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/fluid","design/functions_operators_layers","design/gan_api","design/graph","design/graph_survey","design/if_else_op","design/infer_var_type","design/mkl/mkl_packed","design/mkl/mkldnn","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/paddle_nccl","design/parameter_average","design/parameters_in_cpp","design/program","design/prune","design/python_api","design/reader/README","design/refactor/distributed_architecture","design/refactor/multi_cpu","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/support_new_device","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/read_source","howto/usage/cluster/cluster_train_en","howto/usage/cluster/fabric_en","howto/usage/cluster/k8s_aws_en","howto/usage/cluster/k8s_en","howto/usage/cluster/openmpi_en","howto/usage/cluster/src/k8s_data/README","howto/usage/cluster/src/k8s_train/README","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","index_en","mobile/cross_compiling_for_android_en","mobile/cross_compiling_for_ios_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/fluid.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/mkl/mkl_packed.md","design/mkl/mkldnn.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/paddle_nccl.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/multi_cpu.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/support_new_device.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/read_source.md","howto/usage/cluster/cluster_train_en.md","howto/usage/cluster/fabric_en.md","howto/usage/cluster/k8s_aws_en.md","howto/usage/cluster/k8s_en.md","howto/usage/cluster/openmpi_en.md","howto/usage/cluster/src/k8s_data/README.md","howto/usage/cluster/src/k8s_train/README.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","index_en.rst","mobile/cross_compiling_for_android_en.md","mobile/cross_compiling_for_ios_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":121,"00186201e":4,"00m":98,"03m":98,"0424m":98,"0473v3":9,"055ee37d":102,"0630u":98,"06u":98,"0810u":98,"08823112e":4,"0957m":98,"0_cudnn5":83,"0_cudnn5_avx_mkl":86,"0_cudnn7_avx_mkl":86,"0ab":8,"0rc":100,"0rc1":76,"0rc2":76,"0x10f256d50":51,"0x7ffe4de00110":51,"100gb":98,"100gi":102,"10g":41,"10m":98,"1150u":98,"11\u5b9e\u73b0\u4e86c":58,"11e6":103,"12194102e":4,"124n":98,"13m":103,"1490u":98,"15501715e":4,"1550u":98,"15mb":121,"16mb":121,"16u":98,"173m":120,"173n":98,"1770u":98,"18ad":102,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":103,"197u":98,"1gb":98,"1st":[21,118,120],"210u":98,"211839e770f7b538e2d8":9,"215n":98,"228u":98,"234m":120,"2520u":98,"252kb":121,"25639710e":4,"25k":121,"2680u":98,"27787406e":4,"279n":98,"27m":98,"285m":98,"2863m":98,"28m":98,"28x28":2,"2977m":98,"2cbf7385":102,"302n":98,"30u":98,"32777140e":4,"328n":98,"32u":98,"32x32":14,"331n":98,"3320u":98,"36540484e":4,"365e":102,"36u":98,"3710m":98,"3768m":98,"387u":98,"38u":98,"3920u":98,"39u":98,"3rd":113,"4035m":98,"4090u":98,"4096mb":108,"4279m":98,"43630644e":4,"43u":98,"448a5b355b84":103,"4560u":98,"4563m":98,"45u":98,"4650u":98,"4726m":98,"473m":103,"48565123e":4,"48684503e":4,"49316648e":4,"4gb":108,"50bd":102,"50gi":102,"51111044e":4,"514u":98,"525n":98,"526u":98,"53018653e":4,"536u":98,"5460u":98