8fd9\u4e2ashard\u7684\u6700\u5927index":35,"\u4ee3\u8868shard\u7684index":35,"\u4ee5\u4e0a\u4ee3\u7801\u7684reader\u8f93\u51fa\u7684data":35,"\u4ee5\u4e0a\u547d\u4ee4\u4f1a\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u751f\u6210100\u4e2a\u6587\u4ef6":35,"\u4ee5\u4e0b":35,"\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7684\u7cbe\u529b\u653e\u5230\u903b\u8f91\u672c\u8eab\u4e0a":44,"\u4ee5\u53canumpi":35,"\u4efb\u610f\u65f6\u523b\u53ea\u53ef\u80fd\u540c\u65f6\u6709\u4e00\u53f0\u670d\u52a1\u5668\u6545\u969c":34,"\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7248\u672cpython\u5728\u4e00\u4e2a\u8fdb\u7a0b\u91cc\u7684bug":54,"\u4f1a\u76f4\u63a5\u62a5\u9519\u9000\u51fa":54,"\u4f1a\u88abpickle\u5e8f\u5217\u5316\u6210\u5b57\u7b26\u4e32":35,"\u4f20\u5165":35,"\u4f46":55,"\u4f46\u4e0d\u66b4\u9732":55,"\u4f46\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u5f52\u6d4b\u8bd5":71,"\u4f46\u6240\u6709fork\u7684\u7248\u672c\u5e93\u7684\u6240\u6709\u5206\u652f\u90fd\u76f8\u5f53\u4e8e\u7279\u6027\u5206\u652f":71,"\u4f46\u662f\u53c8\u8fc7\u4e8e\u7410\u788e":55,"\u4f46\u662f\u89e3\u91ca\u6027\u8bed\u8a00":54,"\u4f5c\u4e3a\u5b58\u50a8\u7cfb\u7edf":35,"\u4f5c\u4e3a\u7c7b\u53e5\u67c4":54,"\u4f7f\u7528":[55,71],"\u4f7f\u7528\u4e0b\u9762\u547d\u4ee4":35,"\u4f7f\u7528\u52a8\u6001\u5e93":54,"\u4f7f\u7528\u540c\u6837\u7684\u8bad\u7ec3\u6570\u636eblock":34,"\u4f7f\u7528\u667a\u80fd\u6307\u9488\u7684\u539f\u56e0\u662f":55,"\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84\u7684\u5f15\u7528\u65b9\u5f0f":55,"\u4f7f\u7528\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5b8c\u6210\u5bf9\u65b0\u6570\u636e\u7684\u9884\u6d4b":34,"\u4f7f\u7528\u9759\u6001\u5e93\u548c\u52a8\u6001\u5e93\u96be\u5ea6\u5dee\u4e0d\u591a":54,"\u4f7f\u7528c":55,"\u4f7f\u7528c99\u505a\u63a5\u53e3":54,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c11\u7684\u539f\u56e0\u662f":54,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c89":54,"\u4f7f\u7528regress":71,"\u4f7f\u7528swig\u53ea\u652f\u6301cpython\u89e3\u91ca\u5668":54,"\u4f7f\u7528swig\u9700\u8981\u591a\u8bed\u8a00\u7ed1\u5b9a\u7684\u5f00\u53d1\u4eba\u5458\u719f\u7ec3\u638c\u63e1swig\u914d\u7f6e":54,"\u4f7f\u7528void":54,"\u4f8b\u5982":[35,54,55,71],"\u4f8b\u5982\u5bf9\u4e8ejava\u6216\u8005python":54,"\u4f8b\u5982\u5bf9\u4e8ejava\u6765\u8bf4":54,"\u4f8b\u5982\u5bf9\u4e8epython":54,"\u4f8b\u5982c":54,"\u4f8b\u5982java\u4e0epython\u7684\u9519\u8bef\u5904\u7406\u662f\u76f4\u63a5\u6254\u51fa\u6765except":54,"\u4f8b\u5982python\u53ef\u4ee5\u4f7f\u7528":54,"\u4f8b\u5982python\u7684":54,"\u4f9d\u6b21\u7c7b\u63a8":71,"\u4fbf\u662f\u5c06\u9759\u6001\u5e93\u52a0\u5165jvm\u4e2d":54,"\u4fee\u590d\u6240\u6709bug\u540e":71,"\u4fee\u590ddocker\u7f16\u8bd1\u955c\u50cf\u95ee\u9898":71,"\u4fee\u590dubuntu":71,"\u4fee\u6539":71,"\u4fee\u6539\u6210":71,"\u505a\u53ea\u8bfb\u6302\u8f7d":35,"\u505a\u5982\u4e0b\u51e0\u4e2a\u64cd\u4f5c":71,"\u505a\u63a5\u53e3":54,"\u505c\u6b62\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":34,"\u5148\u5b9e\u73b0\u6a21\u578b\u63a8\u65ad\u7684api":55,"\u5176\u4e2d":[54,71],"\u5176\u4ed6\u51fd\u6570\u5747\u8fd4\u56de":55,"\u5176\u4ed6\u7528\u6237\u7684fork\u7248\u672c\u5e93\u5e76\u4e0d\u9700\u8981\u4e25\u683c\u9075\u5b88":71,"\u5177\u4f53\u4f7f\u7528\u65b9\u6cd5\u4e3a":55,"\u5177\u4f53\u539f\u56e0\u53c2\u8003":55,"\u5177\u4f53\u8bf7\u53c2\u8003":55,"\u5185\u90e8\u9a71\u52a8python\u89e3\u91ca\u5668\u8fdb\u884c\u6a21\u578b\u914d\u7f6e\u89e3\u6790\u548c\u6570\u636e\u8bfb\u53d6":54,"\u518d\u5728\u6bcf\u4e00\u4e2aapi\u4e2d\u81ea\u5df1\u68c0\u67e5\u7c7b\u578b":54,"\u518d\u57fa\u4e8e":71,"\u5199\u4ee3\u7801":54,"\u5199\u5165\u5feb\u7167\u6570\u636e":34,"\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u8f6c\u6362":35,"\u51fd\u6570\u540d\u4e3a":55,"\u51fd\u6570\u547d\u540d":54,"\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1":34,"\u5206\u652f":71,"\u5206\u652f\u4e00\u65e6\u5efa\u7acb":71,"\u5206\u652f\u4e2d":71,"\u5206\u652f\u4e3a\u5f00\u53d1":71,"\u5206\u652f\u4e3a\u6bcf\u4e00\u6b21release\u65f6\u5efa\u7acb\u7684\u4e34\u65f6\u5206\u652f":71,"\u5206\u652f\u4e3a\u7a33\u5b9a":71,"\u5206\u652f\u529f\u80fd\u7684\u5c01\u95ed":71,"\u5206\u652f\u5408\u5165":71,"\u5206\u652f\u5408\u5165master\u5206\u652f":71,"\u5206\u652f\u540c\u6b65\u4e3b\u7248\u672c\u5e93\u7684":71,"\u5206\u652f\u540d\u4e3a":71,"\u5206\u652f\u5b58\u5728\u7684\u65f6\u5019":71,"\u5206\u652f\u6d3e\u751f\u51fa\u65b0\u7684\u5206\u652f":71,"\u5206\u652f\u7684\u7248\u672c\u90fd\u662f\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u7684\u7248\u672c":71,"\u5206\u652f\u7684\u7248\u672c\u90fd\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5":71,"\u5206\u7247":34,"\u5219\u4f7f\u7528\u542f\u52a8\u53c2\u6570\u5b9a\u4e49\u7684\u521d\u59cb\u5316\u65b9\u6cd5\u521d\u59cb\u5316\u53c2\u6570":34,"\u5219\u5ffd\u7565":34,"\u5219\u628a\u53e6\u4e00\u4e2a\u6162\u901f\u7684kill\u6389":34,"\u5219\u76f4\u63a5\u5f15\u5165\u53e6\u4e00\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":55,"\u5219\u9700\u8981\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u68c0\u67e5\u70b9":34,"\u5220\u9664\u78c1\u76d8\u76ee\u5f55\u4e2d\u4e0d\u662f\u5f53\u524duuid\u7684\u5feb\u7167\u6587\u4ef6":34,"\u5230":34,"\u529f\u80fd":44,"\u529f\u80fd\u7684\u6b63\u786e\u6027\u5305\u62ec\u9a8c\u8bc1paddlepaddle\u76ee\u524d\u7684":71,"\u52a8\u6001\u5e93":54,"\u5305\u542b\u4e86\u67d0\u79cd\u7c7b\u578b\u7684\u7c7b\u578b\u5b9a\u4e49\u548c\u66b4\u9732\u7684\u5168\u90e8\u51fd\u6570":55,"\u5305\u62ec":35,"\u5305\u62ec\u6743\u91cdw\u548c\u504f\u7f6eb":34,"\u534f\u540c\u5b8c\u6210releas":71,"\u5355\u4e2a\u503c":35,"\u5355\u70b9\u6545\u969c":34,"\u5373":55,"\u5373\u4f7f\u7528":55,"\u5373\u4f7f\u7528\u6237\u76f4\u63a5\u5f15\u7528\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":55,"\u5373\u4f7fc":55,"\u5373\u4f8b\u5982":55,"\u5373\u4fbfpaddl":55,"\u5373\u5b8c\u6210\u67d0\u4e00\u4e2a\u4efb\u52a1\u7684\u6700\u5c11\u51fd\u6570":55,"\u5373\u66b4\u9732":55,"\u5373\u8fd9\u4e2a\u52a8\u6001\u5e93\u662f\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u4efb\u4f55\u6587\u4ef6\u7684":54,"\u53c2\u6570":54,"\u53c2\u8003":[44,54],"\u53cc\u5411\u9a8c\u8bc1":44,"\u53d1\u5e03\u5230dockerhub":71,"\u53d1\u5e03\u5230github":71,"\u53ea\u5bf9\u7279\u6b8a\u5728\u7ebf\u7cfb\u7edf\u8003\u8651\u4e24\u53f0\u4ee5\u4e0a\u540c\u65f6\u6545\u969c\u7684\u5bb9\u707e":34,"\u53ea\u66b4\u9732\u6982\u5ff5\u7684\u63a5\u53e3":55,"\u53ea\u80fd\u8c03\u7528paddle\u7684\u52a8\u6001\u5e93":54,"\u53ea\u9700\u8981\u6062\u590d\u8fd9\u53f0\u8282\u70b9":34,"\u53ef\u4ee5\u51cf\u5c0f\u7cfb\u7edf\u590d\u6742\u6027":34,"\u53ef\u4ee5\u5728\u4efb\u4f55\u673a\u5668\u4e0a\u6267\u884c\u7684":54,"\u53ef\u4ee5\u628a\u672c\u5730\u7684\u6570\u636e\u4e0a\u4f20\u5230\u5b58\u50a8\u96c6\u7fa4\u4e2d":35,"\u53ef\u4ee5\u6709\u6548\u7684\u907f\u514dparamet":34,"\u53ef\u4ee5\u7528":44,"\u53ef\u4ee5\u7528\u4ee5\u4e0b\u6307\u4ee4":35,"\u53ef\u4ee5\u7ee7\u7eed\u5728\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f\u63d0\u4ea4\u4ee3\u7801":71,"\u53ef\u4ee5\u901a\u8fc7\u9636\u6bb5\u6027\u7684\u4fdd\u5b58\u6bcf\u4e2aparamet":34,"\u53ef\u80fd\u4f1a\u9020\u6210\u7f51\u7edc\u62e5\u585e":34,"\u540c\u65f6\u518d\u5c06":71,"\u540c\u65f6\u63d0\u8d77":71,"\u540d\u5b57\u4fee\u9970":54,"\u5411\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6":34,"\u5411paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u63d0\u4ea4":71,"\u5426\u5219\u5f97\u628apaddle\u9759\u6001\u5e93\u94fe\u63a5\u5230\u89e3\u91ca\u5668\u91cc":54,"\u542f\u52a8\u4e00\u4e2a\u65b0\u7684\u7ebf\u7a0b\u5f00\u59cb\u4fdd\u5b58\u68c0\u67e5\u70b9":34,"\u548c":[35,54,55,71],"\u548c\u79bb\u7ebf\u6570\u636e\u7684\u65b9\u5f0f":35,"\u54ea\u4e2atrainer\u5148\u5b8c\u6210block\u7684\u8bad\u7ec3":34,"\u56e0\u4e3a\u8fd9\u6837\u505a\u4e5f\u6ca1\u6cd5\u4fdd\u8bc1\u6d88\u9664\u968f\u673a\u6027":34,"\u56e0\u4e3aswig\u5728\u7b2c\u4e09\u65b9\u8bed\u8a00\u4e2d\u66b4\u9732\u7684\u51fd\u6570\u540d":54,"\u56fe\u50cf\u5206\u7c7b":71,"\u5728":[55,71],"\u5728\u4e00\u4e2a\u4e0d\u53ef\u4e2d\u65ad\u5e76\u7f3a\u5c11\u5907\u4efd\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d":34,"\u5728\u4e0a\u56fe\u4e2d\u663e\u793a\u4e86\u5728\u4e00\u4e2a\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5e94\u7528":35,"\u5728\u4f7f\u7528twine\u4e0a\u4f20\u4e4b\u524d":71,"\u5728\u51fa\u73b0\u5355\u70b9\u6545\u969c\u65f6":34,"\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d":55,"\u5728\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d":35,"\u5728\u5f02\u6784\u96c6\u7fa4\u4e2d":34,"\u5728\u5f15\u5165\u5176\u4ed6\u7c7b\u578b\u7684\u5934\u6587\u4ef6\u65f6":55,"\u5728\u5feb\u7167\u5199\u5165\u5b8c\u6210\u540e":34,"\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d":34,"\u5728\u672c\u6587\u6863\u4e2d":44,"\u5728\u673a\u7fa4\u4e0a\u8fd0\u884c\u8f6c\u6362\u7a0b\u5e8f":35,"\u5728\u6837\u4f8b\u4e2d":55,"\u5728\u7528\u6237\u4f7f\u7528c":55,"\u5728\u7ebf\u6a21\u578b\u9884\u6d4b\u670d\u52a1":35,"\u5728\u8bc4\u5ba1\u8fc7\u7a0b\u4e2d":71,"\u5728\u8fd9\u4e2a":71,"\u5728\u8fd9\u4e2a\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":54,"\u5728\u8fd9\u4e2a\u9636\u6bb5\u7684\u4ee3\u7801\u6b63\u5728\u7ecf\u5386\u56de\u5f52\u6d4b\u8bd5":71,"\u5728\u8fd9\u4e9b\u5934\u6587\u4ef6\u4e2d":55,"\u5728\u8fd9\u4e9b\u6587\u4ef6\u4e2d":55,"\u5728c":54,"\u5728c\u7684\u5934\u6587\u4ef6":54,"\u5728paddle\u4e4b\u4e0a\u8fd0\u884c\u7684\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u8f93\u51fa\u7684\u6a21\u578b\u4f1a\u63d0\u4f9b\u7ed9\u5728\u7ebf\u4eba\u8138\u8bc6\u522b\u7684\u5e94\u7528\u4f7f\u7528":35,"\u5728paramet":34,"\u5747\u4f1a\u88ab\u5b89\u88c5\u5230includ":55,"\u5747\u662f\u5728":55,"\u57fa\u4e8e\u7c98\u6027\u4f1a\u8bdd\u7684\u8d1f\u8f7d\u5747\u8861\u529f\u80fd":44,"\u591a\u4e2a\u503c":35,"\u591a\u4e2aparamet":34,"\u5927\u591a\u6570\u8bed\u8a00\u90fd\u652f\u6301\u4f7f\u7528c\u8bed\u8a00api":54,"\u5982\u56fe\u4e2dtrainer":34,"\u5982\u679c\u4e0a\u9762\u4e24\u6b65\u51fa\u73b0\u9519\u8bef":34,"\u5982\u679c\u4f7f\u7528swig\u6211\u4eec\u9700\u8981\u5c06\u5728interface\u6587\u4ef6\u91cc":54,"\u5982\u679c\u5931\u8d25":71,"\u5982\u679c\u5b58\u5728\u67d0\u4e9btrainer\u6267\u884c\u901f\u5ea6\u8fc7\u6162\u4f1a\u5f71\u54cd\u6574\u4f53\u96c6\u7fa4\u7684\u901f\u5ea6":34,"\u5982\u679c\u5df2\u7ecf\u6b63\u5728\u6267\u884c\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":34,"\u5982\u679c\u662f\u5176\u5b83\u7c7b\u578b":35,"\u5982\u679c\u6709bugfix\u7684\u884c\u4e3a":71,"\u5982\u679c\u67d0\u4e00\u4e2a\u7c7b\u578b\u9700\u8981\u5f15\u7528\u53e6\u4e00\u4e2a\u7c7b\u578b":55,"\u5982\u679c\u67d0\u4e00\u4e2apaddl":55,"\u5982\u679c\u67d0\u4e00\u4e2apaddle\u6982\u5ff5\u5fc5\u987b\u8981\u66b4\u9732":55,"\u5982\u679c\u6ee1\u8db3\u6761\u4ef6":34,"\u5982\u679c\u7528\u6237\u8981\u628apaddle\u7684\u9759\u6001\u5e93":54,"\u5982\u679c\u8981\u4e0a\u4f20gpu\u7248\u672c\u7684\u5305":71,"\u5982\u679c\u8c03\u7528\u9759\u6001\u5e93\u53ea\u80fd\u5c06\u9759\u6001\u5e93\u4e0e\u89e3\u91ca\u5668\u94fe\u63a5":54,"\u5982\u679cparamet":34,"\u5b57\u6bb5\u8bbe\u4e3a":71,"\u5b57\u7b26\u4e32":35,"\u5b58\u50a8":35,"\u5b66\u4e60\u6210\u672c\u9ad8":54,"\u5b83\u4eec\u7684\u6587\u4ef6\u540d\u662f":35,"\u5b89\u88c5\u540e\u7684\u76ee\u5f55\u7ed3\u6784\u4e3a":55,"\u5b8c\u6210\u4e00\u4e2a\u4f20\u8f93\u52a8\u4f5c\u5b8c\u6210\u7684\u65f6\u95f4\u4e5f\u6bd4\u8f83\u77ed":44,"\u5b8c\u6210\u6570\u636e\u7684\u9884\u5904\u7406":35,"\u5b9e\u73b0\u7b80\u5355":54,"\u5bf9\u4e8e\u4e0d\u540c\u8bed\u8a00":54,"\u5bf9\u4e8e\u540c\u4e00\u6bb5c":54,"\u5bf9\u4e8e\u591a\u8bed\u8a00\u63a5\u53e3":54,"\u5bf9\u4e8e\u5927\u591a\u6570\u8bed\u8a00":54,"\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b":55,"\u5bf9\u4e8e\u6bcf\u79cdc":55,"\u5bf9\u6bd4":54,"\u5bf9\u8f93\u5165\u53c2\u6570\u7684\u5b89\u5168\u6027\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u5224\u65ad":55,"\u5bf9\u8fd9\u4e2a\u7248\u672c\u7684\u63d0\u4ea4":71,"\u5bfc\u51fa\u8fd9\u4e9b\u63a5\u53e3":55,"\u5c06":71,"\u5c06\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u62c6\u5206\u6210\u591a\u4efd":34,"\u5c06\u5927\u91cf\u7684":54,"\u5c06\u65b0\u5206\u652f\u7684\u7248\u672c\u6253\u4e0atag":71,"\u5c06master\u5206\u652f\u7684\u5408\u5165commit\u6253\u4e0atag":71,"\u5c31\u9700\u8981\u5bf9\u8fd9\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00\u589e\u52a0\u4e00\u4e9b\u5b9a\u4e49":54,"\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4":34,"\u5e73\u5747\u6545\u969c\u7387":34,"\u5e76\u4e14\u4f7f\u7528":55,"\u5e76\u4e14\u5728\u5e38\u89c1\u7684\u5e73\u53f0\u4e0a":54,"\u5e76\u4e14\u628a\u7cfb\u7edf\u751f\u6210\u7684ca":44,"\u5e76\u4e14\u628a\u7ed3\u679c\u8fd4\u56depfsclient\u7aef":44,"\u5e76\u4e14\u8ba9\u63a5\u53e3\u8131\u79bb\u5b9e\u73b0\u7ec6\u8282":54,"\u5e76\u5220\u9664":71,"\u5e76\u5220\u9664\u66f4\u65e9\u7684\u5feb\u7167":34,"\u5e76\u52a0\u8f7d\u5176\u4e2d\u7684\u53c2\u6570":34,"\u5e76\u53d1\u5e03\u5230pypi":71,"\u5e76\u5728\u96c6\u7fa4\u4e2d\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u4efb\u52a1":35,"\u5e76\u5c06":71,"\u5e76\u5c06c":55,"\u5e76\u628a\u5feb\u7167\u4fdd\u5b58\u5230\u8fd9\u4e2a\u76ee\u5f55\u4e0b":34,"\u5e76\u6ca1\u6709paddle\u7279\u522b\u9700\u8981\u7684\u7279\u6027":54,"\u5e76\u88ab\u5b58\u50a8\u5728\u8bf8\u5982hadoop":35,"\u5e76\u9002\u5e94github\u7684\u7279\u6027\u505a\u4e86\u4e00\u4e9b\u533a\u522b":71,"\u5e76\u91cd\u65b0\u6253\u5305wheel\u5305":71,"\u5efa\u8bae":71,"\u5f00\u53d1\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u6837\u4f8b\u4ee3\u7801":55,"\u5f00\u53d1\u8005\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801":71,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4e2d":71,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4f7f\u7528":71,"\u5f00\u59cb\u63d0\u4f9b\u670d\u52a1":34,"\u5f15\u5165\u4e86\u7c7b\u578b\u7684\u5934\u6587\u4ef6":55,"\u5f53\u529f\u80fd\u5206\u652f\u5f00\u53d1\u5b8c\u6bd5\u540e":71,"\u5f53\u7528\u6237\u4f7f\u7528\u5b8c\u8fd9\u4e2a\u53c2\u6570\u540e":55,"\u5f53destination\u6587\u4ef6\u4e0d\u5b58\u5728\u6216\u8005\u5927\u5c0f\u548csource\u6587\u4ef6\u4e0d\u4e00\u81f4\u65f6":44,"\u5f88\u96be\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":54,"\u5f97\u4f7f\u7528":54,"\u5fc5\u8981":55,"\u60c5\u611f\u5206\u6790":71,"\u6211\u4eec\u4e5f\u53ef\u4ee5\u786e\u5b9a\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u7c7b\u578b":55,"\u6211\u4eec\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":54,"\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u8f6c\u6362\u65b9\u5f0f":35,"\u6211\u4eec\u63d0\u51fa\u4e86chunk\u7684\u6982\u5ff5":44,"\u6211\u4eec\u6700\u7ec8\u7684\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165python\u6216\u8005\u5176\u4ed6\u4efb\u4f55\u8bed\u8a00\u7684\u89e3\u91ca\u5668":54,"\u6211\u4eec\u8bbe\u8ba1\u8bf4\u660e\u4e86\u540d\u4e3afilemanager\u7cfb\u7edf":44,"\u6211\u4eec\u9009\u62e9":35,"\u6211\u4eec\u90fd\u63d0\u4f9bpython\u7684\u8f6c\u6362\u5e93":35,"\u6216\u8005":[54,55],"\u6216\u8005\u5c06\u8fd9\u53f0\u8282\u70b9\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u8282\u70b9\u5e76\u542f\u52a8\u5373\u53ef\u6062\u590d\u8bad\u7ec3\u4efb\u52a1":34,"\u6216\u8005\u7528tuple\u8868\u793a\u7684\u591a\u4e2a\u503c":35,"\u6216\u8005\u7531\u5b83\u4eec\u7ec4\u6210\u7684list":35,"\u6240\u4ee5\u5728\u5199\u5165\u5feb\u7167\u7684\u8fc7\u7a0b\u4e2d":34,"\u6240\u4ee5\u7528\u6237\u9700\u8981\u9996\u5148\u5728":44,"\u6240\u6709\u4e0e\u7c7b\u578b\u76f8\u5173\u7684\u51fd\u6570":55,"\u6240\u6709\u7684\u63a5\u53e3\u5747\u4e3ac\u63a5\u53e3":55,"\u6240\u6709\u7c7b\u578b\u540d\u4e3a":55,"\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":54,"\u6253\u5f00\u8fd9\u4e2a\u7f16\u8bd1\u9009\u9879":55,"\u628a":35,"\u628a\u4e4b\u524d\u793a\u4f8b\u4e2d\u8f6c\u6362\u5b8c\u6bd5\u7684random":35,"\u6307\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u540e\u5f97\u5230\u7684\u6240\u6709\u53c2\u6570":34,"\u63a5\u53e3":[54,55],"\u63a5\u53e3\u5c42\u505a\u8fc7\u591a\u5c01\u88c5":55,"\u63a5\u53e3\u662f":35,"\u63a5\u6536\u5904\u7406pfsclient\u7aef\u7684\u6587\u4ef6\u7ba1\u7406\u8bf7\u6c42":44,"\u63a7\u5236\u7528\u6237\u6743\u9650":35,"\u63d0\u4f9b\u4e03\u5c42\u534f\u8bae\u7684\u53cd\u5411\u4ee3\u7406":44,"\u63d0\u4f9b\u5e38\u7528\u7684\u547d\u4ee4\u884c\u7ba1\u7406\u547d\u4ee4\u7ba1\u7406\u6587\u4ef6\u548c\u76ee\u5f55":44,"\u63d0\u4f9b\u7528\u6237\u7ba1\u7406\u6587\u4ef6\u7684\u547d\u4ee4":44,"\u63d0\u4f9b\u7ed9paddle\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e":35,"\u652f\u6301\u5927\u6587\u4ef6\u7684\u65ad\u70b9\u4e0a\u4f20":44,"\u6570\u636e":44,"\u6570\u636e\u8bfb\u53d6\u5747\u4ea4\u7531\u5176\u4ed6\u8bed\u8a00\u5b8c\u6210":54,"\u6570\u636e\u957f\u5ea6\u53ca\u6821\u9a8c\u503c\u7ec4\u6210":44,"\u6570\u636e\u96c6\u9700\u8981\u9884\u5148\u88ab\u8f6c\u6362\u6210paddlepaddle\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f7f\u7528\u7684\u5b58\u50a8\u683c":35,"\u6570\u636e\u9884\u5904\u7406\u4efb\u52a1":35,"\u6587\u4ef6":54,"\u6587\u4ef6\u4f20\u8f93\u7684\u7684\u5173\u952e\u5728\u4e8e\u9700\u8981pfsclient\u7aef\u5bf9\u6bd4source\u548cdestination\u7684\u6587\u4ef6chunks\u7684checksum\u662f\u5426\u4fdd\u6301\u4e00\u81f4":44,"\u6587\u4ef6\u5185\u5bb9\u4e3a":54,"\u6587\u4ef6\u540d\u4e3a\u6b64uuid":34,"\u6587\u4ef6\u5bf9\u5e94\u7684data":35,"\u6587\u4ef6\u7684\u4e0a\u4f20\u548c\u4e0b\u8f7d\u90fd\u662f\u901a\u8fc7\u5bf9chunk\u7684\u64cd\u4f5c\u6765\u5b9e\u73b0\u7684":44,"\u65b0\u624b\u5165\u95e8\u7ae0\u8282":71,"\u65b9\u4fbf\u6d4b\u8bd5\u4eba\u5458\u6d4b\u8bd5paddlepaddle\u7684\u884c\u4e3a":71,"\u65b9\u4fbf\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3":44,"\u65e0\u6cd5\u505a\u5230\u5bf9\u4e8e\u5404\u79cd\u8bed\u8a00\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u7684\u9002\u914d":54,"\u65e0\u8bba\u5728\u672c\u5730\u8fd8\u662f\u5728\u4e91\u7aef":35,"\u65e0\u8bba\u662f\u4ece":35,"\u65e0\u8bba\u662f\u5728\u672c\u5730\u6216\u662f\u4e91\u7aef\u8f6c\u6362":35,"\u65f6":34,"\u662f":44,"\u662f\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3\u7684\u4ee3\u7801\u751f\u6210\u5668":54,"\u662f\u4e00\u4e2a\u7c7b\u578b\u7684\u6807\u5fd7":55,"\u662f\u4e0d\u5e38\u89c1\u7684\u505a\u6cd5":54,"\u662f\u5404\u4e2a\u5b9e\u73b0\u4e2d\u5171\u4eab\u7684\u5934\u6587\u4ef6":55,"\u662f\u56e0\u4e3ac99\u652f\u6301":54,"\u662f\u5bf9\u7528\u6237\u6587\u4ef6\u5b58\u50a8\u7a7a\u95f4\u7684\u62bd\u8c61":44,"\u662f\u6307":55,"\u662f\u7528\u6237\u4f7f\u7528c":55,"\u662fc":55,"\u6682\u65f6\u4e0d\u8003\u8651\u591a\u4e2aparamet":34,"\u66b4\u9732\u8fd9\u4e2a\u6982\u5ff5\u5fc5\u8981\u51fd\u6570":55,"\u6700\u540e\u5220\u9664":71,"\u6700\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662fexcept":54,"\u6709\u6807\u51c6\u7684":54,"\u6709\u7684\u65f6\u5019":54,"\u672c\u5217\u8868\u8bf4\u660epaddlepaddle\u53d1\u7248\u4e4b\u524d\u9700\u8981\u6d4b\u8bd5\u7684\u529f\u80fd\u70b9":71,"\u672c\u6587\u6863\u63cf\u8ff0paddl":55,"\u673a\u5668\u7ffb\u8bd1":71,"\u6765\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u4ece\u4e2d\u95f4\u72b6\u6001\u91cd\u65b0\u542f\u52a8":34,"\u6765\u786e\u4fdd\u628a":54,"\u6765\u8868\u793apaddle\u5185\u90e8\u7c7b":54,"\u6765\u8bbf\u95ee\u7528\u6237\u81ea\u5df1\u7684\u6570\u636e":35,"\u6765\u8fdb\u884c\u8ba8\u8bba":55,"\u6807\u51c6\u8868\u793apaddlepaddle\u7248\u672c\u53f7":71,"