,"5470u":98,"54u":98,"5690m":98,"573u":98,"578n":98,"5798m":98,"586u":98,"58s":103,"5969m":98,"5_cudnn5_avx_mkl":86,"6080u":98,"6140u":98,"6305m":98,"639u":98,"64m":56,"655u":98,"6780u":98,"6810u":98,"682u":98,"6970u":98,"6ce9":102,"704u":98,"70634608e":4,"7090u":98,"72296313e":4,"72u":98,"73u":98,"75u":98,"760u":98,"767u":98,"783n":98,"784u":98,"78m":98,"7eamaa":14,"7kb":103,"8250u":98,"8300u":98,"830n":98,"849m":98,"85625684e":4,"861u":98,"8661m":98,"892m":98,"901n":98,"90u":98,"918u":98,"9247m":98,"924n":98,"9261m":98,"93137714e":4,"9330m":98,"94u":98,"9530m":98,"96644767e":4,"983m":98,"988u":98,"997u":98,"99982715e":4,"99m":120,"99u":98,"9a235":113,"9f18":103,"\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":76,"\u4e00\u822c\u7531mkl":55,"\u4e0a\u4f20\u5230cloud\u6216\u8005\u4e0b\u8f7d\u5230\u672c\u5730\u7684\u65f6\u95f4\u53ef\u80fd\u6bd4\u8f83\u957f":44,"\u4e0a\u4f20\u65b9\u6cd5":76,"\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":58,"\u4e0d\u4e00\u81f4\u7684\u7531pfsclient\u4e0b\u8f7d\u6216\u8005\u4f20\u8f93chunk\u5b8c\u6210":44,"\u4e0d\u4f7f\u7528\u9759\u6001\u5e93":57,"\u4e0d\u4f7f\u7528c":57,"\u4e0d\u4f7f\u7528swig":57,"\u4e0d\u540c":55,"\u4e0d\u540c\u7248\u672c\u7684\u7f16\u8bd1\u5668\u4e4b\u95f4":57,"\u4e0d\u540c\u8bed\u8a00\u7684\u63a5\u53e3\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u6027":57,"\u4e0d\u5728":58,"\u4e0d\u5bb9\u6613\u51fa\u9519":44,"\u4e0d\u5d4c\u5165\u5176\u4ed6\u8bed\u8a00\u89e3\u91ca\u5668":57,"\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":57,"\u4e0d\u663e\u793a\u7684\u5199\u6bcf\u4e2a\u7c7b\u5177\u4f53\u5305\u542b\u4ec0\u4e48":57,"\u4e0d\u7528mount\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u6570\u636e":35,"\u4e0e":55,"\u4e0e\u4e4b\u76f8\u5bf9\u7684\u662flocal":44,"\u4e0e\u5176\u4ed6\u7b2c\u4e09\u65b9\u5e93\u4e00\u6837":55,"\u4e0e\u529f\u80fd\u5206\u652f\u4e0d\u540c\u7684\u662f":76,"\u4e0e\u53ef\u80fd\u6709\u7684":76,"\u4e0ebatch":54,"\u4e14\u589e\u52a0\u4e00\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00":57,"\u4e14\u8c03\u7528\u65f6\u4e0d\u80fd\u629b\u51fa\u5f02\u5e38\u6216\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef":58,"\u4e14c99\u652f\u6301bool\u7c7b\u578b\u548c\u5b9a\u957f\u6574\u6570":57,"\u4e14c99\u76f8\u5bf9\u4e8ec11\u4f7f\u7528\u66f4\u52a0\u5e7f\u6cdb":57,"\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303pep":76,"\u4e2a\u6027\u5316\u63a8\u8350":76,"\u4e2d":[54,55,57,58],"\u4e2d\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u5fc5\u8981\u7684\u63a5\u53e3\u548c\u51fd\u6570":55,"\u4e2d\u5199\u5165json\u5185\u5bb9":34,"\u4e2d\u5b8c\u5168\u4e00\u81f4":57,"\u4e2d\u5b9e\u73b0\u4e86\u4e00\u4e2amerge\u7684\u65b9\u6cd5":55,"\u4e2d\u5b9e\u73b0\u7684\u7ed3\u6784\u4f53":58,"\u4e2d\u5bf9\u5e94\u7684layer\u5904":54,"\u4e2d\u5f15\u5165\u7684":54,"\u4e2d\u63d0\u4f9b\u4e00\u4e2a\u4e0emkl\u6709\u5173\u7684\u603b\u5f00\u5173":55,"\u4e2d\u6839\u636e":54,"\u4e2d\u6dfb\u52a0":54,"\u4e2d\u6dfb\u52a0\u4e00\u4e2a":55,"\u4e2d\u7684\u7248\u672c\u4fe1\u606f":76,"\u4e2d\u8fd0\u884c\u4efb\u52a1\u7684\u89d2\u5ea6":35,"\u4e3a":[54,55],"\u4e3a\u4e86\u5c3d\u53ef\u80fd\u5c11\u7684\u5728\u7236\u7c7blayer\u4e2d\u6dfb\u52a0\u53d8\u91cf\u6216\u8005\u51fd\u6570":55,"\u4e3a\u4e86\u5e94\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898":44,"\u4e3a\u4e86\u66b4\u9732\u7684\u63a5\u53e3\u5c3d\u91cf\u7b80\u5355":58,"\u4e3a\u4e86\u66f4\u597d\u7684\u7b26\u5408paddlepaddle\u7684\u4ee3\u7801\u98ce\u683c":55,"\u4e3a\u4e86\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u591a\u6b21\u8c03\u7528":54,"\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347paddlepaddle\u5728\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\u7684\u8ba1\u7b97\u901f\u5ea6":55,"\u4e3b\u8981\u529f\u80fd\u5305\u62ec":44,"\u4e3b\u8981\u5305\u62ec":55,"\u4e3b\u8981\u5305\u62ec\u4e86\u6df1\u5ea6\u5b66\u4e60\u76f8\u5173\u7684\u6570\u5b66\u539f\u8bed\u4e0e\u64cd\u4f5c":55,"\u4e3b\u8981\u9488\u5bf9paddlepaddle\u5728\u91cd\u6784\u4e4b\u524d\u7684\u4ee3\u7801\u6846\u67b6\u4ee5\u53cav1\u7684api":55,"\u4e4b\u5916\u7684\u6240\u6709\u5934\u6587\u4ef6":58,"\u4e5f\u4e0d\u4f7f\u7528\u5176\u4ed6\u52a8\u6001\u5e93":57,"\u4e5f\u4e0d\u5e94\u8be5\u62a5\u9519":58,"\u4e5f\u4e0d\u751f\u6210":58,"\u4e5f\u5c31\u662f\u8bf4\u8f93\u51fa\u7684\u7ed3\u679c\u4e0d\u4f1a\u5728\u539f\u6765\u7684\u6570\u636e\u4e0a\u7d2f\u52a0":55,"\u4e66\u5199":57,"\u4eba\u8138\u8bc6\u522b":35,"\u4ec5\u4ec5\u4f7f\u7528":57,"\u4ec5\u4f1a\u5728\u652f\u6301avx2\u6307\u4ee4\u96c6\u53ca\u4ee5\u4e0a\u7684\u673a\u5668\u624d\u4f7f\u7528mkl":55,"\u4ece":76,"\u4ece\u78c1\u76d8\u6587\u4ef6\u4e2d\u52a0\u8f7duuid\u6587\u4ef6\u540d\u7684\u68c0\u67e5\u70b9\u5feb\u7167\u6587\u4ef6":34,"\u4ece\u800c\u907f\u514d\u4e86packing\u5197\u4f59":54,"\u4eceetcd\u4e2d\u8bfb\u53d6\u8282\u70b9":34,"\u4ed6\u4e3b\u8981\u5305\u542b\u4e86\u5b9e\u9645\u66b4\u9732\u7684\u7c7b\u578b\u7ed3\u6784":58,"\u4ed6\u662f\u5c06":58,"\u4ed6\u7684\u76ee\u6807\u662f\u4f7f\u7528c":57,"\u4ee3\u7801\u751f\u6210\u7684\u7b26\u53f7\u53ef\u80fd\u4e0d\u4e00\u81f4":57,"\u4ee3\u8868\u8fd9\u4e2alayer\u662f\u7528\u4e8e\u8dd1\u5728mkl":55,"\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\u4e0b\u7b80\u79f0rnn":54,"\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7684\u7cbe\u529b\u653e\u5230\u903b\u8f91\u672c\u8eab\u4e0a":44,"\u4ee5\u53ca":54,"\u4ee5\u53canumpi":35,"\u4ee5\u6b64\u8fbe\u5230\u6700\u597d\u7684\u6027\u80fd":55,"\u4ee5\u793a\u533a\u5206":[54,55],"\u4efb\u610f\u65f6\u523b\u53ea\u53ef\u80fd\u540c\u65f6\u6709\u4e00\u53f0\u670d\u52a1\u5668\u6545\u969c":34,"\u4f18\u5316\u524d":54,"\u4f18\u5316\u540e":54,"\u4f1a\u4ee5":[54,55],"\u4f1a\u4f7f\u7528\u76f8\u540c\u7684\u539f\u6570\u636e":54,"\u4f1a\u5148\u4e34\u65f6\u4fdd\u5b58\u5728":55,"\u4f1a\u5728":55,"\u4f1a\u5728\u7f16\u8bd1paddlepaddle\u7684\u65f6\u5019\u4e0b\u8f7d\u5e76\u7f16\u8bd1mkl":55,"\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7248\u672cpython\u5728\u4e00\u4e2a\u8fdb\u7a0b\u91cc\u7684bug":57,"\u4f1a\u5f15\u5165":55,"\u4f1a\u628acpu\u7684buffer\u5bf9\u9f50\u4e3a4096":55,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u5728":55,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":54,"\u4f1a\u76f4\u63a5\u62a5\u9519\u9000\u51fa":57,"\u4f1a\u81ea\u52a8\u4f7f\u7528mklml\u5e93\u4f5c\u4e3apaddlepaddle\u7684cblas\u548clapack\u5e93":55,"\u4f1a\u81ea\u52a8\u6839\u636e\u786c\u4ef6\u914d\u7f6e":55,"\u4f1a\u88abpickle\u5e8f\u5217\u5316\u6210\u5b57\u7b26\u4e32":35,"\u4f20\u5165":35,"\u4f46":58,"\u4f46\u4e0d\u66b4\u9732":58,"\u4f46\