\u68c0\u67e5\u70b9\u4fdd\u5b58\u7a0b\u5e8f\u6d41\u7a0b":34,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\u901a\u8fc7\u5b9a\u671f\u5411\u78c1\u76d8\u4e0a\u4fdd\u5b58\u4e00\u4efd\u5b58\u50a8\u5728paramet":34,"\u6a21\u578b\u6570\u636e\u68c0\u67e5\u70b9\u7684\u5b9e\u73b0":34,"\u6a21\u578b\u914d\u7f6e\u89e3\u6790":54,"\u6b64\u65f6master\u5c06\u8d1f\u8d23\u542f\u52a8\u4e00\u4e2a\u65b0\u7684train":34,"\u6bcf\u4e00\u4e2a":71,"\u6bcf\u4e00\u4e2a\u6587\u4ef6\u662f\u6570\u636e\u96c6\u7684\u4e00\u4e2ashard":35,"\u6bcf\u4e2a\u503c\u7684\u7c7b\u578b\u53ef\u4ee5\u662f\u6574\u5f62":35,"\u6bcf\u4e2adata":35,"\u6bcf\u4e2aparamet":34,"\u6bcf\u4e2ashard\u5206\u522b\u5b58\u50a8\u5728\u5176\u4e2d\u4e00\u53f0paramet":34,"\u6bcf\u6b21\u8f93\u51fa\u4e00\u4e2adata":35,"\u6bcf\u969410\u5206\u949f":34,"\u6bd4\u5982":35,"\u6bd4\u5982\u5c06":71,"\u6bd4\u5982\u6bcf\u969410\u5206\u949f\u6700\u65b0\u7684\u5feb\u7167":34,"\u6bd4\u5982\u6d41\u5f0f\u6570\u636e\u5904\u7406":35,"\u6bd4\u5982imagenet\u8fd9\u4e2a\u6570\u636e\u96c6\u53ef\u80fd\u88ab\u5206\u62101000\u4e2ashard":35,"\u6ce8":34,"\u6d4b\u8bd5docker\u955c\u50cf":71,"\u6d6e\u70b9\u578b\u6570\u636e":35,"\u7136\u540e\u5728etcd\u7684":34,"\u7136\u540e\u5c31\u53ef\u4ee5\u5e76\u53d1\u5199\u5165\u591a\u4e2achunk":44,"\u7136\u540e\u624d\u80fd\u4f7f\u7528pfsclient":44,"\u7248\u672c\u5206\u652f":71,"\u7248\u672c\u53f7":71,"\u7248\u672c\u53f7rc":71,"\u7248\u672cfork\u51fa\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f":71,"\u73b0\u9636\u6bb5paddle\u6709\u4e00\u4e2a\u95ee\u9898\u662f":54,"\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u901a\u5e38\u4f53\u79ef\u5f88\u5927":35,"\u751f\u4ea7\u73af\u5883\u7684\u65e5\u5fd7\u6570\u636e\u4f1a\u901a\u8fc7\u5b9e\u65f6\u6d41\u7684\u65b9\u5f0f":35,"\u751f\u6210\u5404\u79cd\u8bed\u8a00\u7684\u7ed1\u5b9a\u4ee3\u7801":54,"\u751f\u6210\u6587\u6863":54,"\u751f\u6210\u7684":35,"\u751f\u6210\u7ed9\u5b9a":35,"\u751f\u6210api\u6587\u6863":54,"\u751f\u6210pfsclient\u548cpfsserver\u7684\u6846\u67b6\u90e8\u5206":44,"\u7528":44,"\u7528\u6237\u4e0a\u4f20\u6570\u636e\u540e":35,"\u7528\u6237\u4e5f\u53ef\u4ee5\u4e0a\u4f20label":35,"\u7528\u6237\u53ef\u4ee5\u5b89\u5168\u7684\u91ca\u653e\u67d0\u4e2ac":55,"\u7528\u6237\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u6570\u636e\u5206\u4eab\u7ed9\u522b\u4eba":35,"\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e2a\u52a8\u6001\u5e93\u6765\u5f15\u5165paddl":55,"\u7528\u6237\u5728\u672c\u5730\u8f6c\u6362\u597d\u518d\u4e0a\u4f20":35,"\u7528\u6237\u6587\u4ef6\u53ef\u80fd\u662f\u6bd4\u8f83\u5927\u7684":44,"\u7528\u6237\u901a\u8fc7c":55,"\u7531\u4e8e\u5bf9parameters\u7684\u66f4\u65b0\u9700\u8981\u83b7\u53d6parameters\u5185\u5b58\u7684":34,"\u7531\u4e8e\u96c6\u7fa4\u4e2d\u540c\u65f6\u5b58\u5728\u4e24\u53f0\u673a\u5668\u6545\u969c\u7684\u6982\u7387\u6781\u4f4e":34,"\u7531\u4e8ec":54,"\u7531\u4e8echunk\u6bd4\u8f83\u5c0f":44,"\u7531\u4e8epypi":71,"\u7533\u8bf7\u7528\u6237\u7a7a\u95f4":44,"\u7684\u547d\u540d\u98ce\u683c\u5e76\u4e0d\u80fd\u9002\u5e94\u5176\u4ed6\u7b2c\u4e09\u65b9\u8bed\u8a00":54,"\u7684\u5934\u6587\u4ef6":54,"\u7684\u63a5\u53e3\u6837\u5f0f":54,"\u7684\u6570\u636e\u6d41\u56fe":35,"\u7684\u6e90\u7801\u91cc\u4f7f\u7528\u4e86":54,"\u7684\u7f29\u5199":44,"\u7684\u89c4\u8303":54,"\u7684\u89d2\u5ea6":35,"\u7684\u914d\u7f6e\u5199\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d":35,"\u76ee\u524d\u53ea\u8003\u8651\u52a8\u6001\u6269\u5bb9trainer\u6570\u91cf":34,"\u76ee\u524d\u5d4c\u5165python\u89e3\u91ca\u5668":54,"\u76ee\u524d\u6211\u4eec\u7528cephfs\u6765\u642d\u5efa":44,"\u76ee\u524dpaddle\u7684\u8fdb\u7a0b\u6a21\u578b\u662fc":54,"\u76ee\u5f55\u4e0b":55,"\u76f4\u63a5\u4f7f\u7528c\u8bed\u8a00\u7684":54,"\u76f4\u63a5\u5220\u9664\u8fd9\u4e2a\u53c2\u6570\u5373\u53ef":55,"\u76f4\u63a5\u5bfc\u51fa\u5230c\u7684\u63a5\u53e3\u6bd4\u8f83\u56f0\u96be":54,"\u793e\u533a\u53c2\u4e0e\u56f0\u96be":54,"\u793e\u533a\u8d21\u732e\u4ee3\u7801\u5b66\u4e60\u6210\u672c\u9ad8":54,"\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u53c2\u6570":34,"\u79bb\u7ebf\u6279\u5904\u7406":35,"\u7b2c\u4e00\u4e2atag\u4e3a":71,"\u7b2c\u4e09\u6b65\u5b8c\u6210\u540e":71,"\u7b2c\u4e8c\u4e2a\u4e3a":71,"\u7b49":55,"\u7b49\u5168\u90e8\u9759\u6001\u5e93\u4e2d\u7684\u76ee\u6807\u6587\u4ef6\u5168\u90e8\u6253\u5305\u540e\u4ea7\u751f\u7684\u6587\u4ef6":55,"\u7b49\u6587\u4ef6":55,"\u7c7b\u4f3c":55,"\u7c7b\u540d\u548cc":54,"\u7c7b\u578b":54,"\u7ea2\u697c\u68a6":108,"\u7ed3\u8bba":54,"\u7edf\u4e00\u7528":35,"\u7f16\u8bd1\u5668\u6ca1\u6709":54,"\u7f16\u8bd1\u578b\u8bed\u8a00":54,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684docker\u53d1\u884c\u955c\u50cf":71,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684python":71,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684ubuntu":71,"\u7f16\u8bd1c":55,"\u7f16\u8bd1master\u5206\u652f\u7684docker\u53d1\u884c\u955c\u50cf":71,"\u7f16\u8bd1ubuntu\u7684deb\u5305":71,"\u800c\u4e0d\u5fc5\u5728\u610fpaddl":55,"\u800c\u4e0d\u652f\u6301pypy\u89e3\u91ca\u5668":54,"\u800c\u4e0d\u66b4\u9732\u6982\u5ff5\u7684\u5b9e\u73b0":55,"\u800c\u4e14\u5728\u4f20\u8f93\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u53ef\u80fd\u51fa\u73b0\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5":44,"\u800c\u51fa\u73b0\u9636\u6bb5\u6027\u7684\u8fd0\u884c\u505c\u6ede":34,"\u800c\u5728cpp\u91cc\u9762\u5b9e\u73b0\u8fd9\u4e2ac\u7684\u63a5\u53e3":54,"\u800c\u591a\u8bed\u8a00\u63a5\u53e3\u9700\u8981\u76f4\u63a5\u8bfb\u53d6\u751f\u6210\u7684\u4e8c\u8fdb\u5236":54,"\u800c\u5bf9\u4e8egolang":54,"\u800c\u5bf9\u4e8egolang\u9519\u8bef\u5904\u7406\u5e94\u8be5\u4f7f\u7528\u8fd4\u56de\u503c":54,"\u800c\u662f\u76f4\u63a5\u4fee\u6539paddl":55,"\u800c\u662f\u76f4\u63a5\u7528api\u7684\u63a5\u53e3\u8fdc\u7a0b\u8bbf\u95ee":35,"\u800cswig\u53ea\u80fd\u7b80\u5355\u7684\u66b4\u9732c":54,"\u81ea\u52a8\u6302\u8f7d\u5206\u5e03\u5f0f\u5b58\u50a8\u76ee\u5f55":34,"\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9700\u8981c":55,"\u826f\u597d\u7684\u6587\u6863":54,"\u83b7\u53d6\u6700\u65b0\u7684\u68c0\u67e5\u70b9\u7684\u6587\u4ef6uuid":34,"\u867d\u7136\u4e0d\u9f13\u52b1\u8fd9\u6837":55,"\u89e3\u91ca\u578b\u8bed\u8a00\u53ea\u80fd\u8c03\u7528\u52a8\u6001\u5e93":54,"\u89e3\u91ca\u6027\u8bed\u8a00\u5b9e\u9645\u8fd0\u884c\u7684\u4e8c\u8fdb\u5236\u662f\u89e3\u91ca\u5668\u672c\u8eab":54,"\u8ba1\u7b97\u8fd9\u4e2a\u6587\u4ef6\u7684md5":34,"\u8ba9paddle\u6838\u5fc3\u4e2d":55,"\u8bad\u7ec3\u4efb\u52a1\u7684\u8fd0\u884c\u53ef\u80fd\u4f1a\u5360\u6ee1trainer\u548cparamet":34,"\u8bad\u7ec3\u548c\u7eaf\u4f7f\u7528":71,"\u8bad\u7ec3\u6a21\u578b\u6b63\u786e\u6027":71,"\u8bb0\u5f55\u4e0b\u6240\u6709\u5931\u8d25\u7684\u4f8b\u5b50":71,"\u8bbe\u7f6e":55,"\u8bc6\u522b\u6570\u5b57":71,"\u8bcd\u5411\u91cf":71,"\u8be6\u7ec6\u8bbe\u8ba1":44,"\u8bed\u610f\u89d2\u8272\u6807\u6ce8":71,"\u8bf4\u660e":34,"\u8bf7\u53c2\u8003":55,"\u8f6c\u6362\u751f\u6210\u7684\u6587\u4ef6\u540d\u4f1a\u662f\u4ee5\u4e0b\u683c\u5f0f":35,"\u8fbe\u5230\u5bb9\u707e\u7684\u76ee\u7684":34,"\u8fd4\u56de\u7b2c\u4e8c\u6b65":71,"\u8fd8\u662f\u4ece":35,"\u8fd9\u4e00\u5c42\u8fdb\u884c\u5c01\u88c5":55,"\u8fd9\u4e00\u6982\u5ff5\u4e0d\u518d\u7410\u788e":55,"\u8fd9\u4e09\u4e2a\u5206\u652f":71,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u7684\u8fde\u63a5\u53c2\u6570\u4e0epaddle\u7684\u5176\u4ed6\u4e8c\u8fdb\u5236":55,"\u8fd9\u4e2a\u53c2\u6570\u4e5f\u4e0d\u4f1a\u4e00\u5e76\u5220\u9664":55,"\u8fd9\u4e2a\u5934\u6587\u4ef6\u4e0d\u5047\u8bbe\u5176\u4ed6\u6587\u4ef6\u7684\u5f15\u7528\u987a\u5e8f":55,"\u8fd9\u4e2a\u63a5\u53e3\u9700\u8981\u505a\u5230":54,"\u8fd9\u4e2a\u6587\u4ef6\u5177\u6709\u72ec\u7279\u7684\u8bed\u6cd5":54,"\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u9664\u4e86":55,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u4e2d\u7684\u53e6\u4e00\u4e2a\u9879\u76ee\u662f":55,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u5305\u542b\u4e24\u4e2a\u9879\u76ee":55,"\u8fd9\u4e2a\u9759\u6001\u5e93\u5305\u542b\u4e86paddle\u7684\u5168\u90e8\u7b26\u53f7":55,"\u8fd9\u4e2ainstance\u53ef\u4ee5\u662f\u5355\u4e2a\u503c":35,"\u8fd9\u4e9b\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1\u901a\u5e38\u4f1a\u628a\u6570\u636e\u5207\u5272\u6210\u591a\u4e2a\u5206\u7247\u5206\u5e03\u5f0f\u7684\u5b58\u50a8\u5728\u591a\u4e2a\u8282\u70b9\u4e4b\u4e0a":35,"\u8fd9\u5bf9\u4e8e\u901a\u5e38\u7684java\u7684\u5f00\u53d1\u8005\u6765\u8bf4":54,"\u8fd9\u662f\u56e0\u4e3a":54,"\u8fd9\u6837":55,"\u8fd9\u6837\u4fdd\u8bc1":71,"\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728\u4e91\u7aef\u6267\u884c\u591a\u79cd\u6570\u636e\u7c7b\u8ba1\u7b97\u4efb\u52a1":35,"\u8fd9\u6837\u5df2\u7ecf\u4f20\u8f93\u6210\u529f\u7684\u90e8\u5206\u5c31\u4e0d\u7528\u91cd\u65b0\u4f20\u8f93\u4e86":44,"\u8fd9\u90fd\u9700\u8981\u8fd9\u4e2a\u63a5\u53e3\u6309\u7167\u7ea6\u5b9a\u4fd7\u6210\u7684\u89c4\u5219\u6765\u6ce8\u91ca\u5b8c\u5907":54,"\u8fd9\u91cc\u9700\u8981\u7528\u6237\u989d\u5916\u6ce8\u610f":34,"\u8fdb\u800c\u8fdb\u884c\u4ee3\u7801\u8bc4\u5ba1":71,"\u900f\u4f20\u7528\u6237\u8eab\u4efd\u7684\u529e\u6cd5":44,"\u901a\u5e38":55,"\u901a\u5e38\u6307\u5c06\u4e00\u4e2a\u6574\u4f53\u62c6\u5206\u6210\u591a\u4efd\u7684\u5176\u4e2d\u7684\u4e00\u4efd":34,"\u901a\u8fc7\u6a21\u578b\u63a8\u65adapi\u7684\u5b9e\u73b0\u4f5c\u4e3a\u4e00\u4e2a\u6837\u4f8b":55,"\u903b\u8f91\u5212\u4e0a\u6587\u4ef6\u5206\u5757\u7684\u5355\u4f4d":44,"\u9075\u5faa\u4ee5\u4e0b\u6d41\u7a0b":71,"\u90a3\u4e48":55,"\u90fd\u662f\u4e94\u4f4d\u7684\u6570\u5b57":35,"\u90fd\u662fabi\u8c03\u7528\u6807\u51c6\u7684":54,"\u914d\u7f6e\u7684\u65b9\u6cd5\u53c2\u8003":44,"\u91ca\u653e\u5bf9paramters\u5185\u5b58\u7684\u9501\u5b9a":34,"\u91cc\u6240\u6709\u7684\u7b26\u53f7\u90fd\u5199\u5165\u81ea\u5df1\u7684\u7a0b\u5e8f\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u91cc":54,"\u91cd\u547d\u540d\u6210":54,"\u94fe\u63a5\u5230\u81ea\u5df1\u7684\u7a0b\u5e8f\u91cc":54,"\u9519\u8bef\u5904\u7406":54,"\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662f\u8fd4\u56de\u503c":54,"\u9519\u8bef\u5904\u7406\u7684\u65b9\u5f0f\u4e5f\u4e0d\u5c3d\u76f8\u540c":54,"\u9664\u6784\u9020\u67d0\u79cd\u7c7b\u578b\u7684\u51fd\u6570":55,"\u9700\u8981":35,"\u9700\u8981\u4fee\u6539build":71,"\u9700\u8981\u53ef\u4ee5\u8de8\u5e73\u53f0\u6267\u884c":44,"\u9700\u8981\u5728cmake\u7684\u65f6\u5019":55,"\u9700\u8981\u5c06bugfix\u7684\u5206\u652f\u540c\u65f6merge\u5230":71,"\u9700\u8981\u5f15\u7528":55,"\u9700\u8981\u6709\u7a33\u5b9a\u7684\u5bfc\u51fa\u7b26\u53f7":54,"\u9700\u8981\u6ce8\u610f\u7684\u662f":71,"\u9700\u8981\u88ab\u66b4\u9732\u5230\u5176\u4ed6\u8bed\u8a00":55,"\u9700\u8981\u91cd\u547d\u540dwheel\u5305\u4e2dplatform\u76f8\u5173\u7684\u540e\u7f00":71,"\u9ed8\u8ba4256k":44,"abstract":[59,70,72,86,95],"api\u4e2d\u4f7f\u7528":54,"api\u5bfc\u51fa\u7684\u52a8\u6001\u5e93":55,"api\u5bfc\u51fa\u7684\u9759\u6001\u5e93":55,"api\u63a5\u53d7\u7684\u7c7b\u578b\u5168\u662f":55,"api\u63a5\u53e3":44,"api\u63a5\u53e3\u7684\u53c2\u6570\u8f6c\u53d1\u7ed9":55,"api\u65f6":55,"api\u65f6\u6240\u552f\u4e00\u9700\u8981\u5f15\u5165\u7684\u5934\u6587\u4ef6":55,"api\u662f\u591a\u8bed\u8a00api\u7684\u57fa\u7840\u90e8\u5206":55,"api\u66b4\u9732\u7684\u7c7b\u578b":55,"api\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f1a\u88ab\u5b89\u88c5\u5230":55,"api\u7684\u5b9e\u4f8b":55,"api\u7684\u5b9e\u73b0\u7ec6\u8282":55,"api\u7684\u63a5\u53e3":55,"api\u7684\u65f6\u5019\u63a8\u8350paddle\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":55,"api\u7684\u7f16\u8bd1\u9009\u9879\u9ed8\u8ba4\u5173\u95ed":55,"api\u76ee\u5f55\u7ed3\u6784\u5982\u4e0a\u56fe\u8868\u6240\u793a":55,"api\u83b7\u5f97\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u5b9e\u4f8b":55,"block\u6784\u6210\u4e00\u4e2amodel":34,"book\u4e2d\u6240\u6709\u7ae0\u8282\u529f\u80fd\u7684\u6b63\u786e\u6027":71,"boolean":[21,45,51,54],"break":[13,32,75,111],"bugfix\u5206\u652f\u4e5f\u662f\u5728\u5f00\u53d1\u8005\u81ea\u5df1\u7684fork\u7248\u672c\u5e93\u7ef4\u62a4":71,"bugfix\u5206\u652f\u9700\u8981\u5206\u522b\u7ed9\u4e3b\u7248\u672c\u5e93\u7684":71,"byte":[15,44,53],"c99\u662f\u76ee\u524dc\u6700\u5e7f\u6cdb\u7684\u4f7f\u7528\u6807\u51c6":54,"c\u6709\u6807\u51c6\u7684abi":54,"c\u8bed\u8a00\u662f\u6709\u5bfc\u51fa\u7b26\u53f7\u7684\u6807\u51c6\u7684":54,"case":[8,20,21,36,55,59,62,64,65,68,83,86,87,92,96,98,106,109,111],"char":38,"class":[4,5,6,7,8,9,10,11,13,14,18,20,23,26,28,29,31,42,46,47,49,50,52,54,57,58,61,65,68,69,70,72,73,74,75,88,94],"const":[31,36,38,46,52,60,62,69,72,74,75,86,87,88],"core\u4e2d\u7684\u6a21\u578b\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u53c2\u6570":55,"core\u4e2d\u8fd9\u4e00\u7c7b\u578b\u63a5\u53e3\u7684\u667a\u80fd\u6307\u9488":55,"core\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u5b9e\u4f8b":55,"core\u6982\u5ff5":55,"data\u5230\u5206\u5e03\u5f0f\u5b58\u50a8\u8865\u5145\u8bad\u7ec3\u6570\u636e":35,"deb\u5305":71,"deb\u5305\u7f16\u8bd1\u95ee\u9898":71,"default":[2,6,7,8,9,10,11,13,14,15,18,21,25,28,29,31,32,48,52,53,56,62,63,72,73,74,76,77,78,80,84,85,87,91,93,95,97,98,99,103,104,106,111],"enum":[36,38,61,73,74,76],"export":[50,78,89,93],"final":[8,9,30,50,56,57,75,86,87],"float":[2,6,7,8,10,13,21,46,52,74,86,87,88,92,97,108,110],"function":[2,4,8,9,13,21,26,29,31,33,37,38,39,41,42,46,49,52,56,57,59,60,61,62,64,65,66,68,69,70,72,74,75,83,86,87,88,91,92,93,95,106,109,111],"golang\u53ef\u4ee5\u4f7f\u7528":54,"golang\u7684":54,"h\u5e76\u4e0d\u56f0\u96be":54,"images\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u7684":35,"import":[2,4,7,8,29,31,32,48,50,51,56,57,61,66,72,80,81,83,87,92,93,98,104,108,109,110,111],"ingress\u9700\u8981\u628apfsclient\u7684\u8eab\u4efd\u4fe1\u606f\u4f20\u7ed9pfsserv":44,"instance\u4e0e\u751f\u6210\u6570\u636e\u96c6\u65f6":35,"instance\u5305\u6db5\u4e24\u4e2a\u503c":35,"instance\u662f\u4e00\u6a21\u4e00\u6837\u7684":35,"int":[2,6,7,8,9,13,14,15,21,31,36,37,38,41,51,52,54,55,61,63,64,73,74,75,76,86,88,93,97,111],"interface\u6587\u4ef6\u7684\u5199\u6cd5\u975e\u5e38":54,"list\u4f5c\u4e3a\u68c0\u67e5\u5217\u8868":71,"long":[1,8,9,13,21,92],"model\u505a\u5206\u652f\u7ba1\u7406":71,"ndarray\u7c7b\u578b\u7684\u503c\u548c\u6574\u578b\u7684\u503c":35,"new":[2,8,13,30,31,32,33,36,37,38,39,40,46,57,59,63,64,65,67,68,70,74,75,81,84,85,90,98,99,106,109,111],"note\u7684\u4e66\u5199":71,"null":[50,86,95],"org\u76ee\u524d\u9075\u5faa":71,"paddle\u4e00\u4e2a\u52a8\u6001\u5e93\u53ef\u4ee5\u5728\u4efb\u4f55linux\u7cfb\u7edf\u4e0a\u8fd0\u884c":54,"paddle\u5185\u5d4c\u7684python\u89e3\u91ca\u5668\u548c\u5916\u90e8\u4f7f\u7528\u7684python\u5982\u679c\u7248\u672c\u4e0d\u540c":54,"paddle\u5185\u90e8\u7684\u7c7b\u4e3ac":54,"paddle\u7684\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u5305\u62ec\u4e00\u4e0b\u51e0\u4e2a\u65b9\u9762":54,"paddle\u7684\u7c7b\u578b\u5168\u90e8\u9000\u5316\u6210":55,"paddle\u7684\u94fe\u63a5\u65b9\u5f0f\u6bd4\u8f83\u590d\u6742":54,"paddle\u7684c":55,"paddle\u8bad\u7ec3\u4efb\u52a1":35,"paddle\u8def\u5f84\u4e0b":55,"paddle\u9700\u8981\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3":54,"paddle\u9700\u8981\u66b4\u9732\u7684api\u5f88\u591a":55,"paddle\u9759\u6001\u5e93\u94fe\u63a5\u590d\u6742":54,"paddle_\u7c7b\u578b\u540d":55,"paddle_\u7c7b\u578b\u540d_\u51fd\u6570\u540d":55,"paddlepaddle\u4f7f\u7528git":71,"paddlepaddle\u5f00\u53d1\u8fc7\u7a0b\u4f7f\u7528":71,"paddlepaddle\u63d0\u4f9b\u4e13\u7528\u7684":35,"paddlepaddle\u6bcf\u6b21\u53d1\u65b0\u7684\u7248\u672c":71,"paddlepaddle\u6bcf\u6b21\u53d1\u7248\u672c\u9996\u5148\u8981\u4fdd\u8bc1paddlepaddl":71,"paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u9075\u5faa":71,"patch\u53f7":71,"patch\u53f7\u52a0\u4e00":71,"pfsclient\u9700\u8981\u548cingress\u4e4b\u95f4\u505a\u53cc\u5411\u9a8c\u8bc1":44,"pfsclient\u9700\u8981\u5728\u4f20\u8f93\u5b8c\u6bd5\u6700\u540e\u4e00\u4e2achunk\u7684\u65f6\u5019\u68c0\u67e5destination\u6587\u4ef6\u7684md5\u503c\u662f\u5426\u548csource\u6587\u4ef6\u4e00\u81f4":44,"pfsserver\u63d0\u4f9brest":44,"public":[14,18,31,46,47,52,69,72,74,75,86,87,88,93,98,99],"py\u4e2d":71,"pypi\u4e0a\u7684package\u540d\u79f0\u4e3apaddlepaddle\u548cpaddlepaddl":71,"reader\u7684\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u4e00\u81f4\u7684":35,"reader\u8f93\u51fa\u7684data":35,"release\u9875\u9762":71,"return":[2,6,7,8,9,11,13,14,15,18,21,23,28,29,30,31,35,36,38,41,42,46,47,48,50,52,56,57,58,61,62,63,65,67,69,72,74,75,83,86,87,88,98,109,110,111],"s3\u4e4b\u7c7b\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u4e4b\u4e0a":35,"server\u4e4b\u4e0a":34,"server\u4e4b\u95f4\u7684\u7f51\u7edc\u5e26\u5bbd":34,"server\u4f1a\u6682\u505c\u53c2\u6570\u66f4\u65b0\u5e76\u7b49\u5f85":34,"server\u4f1a\u83b7\u53d6parameters\u5185\u5b58\u7684":34,"server\u5185\u5b58\u4e2d\u7684\u6a21\u578b\u6570\u636e\u7684\u5b8c\u6574\u955c\u50cf":34,"server\u540c\u6b65\u7684\u4fdd\u5b58\u4e00\u4e2a\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u5168\u5c40\u68c0\u67e5\u70b9":34,"server\u5728\u96c6\u7fa4\u4e2d\u542f\u52a8\u540e":34,"server\u6545\u969c\u540e\u88abkubernetes\u91cd\u65b0\u542f\u52a8":34,"server\u6b64\u65f6\u8fd8\u9700\u8981\u901a\u8fc7\u7f51\u7edc\u8bbf\u95ee\u5206\u5e03\u5f0f\u5b58\u50a8\u4ee5\u4fdd\u5b58\u5feb\u7167":34,"server\u751f\u6210\u4e00\u4e2auuid":34,"server\u7684\u5355\u70b9\u6216\u591a\u70b9\u540c\u65f6\u6545\u969c":34,"server\u7684\u6570\u636e\u5feb\u7167":34,"server\u7684\u68c0\u67e5\u70b9\u5404\u81ea\u72ec\u7acb\u4fdd\u5b58":34,"server\u7b2c\u4e00\u6b21\u542f\u52a8\u6216\u4efb\u610f\u65f6\u95f4paramet":34,"short":[8,9,21,46,48,63,72,75,87],"static":[28,38,55,72,74,98,106],"super":[63,86],"swig\u652f\u6301\u7684\u8bed\u8a00\u6216\u8005\u89e3\u91ca\u5668\u6709\u5c40\u9650":54,"swig\u66b4\u9732\u7684\u63a5\u53e3\u4fdd\u7559\u4e86c":54,"swig\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u80fd\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":54,"swig\u76f4\u63a5\u8bfb\u53d6c":54,"swig\u9700\u8981\u5199\u4e00\u4e2ainterface\u6587\u4ef6":54,"switch":[31,55,67,98],"tag\u4e3a":71,"throw":98,"true":[2,6,7,8,9,10,11,13,15,20,21,28,29,31,36,51,58,61,62,64,71,74,75,83,86,93,95,97,98,110],"try":[32,33,36,37,38,50,64,72,78,80,84,92,109],"type\u5b57\u6bb5\u5747\u4e0d\u5c3d\u76f8\u540c":55,"ubuntu\u5b89\u88c5\u5305\u7684\u529f\u80fd\u6b63\u786e\u6027":71,"var":[31,47,49,51,58,61,62,63,68,72,75,89],"void":[31,36,38,46,47,52,53,54,55,61,62,73,74,86,87,88],"wheel\u5305":71,"while":[1,2,6,13,21,31,40,50,57,59,60,64,70,72,83,87,88,95,109,111],AGE:[98,99],AWS:[13,35,90,100,101],And:[2,7,8,10,13,14,15,28,30,36,40,41,43,48,50,64,72,83,97,98,99,108,110],But:[2,8,9,13,21,30,47,72,80,85,93,106],EOS:8,For:[1,2,7,8,9,10,13,21,28,29,31,37,38,39,41,42,47,49,52,53,56,57,59,60,61,62,63,64,65,67,68,69,70,73,74,76,77,78,81,83,85,86,87,88,91,92,94,95,97,103,104,106,108,110,111],Has:2,IDE:84,IDs:[14,21,40,57,111],IPs:93,IRs:65,Ids:111,Into:98,Its:[2,7,73,83,87,98],K8s:106,NMS:8,NOT:[63,87],Not:[29,33,80,106],ONE:2,OPs:[65,66],One:[7,9,28,30,40,53,67,72,83,86,95,109,111],Ops:[68,70,74,87],PFS:44,PRs:89,QoS:99,Such:[52,63,75],THE:2,TLS:[29,44,98],That:[8,13,78,95,97],The:[1,2,4,5,6,7,8,9,10,13,14,15,18,21,25,28,29,30,32,33,37,39,40,41,42,43,45,46,50,53,55,56,57,59,61,62,63,64,65,66,67,70,72,73,74,75,76,78