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u5f52\u6d4b\u8bd5":76,"\u4f46\u6240\u6709fork\u7684\u7248\u672c\u5e93\u7684\u6240\u6709\u5206\u652f\u90fd\u76f8\u5f53\u4e8e\u7279\u6027\u5206\u652f":76,"\u4f46\u662f\u53c8\u8fc7\u4e8e\u7410\u788e":58,"\u4f46\u662f\u5728mkl":55,"\u4f46\u662f\u5728paddlepaddle\u4e2d":55,"\u4f46\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u9700\u8981\u4efb\u4f55\u8f6c\u6362":55,"\u4f46\u662f\u6ce8\u610f\u7684\u662f":55,"\u4f46\u662f\u89e3\u91ca\u6027\u8bed\u8a00":57,"\u4f5c\u4e3a\u53e6\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":55,"\u4f5c\u4e3a\u5b58\u50a8\u7cfb\u7edf":35,"\u4f5c\u4e3a\u7c7b\u53e5\u67c4":57,"\u4f7f\u7528":[55,58,76],"\u4f7f\u7528\u4e0b\u9762\u547d\u4ee4":35,"\u4f7f\u7528\u52a8\u6001\u5e93":57,"\u4f7f\u7528\u540c\u6837\u7684\u8bad\u7ec3\u6570\u636eblock":34,"\u4f7f\u7528\u667a\u80fd\u6307\u9488\u7684\u539f\u56e0\u662f":58,"\u4f7f\u7528\u7684\u53c2\u6570\u4e0epaddlepaddle\u7533\u8bf7\u7684buffer\u5171\u7528\u4e00\u5757\u5185\u5b58":55,"\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84\u7684\u5f15\u7528\u65b9\u5f0f":58,"\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":57,"\u4f7f\u7528c":58,"\u4f7f\u7528c99\u505a\u63a5\u53e3":57,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c11\u7684\u539f\u56e0\u662f":57,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c89":57,"\u4f7f\u7528regress":76,"\u4f7f\u7528swig\u53ea\u652f\u6301cpython\u89e3\u91ca\u5668":57,"\u4f7f\u7528swig\u9700\u8981\u591a\u8bed\u8a00\u7ed1\u5b9a\u7684\u5f00\u53d1\u4eba\u5458\u719f\u7ec3\u638c\u63e1swig\u914d\u7f6e":57,"\u4f7f\u7528void":57,"\u4f8b\u5982":[35,57,58,76],"\u4f8b\u5982\u5728deepspeech2":54,"\u4f8b\u5982\u5bf9\u4e8ejava\u6216\u8005python":57,"\u4f8b\u5982\u5bf9\u4e8ejava\u6765\u8bf4":57,"\u4f8b\u5982\u5bf9\u4e8epython":57,"\u4f8b\u5982c":57,"\u4f8b\u5982java\u4e0epython\u7684\u9519\u8bef\u5904\u7406\u662f\u76f4\u63a5\u6254\u51fa\u6765except":57,"\u4f8b\u5982python\u53ef\u4ee5\u4f7f\u7528":57,"\u4f8b\u5982python\u7684":57,"\u4f8b\u5982rnn":54,"\u4f9d\u6b21\u7c7b\u63a8":76,"\u4fbf\u662f\u5c06\u9759\u6001\u5e93\u52a0\u5165jvm\u4e2d":57,"\u4fee\u590d\u6240\u6709bug\u540e":76,"\u4fee\u590ddocker\u7f16\u8bd1\u955c\u50cf\u95ee\u9898":76,"\u4fee\u590dubuntu":76,"\u4fee\u6539":[55,76],"\u4fee\u6539\u6210":76,"\u505a\u53ea\u8bfb\u6302\u8f7d":35,"\u505a\u5982\u4e0b\u51e0\u4e2a\u64cd\u4f5c":76,"\u505a\u63a5\u53e3":57,"\u505c\u6b62\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":34,"\u5145\u5206\u53d1\u6325\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":54,"\u5145\u5206\u5c55\u73b0\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":55,"\u5148\u5b8c\u6210\u5bf9\u6743\u91cd\u7684packing\u64cd\u4f5c":54,"\u5148\u5b9e\u73b0\u6a21\u578b\u63a8\u65ad\u7684api":58,"\u5171\u4eab\u5185\u5b58":55,"\u5171\u4eab\u540c\u4e00\u4e2a\u6743\u91cd":54,"\u5176\u4e2d":[57,76],"\u5176\u4ed6\u51fd\u6570\u5747\u8fd4\u56de":58,"\u5176\u4ed6\u7528\u6237\u7684fork\u7248\u672c\u5e93\u5e76\u4e0d\u9700\u8981\u4e25\u683c\u9075\u5b88":76,"\u5176\u8f6c\u6362\u6b21\u6570\u51cf\u5c11\u81f3":54,"\u5177\u4f53\u4f7f\u7528\u65b9\u6cd5\u4e3a":58,"\u5177\u4f53\u539f\u56e0\u53c2\u8003":58,"\u5177\u4f53\u53ef\u4ee5\u53c2\u8003mkl":55,"\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u6bd4\u5982":[54,55],"\u5177\u4f53\u7684\u5b8c\u6210\u72b6\u6001\u53ef\u4ee5\u53c2\u89c1":55,"\u5177\u4f53\u8bf7\u53c2\u8003":58,"\u5185\u90e8\u5b58\u50a8":55,"\u5185\u90e8\u9a71\u52a8python\u89e3\u91ca\u5668\u8fdb\u884c\u6a21\u578b\u914d\u7f6e\u89e3\u6790\u548c\u6570\u636e\u8bfb\u53d6":57,"\u518d\u5728\u6bcf\u4e00\u4e2aapi\u4e2d\u81ea\u5df1\u68c0\u67e5\u7c7b\u578b":57,"\u518d\u57fa\u4e8e":76,"\u518d\u628a\u5df2\u8f6c\u6362\u4e3apacked\u683c\u5f0f\u7684\u6570\u636e\u4f20\u9012\u7ed9\u90a3\u4e9b\u590d\u7528\u540c\u4e00\u6570\u636e\u7684gemm":54,"\u5199\u4ee3\u7801":57,"\u5199\u5165\u5feb\u7167\u6570\u636e":34,"\u51fd\u6570":[54,55],"\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u8f6c\u6362":35,"\u51fd\u6570\u540d\u4e3a":58,"\u51fd\u6570\u547d\u540d":57,"\u5206\u522b\u4ee3\u8868\u8f93\u5165\u6570\u636e":55,"\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1":34,"\u5206\u652f":76,"\u5206\u652f\u4e00\u65e6\u5efa\u7acb":76,"\u5206\u652f\u4e2d":76,"\u5206\u652f\u4e3a\u5f00\u53d1":76,"\u5206\u652f\u4e3a\u6bcf\u4e00\u6b21release\u65f6\u5efa\u7acb\u7684\u4e34\u65f6\u5206\u652f":76,"\u5206\u652f\u4e3a\u7a33\u5b9a":76,"\u5206\u652f\u529f\u80fd\u7684\u5c01\u95ed":76,"\u5206\u652f\u5408\u5165":76,"\u5206\u652f\u5408\u5165master\u5206\u652f":76,"\u5206\u652f\u540c\u6b65\u4e3b\u7248\u672c\u5e93\u7684":76,"\u5206\u652f\u540d\u4e3a":76,"\u5206\u652f\u5b58\u5728\u7684\u65f6\u5019":76,"\u5206\u652f\u6d3e\u751f\u51fa\u65b0\u7684\u5206\u652f":76,"\u5206\u652f\u7684\u7248\u672c\u90fd\u662f\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u7684\u7248\u672c":76,"\u5206\u652f\u7684\u7248\u672c\u90fd\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5":76,"\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":58,"\u5219\u9700\u8981\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u68c0\u67e5\u70b9":34,"\u521b\u5efa":55,"\u5220\u9664\u78c1\u76d8\u76ee\u5f55\u4e2d\u4e0d\u662f\u5f53\u524duuid\u7684\u5feb\u7167\u6587\u4ef6":34,"\u5230":34,"\u524d\u540e\u7684\u7f51\u7edc\u6027\u80fd":54,"\u529f\u80fd":44,"\u529f\u80fd\u7684\u6b63\u786e\u6027\u5305\u62ec\u9a8c\u8bc1paddlepaddle\u76ee\u524d\u7684":76,"\u52a8\u6001\u5e93":57,"\u5305\u542b\u4e86\u67d0\u79cd\u7c7b\u578b\u7684\u7c7b\u578b\u5b9a\u4e49\u548c\u66b4\u9732\u7684\u5168\u90e8\u51fd\u6570":58,"\u5305\u62ec":[35,54,55],"\u5305\u62ec\u6743\u91cdw\u548c\u504f\u7f6eb":34,"\u5305\u62ecmkl":55,"\u534f\u540c\u5b8c\u6210releas":76,"\u5355\u4e2a\u503c":35,"\u5355\u70b9\u6545\u969c":34,"\u5373":58,"\u5373\u4f7f\u7528":58,"\u5373\u4f7f\u7528\u6237\u76f4\u63a5\u5f15\u7528\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":58,"\u5373\u4f7fc":58,"\u5373\u4f8b\u5982":58,"\u5373\u4fbfpaddl":58,"\u5373\u5b8c\u6210\u67d0\u4e00\u4e2a\u4efb\u52a1\u7684\u6700\u5c11\u51fd\u6570":58,"\u5373\u66b4\u9732":58,"\u5373\u8868\u793a\u4e0d\u9700\u8981\u8f6c\u6362":55,"\u5373\u8fd9\u4e2a\u52a8\u6001\u5e93\u662f\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u4efb\u4f55\u6587\u4ef6\u7684":57,"\u539f\u6765\u7684\u65b9\u6848":55,"\u53c2\u6570":57,"\u53c2\u8003":[44,57],"\u53c8\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8f6c\u6362":55,"\u53cc\u5411\u9a8c\u8bc1":44,"\u53d1\u5e03\u5230dockerhub":76,"\u53d1\u5e03\u5230github":76