,80,83,84,85,86,87,88,89,91,92,93,95,97,98,99,103,107,108,109,110,111],Their:[2,8,33],Then:[4,8,9,47,52,62,77,78,80,83,86,91,92,93,98,99,108],There:[7,8,14,21,28,29,31,32,33,38,40,41,45,46,50,56,57,59,60,63,65,70,72,73,87,92,98,103,109,110,111],These:[7,15,31,46,49,58,70,73,74,77,93,97],Use:[2,7,13,29,45,64,68,77,86,91,92,95,96,98,104],Used:[9,18,22,68],Useful:2,Using:[33,59,64,68,70,72,79,84,88,99],VMs:84,VPS:98,WITH:104,Will:[13,28],With:[2,8,9,61,75,109],YES:41,Yes:[78,84],___fc_layer_0__:98,__align__:46,__cuda_align__:46,__device__:46,__doc__:74,__file__:41,__forceinline__:46,__fp16:46,__global__:46,__gradient_machines__:28,__hadd:46,__half:46,__half_raw:46,__impl__:74,__init__:[42,48,58,63,75,86,91],__main__:[48,110],__metaclass__:87,__name__:[48,110],__param_conf__:28,__rnn_step__:83,__tmp_params__:28,__va_args__:69,__x:46,_binari:32,_create_global_var:63,_dtype:50,_error:109,_librari:32,_link:9,_loss:48,_op:[50,87],_proj:8,_res2_1_branch1_bn:110,_source_language_embed:[83,108],_target_language_embed:[83,108],_test:32,_update_op:42,_value_index:50,a75:46,a_op:87,aaaaa:35,aaaaaaaaaaaaa:98,abbrevi:15,abc:8,abi:103,abil:48,abl:[8,29,52,58,63,65,67,76,106,109],about:[4,8,9,15,31,32,41,45,56,64,65,72,74,78,80,81,87,91,92,94,95,98,103,104],abov:[2,4,7,8,21,29,31,32,33,37,46,47,49,56,57,58,59,61,63,65,67,74,75,78,79,81,84,85,87,88,91,92,98,99,103,106,109,110,111],abs:[8,9,20,30,48,109],abs_numerical_grad:30,absolut:[1,78,103,104],absp:8,acceler:[8,34,59,78,97],accept:[2,4,6,8,13,29,68,103,111],access:[1,8,9,21,29,32,37,40,41,63,65,80,83,93],accessmod:98,accessor:63,accord:[1,2,7,8,15,21,30,38,49,57,65,66,68,75,87,93,94,95,97],accordingli:[4,7,8,86],account:[68,85,106],accrodingli:36,accumul:[33,38,42,59],accur:[30,40],accuraci:[7,18,42,86,111],achiev:[59,92],ack:95,across:[8,13,56],act1:50,act2:50,act:[8,9,21,22,31,50,57,63,65,67,75,81,83,111],act_output:74,act_typ:[50,111],action:[65,98],activ:[4,9,21,27,32,50,57,63,65,70,74,81,83,86,88,89,95,111],activi:9,actual:[2,8,36,48,50,59,74,88],adadelta:111,adagrad:[23,59,73,111],adagradoptim:58,adam:[23,29,38,48,111],adamax:[23,111],adamoptim:[108,111],adapt:[7,10,21,28],add:[2,8,9,13,20,21,23,26,28,30,31,32,36,40,42,46,47,51,58,59,62,63,65,66,68,70,72,77,84,85,86,87,88,92,97,104,111],add_activ:63,add_bia:63,add_depend:32,add_execut:32,add_input:[56,86],add_memori:56,add_output:56,add_scalar:[31,57,61],add_sum:63,add_test:[32,86],add_two:[31,56],add_unittest_without_exec:86,addattr:[74,87],addbia:86,addcom:[74,87],added:[2,7,8,18,26,28,31,46,59,66,70,85,86,87],adding:[70,85,110],addinput:[74,87],addit:[8,9,68,70,75,87,88,111],addition:56,addop:[47,88],addoutput:87,addr:33,address:[33,38,65,67,78,92,93,95,106],addrow:86,addtolay:8,addtyp:74,admin:106,administr:[40,84,106],adopt:[46,48],advanc:[30,83,92,95],advantag:[30,46,59,64,93],adversari:[48,64],advic:92,affect:[8,31],affili:57,afford:37,afi:2,aforement:32,after:[8,9,14,15,31,32,37,38,40,45,46,60,63,65,66,77,78,83,85,86,87,88,91,93,95,97,98,99,103,109,110,111],again:[29,33,59,92],against:98,age:14,agg_level:8,aggreg:[42,98],ago:32,aid:92,alexnet_pass1:97,alexnet_pass2:97,algorithm:[8,10,37,57,59,70,83,108],alia:[5,6,8,21],align:[8,9,13],all:[2,6,7,8,18,20,21,28,29,31,32,33,36,38,40,41,43,45,48,49,50,53,55,56,57,58,59,61,63,65,67,68,74,78,83,84,86,88,92,93,94,95,97,98,99,103,104,106,108,109,110,111],alloc:[6,38,41,86,88,97],allow:[29,38,59,65,70,85,86,92,95,98,111],allow_only_one_model_on_one_gpu:[94,95,97],almost:[84,93,108],along:[15,21],alpha:[32,70],alreadi:[32,33,63,65,66,72,78,92,93,95,98,99,104],alreali:94,also:[1,2,8,9,14,21,29,31,32,36,39,46,47,48,49,50,56,57,59,60,61,62,63,64,70,72,74,75,77,78,80,83,84,86,87,89,92,93,99,103,106,109,110,111],altern:[87,91],altogeth:106,alwai:[4,8,9,28,32,53,67,73,95,98],amazon:[98,99,111],amazonaw:98,amazonec2fullaccess:98,amazonelasticfilesystemfullaccess:98,amazonroute53domainsfullaccess:98,amazonroute53fullaccess:98,amazons3fullaccess:98,amazonvpcfullaccess:98,ambigu:64,amd64:98,amend:85,amnih:8,among:98,amount:[21,92],analysi:[91,92],analyz:111,ancestor:[61,63],andd:98,android:[104,105],android_abi:103,android_api:103,android_arm_neon:103,android_native_api_level:103,android_standalone_toolchain:103,android_toolchain:103,angl:8,ani:[1,2,8,9,13,21,23,29,32,33,38,40,41,46,52,53,57,59,63,64,65,66,67,69,70,77,84,87,88,92,93,98,104,111],annoi:93,announc:46,anoth:[2,8,13,28,29,31,41,57,63,72,74,84,95,98],anroid_arm_mod:103,ans:98,answer:[85,98],anyth:[13,57,64,98],anytim:48,anywai:[91,103],api:[14,18,28,29,32,38,39,41,42,44,47,48,50,56,60,68,71,75,76,77,80,86,87,91,92,93,98,102,103,104,106,107,109,111],api_shar:32,api_test:32,api_trainer_config_helpers_lay:83,apiserv:98,apivers:[98,99],appear:49,append:[2,13,21,28,42,57,63,64,83,85,86,93],append_backward:91,append_backward_op:[23,58],append_batch_s:21,append_gradient_machin:28,append_op:63,append_oper:63,appleyard:92,appli:[8,21,48,49,72,83,86,111],applic:[25,46,49,63,68,85,87,91,92,93,98,99,106],applyl1:36,appoint:87,appreci:85,approach:[8,59,60,65,66,70,103,104,106],appropri:65,approxim:[20,59],apt:[78,91],arang:21,arbitrari:[8,53,65,88],arch:103,architectur:[46,77,93,103,108],archiv:[14,54,55],area:48,arg:[2,7,9,25,50,58,74,87,94,109,110,111],arg_nam:8,argu:62,argument:[2,4,8,13,15,25,31,36,37,58,60,62,63,67,77,83,85,86,95,96,108,109,110],argv:110,arithmet:46,arm64:103,arm64_standalone_toolchain:103,arm:[46,103,104],arm_standalone_toolchain:103,armeabi:103,armv7:46,armv8:46,arn:98,around:[2,8,40,63,98,106],arrai:[4,6,8,13,15,21,28,38,49,57,61,63,64,68,75,87,110],arrang:75,arrow:48,articl:[49,84,93,99,104],artifact:[80,98],artifici:[20,109],arxiv:[8,9,20,48,109],as_row_vector:8,as_step_input:31,asgd:59,ask:[33,40,84],assign:[7,8,37,46,88,93,95,98,106],associ:[60,69,88],assum:[7,8,31,65,78,83,97,108],assumpt:65,assur:1,astyp:[64,87,109],asyc:33,async:[33,94],async_count:95,async_lagged_grad_discard_ratio:95,async_lagged_ratio_default:[94,95],async_lagged_ratio_min:[94,95],asynchron:[33,93,95],att_seq:9,attach:9,attend:9,attended_sequ:9,attenion:9,attent:[8,9],attr1:8,attr2:8,attr:[6,8,9,21,31,50,61,62,63,74,83,87],attr_map:74,attrdesc:61,attribut:[2,8,9,21,27,31,61,66,68,72,74,75,86,87,108],attributemap:87,attrproto:74,attrtyp:[61,74,87],attrvalu:74,auc:[42,94],aucvalidationlay:95,authent:98,author:[44,98,110],auto:[31,36,54,62,68,72,75,77,85,86,87,88,92],autom:[93,98],automat:[8,29,38,47,58,65,66,68,74,77,83,85,86,87,91,93,94,95,98],avail:[33,38,46,66,67,80,98,106],averag:[7,8,11,28,37,95,110,111],average_test_period:[94,95],avg:[92,111],avgcost:111,avgpool:[8,111],avoid:[30,31,33,59,60,65,77,92],avx2:77,avx:[77,78],await:99,awar:[29,42,56,63,84,91,98,103],awk:93,aws:44,aws_account_id:98,awsaccountid:98,awskeymanagementservicepowerus:98,axes:21,axi:[8,21],axis:8,aync:66,b2t:108,b363:99,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:99,ba5f:98,back:[2,8,21,28,33,46,48,59,65,78,87],background:[7,8,70,93],background_id:[7,8],backpropag:30,backward:[5,8,9,26,30,31,36,38,48,58,59,60,62,69,70,83,86,95,97],backward_first:83,backward_op:30,backwardactiv:86,bag:111,baidu:[99,108],baik:108,bake:65,balanc:[66,95,98,109],bandwidth:46,bare:[99,106],barrier:[93,95],barrierstatset:92,basci:50,base:[7,8,11,13,14,18,20,21,23,26,29,37,42,46,52,58,59,65,68,69,70,75,83,84,86,87,91,92,95,98,103,108,109,111],baseactiv:9,baseev:28,basematrix:86,basenam:7,basepoolingtyp:[8,9],basestr:[6,7,8,9,11,28],bash:[77,78,84,93,98,99],basic:[2,8,28,50,61,65,68,69,75,86,111],batch:[2,8,9,13,15,18,21,28,29,31,33,35,36,42,48,51,56,57,59,75,85,86,95,98,99,109,110,111],batch_0:110,batch_id:[28,48],batch_im:48,batch_images_from_tar:15,batch_label:48,batch_norm:48,batch_norm_lay:9,batch_norm_typ:8,batch_read:[35,64],batch_siz:[2,13,48,57,108,109,111],batch_szi:48,batch_z:48,batchnorm:[21,48],batchsiz:[8,86],bazel:32,bbbbb:35,bbox:[7,8],bcd:8,bcebo:14,bcm2708:104,bdist_wheel:71,beacus:50,beam:[8,83,95],beam_gen:[8,83],beam_search:[28,57,83],beam_siz:[8,57,83,94,95,97],becaus:[4,7,8,14,29,31,32,33,38,46,57,60,63,64,70,72,73,75,76,83,84,86,88,91,97,98,103,111],becom:[66,72,92],been:[2,8,9,32,37,84,85,111],befor:[4,8,9,33,40,45,49,59,60,64,70,77,78,85,87,91,98,103,106],begin:[4,7,8,18,36,38,42,45,49,57,86,93],beginiter:[28,29],beginn:83,beginpass:[28,29],begintrain:29,behavior:92,behind:75,being:[21,40,62,64,88,91,109],belong:[7,8,65,72],below:[2,8,31,33,38,46,53,60,64,65,66,70,75,76,77,80,83,86,92,93,98,103,109,111],benchmark:53,benefit:[9,40,41,57],bengio:20,besid:[1,8,14,65,80],best:[32,78,84,95,111],besteffort:99,beta1:[10,23],beta2:[10,23],beta:[48,110],better:[9,32,57,98,106,109],between:[7,8,15,21,28,32,33,38,46,55,60,65,66,67,69,72,78,87,88,98,109,111],bgr:[15,110],bi_gru:9,bi_lstm:9,bia:[8,9,21,57,63,83,86,110],bias:[8,86],bias_attr:[8,9,21,63,83],bias_initi:21,bias_param_attr:9,biases_:86,biasparameter_:86,biassiz:86,bidi:99,bidirect:[8,9,83],big:[66,92,106],bigger:33,bilinear:8,bilinear_interpol:8,bilinearfwdbwd:92,bin:[78,93,98,99],binari:[2,7,8,13,32,41,46,48,53,65,77,79,80,84,91,92,98,108,111],bind:[46,47,72],bit:[46,111],bla:78,black:48,blank:[8,98],block:[8,34,36,38,42,43,52,56,58,65,66,86,87,88,92,95,110],block_i:8,block_id:43,block_x:8,blockdesc:[31,49,63,68],blockdescbind:52,blueprint:57,bn_bias_attr:9,bn_layer_attr:9,bn_param_attr:9,book:[14,68,83,89,107],bool:[2,6,7,8,9,10,11,13,15,28,31,46,51,62,63,73,74,75,76,86,95,97,111],boot:[8,83,106],boot_bia:8,boot_bias_active_typ:8,boot_lay:83,boot_stat:75,boot_with_const_id:8,bootstrapp:106,borrow:[48,75],bos_id:[8,83],both:[5,6,8,9,15,21,29,31,32,33,40,46,48,52,57,62,65,66,73,83,86,87,88,89,92,93,98,109,110,111],bottleneck:[92,110],bottom:28,bound:8,boundari:65,boundri:7,bow:111,box:[8,48,92],brace:[31,49],brain:40,branch:[8,29,31,32,51,61,65,71,80,85,87,89],breadth:95,break_if:75,brief:[32,38,46,88],briefli:92,bring:88,broadcast:[21,33,68,106],broken:85,browser:[78,89,91,98],bsd:84,bucket_nam:98,buddy_alloc:85,buf:36,buf_siz:13,buffer:[2,13,36,53,59,64,72,95],buffer_s:13,buffered_read:64,bufsiz:13,bug:[85,98],build:[8,14,32,41,49,50,59,65,70,71,74,78,80,81,85,87,91,93,95,98,100,101,105,108,110,111],build_android:103,build_dict:14,build_model:48,builder:85,built:[32,46,65,74,75,77,80,84,91,103,104,106,109],bunch:[53,92,93,111],button:[85,89,98],c11:54,c703c041:85,c99:55,c99e:98,c_pre_init:21,cach:[46,65,77,111],cache_pass_in_mem:[2,111],cachetyp:[2,111],cacul:[9,42,93],caff:31,caffe2:31,calc_batch_s:2,calcul:[2,7,8,9,18,21,30,33,38,42,46,78,83,86,92,93,95,97,109],call:[2,7,8,9,13,21,28,29,30,31,36,37,38,39,41,48,49,56,57,58,63,65,68,69,72,74,75,81,83,84,86,87,88,91,92,93,95,98,110,111],callabl:[2,6,8,13,14],callback:86,caller:[30,91,98],can:[1,2,4,6,7,8,9,13,14,15,21,25,28,29,30,31,32,33,36,37,40,41,46,47,48,49,50,52,56,57,58,59,61,62,63,64,65,66,67,68,69,70,74,75,77,78,79,80,81,83,84,85,86,87,88,89,91,92,93,94,95,97,98,99,103,104,106,108,109,110,111],can_over_batch_s:2,cancel:40,candid:[8,57],candidate_activ:21,cannot:[67,68,72,75,86,87],cantain:50,capabl:[46,60,68],capac:[70,98],capi:[54,77],capi_prvi:55,caption:57,captur:[8,93],card:93,care:[9,41,64,78,94,95,106],carefulli:[95,110],caret:28,carpedm20:48,carri:21,cast:46,cast_to_op_attr:74,cat:[13,15,78,93,110],categori:[8,14,33,111],categorig:14,categoryfil:99,caus:[33,45,80,87],caution:[98,99],cburg:8,cc_:32,cc_binari:32,cc_test:32,cclient:39,cde:8,cdn:14,ceil:8,ceil_mod:8,cell:[8,9,21],cell_activ:21,center:[2,15],center_crop:15,cento:[77,80,81,106],central:70,ceph:[13,35,99],cephf:[35,41,44],certain:[1,58,72,94],certif:[29,44,98],cffi:54,cfg:99,cgo:54,chain:[13,49,86],challeng:[8,33,51],chanc:[29,46,86,111],chang:[8,14,32,37,41,60,61,64,69,72,77,83,85,86,87,88,92,93,95,98,103,111],channel:[8,9,15,21,92,110],channel_shar:8,channl:110,chapter:[56,57],chapter_data:56,chapter_out:56,charact:111,characterist:97,check:[2,13,31,32,62,68,77,80,85,87,89,95,97,98],check_align:13,check_attr:74,check_eq:86,check_fail_continu:2,check_grad:[30,87],check_l:86,check_sparse_distribution_batch:[94,95],check_sparse_distribution_in_pserv:[94,95],check_sparse_distribution_ratio:[94,95],check_sparse_distribution_unbalance_degre:[94,95],check_styl:85,checker:68,checkgrad:95,checkgrad_ep:95,checkmark:106,checkout:85,checkpoint:[62,66],checksum:44,child:31,china:78,chines:89,chmod:98,choic:[32,78],choos:[43,77,78,79,84,95,103,111],chosen:[1,48],chunk:[37,44,109],chunk_schem:7,chunktyp:7,chw:15,cifar:109,circl:49,claim:98,claimnam:98,clang:[46,54,85,103],clarifi:7,clariti:57,classfic:110,classic:8,classif:[2,4,8,20,49,97,110,111],classifi:[8,48,109,110,111],classification_cost:[65,111],classification_error_evalu:[7,109,111],classification_evalu:7,claster:98,clean:[4,31,32,60,68,77,84,85],clear:[7,32,57,60,72,104],clearer:[60,63],clearli:72,cli:98,click:[80,85,89,91,92,98],client:[36,39,68],clip:[6,9,95,111],clock:8,clone:[8,77,84,85,89,91,103,104],close:[2,64,67,85],cloud:[32,33,41,44,45,67,68,106],cloud_read:13,cls:111,cludform:98,cluster:[13,28,29,31,33,38,65,67,94,95,99,111],cluster_test_fil:93,cluster_train:93,cluster_train_fil:93,cluster_train_v2:93,cm469:98,cmake:[55,77,84,85,86,87,89,91,92,103],cmake_build_typ:[91,103,104],cmake_install_prefix:103,cmake_system_nam:[103,104],cmakelist:[32,86],cmatrix:[54,55],cmd:[13,99],cname:98,cnn:[8,99,110,111],coars:47,code:[2,4,8,13,29,32,40,43,46,47,48,49,53,58,59,60,62,64,65,66,68,69,70,74,75,77,78,80,81,83,84,86,87,88,89,90,92,93,98,99,109,111],codebas:[68,85],coeff:8,collabor:33,collect:[8,14,28],collectbia:86,color:[15,110],colour:14,column:[7,8,21,49,64,67,86,91,108],column_evalu:7,com:[8,9,14,32,48,77,84,85,89,91,98,99,103,104,106,110],combin:[7,8,9,13,23,28,58,68,72,109],come:[21,42,61,65,75],comma:[25,28,38,95,108],command:[1,4,13,25,32,36,41,45,77,78,80,81,84,85,86,87,89,90,91,92,98,99,100,101,103,104,108,109,110],commandlin:92,commenc:111,comment:[32,50,74,85,87,111],commit:[32,85],common:[15,20,23,26,35,70,83,86,94],commonli:[45,70,83,91,92,97,104],commun:[33,38,39,65,66,85,86,93,98],compar:[30,32,68,84,86,87,109,111],comparison:32,compat:[2,46,47],competit:109,compil:[8,32,50,52,65,69,73,74,76,84,86,89,93],complaint:32,complet:[4,8,9,14,23,28,31,33,37,38,44,49,53,68,79,86,87,88,91,98,99,106,111],complex:[1,2,9,40,57,68,83,92,111],complic:[8,47,64,65,75],compon:[50,65,75,86],compos:[13,29,47,50,56,63,68,109],composenotalign:13,composit:47,compress:37,compromis:84,comput:[8,9,21,25,29,30,33,46,50,53,58,59,65,66,67,69,72,76,78,83,84,85,86,87,91,92,93,97,98,103,104,111],computation:[8,83],computationgraph:50,concat:[48,83],concaten:[8,9,48,56,75],concentr:68,concept:[2,7,29,47,48,50,56,57,59,60,61,67,72,75,76,83],conceptu:[48,50],concern:[29,42],concis:[48,75],conckerneltrac:25,conclud:87,concret:[68,87],concurr:[33,40,66,93],concurrentremoteparameterupdat:95,cond:[21,31,51,61],condit:[8,37,51,65,83,99],condtion:48,conduct:92,conf:[4,8,93,108,109,110],conf_paddle_gradient_num:98,conf_paddle_n:98,conf_paddle_port:98,conf_paddle_ports_num:98,conf_paddle_ports_num_spars:98,confer:20,confid:8,confidence_threshold:8,config:[2,6,8,25,35,45,57,86,94,95,98,99,106,108,109,110,111],config_:[36,95],config_arg:[94,95,97,110,111],config_bas:[7,8,28],config_lay:86,config_len:38,config_pars:[4,86],config_proto:38,configur:[0,1,2,4,8,21,28,36,38,40,41,50,63,66,81,82,84,85,86,87,88,92,93,95,103,104,106,108,110],confirm:45,conflict:[72,85],confus:[15,48],congest:95,conll:14,connect:[1,9,21,41,65,66,86,93,98,99,106,109,110,111],connectionist:8,consequ:[8,9],consid:[7,8,20,62,84,92,97,106],consider:[2,8,9],consist:[7,8,14,15,37,53,61,64,68,69,74,87,110,111],consol:[92,98],consolid:[31,89],const_cast:87,constant:[8,20,21,50,52,67,86,87],constantiniti:21,constraint:[65,72],construct:[2,4,7,29,50,56,63,68,72,74,76,83],constructbackwardgraph:49,constructoptimizationgraph:49,constructor:[21,46,63,68,72,74,86,87],consum:[33,91],contact:40,contain:[2,7,8,9,11,13,14,15,21,28,29,31,37,43,48,50,53,60,63,67,68,69,72,73,74,75,76,79,80,83,84,87,93,98,110,111],container:93,containerport:98,content:[38,45,53,57,89,99],content_dir:89,content_len:38,context:[8,9,14,72,73,83,87,88,108,111],context_attr:9,context_len:[8,9,111],context_proj_layer_nam:9,context_proj_param_attr:9,context_project:9,context_start:[8,9,111],contin:98,continu:[2,7,33,53,93,95,103],contrast:8,contrib:70,contribut:[70,84,90],contributor:68,control:[6,31,67,95,98,99,106],conv2d:48,conv:[9,21,48],conv_act:[9,22],conv_batchnorm_drop_r:[9,22],conv_bias_attr:9,conv_filter_s:[9,22],conv_layer_attr:9,conv_num_filt:[9,22],conv_op:8,conv_pad:[9,22],conv_param_attr:9,conv_strid:9,conv_with_batchnorm:[9,22],conveni:[29,50,58,74],convent:[38,85,87],converg:[93,109],convers:[46,65],convert:[2,4,14,21,35,46,64,69,108,110,111],convlay:8,convolut:[8,9,13,21,22,48,63,109,110],convoper:8,convproject:8,convtranslay:8,convtransproject:8,cool:[2,85],coordin:[33,38],copi:[28,29,37,40,45,49,56,57,59,75,77,85,93,98,109],copy_shared_paramet:109,copytonumpymat:109,core:[2,6,18,50,55,59,60,75,84,95],coreo:[98,106],corner:68,corpu:14,correct:[2,8,21,30,46,86,87,98],correctli:[7,13,46,48,86,109],corresond:46,correspoind:29,correspond:[2,4,8,21,26,29,31,32,46,50,51,56,57,63,67,68,69,70,74,86,87,88,91],corss_entropi:29,cortex:46,cos:[8,74],cosin:[8,21,74],cosineop:74,cosineopproto:74,cosineopprotomak:74,cost:[4,21,28,29,49,58,61,62,65,67,95,109,111],cost_id:8,cost_np:62,cost_val:65,could:[2,4,8,13,28,29,30,37,46,56,58,59,60,61,63,64,65,66,69,84,91,92,93,98,103,111],count:[7,33,41,42,62,64,92,93,95,97,99,108],counter:[25,33,37,49],cours:[7,41,84],covari:8,cover:88,cp27:80,cp27m:80,cp27mu:80,cpickl:110,cpp:[30,36,47,54,55,60,66,68,76,86,92,111],cprofil:91,cprofilev:91,cpu:[1,2,6,8,30,41,46,59,60,65,67,68,70,71,77,78,84,87,88,91,92,95,99,109],cpu_avx_mkl:80,cpu_avx_openbla:80,cpu_per_p:67,cpu_per_train:67,cpuinfo:78,cpuplac:[87,88],cpusparsematrix:55,crash:[33,92,93,95],creat:[4,6,8,13,18,21,28,29,30,31,33,38,42,44,45,46,47,48,49,56,58,59,60,63,69,70,78,81,84,85,86,87,89,93,95,103,106,108,109],create_backward_pass:58,create_bias_paramet:86,create_block:63,create_cloud_job:67,create_doc_str:74,create_input_paramet:86,create_op:87,create_oper:47,create_optimization_pass:[23,58],create_paramet:63,create_python_ops_creatation_funct:74,create_rnn:31,create_rnn_op:56,create_st:18,create_tmp_var:63,create_tmp_vari:63,create_var:63,create_whileloop:75,createargu:109,createfromconfigproto:[4,109],creategradientoper:69,createop:74,createoper:31,createstack:98,createvari:31,creation:[47,98],creationd:98,creator:[13,14,35,68,69],creator_:69,credenti:45,credit:109,critic:[48,91],crlf:85,crop:[15,110],crop_siz:[15,110],crope:15,cross:[8,63,87,111],cross_compil:104,cross_entropi:[8,29,48,67,109],cross_entropy_with_selfnorm:8,crt:44,csc:86,csr:86,csv:25,ctc:7,ctc_evalu:7,ctest:[77,84,87],ctor:63,ctrl:[84,93],ctx:[87,88],cuda7:80,cuda8:[77,80],cuda:[25,32,68,78,80,84,92,93,95],cuda_dir:[94,95],cuda_fp16:46,cuda_profil:25,cuda_so:78,cudaconfigurecal:92,cudadevicegetattribut:92,cudaeventcr:92,cudaeventcreatewithflag:92,cudafre:92,cudagetdevic:92,cudagetdevicecount:92,cudagetdeviceproperti:92,cudagetlasterror:92