,"\u53d8\u91cf\u6765\u533a\u5206layer\u7684\u5c5e\u6027":55,"\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":58,"\u53ea\u80fd\u8c03\u7528paddle\u7684\u52a8\u6001\u5e93":57,"\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":57,"\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":76,"\u53ef\u4ee5\u901a\u8fc7\u9636\u6bb5\u6027\u7684\u4fdd\u5b58\u6bcf\u4e2aparamet":34,"\u53ef\u80fd\u4f1a\u9020\u6210\u7f51\u7edc\u62e5\u585e":34,"\u5404\u6b21\u524d\u5411\u4e4b\u95f4\u4e5f\u90fd\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u6743\u91cd":54,"\u540c\u4e00\u6b21\u524d\u5411":54,"\u540c\u65f6":[54,55],"\u540c\u65f6\u4f1a\u5f00\u542fintel":55,"\u540c\u65f6\u518d\u5c06":76,"\u540c\u65f6\u53c8\u5c3d\u53ef\u80fd\u5c11\u7684\u727a\u7272mkl":55,"\u540c\u65f6\u63d0\u8d77":76,"\u540c\u65f6\u6570\u636e\u683c\u5f0f\u5c31\u662f":55,"\u540d\u5b57\u4fee\u9970":57,"\u540e\u5411":54,"\u540e\u5411\u65f6\u590d\u7528\u5df2\u7ecf\u8f6c\u6362\u8fc7\u7684\u6743\u91cd":54,"\u5411\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6":34,"\u5411paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u63d0\u4ea4":76,"\u5426\u5219\u5f97\u628apaddle\u9759\u6001\u5e93\u94fe\u63a5\u5230\u89e3\u91ca\u5668\u91cc":57,"\u542f\u52a8\u4e00\u4e2a\u65b0\u7684\u7ebf\u7a0b\u5f00\u59cb\u4fdd\u5b58\u68c0\u67e5\u70b9":34,"\u548c":[35,54,55,57,58,76],"\u548c\u672a\u6765\u53ef\u80fd\u8fd8\u4f1a\u7528\u5230":55,"\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":57,"\u56e0\u6b64":54,"\u56fe\u50cf\u5206\u7c7b":76,"\u5728":[54,55,58,76],"\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":76,"\u5728\u51fa\u73b0\u5355\u70b9\u6545\u969c\u65f6":34,"\u5728\u5b9e\u73b0\u6bcf\u4e2a\u5b50\u7c7b\u7684\u65f6\u5019\u5c31\u4e0d\u9700\u8981\u5173\u5fc3\u5206\u652f\u7684\u4e8b\u60c5\u4e86":55,"\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d":58,"\u5728\u5bf9\u5e94\u7684":54,"\u5728\u5c42\u521d\u59cb\u5316\u7684\u65f6\u5019":54,"\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":58,"\u5728\u5feb\u7167\u5199\u5165\u5b8c\u6210\u540e":34,"\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d":34,"\u5728\u6709\u666e\u901a\u7684cpu":55,"\u5728\u672c\u6587\u6863\u4e2d":44,"\u5728\u673a\u7fa4\u4e0a\u8fd0\u884c\u8f6c\u6362\u7a0b\u5e8f":35,"\u5728\u6837\u4f8b\u4e2d":58,"\u5728\u7528\u6237\u4f7f\u7528c":58,"\u5728\u7ebf\u6a21\u578b\u9884\u6d4b\u670d\u52a1":35,"\u5728\u8bad\u7ec3\u7ed3\u675f\u7684\u65f6\u5019\u518d\u4fdd\u5b58\u4e3apaddlepaddle\u7684\u683c\u5f0f":55,"\u5728\u8bc4\u5ba1\u8fc7\u7a0b\u4e2d":76,"\u5728\u8fd9\u4e2a":76,"\u5728\u8fd9\u4e2a\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":57,"\u5728\u8fd9\u4e2a\u9636\u6bb5\u7684\u4ee3\u7801\u6b63\u5728\u7ecf\u5386\u56de\u5f52\u6d4b\u8bd5":76,"\u5728\u8fd9\u4e9b\u5934\u6587\u4ef6\u4e2d":58,"\u5728\u8fd9\u4e9b\u6587\u4ef6\u4e2d":58,"\u5728\u91cd\u6784\u524d\u7684paddlepaddle\u4e2d":55,"\u5728\u95ee\u9898\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u6bd4\u8f83\u5c0f\u7684\u65f6\u5019":54,"\u5728batch":54,"\u5728c":57,"\u5728c\u7684\u5934\u6587\u4ef6":57,"\u5728packing\u4e0a\u7684\u8017\u65f6":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,"\u5728rnn\u7684\u60c5\u51b5\u4e0b":54,"\u5747\u4f1a\u88ab\u5b89\u88c5\u5230includ":58,"\u5747\u662f\u5728":58,"\u57fa\u4e8e\u7c98\u6027\u4f1a\u8bdd\u7684\u8d1f\u8f7d\u5747\u8861\u529f\u80fd":44,"\u5916\u90e8\u5b58\u50a8":55,"\u591a\u4e2a\u503c":35,"\u591a\u4e2aparamet":34,"\u591a\u6b21\u8c03\u7528":54,"\u5927\u591a\u6570\u8bed\u8a00\u90fd\u652f\u6301\u4f7f\u7528c\u8bed\u8a00api":57,"\u5982\u56fe\u4e2dtrainer":34,"\u5982\u679c\u4e0a\u9762\u4e24\u6b65\u51fa\u73b0\u9519\u8bef":34,"\u5982\u679c\u4e0d\u9700\u8981\u5916\u90e8\u5b58\u50a8\u7528\u4e8e\u8f6c\u6362":55,"\u5982\u679c\u4f7f\u7528swig\u6211\u4eec\u9700\u8981\u5c06\u5728interface\u6587\u4ef6\u91cc":57,"\u5982\u679c\u5728\u4f7f\u7528mkl":55,"\u5982\u679c\u5931\u8d25":76,"\u5982\u679c\u5b58\u5728\u6570\u636e\u6392\u5217\u683c\u5f0f\u4e0d\u4e00\u6837\u7684\u60c5\u51b5\u65f6":55,"\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":76,"\u5982\u679c\u67d0\u4e00\u4e2a\u7c7b\u578b\u9700\u8981\u5f15\u7528\u53e6\u4e00\u4e2a\u7c7b\u578b":58,"\u5982\u679c\u67d0\u4e00\u4e2apaddl":58,"\u5982\u679c\u67d0\u4e00\u4e2apaddle\u6982\u5ff5\u5fc5\u987b\u8981\u66b4\u9732":58,"\u5982\u679c\u6ee1\u8db3\u6761\u4ef6":34,"\u5982\u679c\u7528\u6237\u8981\u628apaddle\u7684\u9759\u6001\u5e93":57,"\u5982\u679c\u8981\u4e0a\u4f20gpu\u7248\u672c\u7684\u5305":76,"\u5982\u679c\u8c03\u7528\u9759\u6001\u5e93\u53ea\u80fd\u5c06\u9759\u6001\u5e93\u4e0e\u89e3\u91ca\u5668\u94fe\u63a5":57,"\u5982\u679cmkl":55,"\u5982\u679cparamet":34,"\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5b9a\u4e49\u597d\u7684\u63a5\u53e3":55,"\u5b57\u6bb5\u8bbe\u4e3a":76,"\u5b57\u7b26\u4e32":35,"\u5b58\u50a8":35,"\u5b66\u4e60\u6210\u672c\u9ad8":57,"\u5b83\u4eec\u4e3b\u8981\u662f\u7528\u4e8e":55,"\u5b83\u4eec\u7684\u6587\u4ef6\u540d\u662f":35,"\u5b83\u53ea\u4f1a\u5305\u62ec\u751f\u6210\u597d\u7684\u52a8\u6001\u5e93\u548c\u5934\u6587\u4ef6":55,"\u5b83\u8d1f\u8d23\u51b3\u5b9a\u7f16\u8bd1\u65f6\u662f\u5426\u4f7f\u7528mklml\u548cmkl":55,"\u5b89\u88c5\u540e\u7684\u76ee\u5f55\u7ed3\u6784\u4e3a":58,"\u5b8c\u6210\u4e00\u4e2a\u4f20\u8f93\u52a8\u4f5c\u5b8c\u6210\u7684\u65f6\u95f4\u4e5f\u6bd4\u8f83\u77ed":44,"\u5b8c\u6210\u5e38\u7528layer\u7684mkl":55,"\u5b8c\u6210\u5e38\u89c1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edcvgg":55,"\u5b8c\u6210\u6570\u636e\u7684\u9884\u5904\u7406":35,"\u5b9a\u4e49":55,"\u5b9a\u4e49\u4e00\u4e9b\u9664\u4e86layer\u548cmemory\u76f8\u5173\u7684\u7c7b\u548c\u51fd\u6570":55,"\u5b9e\u73b0\u5177\u4f53\u7684\u51fd\u6570\u529f\u80fd\u5373\u53ef":55,"\u5b9e\u73b0\u7b80\u5355":57,"\u5bf9\u4e8e\u4e0d\u540c\u8bed\u8a00":57,"\u5bf9\u4e8e\u540c\u4e00\u6bb5c":57,"\u5bf9\u4e8e\u540c\u6837\u8bbe\u7f6e\u7684\u7f51\u7edc\u6a21\u578b":54,"\u5bf9\u4e8e\u591a\u8bed\u8a00\u63a5\u53e3":57,"\u5bf9\u4e8e\u5927\u591a\u6570\u8bed\u8a00":57,"\u5bf9\u4e8e\u5e8f\u5217\u957f\u5ea6":54,"\u5bf9\u4e8e\u6709\u53c2\u6570\u7684\u5c42":55,"\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u65b0\u52a0\u7684rnn":54,"\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b":58,"\u5bf9\u4e8e\u6bcf\u79cdc":58,"\u5bf9\u65b0\u7684\u6743\u91cd\u8fdb\u884c\u8f6c\u6362\u7528\u4e8e\u4e0b\u6b21\u8fed\u4ee3":54,"\u5bf9\u6bd4":57,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u4e0e\u76f8\u5bf9\u5e94\u7684paddlepaddle\u539f\u6709lay":54,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u81ea\u8eab":