,cudahostalloc:92,cudalaunch:92,cudamalloc:92,cudamemcpi:92,cudaprofilerstart:92,cudaprofilerstop:92,cudaruntimegetvers:92,cudasetdevic:92,cudasetupargu:92,cudastreamcr:92,cudastreamcreatewithflag:92,cudastreamsynchron:92,cudeviceget:92,cudevicegetattribut:92,cudevicegetcount:92,cudevicegetnam:92,cudevicetotalmem:92,cudnn:[8,11,32,95],cudnn_batch_norm:8,cudnn_conv:8,cudnn_conv_workspace_limit_in_mb:[94,95],cudnn_convt:8,cudnn_dir:[94,95],cudnnavginclpadpool:8,cudnnavgpool:8,cudnnv5:77,cudrivergetvers:92,cuinit:92,cumtim:91,cumul:8,cur_mem:57,curl:[13,98],curli:[31,49],current:[2,8,31,32,33,36,38,42,56,57,59,60,63,66,67,72,75,78,80,83,84,86,89,93,95,98,107,111],current_block:[61,63],current_oper:61,current_word:83,currentcost:111,currentev:111,curv:29,custom:[1,2,23,29,41,46,48,57,59,68,86,98],custom_batch_read:64,cut:[66,75],cut_lin:13,cutoff:14,cv2:15,cxx_compil:[103,104],cxxabi_1:80,cycl:33,cyclic:8,cython:54,d3e0:98,d_b0:48,d_b1:48,d_b2:48,d_block:48,d_f:48,d_g:48,d_h0:48,d_h0_bn:48,d_h0_relu:48,d_h1:48,d_h1_bn:48,d_h1_relu:48,d_h2:48,d_loss:48,d_loss_fak:48,d_loss_real:48,d_optim:48,d_step:48,d_t:48,d_w0:48,d_w1:48,d_w2:48,daili:85,dalla:2,dandroid_abi:103,dandroid_arm_mod:103,dandroid_arm_neon:103,dandroid_standalone_toolchain:103,danger:2,dangl:84,darwin:98,dash:48,dat:35,data:[0,1,2,4,7,14,15,18,28,29,30,31,35,36,37,42,44,46,48,49,50,52,53,56,57,58,59,60,61,63,66,67,68,70,72,73,74,75,76,81,83,86,87,88,92,93,94,95,97,100,110],data_batch_gen:109,data_dir:108,data_fil:15,data_i:48,data_initialz:111,data_lay:[2,36,109,111],data_layout:21,data_read:[13,64],data_reader_creator_random_imag:64,data_shar:75,data_sourc:109,data_typ:[13,14,53,73,76,81,83],data_x:48,databas:14,datacent:[35,45],datacenter1:35,datacenter2:35,datacenter_1:35,datacenter_2:35,datacenter_nam:35,datadim:8,datafeed:16,dataflow:50,dataprovid:1,dataprovider_bow:111,dataprovider_emb:111,dataproviderconvert:4,datasci:8,dataset:[0,2,35,41,59,64,81,83,91,95,108,110,111],dataset_nam:15,datatyp:[14,18,73,76],date:93,dcgan:[48,109],dcmake_install_prefix:[103,104],dcmake_system_nam:[103,104],dcuda_arch_nam:77,dcudnn_root:77,ddim:88,dead:33,deal:[106,109],debug:[2,30,45,65,78,85,91],debug_str:50,decai:[10,23,26],decar:13,decayr:36,decent:37,decid:[29,40,48,53,59,69,70,73,107],declar:[8,21,31,48,56],declear:21,decod:[8,9,83],decoder_boot:83,decoder_dim:57,decoder_group_nam:83,decoder_input:[57,83],decoder_mem:[57,83],decoder_prev:9,decoder_s:83,decoder_st:[9,83],deconv:[8,48],deconvolut:[8,21],decor:[2,13,86],decrypt:98,deduc:68,deep:[8,20,40,48,49,68,70,78,92,109,110,111],deeper:[78,110],def:[2,8,13,29,30,35,41,42,47,48,50,56,57,58,63,64,74,75,83,86,87,109,110,111],def_block:48,defalut:[95,97],default_block:48,default_devic:97,default_main_program:18,default_param_attr:63,default_st:75,default_startup_program:18,default_valu:97,defaultinfervartyp:52,defect:60,defer:40,defferenct:2,defin:[1,2,8,9,13,20,23,26,28,29,31,32,33,40,46,47,48,50,56,61,63,64,66,68,72,74,75,83,86,88,91,93,95,108,109],define_py_data_sources2:[2,110,111],definit:[2,31,33,37,43,61,65,69,74,75,78,87,91,108,111],definiton:47,degre:8,delai:[59,88,95],delar:111,delet:[41,44,85,107],deletestack:98,delimit:7,deliv:106,delta:[8,30],delv:[8,20],demand:33,demo:[8,14,68,93,99,100,108,109,110,111],demolish:99,demonstr:[83,88,109],denot:[87,97,111],dens:[2,8,13,38,39,73,86,98,111],dense_arrai:13,dense_vector:[2,4,13,81],dense_vector_sequ:13,dep:32,depend:[31,32,33,41,43,50,62,65,66,73,78,84,87,93,97,103,104,106],dependent_var:62,deploi:[8,93,97,106],deploy:[50,53,68,93,98,106],deprec:8,depth:31,dequeu:66,deriv:[5,29,51,58,103],desc:[31,53,63,74,75],desc_:31,descend:75,descent:[8,33,59,93],descproto:53,describ:[29,31,32,37,53,56,57,60,61,63,68,73,74,76,86,87,88,98,99,109,111],describestack:98,describestackev:98,describestackresourc:98,descript:[4,7,31,32,52,53,69,73,76,77,80,85,87,93,96,98],deseri:[28,53,60],deserializ:68,desgin:49,design:[2,8,13,20,36,54,59,70,87,106],desir:[13,33,59,98,99,108],destin:[38,45],destroi:31,destruct:72,destructor:86,det_output:7,detail:[2,4,6,7,8,9,10,21,30,37,41,45,48,50,53,56,63,65,67,70,72,75,76,77,81,83,84,86,87,88,89,91,92,93,96,97,98,99,104,106,108,109,110,111],detect:[52,77,85,103],detection_evalu:7,detection_output:7,determin:[2,8,13,31,68,86,109],dev:[68,78,84,91,103,106],dev_ctx:31,develop:[32,52,60,63,69,71,78,80,85,88,89,91,93,94,95,104],deverlop:95,deviat:[6,20],devic:[6,42,43,46,50,60,65,67,68,78,87,88,95],device_context:87,device_context_:87,devicecontext:[31,87],deviceid:97,devid:[8,95],devtools2:77,dhcp:106,diagnos:93,diagram:[56,93,110],diamond:48,dic:15,dict:[2,7,14,28,63,67,93,111],dict_fil:[7,111],dict_siz:[14,36,57],dictionai:111,dictionari:[2,7,8,14,28,29,30,63,67,97,110,111],did:[2,60,78],diff_mat:30,differ:[2,7,8,28,31,32,33,38,40,42,43,46,48,50,51,57,59,62,65,66,67,69,72,75,78,83,86,87,88,91,93,95,98,99,108,110,111],differenti:[47,87],difficult:[7,30,84],difficulti:20,dig:[78,92,98],digit:[2,8,93],digraph:50,dilat:8,dilation_i:8,dim0:87,dim1:87,dim:[8,13,36,53,56,68,73,76,86,87,88,108,110,111],dim_:88,dimens:[5,8,9,11,13,21,48,68,73,75,86,87,88,97,108,111],dimension:[2,8,21,83,86,88,109,111],dimenst:108,dimes:8,dir:[103,110,111],direct:[8,9,15,59,91,110],directli:[1,2,9,20,23,26,32,39,41,46,60,65,74,75,79,93,99],director:87,directori:[1,8,32,35,40,44,45,77,78,84,88,89,92,93,95,99,103,104,107,110,111],diretcoti:110,dis_conf:109,dis_train:109,dis_training_machin:109,disabl:2,disadvantag:[59,63],discard:[13,33,37,57,95],discount:8,discov:33,discoveri:98,discrep:92,discret:8,discrim:48,discrimin:109,discriminator_train:109,discuss:[29,31,37,38,39,65],disk:[53,84,99],dispatch:[60,65,93,95],displai:[41,45,85],dist:[71,77],dist_train:[29,41],distanc:[7,8],distibut:108,distinguish:[32,93,109],distribut:[8,20,31,37,38,39,40,42,66,67,68,76,80,90,99,100,101,106,109,111],distribute_test:[94,95],distributedli:86,disucss:29,div:21,divid:[8,10,42,43,74,76,91,94],diy_beam_search_prob_so:[94,95],django:89,dnn:77,dns:98,do_forward_backward:64,doc:[4,13,50,56,75,87,88,89,93],doc_cn:89,dockefil:84,docker:[71,77,79,85,89,93,98,100,101,106],docker_build:29,docker_clust:93,docker_push:29,dockerfil:[84,103,104],dockerhub:78,document:[2,4,8,9,30,44,49,56,57,65,68,77,84,85,87,88,90,93,97,111],documentari:2,doe:[2,4,9,33,37,38,40,41,46,50,56,60,63,65,66,68,69,70,80,84,86,87,88,92,111],doesn:[6,8,13,29,31,64,67,78,84,85,91,92,99,103],dog:110,doing:[36,40,49,65,92],domain:98,don:[9,29,32,47,49,64,77,78,84,85,87,89,98],done:[7,8,9,32,33,37,38,52,53,59,65,69,70,85,91,92,98,109],dot:[8,9,87,95,110],dot_period:[95,97,109],dotmuloper:8,dotmulproject:8,doubl:[2,46,49,65,77,87,95],down:[92,111],download:[14,32,33,36,40,44,77,78,80,93,106,109,111],dozen:32,draw:57,drive:72,driver:[78,93],drop:[2,8,9,21,57],drop_rat:6,dropout:[6,9,86,111],dropout_prob:21,dropout_r:8,drpi_arm_neon:104,drpi_toolchain:104,drwxr:99,dst:38,dtoh:92,dtype:[4,18,21,50,63,110],due:[37,40,48,57,63,91],dummi:[28,37],dump:53,duplic:[21,66],durat:[37,92],dure:[1,2,8,9,21,26,31,33,37,40,41,42,59,68,86,87,94,95,98,106,111],durn:2,duse_eigen_for_bla:103,dwith_c_api:[55,103,104],dwith_gpu:[77,104],dwith_profil:92,dwith_python:[55,104],dwith_swig_pi:[55,103,104],dwith_test:[77,87],dwith_tim:92,dynam:[1,2,38,55,56,64,77,92,95],dynamic_cast:86,dynamic_recurrent_op:75,e2e:106,each:[1,2,4,7,8,9,11,13,14,18,21,28,30,32,33,36,37,38,40,41,42,43,49,52,56,57,60,62,63,64,65,66,68,69,72,73,74,75,83,86,91,93,95,97,98,106,108,110,111],each_feature_vector:5,each_pixel_str:2,each_time_step_output:5,each_word:2,earli:[46,85,87],eas:[13,52,87,110],easi:[30,57,59,64,68,70,85,86,93,111],easier:[29,46,64,66,75,84,85,86],easili:[29,48,64,69,72],echo:78,edg:[15,67],edit:[7,78,84,98],editor:[63,84],edu:[8,14,98,99],eeoi3ezpr86c:98,effect:[2,8,28,77,95,98],effici:[1,2,8,53,64,65,83,84,86],effort:65,efg:8,efs:98,efs_dns_nam:98,efsvol:98,eigen:[46,59,68,70,87,103],eigen_test:88,eigen_use_gpu:87,eigenmatrix:88,eigenscalar:88,eigentensor:88,eigenvector:88,either:[8,9,13,28,29,48,51,52,56,59,65,70,79,92,111],elb:98,elbapis:98,elec:111,electron:[99,111],elem_dim:8,element:[2,4,7,8,9,13,15,21,28,30,37,50,57,66,67,68,87,88,111],element_typ:38,elementari:68,elementwis:21,elif:[29,74],els:[29,36,41,48,51,52,65,66,72,74,77,78,84,86,87,110,111],emac:84,email:85,emailweixu:32,emb1:36,emb2:36,emb:[99,111],embed:[29,31,36,52,57,66,73,75,83,93],embedding_lay:[36,111],embedding_nam:[8,83],embedding_s:[8,83],emphas:92,empir:8,emplace_back:86,emploi:[74,83],empti:[7,13,33,57,87],emul:46,enabl:[2,6,8,31,32,37,50,66,84,85,92,93,95,98],enable_grad_shar:[94,95],enable_parallel_vector:95,enableonstart:25,enc_proj:[9,83],enc_seq:9,enc_vec:83,encapsul:[38,67],encod:[9,37,57,83],encoded_proj:[9,83],encoded_sequ:[9,83],encoded_vector:83,encoder_ctx:57,encoder_ctx_expand:57,encoder_ctx_proj:57,encoder_dim:57,encoder_last:8,encoder_out_seq:57,encoder_s:83,encount:36,encourag:65,encrypt:98,encrypt_decrypt:98,end2end:106,end:[2,7,8,28,31,50,57,60,64,72,80,83,84,85,95,108],end_pass:29,end_po:8,endforwardbackward:28,endian:53,enditer:[28,29],endpass:[28,29],endpoint:[13,35,98],endtrain:29,engin:[41,92],english:[2,8,89],enjoi:78,enlarg:87,enough:[31,84],enqueu:66,ensembl:9,ensur:[2,33,72,78,80,84,86],enter:31,enterpris:68,entir:[8,9,38,40,87],entiti:[7,31,72],entranc:43,entri:[13,37,41,52,84,85,86,98,103],entropi:[8,63,111],entry_point:41,enueu:66,enumer:[5,111],env:[89,91,98],environ:[29,67,77,80,84,85,91,92,93,94,95,98,99,109],environmenterror:93,eos_id:[8,83],epoch:48,epsilon:[8,10,21,23],equal:[8,9,21,33,75,87,95],equat:[7,8,9,10,21,87],equilibrium:109,equip:83,equival:[29,31,51,74,106],error:[6,7,8,9,21,29,30,37,45,46,72,86,87,93,95,98,110,111],error_clipping_threshold:6,especi:[2,8,9,84],essenc:29,essenti:[8,29,43,46,88],estim:[8,29,59,66],eta:99,etc:[7,13,21,31,42,59,64,65,72,77,93,94,97,98,106],etcd:[13,28,33,37,38,40],etcd_addr:38,etcd_endpoint:13,eth0:98,euclidean:8,eval:[7,18,31,42,48,67,68,111],eval_program:[18,42],eval_result:42,evalu:[1,8,16,27,28,40,43,50,62,65,67,92,111],evaluate_difficult:7,even:[29,46,63,64,84,85,92,95],evenli:[38,98],event:99,event_handl:[28,29],eventu:[65,75],everi:[1,2,7,8,9,13,18,29,33,37,38,40,42,49,50,52,56,63,66,72,74,83,85,86,87,88,93,95,111],everyon:85,everyth:[48,65,66,103],everywher:84,evid:60,exactli:[2,8,9,98],exampl:[1,2,7,8,9,13,14,15,21,28,31,41,42,45,47,48,49,50,52,56,57,60,61,63,64,66,68,69,70,73,75,83,84,85,86,87,88,91,92,93,94,95,97,98,99,104,110,111],exceed:8,except:[2,8,14,40,49,75,97,108],exchang:60,exclud:8,exclude_mod:8,excluded_chunk_typ:7,exconv:8,exconvt:8,excut:13,exdb:14,exec:95,execut:[32,33,37,41,42,43,48,50,67,69,84,86,91,92,98],executioncontext:[87,88],executor:[16,18,42,46,48,58,61,91],exist:[29,31,33,45,57,63,64,67,69,74,75,80,84,86,88,95,98],exit:[38,45,95,99],expand:[57,78,86],expand_a:8,expand_level:8,expandconvlay:8,expans:8,expect:[8,92],experi:[53,97],experienc:85,expert:32,expir:33,explain:[2,7,33,47,49,85,91,93,109],explan:[8,30,41,65,72,111],explicit:[75,86],explicitli:[2,29,65,67,87,88],explor:[8,57,70],expon:8,exponenti:5,expos:[39,53,75,98],express:[29,42,50,66,87,98],ext:8,extend:[7,59,66,75],extens:[40,57,66,87,103],extent:55,extern:[2,32,54,55,68],external_librari:32,extra:[6,8,9,65,70,106],extra_lay:28,extraattr:[6,97],extraattribut:8,extraattributenon:8,extract:[7,8,60,65,87,98],extract_fea_c:110,extract_fea_pi:110,extract_para:108,extralayerattribut:[6,9],extralayeroutput:9,extrem:[8,92],extremli:1,f120da72:99,f7e3:98,fa0wx:99,face:[32,70],fact:[61,63,110],factor:[6,10,21],factor_s:8,factori:54,fail:[2,33,37,57,67,87,95,97,99],failur:[33,38,87],fake:[48,109],fake_imag:64,faked_imag:48,fall:[46,62],falloc:44,fals:[2,6,7,8,9,10,13,21,22,23,30,31,51,56,61,62,64,73,76,81,83,86,87,93,95,97,99,108,111],false_block:[31,51,61],false_label:64,false_neg:42,false_posit:42,false_read:64,familiar:2,fan_in:20,fan_out:20,fanscin:2,fantast:111,far:75,fascinatingli:1,fashion:65,fast:[8,37,92],faster:[8,9,26,33,78,83,92],fastli:85,fault:[28,37,68,77],favorit:84,fbd1f2bb71f4:99,fc1:[50,67,86,97],fc1_bia:50,fc1_weight:50,fc2:[50,67,97],fc3:[50,97],fc4:97,fc8a365:98,fc8a:98,fc_act:9,fc_attr:9,fc_bias_attr:9,fc_layer:[63,74,86,97,111],fc_layer_nam:9,fc_mat:28,fc_op:74,fc_out:31,fc_output:74,fc_param_attr:9,fc_without_b:31,fclayer:86,fcop:47,fea:110,fea_output:110,feasibl:59,featur:[2,5,8,13,14,46,50,65,85,95,111],feed:[9,28,29,49,56,65,67,70],feed_dict:[48,67],feeder:13,feedforward:20,feel:85,festiv:2,fetch:[14,33,36,62,65,83,86],fetch_op:62,few:[2,32,33,59,64,65,73,84],fewer:[8,63],fg0:8,field1:28,field2:28,field:[8,28,31,50,52,53,62,69,73,74,92,98],fifth:49,figur:[29,32,48,56,63,65,66,83,86,92,108,109,110],file:[1,2,4,7,8,13,14,15,25,28,29,32,33,35,37,38,40,41,44,45,50,53,55,64,65,68,76,78,80,81,83,84,85,86,87,88,93,95,103,104,106,108,110],file_list:2,file_nam:[2,110,111],file_typ:13,filenam:[2,15,35,63,91],fileoffset:44,filesystem:[40,41,44,65,98],fill:[8,21,33,37,63,98,111],fill_zero_grad:68,filter:[8,9,21,110],filter_s:[8,9,21,22],filter_size_h:21,filter_size_i:8,filter_size_w:21,filter_strid:21,find:[8,21,31,33,40,46,50,57,72,77,80,92,93,103],find_var:30,findop:31,findvar:[31,72],fine:[6,37,47],fingerprint:98,finish:[2,33,37,40,41,74,77,93,98,99],finit:86,finnal:78,first:[2,8,21,28,29,31,33,37,40,41,45,48,49,50,56,57,61,62,63,65,68,73,74,75,77,83,84,85,86,87,88,92,95,97,98,106,108,109,110,111],first_seq:83,firstli:[7,8],firstn:13,firstseen:99,fit:[1,14,46,53,57,68],five:[61,92,111],fix:[2,6,8,54,65,85,91],flag:[8,14,21,85,87,89,95,109],flatten0:50,flatten:[50,61,63,88],flexibl:[1,8,9,29,38,49,56,57,59,64,65,75,83],flip:15,flist:93,float16_t:46,float32:[4,13,21,46,47,48,63,64,87,109,110],float_16:21,float_to_half_rn:46,floor:8,flow:[21,31,56,71],fluid:[0,18,20,21,22,23,25,26,91],fly:111,fnt03:98,focu:[2,50,91,92],focus:87,folder:[32,35,41,45,98],follow:[1,2,7,8,9,10,13,15,21,28,29,30,31,32,33,37,41,46,47,48,49,50,51,52,56,57,59,61,62,63,64,65,66,68,69,70,72,73,74,75,77,78,80,81,83,84,85,86,87,88,89,91,92,93,97,98,99,100,101,103,104,106,108,109,110,111],fool:109,forbid:29,forc:63,force_load:54,forest:31,forget:[10,29],forget_bia:21,fork:[8,85],form:[1,2,8,9,42,80,92],format:[1,2,7,13,14,15,21,25,28,30,37,46,57,75,81,85,86,87,88,93,95,98,108],former:[29,32,59],formula:[8,9,10,30],formular:8,forth:48,forward:[5,8,9,30,31,36,38,48,53,58,60,61,64,68,69,70,73,83,86,97,109],forward_op:30,forwardactiv:86,forwardbackward:28,forwardtest:4,found:[2,4,8,46,61,70,72,83,93,104,109,111],four:[2,7,42,49,108,110,111],foward:62,fp16:[46,68,76],fp32:[68,76],fp64:76,fpga:67,frac:21,frame:[7,68,75],framework:[29,31,42,46,50,59,61,68,70,72,74,85,86,87,91,93,110,111],free:[14,85,106],frequenc:[14,92,108,111],frequent:[37,64,68,70,93,103],fresh:[40,67],friend:72,friendli:48,fritz:8,from:[2,4,7,8,9,13,14,15,20,21,28,30,31,32,33,35,36,37,38,42,45,46,47,48,49,50,51,56,57,58,60,61,63,64,65,66,67,68,69,72,75,78,80,83,84,85,86,87,88,91,92,93,95,97,98,99,103,106,108,109,110,111],from_no_sequ:8,from_sequ:8,from_tar:28,fromfil:[64,110],front:50,fuction:25,fulfil:92,full:[8,33,40,56,59,83,86,106],full_matrix_project:[9,83],fulli:[21,65,66,86,92,106,109,110,111],fullmatrixproject:8,fullsiz:36,fully_matrix_project:9,fullyconnect:[50,63,108],fullyconnectedlay:86,func:[13,37,69],funciton:[9,21],functor:[47,50],fundament:[46,66,68],further:[8,74,106],furthermor:67,futur:[8,40,46,56,65,68,103,107],fvs:74,fwd_op:69,g_b0:48,g_b1:48,g_b2:48,g_block:48,g_h0:48,g_h0_bn:48,g_h0_relu:48,g_h1:48,g_h1_bn:48,g_h1_relu:48,g_h2:48,g_im:48,g_loss:48,g_optim:48,g_program:63,g_step:48,g_w0:48,g_w1:48,g_w2:48,gain:8,game:109,gamma:110,gan:29,gan_train:109,gangliao:32,gap:95,gate:[8,9],gate_act:[8,9],gate_activ:21,gate_attr:8,gate_bias_attr:8,gate_param_attr:8,gate_recurr:8,gather:[8,60,86,87],gauss:6,gaussian:[20,109],gaussian_normal_random:48,gcc:[46,54,68,77,84,91,103,104],gcc_3:80,gcreators_:74,gen:8,gen_conf:109,gen_train:109,gen_training_machin:109,gender:14,gendrated_id:57,gener:[1,2,4,7,8,9,13,18,28,29,30,31,32,33,35,37,38,40,47,52,59,61,62,63,64,65,66,68,69,73,74,75,85,87,92,93,95,97,98,103,104,108,110,111],generated_id:57,generated_scor:57,generated_word_embed:8,generatedinput:[8,83],generator_conf:109,generator_machin:109,generator_train:109,genert:2,geq:8,gereat:7,get:[2,7,8,13,14,28,30,31,32,33,37,38,40,41,44,48,50,56,57,63,67,68,69,72,74,75,77,78,80,83,85,86,87,91,92,93,98,102,110,111],get_all_op_proto:74,get_block:63,get_cloud_job:67,get_config_arg:[97,111],get_data:[99,111],get_dict:14,get_dim:30,get_embed:14,get_float_el:30,get_grad:28,get_input_lay:86,get_mnist_data:109,get_model:110,get_movie_title_dict:14,get_nois:109,get_numeric_gradi:30,get_numerical_gradi:30,get_output:30,get_shap:28,get_support:80,get_symbol:50,get_tensor:30,get_training_loss:109,get_vari:31,get_word_dict:14,getbatchs:86,geteigendevic:88,getenv:[29,41,93],getinfervartyp:52,getinput:86,getinputgrad:86,getinputvalu:86,getkerneltyp:46,getlayeroutput:28,getmat:36,getoptconfig:36,getoutputgrad:86,getoutputvalu:86,getparam:36,getparameterconfig:36,getparameterptr:86,getparameterspars:36,getparametersremot:36,getplac:[87,88],getsiz:86,getslotvalu:109,gettask:37,gettempl:98,gettranspos:86,getw:86,getweight:86,getwgrad:86,gist:9,git:[71,77,84,85,89,103,104],github:[9,32,48,77,84,85,89,91,103,104,110],give:[2,33,56,63,68,84,85,86,92,98,111],given:[2,8,13,21,28,38,40,47,48,57,64,66,67,70,75,86,95,109,111],glibc:[80,103,104],glibc_2:80,glibcxx_3:80,glide:32,global:[2,6,21,23,29,31,32,33,50,60,67,68,72,74,84,92,95,98],global_block:63,global_learning_r:6,global_pool:21,global_step:23,globalstat:92,globalstatinfo:92,globe:2,glog:85,glog_v:85,glog_vmodul:85,glorot10a:20,glorot:20,gnueabihf:104,go_librari:32,go_test:32,goal:[46,49,68,92],gob:37,godep:32,godoc:54,goe:[8,9,33,51,72],going:[47,59,91,93,106,111],golang:32,good:[48,59,64,70,91,92,106],goodfellow13:8,googl:[29,68,85,91,93,103],googleapi:98,got:72,gpg2:98,gpg:98,gprotos_:74,gpu:[1,2,6,8,11,30,41,42,46,59,60,65,67,68,70,71,77,80,81,84,87,88,90,93,106,109,110],gpu_id:[95,97,109],gpu_per_train:[65,67],gpugpu_id:94,gpukernel:68,gpuplac:87,gpustarttimestamp:25,grab:33,grad:[30,38,73,95],grad_op_class:68,grad_op_maker_:69,grad_op_typ:[68,69],grad_op_type_:69,grad_share_block_num:[94,95],grad_var_nam:30,gradient:[6,7,8,10,20,21,23,26,28,33,37,49,52,58,59,60,68,73,87,91,93,95,111],gradient_check:87,gradient_clipping_threshold:[6,111],gradient_evalu:7,gradient_flat:30,gradient_machin:[28,55],gradientcheck:87,gradientmachin:[4,28,55,60,109],gradientmachine_:36,gradopdescmak:[52,69],gradopdescmakerbas:69,gradopmak:69,gradual:92,grai:15,grain:47,gram:108,grandient:28,grant:98,graph:[8,21,28,31,32,33,42,43,48,56,59,61,65,67,76,88,108],graphviz:110,grayscal:2,great:[66,106],greater:[8,59,93],greaterthan:74,green:48,grep:[78,93],gridsize3d:25,groudtruth:83,ground:[7,8,111],group:[9,21,22,37,50,106],group_input1:83,group_input2:83,group_input:83,grouplen:14,grow:85,grpc:106,gru:[8,57,83,111],gru_bias_attr:9,gru_decod:83,gru_decoder_with_attent:83,gru_encoder_decod:108,gru_layer_attr:9,gru_memori:9,gru_out:57,gru_siz:111,gru_step:[57,83],gru_step_lay:9,grumemori:[9,83],gserver:[8,86],gsizex:92,guarante:[63,86],guard:36,guest:[80,84],gui:[91,92],guid:[25,44,68,83,85,86,92,98,99,108],gzip:[13,37,99],h0_bn:48,h_prev:31,had:84,hadoop:[13,29],half:[46,98],half_to_float:46,hand:[68,88,93],handi:32,handl:[13,29,41,50,60,64,65,67,72,75],handler:[28,31],handwrit:2,happen:[37,74],hard:[57,65,66,75,84,98,111],hardwar:[84,92],has:[2,4,7,8,9,14,21,25,29,30,31,32,33,37,38,40,42,46,48,50,53,57,61,65,66,67,68,73,74,83,84,85,86,87,92,98,99,106,108,111],has_kei:28,has_selected_colum:8,hasdependentvar:62,have:[1,2,4,8,9,13,29,30,31,32,33,37,38,40,41,46,47,48,49,53,56,57,59,60,61,63,64,65,66,67,68,69,72,73,76,77,78,83,84,86,87,92,93,95,97,98,104,106,108,111],haven:84,hdf:[1,13,35],head:[85,87,93,108],header:[38,53,55,68,86,103,104,108,110],headip:93,heard:84,heavi:93,height:[8,13,15,31,54,64,86,87],height_:73,held:33,hello:29,help:[2,4,8,21,31,45,50,57,64,68,75,84,85,91,93],helper:[8,21,65,69,75,86],henc:[59,63,65,69,70,72],here:[2,4,6,7,8,9,13,29,32,33,39,45,49,50,56,64,70,74,77,78,80,83,85,87,89,93,94,97,98,99,104,106,108,110,111],heterogen:[65,66],heurist:[8,57,66,95],hidden:[8,9,58,65,83,98,111],hidden_dim:21,hidden_out:31,hidden_s:9,hierarch:[8,61,63,68,83],hierarchi:68,high:[6,20,46,86,93,106,109],higher:[1,47,56,75,85],highest:[13,31],highli:[1,2,14,75,83,97],him:29,hint:[66,91],his:67,histor:47,histori:10,hl_get_sync_flag:86,hold:[29,33,37,39,46,48,50,52,67,72,74,88,98],holder_:88,home:[35,45,65,67,78,91,93,98,99],honor:37,hook:[2,6],hookattr:6,hookattribut:6,horizont:[8,15,110],host:[32,41,98,99,103,104],host_c:[103,104],hostfil:93,hostnam:98,hostpath:99,hostport:98,hour:84,hourli:85,hous:[2,14,81,108],how:[1,2,6,8,21,29,31,33,37,45,47,50,56,57,60,65,70,74,83,84,91,93,95,98,99,102,104,110,111],howev:[2,8,9,30,40,59,60,63,64,65,69,70,73,74,83,94,95,98],howto:93,hpp:[46,54],html:[14,20],htod:92,http:[8,9,13,14,20,32,41,48,77,78,84,85,89,91,98,99,103,104,106,109,110],huber:8,huge:59,human:[8,20],hwc:15,hyper:[8,48,86],hyperparamet:[8,70],hyperplan:13,i1117:92,iOS:104,iamfullaccess:98,iamusersshkei:98,icml2006_gravesfgs06:8,icml_rank:8,ics:14,id_input:7,id_rsa:93,idea:[32,59,64,70,91],ideal:65,ident:[8,69,87,98],identifi:[8,51,86],identityoffsetproject:8,identityproject:8,ids:[7,8,21,57,86,111],idx:[37,48,86],ies:45,ifels:[31,61],ifelseop:61,ight:8,ignor:[2,8,21,95,108],illustr:[2,7,33,38,47,56,65,67,83,86,92,111],ilsvrc:110,im_siz:48,imag:[2,11,12,13,14,21,22,29,48,49,57,58,61,64,67,77,84,85,97,98,100,101,106,109,110],image_a:64,image_b:64,image_fil:64,image_h:21,image_lay:64,image_list_provid:110,image_nam:29,image_path:64,image_reader_cr:64,image_s:110,image_w:21,imagenet:[8,20,35],imagepullpolici:98,imageri:8,images_reader_cr:64,imagin:49,img2label:15,img:[2,8,9,65],img_conv_lay:9,img_featur:2,img_pool_lay:9,imgsiz:92,imgsizei:92,imgsizex:92,imikolov:93,immedi:[59,70,77,98],immutable_paramet:29,imperfect:68,implement:[2,8,9,13,20,21,23,26,31,37,38,39,40,41,47,50,51,52,54,55,57,60,62,65,66,72,74,75,83,111],implemet:36,impli:32,implicit:67,imposs:[57,106],improv:[8,66,68,91,92,98],in_fals:21,in_plac:21,in_tru:21,inarg:36,inbound:98,includ:[1,2,7,8,9,14,15,23,29,31,32,38,41,46,48,50,54,55,56,57,61,63,68,74,77,80,83,84,86,87,91,92,93,95,98,99,103,104,108,111],inclus:57,incorpor:8,incorrect:8,increas:[33,37,46,93,95],increment:[42,49,95],incupd:86,inde:13,independ:[8,30,38,67,72,106,111],index:[2,7,8,11,13,14,21,28,30,31,33,37,61,63,75,98],indexslot:8,indic:[2,7,8,21,31,38,48,56,61,69,73,75,93,98,103],indice_map:75,indices_map:75,individu:[33,98],industri:[33,53,106],ineffici:60,infer:[0,15,29,31,33,42,51,52,54,62,63,67,68,73,81,104],infer_shap:63,infer_var_type_:52,inferfac:52,inferior:40,infernec:104,infershap:[31,63,68,87,88],infershapecontext:[87,88],infervartypefn:52,info:[7,8,14,46,56,86,93,106],inform:[4,8,14,21,28,31,41,45,50,53,56,63,65,70,72,73,85,86,87,88,91,92,95,98,103],infrastructur:[98,109],ingor:95,inherit:[31,58,68,87],ininst:29,init:[6,20,28,31,48,56,57,65,81,86,93,97,98,109,111],init_attr:63,init_from_tar:28,init_hook:111,init_model_path:[94,95,97,108,111],initi:[2,4,6,8,9,14,16,21,28,32,37,42,49,56,59,63,65,66,70,74,75,81,83,86,87,95,108,109,111],initial_max:6,initial_mean:[6,8],initial_min:6,initial_std:[6,8],initialize_op_attr:63,initpaddl:[4,109],initrd:106,inlcud:9,inlin:[88,98],inner:[8,86],inner_param_attr:9,inproj_attr:8,inproj_bias_attr:8,inproj_param_attr:8,input0:88,input1:[8,9,88],input2:8,input:[2,4,5,7,8,9,11,13,15,21,22,28,30,31,36,40,42,46,47,48,49,50,52,56,57,59,60,62,63,64,65,66,67,68,69,72,74,75,81,83,85,86,87,88,93,97,108,109,110,111],input_conf:8,input_data:86,input_data_target:86,input_dim_idx:21,input_dtyp:21,input_featur:5,input_hassub_sequence_data:86,input_id:8,input_imag:9,input_index:86,input_label:86,input_lay:86,input_loc:8,input_nam:29,input_proj_bias_attr:9,input_proj_layer_attr:9,input_seg:75,input_seq:8,input_sequence_data:86,input_sequence_label:86,input_sparse_float_value_data:86,input_sparse_non_value_data:86,input_t:86,input_to_check:30,input_typ:111,input_valu:30,input_var:[30,63],inputbuff:36,inputdef:86,inputgradi:69,inputlayers_:86,inputs_to_check:30,inputtyp:[2,13],insert:[62,68,69,85],insid:[7,9,21,33,42,60,64,65,66,68,69,78,98],inspir:108,instal:[8,41,71,77,78,84,85,89,91,93,99,110],install_android:103,instanc:[8,30,31,33,35,39,43,51,56,57,59,63,65,68,69,83,86,88,92,95],instance_ip:98,instanti:[33,43],instead:[8,9,11,13,32,36,41,46,49,50,65,84,85,111],instrins:46,instruct:[31,49,78,84,92,103,111],int16:76,int32:[61,75,76,95],int64:[44,73,76],integ:[2,7,8,13,21,37,41,46,54,57,86,111],integer_valu:[2,13,111],integer_value_sequ:[2,13,57,83,111],integr:[7,77,106],intellig:[20,43],intend:77,inter:[8,65],interact:[8,78,98],intercept:8,interchang:[49,68],interest:[46,92],interfac:[0,4,6,8,9,20,23,25,26,28,31,37,41,45,50,60,68,69,77,87,88,98,106],interg:111,intergr:8,intermedi:[45,48,58,65,84,103,104],intern:[8,9,20,23,28,46,91,93,98],internet:[32,33,106],interpret:[2,7,77,92],interv:8,inth:88,intrins:[46,104],introduc:[2,8,15,31,33,48,53,70,72,74,87,91,93,99],introduct:[3,109],introductori:84,intuit:[40,68],invalid:[64,72],invoc:[32,47,68],invok:[2,8,18,28,60,63,65,66,68,69,74,84,85,92,98],involv:[57,87,109],iob:7,ioe:7,ips:98,ipt:[8,63,74,83],ipx:106,ipython:29,is_color:15,is_discriminator_train:109,is_gener:[108,109],is_generator_train:109,is_loc:28,is_predict:111,is_revers:21,is_seq:[8,83],is_spars:21,is_stat:6,is_target:62,is_tensor:74,is_test:[21,110],is_traget:62,is_train:[2,15],isn:92,isspars:86,issu:[32,48,67,78,80,84,85,92],istag:71,item:[8,13,28,40,46,64,81,106],iter:[8,9,10,13,28,29,33,59,64,65,75],iter_multiple_input_and_param:63,its:[2,8,9,20,26,28,29,30,31,33,37,42,48,49,50,52,53,56,57,59,60,62,63,68,69,72,73,74,80,86,87,88,92,93,95,98,108,109,111],itself:[33,40,59,72],ivs:74,java:[31,54,61,68],jeremi:92,jian:20,jmlr:8,job:[4,14,40,65,67,68,78,94,95,97,110,111],job_dispatch_packag:93,job_id:14,job_mod:108,job_nam:[41,98],job_namespac:98,job_path:98,job_workspac:93,jobpath:98,jobport0:98,jobport1:98,jobport2:98,jobport3:98,jobserv:41,join:33,joint:108,jointli:9,journei:78,jpg:[15,110],json:[50,98,99],jth:9,judg:8,juditski:59,jupyt:[41,78],just:[2,5,7,8,9,14,21,32,37,38,48,52,59,60,63,64,65,68,69,70,72,73,77,80,84,85,93,97,98,103,108],jx4xr:98,jypyt:29,k8s:106,k8s_data:98,k8s_job:29,k8s_token:29,k8s_train:98,k8s_user:29,kafka:35,kaim:20,kaimingh:110,kebilinearinterpbw:92,kebilinearinterpfw:92,keep:[2,8,13,15,20,33,49,57,59,63,72,74,77,85,106],keep_top_k:8,kei:[2,14,15,25,28,30,31,33,35,37,44,46,68,69,74,75,84,85,87,92],kept:[8,63],kera:70,kernel:[8,30,46,59,70,73,87,88,92,111],key1:95,key2:95,key_pair_nam:98,keyid:98,keymetadata:98,keypair:98,keyserv:98,keystat:98,keyusag:98,keyword:[2,63],kill:[33,98],kind:[1,2,29,30,33,39,49,58,76,78,98,99,109,111],kms:98,know:[2,29,37,53,85,86,91,92,93,98,103],known:[21,31,47,56,109],kriz:14,kselectedrow:73,ksimonyan:9,kube_cluster_tl:29,kube_ctrl_start_job:29,kube_list_containers_in_job_and_return_current_containers_rank:29,kubeconfig:98,kubectl:[93,99],kuberent:[33,98],kubernet:[29,33,68,90,100,101,106],kubernetes_service_host:29,kvp:25,kwarg:[2,9,10,13,18,21,42,50,63,74,111],kwd:25,l1_rate:6,l1_regularization_op:70,l2_rate:6,l2_regularization_op:70,l2_sim:8,l2regular:111,l93:36,label:[2,4,7,8,13,14,15,21,28,42,48,49,50,58,61,64,65,66,67,99,109,110,111],label_dim:[8,111],label_fil:64,label_lay:64,label_path:64,lag:95,lake:2,lambdacost:8,lambdarank:8,lan:93,languag:[8,14,49,68,72,97,108],larg:[11,14,53,59,65,66,85],larger:[2,6,7,8],larger_than:[31,51,61],last:[7,8,9,21,56,61,83,95,111],last_seq:57,last_time_step_output:8,lastseen:99,latenc:[8,46,65,93,98],latent:8,later:[32,68,70,77,80,87,88,98,107,111],latest:[8,31,32,33,40,77,78,80,89,99],latter:[59,75,91],launch:[95,98],launcher:29,layer1:[8,9],layer2:8,layer3:8,layer:[4,6,7,9,11,13,16,20,27,28,31,36,48,49,51,58,59,61,64,65,66,68,70,74,75,81,83,90,94,95,108,109,110,111],layer_0:86,layer_attr:[8,83,97],layer_num:[97,110],layer_s:8,layer_typ:8,layerbas:86,layerconfig:86,layergradutil:86,layerhelp:[21,63],layermap:86,layeroutout:8,layeroutput:9,layout:15,lazi:[59,70],lbl:7,lead:92,leaki:48,learing_r:58,learn:[6,7,8,9,10,14,29,38,40,48,49,57,59,64,65,66,67,68,70,78,83,84,86,87,89,92,107,110,111],learnabl:28,learning_method:[108,111],learning_r:[6,23,38,65,108,111],leas:33,least:[7,33,80,103],leav:[2,31,98],lecun:14,left:[8,31,88,110],left_cmd:13,left_right_flip:15,legaci:78,legal:74,len:[2,8,38,44,63,81,86,111],length:[8,9,13,14,15,21,38,46,53,56,57,68,75,83,95,99],leq:8,less:[8,29,106],less_than:29,let02:99,let:[4,7,8,29,31,40,47,49,56,57,58,69,87,91,98],level:[6,8,20,21,46,47,50,53,56,57,75,76,85,93,95,103,109],lgtest:32,lgtest_main:32,lib64:[78,95],lib:[55,77,78,91,93,103,104],libapi:32,libari:55,libc:80,libcuda:78,libgcc_:80,libgoogl:91,libnvidia:78,libpaddl:[54,55,68,91],libpaddle_capi:55,libpaddle_gserv:55,libpaddle_math:55,libpython2:77,librari:[8,32,39,55,65,77,80,87,93,95,104],libstdc:80,life:33,lifecycl:106,lifetim:[72,80],lightweight:47,like:[2,7,8,13,14,21,31,32,33,36,41,47,48,49,50,52,59,63,64,68,69,70,72,73,75,77,80,83,84,85,91,92,93,94,97,98,103,104,106,108,110,111],limit:[8,13,21,53,57,68,70,92,95],linaro:104,line:[1,2,4,7,13,25,32,36,41,45,49,59,61,63,68,70,84,85,90,91,92,97,98,108,110],line_break:13,linear:[8,21,57,81],lineno:91,link1:46,link2:46,link:[8,9,32,44,45,72,80,87,98,106,111],linux:[13,44,78,80,84,85,98,104],linux_x86_64:[71,80],lipeng:108,list:[1,2,7,8,9,13,15,18,21,23,28,29,31,32,37,41,43,45,48,58,60,63,67,69,72,75,81,83,84,86,87,91,93,95,97,98,104,110,111],listdir:93,listen:[33,93,95],littl:[1,2,38,53,95,111],live:87,load:[1,2,4,15,29,33,48,63,65,77,87,95,98,110],load_and_transform:15,load_featur:110,load_feature_c:110,load_feature_pi:110,load_imag:15,load_image_byt:15,load_missing_parameter_strategi:[94,95,97,108],load_mnist:48,load_uniform_data:109,loadparamet:4,loadsave_parameters_in_pserv:[36,94,95],loc:[7,20],local:[6,21,28,30,31,33,39,40,49,56,61,63,68,77,78,84,85,91,93,94,95,99],local_scop:30,localhost:[78,89],localpath:45,locat:[8,28,32,75,83,86,93,104,111],lock:[32,33,37,38,66],lod:[21,53,56,73,75,76],lod_desc:[73,76],lod_expand:57,lod_level:[21,63,73,76],lod_tensor:[21,56,73,76],lod_tensor_arrai:21,lodtensor:[52,53,68,76],lodtensordesc:[53,73],log:[2,37,45,48,65,80,86,93,95,98,99,104],log_barrier_abstract:95,log_barrier_lowest_nod:[94,95],log_barrier_show_log:[94,95],log_clip:[94,95],log_error_clip:[94,95],log_period:[95,97,99,109,111],log_period_serv:[94,95],logarithm:5,logger:2,logic:[2,40,48,52,58,60,65,66,72,75,87],login:[80,93],logit:48,longer:[33,65],look:[2,7,31,41,49,59,63,69,70,93,94,98,99,109,111],lookahead:8,lookup:[21,52,57,111],lookup_t:21,loop:[30,31,64,72],loop_var:75,loss:[8,23,48,50,58,59,70,86,109,111],lot:[57,59,63,65,70,93,94,106],low:[8,20,58,75],low_rnn:56,lower:[8,46,56,57,85,93],lower_level_rnn:56,lowest:95,lpaddle_capi_shar:55,lpaddle_capi_whol:55,lrelu:48,lstm:[8,83,99,111],lstm_bias_attr:9,lstm_cell_attr:9,lstm_group:9,lstm_layer_attr:9,lstm_size:111,lstm_step:9,lstmemori:[9,83],lstmemory_group:8,ltr:8,mac:[55,84,85,103],machin:[9,14,28,48,59,65,66,70,77,80,84,86,93,94,95,97,98,99,104,106,111],machine_transl:83,machinelearn:8,maco:[80,81,84],macro:[47,69,87],made:[2,33,38,83],mai:[2,8,9,30,31,42,46,64,65,66,67,68,72,77,78,88,89,92,93,98,104],main:[2,4,21,50,61,68,80,91,93,98],main_program:[18,21,22,42],mainli:[39,77,87,95],mainlin:80,maintain:[8,31,37,59,63,68,98,107],majel:32,major:[46,65,103,109,110],make:[2,7,8,29,31,32,33,37,38,40,46,49,56,57,59,60,63,64,65,68,70,75,77,84,85,86,87,91,92,93,98,103,104,106,111],make_ddim:88,make_function_oper:47,make_vari:74,maker:[68,69],malloc:86,man:44,manag:[23,28,33,38,39,45,65,72,80,89],mandarin:8,mani:[9,15,32,37,48,57,60,63,68,69,72,73,74,75,84,95,111],manili:50,manipul:[63,69,93],manner:[8,59,70],manual:[58,59,65,69,93,103,106],manylinux1:80,manylinux1_x86_64:[71,80],map:[2,7,8,13,28,29,31,37,63,69,72,74,75,84,95,106,110],map_fn:75,map_read:13,mapper:13,mapreduc:[29,93],mark:[2,48,49,56,57,66,72,83,91,106],market:46,mask:[6,8,21],master:[29,40,68,71,95,104],mastermind:32,mat:[54,55],mat_cache_row:36,mat_norm:36,mat_normal_shar:36,mat_param_attr:9,mat_sparse_row:36,mat_sparse_row_auto_grow:36,mat_sparse_row_id:36,mat_sparse_row_prefetch:36,mat_sparse_row_prefetch_full_s:36,mat_value_shar:36,match:[8,21,32,46,80,92],matchbox:106,math:[9,54,68,85,86,87,92],mathemat:70,matirx:8,matmul:[31,50,56,75,87],matric:[4,83,86],matrix:[7,8,9,13,21,28,36,54,55,86,87,94,97,110],matrixptr:86,matrixtyp:55,matter:2,mattyp:36,matur:93,max:[2,6,8,13,14,21,22,30,63,92,95,97,111],max_diff:30,max_id:[8,28,111],max_job_id:14,max_length:[8,57,83],max_movie_id:14,max_relative_error:[30,87],max_sort_s:8,max_user_id:14,maxframe_evalu:7,maxid:[7,111],maxid_evalu:7,maxid_lay:111,maxim:8,maximum:[7,8,14,31,38,83,87,92,95,111],maxinum:11,maxpool:8,mayb:31,md5:[14,34],mean:[2,6,7,8,9,10,11,13,15,20,28,32,43,50,57,62,64,65,72,78,83,84,87,91,92,95,97,98,106,108,109,110,111],mean_meta:110,mean_meta_224:110,mean_valu:110,mean_var_nam:8,meant:75,measur:[42,92],mechan:[8,9,39,42,63,69,83,98],mem:[8,31,41,57],mem_per_p:67,mem_per_train:67,member:[8,14,29,49,50,60,63,72,87],memcpi:[60,92],memor:8,memori:[1,2,9,21,31,36,37,41,46,53,57,59,68,83,84,85,86,88,92,95,97,99,111],memory_boot:9,memory_nam:8,memory_test:84,memory_threshold_on_load_data:95,mention:[21,32,37,56,59,65,66,84],mere:9,merg:[8,18,38,40,42,56,60,85,89,95,108],mergedict:108,messag:[31,49,53,61,62,63,68,69,73,76,85,95,99],meta:[110,111],metaclass:87,metadata:[44,98,99],metal:106,metaphor:49,metaplotlib:29,method:[2,8,10,20,23,28,30,31,40,46,48,49,50,58,63,64,66,68,72,73,75,78,80,86,87,88,89,91,92,95,97,111],methodolog:59,metric:[18,42],microarchitectur:46,microsoft:8,might:[8,31,32,61,66,84,85,86,91,98,103],mileag:92,million:[14,97],min:[6,8,63,92,97,98],min_block:31,min_count:66,min_desc:31,min_pool_s:2,min_word_freq:14,mind:91,mini:[2,8,13,18,28,31,33,42,51,56],mini_batch:64,minibatch:[8,21,31,42,49,51,61],minim:[2,23,31,48,58,66,68,95,103,104],minimum:[8,103],minimun:95,minsizerel:[103,104],minst:2,minu:69,minus_grad:69,minusgradop:69,minusop:69,minusopgradmak:69,minusopprotoandcheckermak:69,minut:[33,40,78,84,98],mirror:[32,78],mislead:38,miss:[48,95,108],mit:98,mix:[9,75,83],mixed_lay:9,mixed_layer_attr:9,mixedlayertyp:8,mixtur:91,mkdir:[45,77,89,93,98],mkl:[68,77,78],mkldnn:8,mkldnn_batch_norm:8,mlp:50,mlpaper:8,mlr:20,mnist:[2,4,35,48,49,61,64,65,67,68,91],mnist_provid:2,mnist_random_image_batch_read:64,mnist_train:[2,64],mnist_train_batch_read:64,mobil:[46,68,89,102],mod:93,mode:[8,25,28,46,85,95,109,110],model:[0,1,4,8,9,14,28,31,33,34,42,49,58,59,65,66,67,68,70,75,81,85,86,89,90,95,98,107],model_config:[4,109],model_list:[95,97],model_path:97,model_zoo:[108,110],modif:79,modifi:[4,8,46,50,65,70,83,86,87,93,98],modul:[1,2,4,9,14,28,47,48,57,65,75,87,91,110,111],modular:57,modulo:8,moment:[23,91],momentum:[6,21,23,72,111],momentumop:91,mon:99,monitor:111,mono:8,month:[32,111],more:[1,2,4,7,8,9,13,21,29,30,32,33,37,40,41,45,46,47,49,56,57,58,63,64,65,66,68,70,75,77,78,81,83,84,86,87,88,89,91,92,93,97,99,104,106,111],most:[2,4,8,13,21,28,29,32,40,49,50,57,59,64,65,70,80,83,86,91,92,94,106],mostli:[46,106],motiv:68,mount:[41,78,93,98,99],mountpath:[98,99],move:[8,33,37,45,59,78,92,98,106],movement:92,movi:[2,14],movie_categori:14,movie_info:14,movie_review:14,movieinfo:14,moving_average_fract:8,mpi:93,mpirun:93,mse:[49,58,61],msra:20,much:[8,33,58,64,70,75,92],mul:[47,63,67,86,87],mul_grad:87,mul_op:[21,87],mul_ratio:8,mul_result:63,mulgradkernel:87,mulkernel:87,mulop:[47,87],mulopgrad:87,mulopmak:87,multi:[8,42,60,86,91,93,94,95,106,110],multi_binary_label_cross_entropi:8,multi_crop:110,multigradientmachin:60,multinomi:8,multipl:[7,8,9,13,18,21,28,29,30,37,38,40,42,47,65,66,67,68,76,83,86,87,91,93,95,97,98,109,111],multiple_input:63,multiple_param_attr:63,multipli:[7,8,86],multiprocess:13,multithread:2,must:[2,5,7,8,9,13,15,21,38,53,62,63,64,68,74,83,86,87,88,93,95,97,98,103,104],mutabl:88,mutable_data:[87,88],mutuable_data:88,mxnet:31,my_cluster_nam:98,my_external_dns_nam:98,my_lib:93,mypaddl:99,name:[2,6,7,8,9,11,15,18,21,25,28,29,30,31,33,35,36,38,41,42,46,47,50,53,55,57,61,63,67,68,71,73,74,75,76,78,80,81,83,84,86,87,92,93,95,97,99,100,101,106,108,109,110,111],name_prefix:35,namespac:[31,51,54,63,86,87,99],nativ:[8,46,85],natur:[37,40,57,66,75,97],navig:89,ncall:91,ncelm:8,nchw:[8,21],ndarrai:[15,28,35],ndcg:8,ndcg_num:8,ndk:103,nearest:[46,111],nearli:30,necess:75,necessari:[2,8,31,38,40,42,53,57,60,63,74,75,86,93,111],necessarili:86,need:[2,7,8,9,13,20,23,26,29,30,32,36,37,38,40,41,42,45,47,48,57,58,59,60,62,63,65,66,67,68,69,70,72,73,74,75,77,78,79,80,81,83,86,87,88,89,93,94,95,97,98,99,103,104,106,109,110,111],neg:[2,7,8,111],neg_distribut:8,neg_overlap:8,neg_pos_ratio:8,neighbor:111,neon:[46,103,104],ner:7,nerual:21,nest:[2,8,13,31,61],net:[8,9,16,31,48,56,72],net_diagram:110,netop:[31,68],network:[1,2,4,6,7,8,13,20,21,26,27,28,29,30,31,33,36,42,48,50,56,58,59,64,65,66,70,72,74,76,81,86,87,88,92,93,95,106,108],network_config:97,networkadministr:98,neural:[2,4,8,9,13,20,28,29,31,33,50,56,59,65,70,72,76,81,88,92,93,95,108,109,110],neuralnetwork:60,neuron:[4,21,86,111],never:[13,64,72,98,99],new_block_idx:63,new_stat:56,newblock:63,newer:103,newest:38,newli:[46,106],newop:31,newopdesc:63,newprogram:63,newremot:65,newvardesc:63,next:[8,14,33,39,57,75,83,86,87,91,92,95,98,99],nfs4:98,nfs:98,nfsver:98,ngram:14,nic:[94,95],nil:37,nine:14,nlp:[2,8],nltk:14,nms_threshold:8,nms_top_k:8,nnz:86,no_cach:2,no_grad_set:[23,30,87],no_sequ:[2,8],node1ip:93,node2ip:93,node3ip:93,node:[8,32,40,50,57,65,66,67,68,76,84,86,93,95,98,99,106],node_0:98,node_1:98,node_2:98,node_id:93,nodeattr:50,nodeentri:50,nodefil:93,nodesep:50,nohup:93,nois:[8,33,48,93,109],noise_dim:109,noisi:[8,48],non:[8,21,33,46,73,86,87,95,98],none:[1,2,4,6,7,8,9,10,11,15,18,20,21,22,23,28,29,30,31,42,48,50,51,56,57,58,61,63,67,74,75,83,110,111],nonlinear:[20,86],nor:84,norm:[9,48,109],norm_by_tim:8,normal:[2,4,8,9,14,20,59,83,86,93,95,99,108,109,110],normzal:110,notat:8,note:[2,4,6,8,9,11,15,18,28,29,31,36,37,41,53,64,68,77,78,87,88,89,92,93,95,97,98,108],notebook:[41,78],noth:[5,28,63,72,84,95],notic:[69,83,85,86],notif:85,notingradi:87,notion:75,notori:30,now:[2,13,32,33,48,53,59,66,68,69,70,72,95,98,109],np_arrai:13,nproc:84,nullptr:[69,72,86],num:[8,9,93,95,111],num_channel:[8,9],num_chunk_typ:7,num_class:[8,9,50],num_col_dim:21,num_filt:[8,9,21,22],num_flatten_dim:21,num_gradient_serv:[93,94,95],num_group:8,num_hidden:50,num_input:85,num_neg_sampl:8,num_p:[65,67],num_parameter_serv:29,num_pass:[28,94,95,97,99,111],num_per_batch:15,num_repeat:8,num_result:7,num_results_per_sampl:8,num_row:73,num_shard:35,num_step:75,num_train:[65,67],number:[2,7,8,9,13,14,15,21,31,33,35,42,59,64,66,68,74,75,84,86,91,93,95,98,108,110,111],numchunktyp:7,numdevices_:97,numer:[8,87],numeric_grad:30,numerical_grad:30,numlogicaldevices_:97,numofallsampl:7,numofwrongpredict:7,numpi:[6,13,15,21,28,35,46,48,63,64,77,87,109,110],numreal:36,numsampl:92,numtagtyp:7,numtimeout:37,nv_:32,nv_gpu:84,nv_librari:32,nv_test:32,nvcc:[32,46],nvidia:[46,78,84,92,95],obei:7,obj:[2,110,111],object:[2,4,6,8,9,13,28,29,36,42,48,50,54,58,63,67,68,70,72,88,92,109,110,111],observ:[8,86,92],obtain:[40,59,111],obvious:[32,91],occupi:46,occur:[14,28],occurr:31,oct:99,odd:8,off:[55,77,78,84,93,103,104,106],offer:[4,31,67,68,74],offici:[8,32,85,89,98,103],offlin:[33,35,106],offset:[8,36],often:[8,36,50,85,91,93,111],ograd:86,old:[30,38,40,57,68,95],older:103,omega:70,omit:111,omp_num_thread:91,ompi_comm_world_rank:93,on_init:2,onc:[2,8,33,37,42,49,59,65,66,85,86,89,98,111],one:[2,5,7,8,9,11,13,20,23,26,28,29,30,31,33,36,37,38,40,41,42,43,46,47,48,50,52,53,56,57,58,59,60,61,62,63,64,65,67,68,69,72,73,75,78,84,85,86,87,93,95,97,98,99,106,108,109,110,111],onehotcrossentropyopkernel:87,ones:[47,48,68,85,87],onli:[1,2,4,7,8,9,11,15,21,26,28,29,30,32,36,37,38,39,40,41,42,45,46,48,49,56,57,58,60,63,65,66,67,68,73,74,75,77,79,80,83,84,86,87,88,89,92,94,95,97,98,99,106,108,110,111],onlin:[8,10,33,35,64],only_cpu:30,onto:[21,65,66,93,98],op_:87,op_check:87,op_class:[68,74],op_desc:[52,62],op_maker_class:[68,74],op_proto:74,op_test_util:87,op_typ:68,opattrcheck:87,opcreat:74,opdesc:[31,49,61,62,63,68,69,74,76],opdescbind:[52,69],opdescbuild:31,open:[2,8,15,29,35,48,64,85,91,93,98,110,111],openbla:[77,78,103],opencv:15,openmp:91,oper:[8,9,13,15,20,21,23,26,30,31,42,43,46,48,49,50,52,56,57,58,62,65,67,70,72,76,83,85,86,88,92,95,98,103,108],operand:46,operator_grad:30,operatorbas:[31,47,68,69,74,87],operatorwithkernel:87,opinfo:[52,68,69],opinfomak:52,opinfomap:69,opkernel:88,opkernelkei:68,opmak:74,opproto:87,opprotoandcheckermak:[69,87],opprotomak:[74,87],opregist:74,opregistri:74,ops:[23,30,31,32,49,50,59,61,62,63,68,87,106],ops_:31,ops_test:32,opt:[29,58,62,67,74,77],opt_op_list:58,optestmeta:87,optim:[2,6,16,27,28,30,43,48,59,60,61,65,66,67,68,70,73,86,91,92,93,103,104],optimis:58,optimize_op_attr:63,option:[2,7,8,18,21,25,29,32,48,53,61,62,63,68,73,74,76,84,86,91,93,97,103,106],optmization_op_list:58,opts_np:62,optyp:[52,74],opwithkernel:73,order:[2,8,9,13,15,28,43,49,53,64,70,75,77,86,91,93,95,98,99,106,109,110,111],ordereddict:28,oregon:98,org:[7,8,9,14,20,35,44,48,78,109],organ:[7,8],orient:74,origin:[1,2,8,9,13,14,30,46,48,72,75,85,88,109],other:[2,7,8,9,13,21,23,31,33,38,45,46,52,56,59,62,70,72,74,77,83,84,85,91,93,97,98,99,103,104,106,108,109,110,111],otherchunktyp:7,otherwis:[1,8,13,14,15,21,28,29,33,38,40,48,52,64,83,85,93,97],our:[29,32,48,52,59,65,66,72,75,77,80,83,84,85,86,91,98,99,103,108,111],out:[8,21,28,29,31,32,37,40,50,56,57,63,65,81,83,87,88,91,92,93,95,98,99],out_dir:98,out_left:8,out_mem:83,out_memori:9,out_right:8,out_size_i:8,out_size_x:8,outer:8,outlier:8,outlin:96,outout_lay:28,outout_layer1:28,outout_layer2:28,output:[4,5,6,7,9,11,13,21,25,28,29,30,31,35,40,45,47,48,49,50,51,52,53,56,57,59,61,62,63,64,65,66,68,69,72,73,74,75,77,83,84,85,86,87,88,91,92,95,97,99,103,108,109,110,111],output_:[8,86],output_all_step:56,output_dim_idx:21,output_dir:110,output_dtyp:21,output_fil:25,output_id:8,output_lay:[28,81,110],output_max_index:11,output_mem:[8,83],output_mod:25,output_nam:30,output_num:56,output_path:35,output_s:21,output_seg:75,outputbuff:36,outputgradi:69,outputh:8,outputw:8,outsid:[2,8,9,65,72],outter_kwarg:2,outupt:75,outv:86,over:[1,8,9,28,29,59,75,85,86,92,111],overal:[48,59,85,106],overfit:[21,70],overhead:92,overlap:[7,8,86],overlap_threshold:[7,8],overload:46,overrid:[31,33,45,67,86,87,88],overview:[37,38,39],overwhelm:85,overwrit:[45,93],own:[8,38,40,50,52,58,59,65,67,70,74,87,93,98,103],owner:[84,85],paam:15,pack:[75,103],packag:[2,13,14,37,41,47,71,77,78,85,87,91,98],pad:[9,21,111],pad_c:8,pad_h:8,pad_w:8,paddepaddl:1,padding_attr:8,padding_h:21,padding_i:8,padding_w:21,padding_x:8,paddl:[2,4,5,6,7,8,9,10,11,13,14,15,18,20,21,22,23,25,26,28,29,31,32,33,35,41,45,47,48,51,53,54,55,56,57,60,61,65,67,68,70,74,75,77,78,80,81,83,84,85,86,87,89,90,91,92,93,95,97,98,103,106,109,111],paddle_begin_init_param:38,paddle_dir:87,paddle_element_typ:38,paddle_element_type_float32:38,paddle_element_type_float64:38,paddle_element_type_int32:38,paddle_element_type_int64:38,paddle_element_type_uint32:38,paddle_element_type_uint64:38,paddle_enforc:31,paddle_enforce_eq:[87,88],paddle_error:[54,55],paddle_exampl:41,paddle_finish_init_param:38,paddle_get_param:38,paddle_gradi:38,paddle_init_num_gradient_serv:93,paddle_init_param:38,paddle_init_port:93,paddle_init_ports_num:93,paddle_init_ports_num_for_spars:93,paddle_init_pserv:93,paddle_init_trainer_count:93,paddle_init_trainer_id:93,paddle_init_use_gpu:93,paddle_job:41,paddle_manylinux_devel:77,paddle_matrix:[54,55],paddle_matrix_cr:55,paddle_matrix_get_shap:54,paddle_matrix_shap:54,paddle_new_etcd_pserver_cli:38,paddle_new_pserver_cli:38,paddle_on_cloud:41,paddle_output:99,paddle_paramet:38,paddle_pserver2:93,paddle_pserver_cli:38,paddle_pserver_client_releas:38,paddle_root:108,paddle_save_model:38,paddle_send_grad:38,paddle_source_root:108,paddle_train:[55,71,93],paddledev:[78,98,99],paddlepaddl:[1,2,4,8,9,13,14,15,28,32,33,35,38,39,40,41,44,45,47,48,49,51,53,56,57,58,60,63,64,67,68,72,75,76,79,81,83,84,85,86,87,90,91,92,100,101,105,106,107,110,111],paddlepaddlebook:78,paddlepadl:2,paddpepaddl:2,page:[85,98],pain:67,pair:[7,8,23,25,31,49,58,65,68],pairwis:8,pakcag:32,palceholder_just_ignore_the_embed:108,paper:[8,20,48,108,109,110],paper_fil:8,para:36,paraconvert:108,paradigm:68,paragraph:56,paragraph_data:56,paragraph_out:56,parallel:[65,66,68,84,92,93,95,97,98,99],parallel_nn:[6,94,95],param:[6,8,9,13,23,30,31,38,60,63,88,93],param_attr:[8,9,21,36,63,83],param_config_proto:38,param_initi:21,paramattr:[6,8,16,83],paramet:[1,2,4,7,9,10,11,13,14,15,18,21,23,25,27,30,31,32,34,36,40,43,45,48,49,50,52,53,56,58,61,64,65,72,74,75,77,81,85,86,88,90,97,109,111],parameter_block_s:[94,95],parameter_block_size_for_spars:[94,95],parameter_learning_r:6,parameter_list:[23,58],parameter_nam:[28,29],parameter_serv:29,parameter_valu:36,parameterattribut:[6,8,9,36],parameterclient_:36,parametermap:86,parametermutex_:36,parameters_:86,parameters_and_grad:[23,58],parameterserver2:36,parameterset:29,parameterupdat:60,parameterupdater_:36,parametr:8,params_grad:58,paramt:[98,108],paraphrase_data:108,paraphrase_model:108,paraspars:86,parent:[31,61,63,68,86],parent_:[31,72],parent_idx:63,parenthes:68,pars:[4,13,14,32,43,50,84,97,98,109],parse_config:[4,109],parser:13,part:[2,7,8,31,40,53,61,63,65,83,86,91,92,93,106,109,111],parti:[84,92,103,104],partial:[8,28,109],partial_sum:8,particip:87,participl:108,particular:[49,53,68,92],particularli:20,partit:[33,35,43,65,66,68,93,98],pass:[2,8,13,18,21,26,28,31,33,42,48,53,58,59,60,62,63,64,68,70,72,75,85,86,92,93,95,98,99,109,111],pass_gener:8,pass_id:28,pass_idx:64,pass_test:109,passtyp:86,password:93,past:[29,78,81,98],patch:44,path:[1,2,7,13,14,15,28,33,37,38,41,57,64,77,78,93,95,97,98,99,103,104,108,110,111],path_to_paddlepaddle_working_directori:89,pattern:[14,33,54,59,70,98],paus:[33,40],pdf:[8,9],pem:[29,35,98],pend:[33,37],peopl:[8,84],pep425tag:80,pep8:85,per:[7,8,14,15,33,38,59,64,70,87,95,111],percal:91,perf_test:91,perfom:[95,97],perform:[1,8,9,20,21,30,38,42,46,48,60,64,65,68,70,83,84,86,87,90,93,94,103,104,109,111],perftool:91,period:[1,33,40,67,95,111],permiss:98,permut:21,peroid:[8,15],persist:[43,73,76,98],persistentvolum:98,persistentvolumeclaim:98,person:[7,29],perspect:[68,92],perturb:[30,86],peter:67,pex:106,pfs:[35,45,67],pfsclient:35,pfspath:45,pgp:98,phase:[21,57,59,64,69,106],philosophi:[59,70],photo:48,physic:106,pick:[2,98],pickl:93,pictur:111,piec:[8,9,43,88],pil:[15,93],pillow:41,ping:85,pip:[71,77,79,81,85,89,91],pipe:13,pipe_read:13,pipelin:42,pixel:[2,8,13,14],pixels_float:2,pixels_str:2,place:[1,2,21,33,40,65,66,68,86,87,88,92,110],placehold:[48,88,108],placement:66,plain:[1,7,8,13,41,53,55],plan:[33,68,86,103],platform:[31,80,85,87,88,98,103,104],pleas:[2,4,6,8,9,10,15,29,33,37,38,39,50,56,63,64,67,68,76,77,78,80,83,84,85,86,87,88,89,91,93,98,103,104,107,108,111],plot:29,plu:[8,30],plug:59,pne:87,png:110,pnpairvalidationlay:95,pnpairvalidationpredict_fil:94,pod:[35,41,98,99],pod_nam:98,point:[31,33,41,46,67,84,85,87,88,91,92,103,106],pointer:[31,38,50,63,68,72,88],polar:14,polici:98,pollut:40,polyak:59,ponit:50,pool3:86,pool:[2,9,21,27,111],pool_attr:9,pool_bias_attr:9,pool_layer_attr:9,pool_pad:[9,21],pool_siz:[2,8,9,21,22],pool_size_i:8,pool_strid:[9,21,22],pool_typ:[8,9,21,22],pooled_height:8,pooled_width:8,pooling_lay:[9,111],pooling_typ:[8,111],poolingtyp:11,pop:31,popul:38,popular:[32,48,50,110],port:[32,91,93,94,95,98,99],port_num:94,portabl:50,portal:89,ports_num:[93,95],ports_num_for_spars:[36,93,94,95,97],pose:33,posit:[2,7,8,9,111],positive_label:7,possibl:[29,31,37,63,66,70,92,109],post:[41,44],postpon:70,potenti:[46,92],power:[46,88,106,111],ppo_workspac:89,pprof:91,practic:[83,86],pre:[2,8,9,14,29,38,77,85,98,99,103,104,108],pre_activ:63,pre_bia:63,pre_dictandmodel:108,pre_stat:[56,75],preambl:63,precis:[7,42,46,59,77],precision_evalu:7,pred:[50,111],predetermin:[8,95],predic:14,predict:[2,3,7,8,28,65,70,81,83,95,108,111],predict_fil:95,predict_lay:28,predict_output_dir:[94,95,111],predict_sampl:4,predicted_label_id:111,prediction1:28,prediction2:28,prefetch:[36,86],prefix:[7,9,33,35,57,87,98],pregrad:86,premodel:108,prepand:63,prepar:[4,30,41,60,83,100,111],prepend:63,prepend_oper:63,preprocess:[14,15,75,99],present:[29,31,75,110],preserv:45,press:20,prev_batch_st:[94,95],prevent:[1,10,21,29,33,37,40,70,91],preview:[68,89],previou:[8,9,28,33,45,56,57,66,86,91,95,98],previous:[8,99,110],previous_memori:31,price:[14,68,81],primari:49,primarili:[59,70],primer:85,primit:[46,75],principl:[29,32],print:[6,28,29,50,65,80,81,91,93,95,108,111],print_graphviz:50,print_s3_bucket:13,printallstatu:92,printer:7,printstatu:92,priorbox:8,prioriti:68,prite:7,privat:[31,55,63,72,73,74,75,85,88],privileg:[84,98],prob:[7,28,81,109],probabilist:[8,108],probability_of_label_0:111,probability_of_label_1:111,probabl:[7,8,21,28,57,78,83,85,110,111],problem:[4,8,29,30,32,40,48,49,59,68,70,80,84,111],proc:78,proc_from_raw_data:111,proce:[13,33,64,78,98],procedur:[31,53,88,108],proceed:[8,20],process:[1,2,4,6,8,9,13,29,31,35,36,37,40,42,50,53,65,70,74,83,85,91,93,95,97,98,99,108,110,111],process_num:13,process_pr:111,processdata:110,processor:[46,92],produc:[8,9,13,33,50,64,110,111],product:[8,9,21,41,86,98,111],productgraph:99,prof:91,profil:[16,45],proflier:92,program:[1,13,18,20,21,25,29,35,38,40,49,51,58,64,65,67,68,72,91,92,95],programdesc:[43,53,62,63,67,69],programm:[63,65],progress:[33,37,95],proivid:2,proj:8,project:[8,9,41,55,83,86,87],promis:[8,9,57],prompt:45,prone:29,propag:[8,10,59,87,95,97],proper:93,properli:[84,111],properti:[2,50,70,95],propos:[31,57,58,59,66,75],protect:[46,74,86,87],proto:[11,53,61,68,74,76,87],proto_:74,protobuf:[28,31,41,43,49,50,53,61,63,68,69,74],protoc:[103,104],protocol:[7,95,106],prove:111,provi:93,provid:[8,14,29,31,38,41,42,46,48,50,52,59,63,67,70,74,75,78,81,88,91,92,93,98,103,106,108,109,110],providermemory_threshold_on_load_data:94,provis:[98,106],provod:2,prune:[8,31],ps_desir:33,pserver:[28,36,38,39,41,68,93,94,95,98],pserver_addr:38,pserver_cpu:41,pserver_id:34,pserver_mem:41,pserver_num_thread:[36,94,95],pserver_spec:28,pserverstart_pserv:94,pseudo:[29,41,69,75],pseudocod:75,psize:86,ptr:55,pub:93,pull:[32,68,71,85,108],purchas:111,purpos:[8,33,65,66,92],push:[31,85],push_back:86,put:[32,33,36,63,66,86,99,103,111],pvc:98,pwd:[77,78,84,89,103],pxe:106,py_paddl:[4,109],pybind:[31,46],pydataprovid:[1,2,111],pydataprovider2:[3,4,111],pypi:80,pyramid:8,pyramid_height:8,python2:91,python3:80,python:[1,2,3,13,21,28,29,31,39,42,47,48,49,50,54,57,60,68,71,75,77,78,80,81,83,84,85,89,93,108,109],qualcomm:46,qualiti:111,queri:[7,8,98],query_id:7,question:[8,29,66,74,98],queue:66,quick:[50,95,99],quick_start:[41,98,99,100,111],quick_start_data:99,quickli:[57,63,68],quickstart:99,quit:[57,92],r14b:103,r_t:8,rac:8,rais:[13,50,93],rajathkmp:48,ran:[66,92],rand:[48,92,95,97,109],random:[2,6,8,13,20,21,35,48,60,63,64,87,93,95,109],random_crop:15,random_imag:35,randomli:[15,21,40],randomnumberse:94,rang:[2,8,13,20,35,46,48,64,65,67,74,85,95,97],rank:[8,21,29,75,88,98,110,111],rank_tabl:21,rankdir:50,ranktabl:21,rapid:69,rare:2,raspberri:105,raspberry_pi:104,raspberrypi:104,raspbian:104,rate:[6,7,8,9,10,14,38,86,111],rather:[4,41,48,75,98],ratio:[8,95],raw:[8,13,53,111],rdma:95,rdma_tcp:[94,95],reach:[33,92],read:[1,2,13,15,21,28,29,33,35,64,65,66,68,75,78,83,84,89,93,98,103,106,110,111],read_from_realistic_imag:29,read_from_rng:29,read_lock:34,read_mnist_imag:29,read_ranking_model_data:29,readabl:[68,91],reader:[0,14,28,35,46,48,49,61,65,67,91,93],reader_cr:35,reader_creator_bool:64,reader_creator_random_imag:[13,64],reader_creator_random_image_and_label:[13,64],readi:[33,98,99,106],readlockguard:36,readm:55,readonesamplefromfil:2,readwritebuffer_:36,readwritemani:98,real:[2,8,36,48,64,93,109],realist:29,realiz:[31,56],realli:70,reason:[9,29,30,33,85,99],recal:7,receiv:[13,33,41,56,66],recent:59,reciev:95,recognit:[2,8,110],recommand:2,recommend:[1,9,29,77,78,79,83,85,86,89,93,95,103],recompil:92,record:[13,37,74,98],recordio:[13,14,29,35,37,65,67],recov:[33,75,109],recover:68,recoveri:37,rectifi:[8,20],recurr:[56,72],recurrent_group:[9,83],recurrent_lay:9,recurrent_op:75,recurrentgradientmachin:[55,57,75],recurrentgroup:7,recurrentlay:95,recurs:[31,32,45,68],recv:[65,66,98],recvparametertyp:36,red:[48,91],redirect:13,reduc:[8,21,46,66,68,78,85,91,93,95,97],reduce_by_kei:68,reduce_mean:48,refactor:[49,57,59,60,63,65,66,70,75],refer:[1,4,6,8,9,10,15,20,21,25,30,31,33,37,38,39,46,50,56,61,63,68,70,72,75,76,77,78,83,84,86,87,88,99,103,108,111],referenc:[8,37],reflect:37,reformat:85,refrain:87,reg:74,regard:106,region:[8,72,92],regist:[69,86,92],register_gpu_profil:92,register_lay:86,register_op:[47,68,69,74,87],register_op_cpu_kernel:87,register_op_gpu_kernel:87,register_op_without_gradi:[68,87],register_oper:[52,69],register_tim:36,register_timer_info:92,registerop:74,registr:87,registri:[41,52,99,106],regress:8,regular:[6,16,21,86,98,111],regularization_coeff:26,reinforc:67,rel:[1,9,30,40,70,87,103],relat:[2,33,40,41,46,72,85,91,99,104,106],relationship:[69,109],releas:[67,71,98,103,104],relev:87,reli:[30,57,58,59,70,87,91],reliabl:[33,70],relu1:50,relu2:50,relu:[8,48,50,86],relwithdebinfo:91,remain:[75,111],rememb:[8,85],remot:[6,32,36,68,85,86,95,97,98],remote_ess:67,remote_sess:67,remoteparameterupdat:[36,39,95],remov:[13,45,57,85,95,103],ren:20,renam:[45,46,80],reorgan:8,repeat:[31,49,61,62,73,74,76,91],repeatedli:49,replac:[32,37,52,59,67,69],repli:85,replic:65,replicaset:41,repo:[32,85,89,104],report:[37,46,65,92],reportdataset:37,repositori:[8,89,103],repres:[2,4,8,9,31,37,50,53,57,59,63,66,67,68,70,73,75,76,83,86,98,111],represent:[8,38,48,49,57,65,73,111],reproduc:84,request:[32,33,36,40,65,68,71,85,98,99,106,108],requir:[1,7,8,23,29,33,38,40,41,45,46,50,56,59,61,62,65,66,68,70,73,74,76,80,84,85,86,87,89,93,98,99,103,104,106,109,111],res5_3_branch2c_bn:110,res5_3_branch2c_conv:110,research:[8,14,65],reserv:[2,45],reserveoutput:86,reset:[8,18,33,42],reset_program:[18,42],reshap:[30,64,88],reshape_s:8,resid:84,residu:110,resiz:[15,36,87,88],resize_s:15,resize_short:15,resnet_101:110,resnet_152:110,resnet_50:110,resolv:[32,85,99],resourc:[67,98],respect:[2,30,46,48,56,83,86,95,110],respons:[8,36,42,48,59,60,70,98,99],rest:[2,8,31,41,44,106],restart:[33,38,98,99,106],restartpolici:[98,99],restor:[30,59],restrict:[70,72,91,95],result:[4,5,7,8,21,25,28,30,37,42,48,49,50,53,57,58,60,65,87,88,91,92,95,98,110,111],result_fil:7,resum:40,ret:13,retain:88,retran:98,retriev:[31,57,72,84,86,91,99],retriv:93,return_op_list:23,return_seq:9,reuqest:71,reus:[31,40,57,64,68,86,87],rev:84,revamp:65,reveal:[29,91],revers:[8,9,83],review:[14,99,111],reviews_electronics_5:99,revis:111,rewrit:[32,87],rgb:[8,15],rho:10,right:[2,8,30,31,32,41,42,68,70,85,110],rkt:[41,84],rmsprop:[59,111],rmspropoptim:59,rnn:[8,9,21,31,48,57,63,68,72,90,94,111],rnn_bias_attr:83,rnn_layer_attr:83,rnn_out:83,rnn_output:75,rnn_step:8,rnn_use_batch:[94,95],rnnalgorithm:57,rnnlm:14,rnnstep:75,roadmap:75,robust:[8,20],roi:8,role:[14,29,37,38,65,98],rollback:63,root:[10,11,98,99],rot:8,roughli:[2,109],round:46,routin:46,row:[4,7,8,13,21,36,86,110],row_id:8,rows_:73,rpc:37,rpcserver:37,rpi:104,rpi_arm_neon:104,rpi_toolchain:104,rsize:98,rtk:106,rtype:[8,13],rule:[7,49,65,86,98],run:[29,30,31,32,33,41,42,43,46,47,48,49,50,56,58,59,61,62,65,66,67,68,72,73,79,80,81,84,85,86,88,89,91,92,93,95,98,100,101,103,104,106,108,110,111],run_test:77,runinitfunct:92,runnabl:66,running_on_cloud:41,runserv:89,runtim:[1,2,25,31,43,52,56,67,68,76,78,93,103],runtime_table_:31,s_param:109,s_recurrent_group:83,sacrif:1,safe:41,sai:[8,49,51,64,65,84,95,97],sake:86,same:[2,4,7,8,9,20,21,28,29,30,37,38,40,47,48,50,56,57,63,65,67,68,69,72,75,77,83,87,88,93,97,98,108,111],samping_id:8,sampl:[2,4,7,13,14,42,48,74,78,93,95,97,108,109,110,111],sample_dim:109,sample_fil:13,sample_id:7,sample_num:7,sample_pars:13,sampler:48,satifi:7,satisfi:[32,73,80,98,111],save:[2,8,13,28,33,35,37,38,41,49,50,53,59,65,73,76,84,93,95,97,98,99,110,111],save_dir:[95,97,99,109,111],save_only_on:[94,95],save_parameter_to_tar:28,saving_period:[94,95],saving_period_by_batch:[94,95,97,111],saw:2,scalabl:68,scalar:[2,8,21,31,51,75],scale:[5,20,59,65,66,69,74,87,93,110],scaleop:87,scaleopmak:[68,87],scalingproject:8,scan:[37,68],scatter:8,scenario:[57,94],scene:94,schdule:98,schedul:[37,41,66,98,109],scheduler_factor:6,schema:108,scheme:[7,10,36,70,87],scope:[30,43,67],score:[7,8,21,57],scp:93,scrip:111,script:[4,14,77,84,87,93,98,103,110,111],search:[8,33,72,77,83,95],second:[2,8,21,29,45,48,50,56,57,61,62,64,72,74,87,93,108,110,111],secret:98,section:[2,63,66,83,85,86,91,98,111],see:[2,4,8,9,29,33,46,63,67,85,87,88,91,92,98,108,109,110,111],seed:[20,21,92,95],seem:[32,46,80],seen:[70,87],segment:[7,56,75,88],segmentor:108,sel_fc:8,selcet:8,select:[8,57,98],selected_generation_scor:57,selected_id:[8,57],selected_indic:8,selected_row:[73,76],selected_rows_desc:[73,76],selected_scor:57,selectedrow:[52,76],selectiv:8,selector:99,self:[30,42,48,50,53,58,63,75,86,87],selfnorm:8,semant:[14,29,57,71],semat:29,send:[33,38,65,66,68,74,76,85,93,95,98],send_back_parameter_typ:36,sendbackparameterspars:36,sendbackparametertyp:36,sendparameterrequest:36,sendparameterrespons:36,sens:[59,70,85,91],sensit:8,sent:[29,38,65,68,74,99],sentenc:[2,8,14,56,57,75,83,111],sentence_input:75,sentiment:[2,111],sentimental_provid:2,separ:[2,7,25,38,47,59,65,69,70,93,95,108,111],seper:75,seq:[8,14],seq_len:75,seq_pool:8,seq_silc:8,seq_text_print:7,seq_to_seq_data:108,seq_typ:[2,13],seqenc:21,seqtext_evalu:7,seqtoseq:[8,108],seqtoseq_net:[8,108],sequel:2,sequenc:[2,5,7,8,9,11,13,14,21,31,43,49,58,61,75,85,86,108,111],sequence_conv_pool:111,sequence_group:8,sequence_nest_group:8,sequencestartposit:8,sequencetextprint:7,sequencetyp:[2,8],sequenti:[8,31,83,111],seri:[9,80],serial:[2,28,31,37,53,60,68,76],serializ:68,serv:[46,65,68,75,78,92,93,98,109],server:[29,32,36,39,40,65,68,77,86,94,106],serverless:33,servic:[91,93,106],sess:[48,50,58,67],session:[50,58,62,92],set:[1,2,4,6,7,8,9,13,14,15,21,25,28,29,33,41,48,52,56,57,62,63,68,69,72,75,77,83,84,85,86,87,88,89,90,91,92,93,94,95,97,98,99,104,108,110,111],set_active_typ:86,set_default_parameter_nam:6,set_drop_r:86,set_float_el:30,set_input:8,set_siz:86,set_typ:86,setdatatyp:73,setdefault:87,setp:98,setq:84,settup:86,setup:[2,59,65,71,86,87,106,111],sever:[2,7,8,30,36,43,48,56,57,60,63,73,75,77,93,97,98,111],sexstant:106,sgd:[23,28,29,33,41,59,60,65,66,67,73,93,109],sgdasync_count:94,shall:32,shaoq:20,shape:[7,8,13,18,21,28,30,31,48,51,56,61,63,67,68,73,87,88,110],shard:[33,34,35,36,37,38,40,65,66,93,98],share:[8,21,32,48,55,60,63,68,70,75,84,87,92,95,99],shared_bia:9,shared_bias:8,shared_librari:32,shared_ptr:[54,55,72,88],shell:[78,98,110],shift:[8,110],shorten:8,shorter:[15,110],should:[2,4,6,7,8,13,15,18,20,21,23,25,26,28,29,30,31,38,41,42,43,46,47,48,52,56,57,58,59,60,61,64,65,68,69,70,73,74,75,76,81,83,87,89,93,98,103,111],should_be_fals:29,should_be_tru:29,should_shuffl:2,show:[4,7,10,31,33,45,51,53,56,59,61,75,80,84,88,93,95,98,99,108,110,111],show_check_sparse_distribution_log:[94,95],show_layer_stat:[94,95],show_parameter_stats_period:[94,95,97,99,111],shown:[2,8,29,42,65,83,86,88,92,98,109,110,111],shrink:86,shrink_rnn_memori:21,shuffl:[2,13],sid:98,side:[8,28,42,60,88,93,110],sig:98,sigint:93,sigmod:74,sigmod_op:74,sigmod_output:74,sigmoid:[8,22,31,67,74,75,86],sigmoidactiv:9,sign:[44,53,98],signal:93,signatur:98,signific:92,similar:[8,21,31,57,59,64,65,66,68,70,75,87,91,98,106,111],similarli:[8,13,87],simpl:[1,2,5,7,8,9,13,14,23,28,46,49,50,56,59,61,66,70,72,74,75,92,95,111],simple_attent:83,simple_gru:[83,111],simple_lstm:[8,111],simple_rnn:[8,83],simple_transform:15,simpler:60,simplest:98,simpli:[1,8,15,29,38,78,81,83,92,108,110],simplifi:[29,57,63,74,86,99],simultan:98,sinc:[8,9,33,37,39,40,52,59,64,65,67,69,70,75,88,92,98,106,109,111],sincer:85,singl:[2,7,9,13,33,42,46,65,66,67,68,72,77,81,86,91,93,99,110,111],sinlg:28,sit:65,site:[32,91,98],situat:62,six:108,size:[2,7,8,9,13,14,15,21,28,33,35,36,38,46,48,53,57,59,63,64,65,67,73,74,75,78,81,83,86,87,88,95,103,104,109,110,111],size_a:8,size_b:8,size_t:[36,75,86],sizeof:[31,108],skip:[64,85,93,98,110],sliceproject:8,slide:[8,10,14,33],slightli:48,slope:8,slopeinterceptlay:8,slow:[2,92],slowli:[84,91],small:[2,8,14,30,43,48,57,85,86,95],small_messag:[94,95],smaller:[8,21,30,33,46,57,85],smart:72,smooth:8,snap:99,snapdragon:46,snapshot:[34,40,98],snippet:[47,58,83,86,92,98,111],sock:41,sock_recv_buf_s:[94,95],sock_send_buf_s:[94,95],socket:95,softmax:[8,9,29,31,50,51,57,61,65,66,67,83,86,108,111],softmax_param_attr:9,softmax_selfnorm_alpha:8,softmaxactiv:111,softmaxoutput:50,softwar:[46,92,106],solid:48,solut:106,solv:[29,68],some:[2,6,8,13,15,21,28,29,31,32,36,37,38,40,41,46,47,48,49,56,57,58,61,62,63,64,66,68,69,72,75,85,86,87,88,92,93,94,95,97,98,103,104,106,109,111],some_c_api_funct:55,some_inst:55,some_op:[52,56,75],some_python_class:54,somecppclass:54,somedata:28,somegotyp:54,someth:[2,36,63,84,85,91],sometim:[8,64,84,92],someurl:13,somewhat:38,somewher:72,soon:33,sophist:86,sort:[8,14,75,91,95,98],sort_by_length:75,sourc:[8,14,30,32,45,48,53,55,57,64,68,83,84,91,93,98,99,108,111],source_dict_dim:[57,83],source_dict_s:57,source_language_word:[57,83],space:[7,8,46,63,66,70,83,84,92],space_seperated_tokens_from_dictionary_according_to_seq:7,space_seperated_tokens_from_dictionary_according_to_sub_seq:7,spars:[2,6,8,10,13,21,36,86,88,93,95,98,111],sparse_binary_vector:[2,13,111],sparse_binary_vector_sequ:13,sparse_float_vector:[2,13],sparse_float_vector_sequ:13,sparse_non_value_slot:13,sparse_remot:36,sparse_upd:[6,36],sparse_value_slot:13,sparseparam:86,sparseprefetchrowcpumatrix:86,spatial:8,spatial_scal:8,speak:83,spec:[98,99],specfii:95,special:[8,38,46,52,57,58,65,87,108,111],specialvartypeinfer:52,specif:[1,28,32,33,45,57,68,72,84,87,97,103,111],specifi:[1,2,7,8,18,21,29,30,36,37,38,41,42,43,45,48,53,63,65,67,72,74,75,78,83,84,85,86,88,89,91,95,98,103,109,110,111],speech:8,speed:[8,9,46,53,59,77,106],spefici:110,sphinx:[54,89],split:[2,8,13,40,51,57,68,75,93,97,98,108,110,111],split_count:[93,98],sql:1,sqrt:[8,20],squar:[8,10,11,21,50],squarerootnpool:8,srand:95,src:[32,93],src_backward:83,src_embed:[57,83],src_forward:83,src_root:4,src_word_id:[57,83],src_word_vec:57,srl:14,ssd:8,ssh:[93,98,99,104],ssh_server:93,sstabl:29,stabil:[8,30,87],stabl:[71,98],stack:[68,75,98,111],stackexchang:8,stage:[32,39,48,76,93,103],stale:[33,67],stamp:92,standalon:103,standard:[6,13,20,68,70,80,84,91,108],stanford:[14,30,99],star:32,start:[8,9,21,28,32,33,36,37,38,40,41,57,60,65,77,78,80,83,84,91,92,95,102,108],start_mpi_train:93,start_pass:[94,95],start_po:8,start_pserv:95,startup:[21,33,41,98],startup_program:[18,21,22,23],stat:[92,95],state:[8,9,18,23,31,33,42,56,57,72,75,83,95,99,109],state_act:[8,9],statement:[49,86,98],static_cast:88,staticinput:[8,83],statist:[8,18,20,42,95,111],statset:92,statu:[41,57,92,98,99],status:99,std:[28,32,36,50,52,54,55,62,68,69,72,74,86,87,88,95],stdbuf:93,stderr:93,stdout:[13,93],step:[4,8,9,11,23,30,31,33,38,42,48,49,57,59,60,63,65,66,68,74,75,77,78,83,85,86,91,92,93,98,99,103,104,106,111],step_id:75,step_input:75,step_net:31,step_output:75,step_scop:68,stepnet:[31,56,68,72],still:[37,40,65,69,80,88,110],stirng:63,stmt1482205552000:98,stmt1482205746000:98,stochast:[10,33,37,40,59,93],stop:[8,84,93,95,99],stop_gradi:21,storag:[44,46,93,98,99],store:[7,8,14,28,30,31,32,36,50,52,53,57,60,61,63,65,67,68,69,70,72,75,86,87,88,89,93,95,98,99,104,108,110,111],str:[15,18,28,41,75,97],straight:[61,64,73],strategi:[2,11,33,63,66,95],stream:13,streamid:25,street:8,strength:109,strict:[64,93],stride:[8,9,21],stride_h:21,stride_i:8,stride_w:21,stride_x:8,string:[1,2,7,8,13,15,25,28,31,37,45,50,53,61,62,63,67,68,69,72,73,74,76,86,87,95,98],strip:[91,111],strongli:93,struct:[37,38,44,46,52,55,69,74],structur:[31,37,48,53,57,61,63,68,73,93,98,108,111],sts:98,stuff:85,stun:2,style:[2,8,68,74,77],sub:[7,8,13,29,40,48,56,60,63,65,83,86,103,111],sub_nest_seq:8,sub_sequ:[2,8],subclass:[23,63],subcommand:45,subgradi:10,subgraph:[48,66],submiss:65,submit:[68,89,93,94,95,98],subnet0:98,subnet:[29,98],subobjectpath:99,subsequ:8,subsequenceinput:8,subset:[21,86],substanti:110,succeed:[37,99],success:[8,38,98,99,110],successfulcr:99,successfulli:[87,110],successor:95,sudo:[84,98],suffer:30,suffici:95,suffix:[18,41,80,93],suggest:[8,32,85,92],suit:106,suitabl:[73,95],sum:[8,10,31,34,52,63,83,86],sum_:8,summar:[48,111],sumopgradmak:69,sumpool:8,sun:20,suppli:73,support:[6,7,8,10,11,13,15,21,30,31,33,40,41,47,48,53,57,59,60,62,64,65,66,68,69,70,73,77,78,80,81,83,84,86,87,88,89,92,93,95,98,103,104,106],suppos:[9,32,47,73,86,111],suppress:[8,45],sure:[77,84,86,91,98],surpass:[8,20],svs:74,swagger:44,swap_channel:110,swig:[4,39,54,55,77,103],swig_paddl:[4,109],switchop:31,symbol:[8,31,50,55,80],symbols_ready_:31,symbolt:[31,68],symlink:85,sync:[33,59,70,95,109],sync_with_cpp:91,syncflag:86,synchron:[33,37,93,95,98],syntax:[57,64],synthes:109,sys:110,sysroot:103,system:[31,32,33,38,40,44,47,48,65,66,77,78,80,87,89,91,93,99,103,111],t2b:108,tab:[80,111],tabl:[2,7,8,21,31,52,53,73,76,110,111],tablelookup:73,tablelookupgrad:73,tablelookupop:73,tableproject:8,tag:[7,14,78,83,93],tagtyp:7,tail:57,take:[2,4,7,8,9,13,21,28,29,31,32,33,40,43,46,48,49,51,52,59,61,62,63,64,68,69,75,77,83,84,85,86,87,91,92,93,98,99,109],taken:[2,50,65,75],talk:[38,104],tangl:91,tanh:[8,9,21,48,57,65,83,86],tanhactiv:9,tar:[13,15,28,98],tarbal:98,target:[8,14,21,23,28,31,32,48,50,58,62,65,67,68,77,83,87,103,104,108,111],target_dict_dim:83,target_dict_s:57,target_dictionary_dim:8,target_language_embed:8,target_language_word:83,target_link_librari:32,target_word:57,targetinlink:8,task:[2,7,8,53,57,65,74,83,97,108,110],task_queu:37,taskentri:37,taskqueu:37,tbd:39,tcp:[95,98],teach:111,tear:92,technic:33,techniqu:[21,83,86,91],technolog:84,tee:99,tell:[33,37,38,57,74,78,92,103],templat:[47,74,87,88,99,106],tempor:[8,111],temporari:[18,41,59,63,107],ten:84,tensor:[21,30,32,46,48,50,52,53,56,57,66,67,73,75,76,87],tensor_array_read:75,tensor_array_s:75,tensor_array_stack:75,tensor_array_unstack:75,tensor_array_writ:75,tensor_data:53,tensor_s:30,tensor_test:32,tensor_to_check:30,tensorarraydesc:75,tensordesc:[53,73],tensorflow:[31,48,51,65,66,70,75,88],term:[8,9,21,33,69,70],termin:99,tese:1,tessorarrai:75,test100:14,test10:14,test1:35,test:[1,2,8,13,14,15,21,28,29,30,32,50,55,59,64,67,71,81,84,88,92,93,94,108,110,111],test_:87,test_all_data_in_one_period:99,test_check_grad_ingore_i:87,test_check_grad_ingore_x:87,test_check_grad_norm:87,test_data_dir:93,test_fcgrad:86,test_gpuprofil:92,test_layergrad:86,test_list:[2,111],test_mul_op:[77,87],test_norm:87,test_pass:[94,95,97],test_period:[94,95,97],test_recurrent_op:85,test_wait:[94,95],testa:29,testb:29,testbilinearfwdbwd:92,testcas:87,testconfig:86,testfcgrad:86,testfclay:86,testlayergrad:86,testmodel_list:94,testmulgradop:87,testmulop:87,testq:29,testresult:28,testsave_dir:94,testutil:86,text1:45,text:[1,2,7,9,13,29,53,56,98,108,111],text_conv:111,text_fil:13,tflop:92,tftp:106,tgz:[14,80],than:[2,4,6,7,8,9,21,33,41,47,48,63,68,70,75,77,83,84,86,93,98,103,106,110],thank:108,thei:[2,8,18,20,26,29,32,33,38,40,43,45,48,49,57,58,63,66,67,68,74,75,76,83,84,85,86,87,88,92,93,94,98,110],them:[1,2,7,8,9,15,21,29,30,32,33,36,41,43,47,52,57,64,66,68,69,72,73,74,75,76,84,85,87,89,92,94,95,98,110,111],themselv:32,theori:92,therefor:59,therein:[8,31],therun:110,theta:48,theta_d:48,theta_g:48,thi:[1,2,6,7,8,9,10,13,14,15,18,20,21,23,25,26,28,29,30,31,32,33,36,37,38,39,40,41,42,46,47,48,49,50,56,57,58,59,60,61,63,64,65,66,67,68,69,70,73,74,75,78,80,81,83,84,85,86,87,88,89,91,92,93,95,97,98,99,103,104,106,108,109,110,111],thin:52,thing:[2,48,65,68,92],think:[29,32],third:[8,33,50,87,91,92,103,104,110],third_parti:[8,103,104],thirt:84,those:[8,31,32,33,47,49,50,51,61,103,110],though:[75,106],thought:[32,92],thread:[86,91,92,95,97],thread_local_rand_use_global_se:[94,95],threadblocks:25,threadid:97,threadloc:92,three:[2,7,8,30,33,42,46,49,57,58,60,61,64,95,103,109,110],threshold:[6,7,8,33,37,85,95],through:[4,8,21,32,33,37,39,42,58,59,67,83,86,87,89,92,93,108,109],throughout:[43,111],throughput:[92,93],thrust:68,thu:[2,8,40,42,50,86,98,107],tier:99,time:[2,8,9,11,13,28,29,30,32,33,37,40,47,52,56,57,63,64,65,66,68,69,73,74,75,76,77,83,84,88,91,92,95,97,99,106,111],timelin:[8,68,92],timeo:98,timeout:[33,37],timeout_sec:13,timestamp:[8,34],timestep:[2,8,72],tip:103,titl:14,tls:44,tmp:63,to_chw:15,to_no_sequ:8,to_sequ:8,to_tar:28,todo:[7,13,14,31,33,37,40,57,74],toend:8,togeth:[2,8,9,13,28,75,83],token:[7,8,29,83,108],toler:[28,30,77,87],too:[14,30,75],took:106,tool:[77,80,83,84,91,98,103,104],toolchain:[91,103],top:[7,21,28,56,57,87,110],top_k:[7,21,57],top_level_rnn:56,topk_generated_scor:57,topk_id:57,topk_scor:57,toplevel:84,topolog:[29,33,50,53,60,65,67],topoloi:50,topolopi:28,torch:31,toronto:[8,14],total:[21,28,33,42,64,66,91,92,93,99,106,108],total_pass:64,tottim:91,trace:[31,48],track:[33,37,50,63],tractabl:8,tradit:[8,31,46],traffic:65,trail:13,train100:14,train10:14,train:[0,1,2,4,6,7,8,13,14,15,20,21,31,35,37,38,40,42,48,49,53,59,60,61,62,67,68,70,73,76,83,86,90,92,94,100,101,110],train_conf:108,train_config_dir:98,train_data:93,train_data_dir:93,train_id:98,train_list:[2,93,110,111],trainabl:[8,53,63],traindot_period:94,trainer:[2,4,29,34,35,36,37,39,59,60,65,66,68,86,95,97,109,111],trainer_config:[1,2,98,99,111],trainer_config_help:[2,86,111],trainer_count:[81,93,94,95,97,98,99],trainer_cpu:41,trainer_cr:41,trainer_gpu:41,trainer_id:[93,95,98],trainer_intern:36,trainer_mem:41,trainer_packag:41,trainerid:40,trainerintern:111,training_machin:109,trainingtest_period:94,trainonebatch:36,trainonedatabatch:109,tran:[86,95],trane:2,transact:[33,37],transfer:[1,2],transform:[8,9,15,21,68,83,86,88,109,111],transform_param_attr:9,transformed_st:9,translat:[8,9,108],translation_id:57,translation_scor:57,transpar:[57,93],transport:95,transpos:[8,15,86,109],transposedfullmatrixproject:8,travel:2,travers:49,travi:85,treat:[8,31,38],treatment:[38,46],tree:[8,31,63,95,104],trg_dic_siz:57,trg_embed:[57,83],triain:1,trick:57,tricki:54,trigger:[40,60],trim:8,trivial:[2,57,75],trn:111,true_block:[31,51,61],true_imag:64,true_label:64,true_neg:42,true_posit:42,true_read:64,truth:[7,8,111],tst:111,tune:[6,90,91,111],tuninglog_barrier_abstract:94,tupl:[2,8,9,13,14,15,18,21,28,63,64],ture:8,turn:[8,63,64,78,109],tutori:[77,78,83,86,87,91,92,93,98,99,100,101,107,110,111],twice:[48,66],twine:71,two:[1,2,7,8,9,21,29,38,39,40,41,42,45,46,48,49,52,53,57,59,61,64,65,67,68,69,70,72,73,74,75,76,83,87,88,92,93,97,98,103,104,108,109,110,111],txt:[2,32,41,45,86,89,93,98,111],type:[2,7,8,9,11,13,14,15,18,21,23,28,29,31,33,36,37,40,41,44,45,46,52,53,54,55,56,57,61,62,63,64,68,69,70,73,74,76,81,83,84,86,88,93,95,97,98,99,110,111],type_nam:74,typedef:[38,46,54,55],typeid:74,typenam:[47,74,87,88],typic:[4,7,65,92],ubuntu:[71,80,81,91],ubyt:64,uci:14,uci_h:81,ufldl:8,uid:99,uint16_t:46,uint32:[44,53],uint64:[53,54],uint64_t:54,unawar:38,unbalanc:95,unbound:83,unclear:40,under:[32,37,66,77,78,88,89,93,98],underli:57,understand:[20,63,91,92,106,108],understand_senti:83,undeterminist:92,unidirect:8,unifi:[50,73,85],uniform:[6,8,13,20,35,48,63,64,95,109],uniform_random:63,uniqu:[29,31,33,40,41,63,72,87,93,95,98],unique_nam:63,unique_name_gener:63,unique_ptr:[69,72,86],unit:[8,9,21,32,59,70,77,83,84,88],unittest:[55,85,87],unittestcheckgrad_ep:94,unk:[73,76,108],unk_idx:111,unknown:8,unlik:[8,57,87],unnecessari:85,unordered_map:72,unpack:75,unrol:56,unseen:70,unseg:8,unsign:[38,46],unstack:75,unstack_from:75,unsupervis:48,unsupport:87,until:[33,38,66,72,98],unzip:103,updat:[6,8,10,23,33,37,38,44,46,48,56,57,58,59,60,65,72,75,80,86,91,93,95,97],update_equ:28,update_hook:6,update_memori:31,update_op:58,updatecallback:86,updatestack:98,upgrad:[80,107],upload:[33,41,44,71,93],upon:33,upper:8,upstream:85,uri:98,url:[13,14,85],usag:[1,2,7,8,9,15,28,46,51,60,87,92,93,108,109],use:[1,2,4,6,7,8,9,11,13,14,15,20,21,23,26,28,29,30,31,32,33,39,43,46,48,50,52,57,58,60,63,65,66,67,72,73,74,75,76,77,78,80,81,83,84,85,86,87,89,91,92,93,95,97,98,99,103,104,108,109,110,111],use_eigen_bla:103,use_eigen_for_bla:103,use_etcd:28,use_global_stat:8,use_gpu:[81,93,94,95,97,99,109,110,111],use_mkldnn:8,use_nesterov:23,use_old_updat:[36,94,95],use_peephol:21,use_sparse_remote_updat:36,used:[1,2,4,7,8,9,10,11,13,14,15,20,21,25,28,29,30,31,32,33,39,40,46,48,50,56,57,59,60,63,64,65,67,68,70,72,74,75,77,80,83,84,86,87,88,91,92,94,95,97,98,103,104,108,110,111],useful:[1,2,8,9,30,46,72,83,86,97,103,111],usegpu:[86,109],user:[1,2,6,8,9,13,14,15,18,20,23,25,26,28,29,30,31,32,35,37,40,41,42,45,47,48,49,50,52,57,58,59,63,64,65,66,67,68,69,70,72,74,75,78,85,89,91,93,94,95,98,106,110,111],user_info:14,user_nam:35,usercert:35,userinfo:14,userkei:35,usernam:35,uses:[2,8,33,40,46,56,57,60,65,77,80,83,84,85,86,88,89,93,95,98,103,110,111],using:[1,2,4,6,8,9,13,21,28,29,31,32,33,37,38,40,41,45,46,47,48,50,52,56,58,59,61,64,65,69,70,72,74,77,78,79,80,81,83,85,86,87,88,89,92,93,95,97,98,99,103,104,107,108,109,110,111],usr:[77,78,93,95,98],usrdict:108,usrmodel:108,usual:[8,28,41,61,70,85,87,91,92,95,97,98],utf:108,util:[4,83,86,87,92,106],uuid:[34,40],v28:8,v7a:103,v8a:103,valid:[8,15,64,68,72,87,98,110],valu:[2,4,6,7,8,11,13,14,15,20,21,25,28,30,31,33,42,50,51,53,56,57,58,59,60,61,63,65,67,68,72,73,74,75,76,83,86,87,95,97,98,103,109,110],value1:95,value2:95,value_:73,value_evalu:7,value_rang:13,valueerror:50,values_:75,vanilla:83,varabl:66,vardesc:[31,49,61,63,68,73],vardescbuild:31,vari:[92,98],variabl:[2,10,13,14,18,20,21,23,29,30,31,42,43,48,49,50,51,52,56,57,58,59,61,62,65,66,67,69,70,73,74,75,86,87,91,93,98,99,103],variablenamemap:87,varialbl:48,varianc:[8,110],variant:[8,52,75],varibl:50,varienc:75,varient:75,variou:[31,46,70,103],varproto:74,vars_:[31,72],vartyp:[21,73,76],vartypeinfer:52,vec1:8,vec2:8,vector:[2,8,9,13,14,21,29,31,36,38,50,51,56,57,63,68,69,73,75,83,86,88,108,111],vectorenable_parallel_vector:94,veloc:23,vendor:32,verb:14,verbos:[45,85],veri:[2,8,11,32,37,47,48,57,60,64,66,70,72,75,83,91,92,93,111],verifi:[31,86],version:[8,9,32,41,45,48,50,51,53,57,65,71,77,78,81,84,86,91,92,93,94,95,98,99,103,104,108],versu:29,vertic:[8,110],vgg:[9,22],via:[33,79,85,92,98,106,111],view:[8,53],vim:78,viriabl:93,virtual:[52,69,84],virtualenv:84,visibl:[40,72],visit:28,visual:[8,57,92],vlog:[36,85],voc_dim:111,voila:81,volum:[89,99],volumemount:[98,99],volumn:98,vutbr:14,wai:[2,7,9,29,38,40,57,59,63,64,67,70,75,83,84,85,86,97],wait:[33,38,93,95],walk:[4,109],wangkuiyi:32,want:[2,8,29,41,42,48,59,62,64,67,70,72,75,77,78,84,85,86,89,91,93,95,97,103,104,108,110,111],warn:[28,45],warp:[8,92],warpctc:8,watch:33,wbia:[98,110],web:[89,91],websit:[89,111],weight:[7,8,9,10,20,21,26,53,70,83,86,95,97,110],weight_act:9,weightlist:86,weights_:86,weights_t:86,welcom:32,well:[41,47,48,65,67,70,73,86,95,98,111],were:[7,32],west:98,wget:103,what:[6,8,32,48,57,63,65,66,74,87,91,106,111],whatev:[84,93],wheel:80,when:[1,2,6,7,8,10,13,18,21,28,30,31,32,33,36,37,38,41,42,45,46,50,57,59,60,61,63,65,66,68,75,77,79,83,84,85,86,87,88,89,91,92,93,95,97,98,99,103,106,108,109],whenev:[63,85],where:[2,8,9,10,20,21,29,31,33,40,49,56,57,59,61,65,68,70,75,83,86,87,91,92,95,97,108,110],wherea:[31,37,47,51],whether:[7,8,13,15,21,28,30,31,64,73,75,77,78,86,87,95,109],which:[1,2,4,6,7,8,9,13,14,15,21,28,29,30,31,32,33,35,37,38,40,41,43,46,47,48,50,52,53,56,57,58,60,61,62,63,64,65,66,67,68,69,72,73,74,75,77,80,83,84,85,86,87,88,91,92,93,95,97,98,103,106,109,110,111],whichev:109,while_loop:[57,75],whileloop:75,whileop:31,whl:77,who:[47,49,63,85,108,110],whoever:38,whole:[2,7,13,48,51,54,55,56,62,74,85,93,98,99,106,111],whose:[2,8,13,30,33,40,56,68,69,74,75,83],why:[9,30,55,84],wide:[32,48,80,93],width:[7,8,13,15,36,54,64,86,87],wiki:[8,32],wikipedia:[8,14],wilder:2,window:[8,11,14,59,78,84,103],wirt:50,wise:[8,15,66,68,88],wish:[77,80,89,93],with_avx:[77,78,93,103],with_bia:74,with_c_api:[77,103,104],with_doc:77,with_doubl:[77,86,93],with_dso:77,with_golang:77,with_gpu:[77,84,93,103],with_mkl:77,with_profil:92,with_python:[77,93,103],with_rdma:[93,103],with_style_check:[77,85],with_swig_pi:[77,103],with_test:[77,87],with_tim:[92,93],within:[8,37],without:[7,8,23,33,38,63,64,66,68,87,91,93,103],wloop:75,wmt14:83,wmt_shrinked_data:14,won:[92,93,110],wonder:2,word2vec:[41,93],word:[2,7,8,14,49,52,56,57,66,68,74,75,83,93,97],word_dict:[93,111],word_dim:111,word_id:2,word_idx:14,word_vector:111,word_vector_dim:[8,57,83,108],words_freq_sort:14,work:[2,4,8,13,21,29,31,32,33,46,58,59,63,65,78,83,84,85,86,89,91,92,93,95,98,99,106,111],worker:[66,76,98],workercount:98,workflow:[68,98],workspac:[85,93,95],world:93,wors:109,would:[28,31,32,33,40,47,48,49,58,59,60,63,64,65,66,73,75,78,84,85,91,98,103,106,109,111],wouldn:49,wrap:[47,48,106],wrapper:[9,32,47,59,65,69,75,92],write:[2,13,21,29,33,40,46,47,50,52,58,59,63,64,65,66,68,69,75,84,90,93,98],write_lock:34,writer:[29,63],written:[25,31,48,53,59,68,69,73,77,78,87,88,91,93],wrong:[2,64],wrote:[50,66],wsize:98,wustl:8,www:[8,14],x64:[103,104],x86_64:103,x_i:8,x_j:8,x_neg:30,x_num_col_dim:21,x_po:30,xarg:[7,78,86,93],xavier:20,xavieriniti:21,xgbe0:95,xgbe1:95,xiangyu:20,xmap_read:13,xrang:[30,48,64,81,86],xxx:[29,75,110],xxxx:34,xxxxxxxxx:98,xxxxxxxxxx:98,xxxxxxxxxxxxx:98,xxxxxxxxxxxxxxxxxxx:98,y_dim:48,y_neg:30,y_num_col_dim:21,y_po:30,y_predict:81,yaml:[32,93,98,106],yancey1989:41,yann:14,yapf:85,yeild:28,yep:91,yet:106,yield:[2,13,29,35,64,111],yin:8,yoshua:20,you:[1,2,4,6,8,9,13,28,30,41,46,72,77,78,79,80,81,83,84,85,86,89,91,92,93,95,97,98,103,104,106,108,109,110,111],your:[2,8,13,28,29,32,36,41,45,68,77,79,80,84,85,86,89,92,93,97,98,103,104,106,111],your_access_key_id:98,your_secrete_access_kei:98,your_source_root:55,yourself:77,yuyang18:[13,14],yuyang:91,z_dim:48,z_size:48,zero:[2,6,8,9,10,13,14,18,30,33,48,57,60,63,73,86,95,98,111],zhang:20,zhidao:108,zip:[14,63,103],zone:98,zxvf:98},titles:["API","Introduction","PyDataProvider2","API","Python Prediction","Activation","Parameter Attribute","Evaluators","Layers","Networks","Optimizer","Pooling","Data Reader Interface and DataSets","Data Reader Interface","Dataset","Image Interface","Fluid","DataFeeder","Evaluator","Executor","Initializer","Layers","Nets","Optimizer","ParamAttr","Profiler","Regularizer","Model Configuration","Training and Inference","PaddlePaddle Design Doc","Auto Gradient Checker Design","Design Doc: Block and Scope","Required CMake Function","Design Doc: Distributed Training","\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\uff08Checkpointing\uff09","\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1","Alalysis of large model distributed training in Paddle","Design Doc: Master Server","Design Doc: The Client Library of Parameter Server","Design Doc: Remote Parameter Updater for Cluster Train","Design Doc: Save Model","Submit a Distributed Training Job","Evaluator Design","Executor Design Doc","FileManager\u8bbe\u8ba1\u6587\u6863","PFSClient","Design Doc: float16","Design Doc: Functions, Operators, and Layers","Design for GAN","Design Doc: Computations as a Graph","Survey on Graph","The <code class=\"docutils literal\"><span class=\"pre\">IfElse</span></code> Operator","Design Doc: InferVarType","Design Doc: Model Format","Paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0","C-API \u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863","RNNOp design","Design: Sequence Decoder Generating LoDTensors","Optimizer Design","Averaging Parameter in PaddlePaddle","Design Doc: The C++ Class <code class=\"docutils literal\"><span class=\"pre\">Parameters</span></code>","Design Doc: PaddlePaddle Programs","Prune","Design Doc: Python API","Python Data Reader Design Doc","Design Doc: Distributed Training Architecture","Design Doc: Operation Graph Based Parameter Server","Design Doc: Session","Design Doc: Refactorization Overview","Design Doc: Gradient Operators Registration","Regularization in PaddlePaddle","PaddlePaddle\u53d1\u884c\u89c4\u8303","Design of Scope in Paddle","Design Doc: Selected Rows","Interaction between C++ and Python","Design for TensorArray","Background","Build from Sources","Run in Docker Containers","Install and Build","Install Using pip","GET STARTED","RNN Models","RNN Configuration","Build using Docker","Contribute Code","Write New Layers","How to write a new operator","How to use Eigen in Paddle","Contribute Documentation","HOW TO","Profiling the Python Code","Tune GPU Performance","PaddlePaddle Distributed Training","Argument Outline","Detail Description","Set Command-line Parameters","Use Case","Distributed PaddlePaddle Training on AWS with Kubernetes","Paddle On Kubernetes","&lt;no title&gt;","&lt;no title&gt;","PaddlePaddle Documentation","Build PaddlePaddle for Android","Build PaddlePaddle for Raspberry Pi","MOBILE","Cluster bootstrapping tool survey","&lt;no title&gt;","Chinese Word Embedding Model Tutorial","Generative Adversarial Networks (GAN)","Model Zoo - ImageNet","Quick Start"],titleterms:{"\u4e0a\u4f20\u8bad\u7ec3\u6587\u4ef6":35,"\u4e0d\u4f7f\u7528":54,"\u4e0d\u4f7f\u7528swig\u8fd9\u79cd\u4ee3\u7801\u751f\u6210\u5668":54,"\u4e0d\u5bfc\u51fapaddle\u5185\u90e8\u7684\u7ed3\u6784\u4f53":54,"\u4e0d\u5f15\u7528\u5176\u4ed6\u52a8\u6001\u5e93":54,"\u4ec5\u4ec5\u4f7f\u7528void":54,"\u4ece\u5feb\u7167\u6062\u590d":34,"\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":54,"\u4f7f\u7528\u8f6c\u6362\u5e93":35,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":55,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5b9e\u73b0\u6587\u4ef6":55,"\u5206\u5757\u6587\u4ef6\u4f20\u8f93":44,"\u5206\u652f\u89c4\u8303":71,"\u52a0\u901f\u6267\u884c":34,"\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":54,"\u52a8\u6001\u6269\u5bb9":34,"\u539f\u56e0":54,"\u539f\u56e0\u5217\u8868":54,"\u53c2\u8003\u6587\u6863":44,"\u540d\u8bcd\u89e3\u91ca":44,"\u57fa\u672c\u8981\u6c42":54,"\u5b9e\u73b0":54,"\u5b9e\u73b0\u65b9\u5f0f":55,"\u5bfc\u51fac":54,"\u5feb\u7167\u4fdd\u5b58\u7684\u8bbe\u8ba1\u5982\u4e0b":34,"\u6307\u9488\u4f5c\u4e3a\u7c7b\u578b\u7684\u53e5\u67c4":54,"\u63a8\u6d4b\u6267\u884c":34,"\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u9884\u5904\u7406job":35,"\u6587\u4ef6\u4f20\u8f93\u4f18\u5316":44,"\u6587\u4ef6\u8bbf\u95ee\u65b9\u5f0f":35,"\u6587\u4ef6\u8bbf\u95ee\u7684\u6743\u9650":35,"\u6587\u4ef6\u9884\u5904\u7406":35,"\u66b4\u9732\u63a5\u53e3\u539f\u5219":55,"\u672f\u8bed":34,"\u67b6\u6784\u56fe":44,"\u6846\u67b6\u751f\u6210":44,"\u6982\u5ff5\u89e3\u91ca":35,"\u6a21\u5757":44,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9":34,"\u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863":55,"\u6d41\u7a0b\u4ecb\u7ecd":35,"\u751f\u6210sparse\u6587\u4ef6":44,"\u7528\u6237\u4f7f\u7528\u6d41\u7a0b":44,"\u76ee\u5f55\u7ed3\u6784":55,"\u76ee\u6807":44,"\u793a\u4f8b\u7a0b\u5e8f":35,"\u7b26\u53f7":54,"\u7c7b":54,"\u7f16\u8bd1\u9009\u9879":55,"\u7f29\u5bb9":34,"\u800c\u662f\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":54,"\u80cc\u666f":54,"\u8986\u76d6\u4e0d\u4e00\u81f4\u7684\u90e8\u5206":44,"\u8bad\u7ec3\u6570\u636e\u5b58\u50a8":35,"\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1":35,"\u8f6c\u6362\u5e93":35,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u4f7f\u7528c99\u6807\u51c6\u7684\u5934\u6587\u4ef6\u5bfc\u51fa\u4e00\u4e9b\u51fd\u6570":54,"\u8fdb\u884c\u8bad\u7ec3":35,"abstract":[65,66,67,106],"book\u4e2d\u6240\u6709\u7ae0\u8282":71,"case":97,"class":[48,60,63,86,87],"filemanager\u8bbe\u8ba1\u6587\u6863":44,"function":[32,47,48,63,108],"new":[86,87],"paddle\u52a8\u6001\u5e93\u4e2d":54,"paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0":54,"paddlepaddle\u53d1\u884c\u89c4\u8303":71,"paddlepaddle\u56de\u5f52\u6d4b\u8bd5\u5217\u8868":71,"return":64,"tensor\u5230eigentensor\u7684\u8f6c\u6362":88,AWS:98,Abs:5,DNS:98,EFS:98,For:[32,99],KMS:98,NOT:43,Not:84,The:[31,38,48,49,51,52,58,60,68,69,104],Use:[31,61,89,93,97,99],Using:[32,38,80,93,103],With:41,about:48,absolut:57,access:98,account:98,accuraci:21,activ:[5,8],adadelta:10,adagrad:10,adagradoptim:23,adam:10,adamax:10,adamaxoptim:23,adamoptim:23,add:98,address:98,addto:8,adversari:109,aggreg:8,aggregatelevel:8,alalysi:36,algorithm:[30,33,56,62,65,111],all:[72,75],analysi:65,android:103,api:[0,3,55,58,59,63,70,74],appendix:[106,111],applic:3,approach:92,architectur:[65,83,111],argument:[45,64,93,94,97,103,104,111],arrai:30,array_length:21,array_read:21,array_to_lod_tensor:21,array_writ:21,asset:98,assign:21,associ:[72,98],assumpt:106,async:95,attent:83,attribut:[6,70],auc:7,auto:30,averag:59,avg:11,aws:98,backgraound:30,background:[66,67,75,76,87],backward:[49,68,87],base:[41,57,66],basepool:11,basic:106,batch:64,batch_norm:[8,21],batch_siz:64,beam:57,beam_search:8,beam_search_decod:21,benefit:[66,68],between:[29,63,68,74],bidirectional_gru:9,bidirectional_lstm:9,bilinear_interp:8,binari:31,bind:87,bla:77,block:[31,48,49,61,63,68],block_expand:8,blockdesc:61,book:78,bool:77,bootstrap:106,bottleneck:91,brelu:5,bring:106,bucket:98,build:[48,68,77,79,84,89,99,103,104],built:92,cach:2,can:72,capi:55,capi_priv:55,cast:21,challeng:[62,66],chang:57,check:[8,30,86,93],checker:30,checkpoint:[33,34,40],chines:108,choos:[32,98],chunk:7,cifar:14,classif:7,classification_error:7,classification_error_print:7,client:38,clip:8,close:30,cloudform:98,cluster:[39,93,97,98,106],cmake:[32,104],code:[41,63,85,91],column_sum:7,command:[93,96,97,111],commit:99,common:95,commun:95,compar:106,comparis:63,compil:[31,46,61,68,77,87,103,104],compos:64,comput:[31,49,68,70,88],con:106,concat:[8,21],concept:[63,68,98],conclus:[40,50,106],condit:48,config:[3,97],configur:[27,83,90,98,111],conll05:14,connect:8,constantiniti:20,construct:49,contain:[78,99],content:[55,92,98],context_project:8,contribut:[85,89],control:68,conv2d:21,conv2d_transpos:21,conv:8,conv_oper:8,conv_project:8,conv_shift:8,convert:[40,65,66],convolut:111,core:[30,63,98],cos_sim:[8,21],cost:8,cpu:97,creat:[64,67,68,72,98,99],create_arrai:21,creation:[37,59,70],creator:64,credenti:98,crf:8,crf_decod:8,cross:[103,104],cross_channel_norm:8,cross_entropi:21,cross_entropy_cost:8,cross_entropy_with_selfnorm_cost:8,ctc:8,ctc_error:7,cuda:[46,77],cudnn:77,cudnnavg:11,cudnnmax:11,current:[46,69],custom:64,data:[8,12,13,21,33,64,65,98,99,108,109,111],datafeed:[13,17],dataprovid:[2,3,95],dataset:[12,14,33,37,93],datatyp:13,decayedadagrad:10,decayedadagradoptim:23,decod:57,decor:64,deep:31,defin:[87,98,111],definit:76,delet:98,demo:[48,98],dens:40,dep:80,depend:[48,77,80],deploi:41,deriv:86,describ:58,descript:[45,68,95,109],design:[29,30,31,33,37,38,39,40,42,43,46,47,48,49,52,53,56,57,58,60,61,63,64,65,66,67,68,69,72,73,75],destroi:[72,98],detail:[36,95],detect:[7,8],detection_map:7,detection_output:8,develop:[68,84,90],devic:97,dictionari:[64,108],differ:[68,97],directori:98,discrimin:48,discuss:[48,66],dispatch:[33,37],distribut:[29,33,36,41,65,93,95,98],doc:[29,31,33,37,38,39,40,43,46,47,49,52,53,60,61,63,64,65,66,67,68,69,73],docker:[41,78,84,99,103],document:[89,102],doe:[43,64],dot_prod:8,dot_product_attent:9,dotmul_oper:8,dotmul_project:8,down:98,download:[98,99,108,110],dropout:[8,21],dure:[57,64],dylib:55,dynam:[33,75],dynamic_lstm:21,dynet:50,each:80,ec2:98,eigen:88,elast:98,elect:40,elementwise_add:21,elementwise_div:21,els:31,embed:[8,21,108,111],engin:48,enough:30,entri:64,environ:[41,103],eos:8,equat:86,eval:65,evalu:[7,18,42],event:[28,29],examin:91,exampl:[29,32,51,55,67,108,109],execut:[31,61,68],executor:[19,43],exp:5,expand:8,expandlevel:8,explain:30,extern:98,extract:[108,110],fabric:93,factor:8,factorization_machin:8,faq:[79,80],fault:33,featur:110,file:[31,91,98,99,111],fill_const:21,fill_constant_batch_size_lik:21,find:98,first_seq:8,float16:46,fluid:16,format:[31,33,53,111],forward:[49,87],frame:31,framework:[30,88],from:[29,40,74,77,79],full_matrix_project:8,fulli:8,gan:[48,109],gate:83,gated_unit:8,gener:[48,57,83,84,91,106,109],get:[81,99],get_output:8,give:64,global:[61,63],gotcha:84,gpu:[78,92,95,97],gradient:[30,38,69,86],gradient_print:7,graident:30,graph:[49,50,66,68,70],group:[8,98],gru:[9,95],gru_group:9,gru_step:8,gru_unit:9,grumemori:8,hand:92,handler:[29,54],happen:40,hardwar:46,helper:63,hierarchi:31,high:[58,59,70,74],how:[30,36,59,64,68,77,87,88,89,90,92],hsigmoid:8,huber_classification_cost:8,huber_regression_cost:8,iam:98,ident:5,identifi:91,identity_project:8,ifels:51,ifelseop:31,imag:[8,9,15,41,78,99,103],imagenet:110,imdb:14,img_cmrnorm:8,img_conv:8,img_conv_bn_pool:9,img_conv_group:[9,22],img_pool:8,imikolov:14,implement:[30,32,36,42,43,46,53,56,59,63,64,68,69,70,86,87,88,109],increment:21,infer:[28,103,111],infershap:[61,73],infervartyp:52,info:110,ingredi:29,ingress:44,init_hook:2,initi:[20,38,48,97,98],input_typ:2,insid:72,inspect:98,instal:[79,80,81,98,103,104,106,111],instanc:98,instead:64,integr:98,interact:74,interfac:[12,13,15,30,33,38,39,58,64,67,72,110],intermedi:68,interpol:8,introduc:[57,75],introduct:[1,70,93,108,110],isn:64,issu:46,job:[33,41,93,98,99],join:8,kei:98,kernel:68,kill:93,kmax_sequence_scor:8,kube:98,kubectl:98,kubernet:[41,93,98,99],l1decayregular:26,l2_distanc:8,l2decayregular:26,lambda_cost:8,languag:31,larg:36,last_seq:8,launch:[78,93],layer:[8,21,29,47,63,86,97],learn:31,learnabl:8,less_than:21,leval:74,level:[58,59,70,74],libpaddle_capi_shar:55,libpaddle_capi_whol:55,librari:[38,46,68,103],limit:65,line:[93,96,111],linear:5,linear_chain_crf:21,linear_comb:8,linux:[93,103],list:[34,64],local:[65,67,72,97,98],lod:57,lod_rank_t:21,lod_tensor_to_arrai:21,lodtensor:[56,57,75],lodtensordesc:76,log:[5,85,111],logic:37,logist:111,look:91,low:[59,70,74],lstm:[9,21,95],lstm_step:8,lstmemori:8,lstmemory_group:9,lstmemory_unit:9,machin:[8,57],macro:68,main:48,manag:[32,93],map:[64,68],master:[33,37,41],math:8,mathemat:30,matrix:95,max:11,max_sequence_len:21,maxframe_print:7,maxid:8,maxid_print:7,maxout:8,mean:21,member:48,memori:[8,56],merge_lod_tensor:21,messag:74,method:57,might:48,migrat:68,mileston:68,mini:64,minibatch:13,misc:8,mix:[8,97],mnist:[14,109],mobil:105,model:[2,3,27,29,36,38,40,48,53,57,82,83,93,97,108,109,110,111],modifi:99,modul:[68,88],momentum:10,momentumoptim:23,more:48,motiv:[43,53,62],movielen:14,msrainiti:20,mul:21,multi_binary_label_cross_entropy_cost:8,multibox_loss:8,multipl:64,multiplex:8,mxnet:50,name:[72,98],nce:8,necess:63,necessari:68,need:[64,84,92],nest:56,net:22,network:[9,68,83,97,109,110,111],neural:[83,111],nlp:[9,95],non:2,norm:[8,70],normaliniti:20,note:30,numer:30,numpi:30,nvprof:92,nvvp:92,object:33,observ:[108,110],offset:57,ones:21,onli:[64,72],op_mak:68,openmpi:93,oper:[47,51,59,61,63,66,68,69,73,75,87],opinfomap:68,opkernel:[68,87],opproto:74,ops:70,optim:[10,23,33,38,49,58,63,90,111],option:[45,77,108],opwithkernel:68,order:45,org:89,origin:68,orthogon:72,out_prod:8,outlin:94,output:[8,93,98],overview:[40,43,68,72,111],pack:57,packag:[32,80],pad:8,paddl:[36,64,72,88,99],paddlejob:41,paddlepaddl:[29,31,59,61,65,70,71,77,78,80,89,93,98,102,103,104,108],pair:98,parallel_nn:97,paramattr:24,paramet:[6,8,28,29,33,38,39,41,59,60,63,66,70,93,95,96,98,108,110],parameteraverageoptim:59,paraphras:108,parent:72,part:49,partit:38,pass:[77,97],path:[40,45],penalti:70,perform:[59,91,92,95],persist:37,pfsclient:[44,45],pfsserver:44,pip:80,placement:65,platform:93,pnpair:7,point:98,pool2d:21,pool:[8,11],pose:[52,69],power:8,precision_recal:7,predict:[4,110],prefetch:64,prelu:8,prepar:[93,98,108,109],preprocess:[108,111],pretrain:108,print:7,privat:98,pro:106,problem:[42,52,58,69],procedur:106,process:[33,38,41,58,68,84],profil:[25,91,92],program:[31,61,63,78,93],programdesc:61,project:32,propos:[52,69,70],protobuf:73,protomak:87,provid:[2,64,111],prune:62,pserver:40,pull:78,pydataprovider2:2,python:[4,30,41,56,58,59,63,64,65,70,74,76,86,87,91,110,111],qualiti:68,queue:[33,37],quick:[81,111],randomnumb:95,rank:7,rank_cost:8,raspberri:104,reader:[12,13,29,64],realiz:68,recoveri:33,recurr:[8,9,83,111],recurrent_group:8,ref:30,refactor:68,refer:[2,65,66,92],region:98,regist:[52,68,74,87],registr:[68,69],registri:68,regress:111,regular:[26,38,70],rel:57,relat:[68,75],relu:5,remark:87,remot:[39,67],render:98,repeat:8,represent:[31,68],requir:[32,48],reshap:[8,21],resiz:8,resnet:110,result:[93,99],retri:37,reus:63,review:85,revis:108,rmsprop:10,rnn:[56,75,82,83,95],rnnop:[31,56,68],roi_pool:8,rotat:8,route53:98,row:73,row_conv:8,row_l2_norm:8,run:[77,78,87,99],runtim:[41,65,80],sampl:8,sampling_id:8,save:40,scale:[8,21,33],scale_shift:8,scaling_project:8,scope:[31,56,68,72],script:99,search:57,secur:98,select:[38,73],selectedrow:73,selective_fc:8,sentiment:14,separ:68,seq_concat:8,seq_reshap:8,seq_slic:8,seqtext_print:7,sequenc:[57,83],sequence_conv:21,sequence_conv_pool:[9,22],sequence_pool:21,sequencesoftmax:5,sequenti:2,server:[33,37,38,41,66,93,95,98],servic:98,session:[65,67],set:96,setup:[98,103],sextant:106,sgd:95,sgdoptim:23,shape:57,share:[29,72],should:72,shrink_memori:21,shuffl:64,sigmoid:[5,21],sigmoid_cross_entropy_with_logit:21,simpl:[57,83],simple_attent:9,simple_gru2:9,simple_gru:9,simple_img_conv_pool:[9,22],simple_lstm:9,singl:64,slice:8,slice_project:8,slope_intercept:8,small_vgg:9,smooth_l1_cost:8,softmax:5,softrelu:5,solut:[52,62,69],some:84,sourc:[77,79],spars:[38,39,40,73,97],specifi:[97,108],split_lod_tensor:21,spp:8,squar:5,square_error_cost:[8,21],squarerootn:11,stack:31,standard:[85,111],stanh:5,start:[29,81,93,98,99,111],startup:99,statement:42,step:[56,79],storag:70,store:33,structur:109,style:85,sub_nested_seq:8,subcommond:45,submit:41,suffici:64,suitabl:32,sum:[7,11,21],sum_cost:8,sum_to_one_norm:8,summar:29,summari:[53,111],support:[46,75],survei:[46,50,70,106],synopsi:45,system:98,tabl:55,table_project:8,tanh:5,task:[33,37],tear:98,tecton:106,templat:98,tensor:[8,68,88],tensorarrai:[57,75],tensordesc:76,tensorflow:50,test:[77,85,86,87,95,97],text_conv_pool:9,theori:30,thi:72,think:48,three:75,timelin:40,timer:92,tip:92,todo:[34,35],togeth:72,toi:109,toler:33,tool:[32,89,92,93,106],toolchain:104,topk:21,train:[28,29,33,36,39,41,58,64,65,78,93,95,97,98,99,108,109,111],trainer:[28,33,38,40,41,93,98],tran:8,trans_full_matrix_project:8,transfer:111,translat:57,transpos:21,tune:[92,95],tutori:108,two:30,type:[77,87],uci_h:14,uniform:75,uniforminiti:20,unit:[85,86,87,95],unpack:57,updat:[29,39,40,89,98],usag:[56,57,64,88,90],use:[36,64,88],user:[33,108],using:84,util:7,value_print:7,vardesc:76,variabl:[63,68,72,76],vector:95,verifi:98,version:[46,80],vgg_16_network:9,visual:110,volum:98,vpc:98,warp_ctc:8,weightdecayregular:26,what:[36,40,43,84,92],when:[40,72],whl:80,why:[46,59,64,68,75,92],wmt14:14,word:[108,111],workflow:85,wrapper:86,write:[85,86,87,89,111],www:89,xavieriniti:20,yaml:99,your:78,zero:21,zoo:110}})