54,"\u5bf9\u8f93\u5165\u53c2\u6570\u7684\u5b89\u5168\u6027\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u5224\u65ad":58,"\u5bf9\u8fd9\u4e2a\u7248\u672c\u7684\u63d0\u4ea4":76,"\u5bfb\u627e\u6709\u6ca1\u6709\u5176\u4ed6\u53ef\u4ee5\u4f18\u5316\u7684\u53ef\u80fd":55,"\u5bfc\u51fa\u8fd9\u4e9b\u63a5\u53e3":58,"\u5c06":76,"\u5c06\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u62c6\u5206\u6210\u591a\u4efd":34,"\u5c06\u5927\u91cf\u7684":57,"\u5c06\u65b0\u5206\u652f\u7684\u7248\u672c\u6253\u4e0atag":76,"\u5c06master\u5206\u652f\u7684\u5408\u5165commit\u6253\u4e0atag":76,"\u5c0f\u4e8e\u67d0\u4e2a\u6bd4\u8f83\u5c0f\u7684\u9608\u503c\u8ba4\u4e3a\u901a\u8fc7":55,"\u5c31\u9700\u8981\u5bf9\u8fd9\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00\u589e\u52a0\u4e00\u4e9b\u5b9a\u4e49":57,"\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4":34,"\u5e73\u5747\u6545\u969c\u7387":34,"\u5e76\u4e14\u4f1a\u5199\u597d":55,"\u5e76\u4e14\u4f7f\u7528":58,"\u5e76\u4e14\u53ea\u9700\u8981\u5728\u5fc5\u8981\u7684\u65f6\u5019\u8f6c\u6362\u8fd9\u79cd\u683c\u5f0f":55,"\u5e76\u4e14\u5728\u5e38\u89c1\u7684\u5e73\u53f0\u4e0a":57,"\u5e76\u4e14\u5f53\u7f16\u8bd1\u65f6":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":57,"\u5e76\u4e14\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u5171\u7528\u4e00\u5757\u5185\u5b58":55,"\u5e76\u5220\u9664":76,"\u5e76\u5220\u9664\u66f4\u65e9\u7684\u5feb\u7167":34,"\u5e76\u52a0\u8f7d\u5176\u4e2d\u7684\u53c2\u6570":34,"\u5e76\u53d1\u5e03\u5230pypi":76,"\u5e76\u5728\u6bcf\u6b21\u6743\u91cd\u66f4\u65b0\u540e":54,"\u5e76\u5728\u96c6\u7fa4\u4e2d\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u4efb\u52a1":35,"\u5e76\u5c06":76,"\u5e76\u5c06c":58,"\u5e76\u628a\u5feb\u7167\u4fdd\u5b58\u5230\u8fd9\u4e2a\u76ee\u5f55\u4e0b":34,"\u5e76\u628a\u7ed3\u679c\u653e\u5230\u5f53\u524d\u5c42\u7684":55,"\u5e76\u6ca1\u6709paddle\u7279\u522b\u9700\u8981\u7684\u7279\u6027":57,"\u5e76\u6dfb\u52a0\u5934\u6587\u4ef6":54,"\u5e76\u88ab\u5b58\u50a8\u5728\u8bf8\u5982hadoop":35,"\u5e76\u9002\u5e94github\u7684\u7279\u6027\u505a\u4e86\u4e00\u4e9b\u533a\u522b":76,"\u5e76\u91cd\u65b0\u6253\u5305wheel\u5305":76,"\u5efa\u8bae":76,"\u5f00\u53d1\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u6837\u4f8b\u4ee3\u7801":58,"\u5f00\u53d1\u8005\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801":76,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4e2d":76,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4f7f\u7528":76,"\u5f00\u5934":[54,55],"\u5f00\u59cb\u63d0\u4f9b\u670d\u52a1":34,"\u5f15\u5165\u4e86\u4ee5\u4e0b\u56db\u4e2aapi":54,"\u5f15\u5165\u4e86\u7c7b\u578b\u7684\u5934\u6587\u4ef6":58,"\u5f53\u529f\u80fd\u5206\u652f\u5f00\u53d1\u5b8c\u6bd5\u540e":76,"\u5f53\u53ea\u505a\u63a8\u65ad":54,"\u5f53\u5f00\u542f":55,"\u5f53\u6253\u5f00":55,"\u5f53\u6570\u636e\u683c\u5f0f\u4e0epaddlepaddle\u9ed8\u8ba4\u7684":55,"\u5f53\u7136\u8fd9\u4e24\u8005\u4e5f\u53ef\u4ee5\u76f8\u7b49":55,"\u5f53\u7528\u6237\u4f7f\u7528\u5b8c\u8fd9\u4e2a\u53c2\u6570\u540e":58,"\u5f53\u7f51\u7edc\u51fa\u73b0\u5206\u652f\u4e14\u5728":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":57,"\u5f97\u4f7f\u7528":57,"\u5fc5\u8981":58,"\u5fc5\u987b\u5206\u522b\u4e0e":55,"\u60c5\u611f\u5206\u6790":76,"\u6211\u4eec\u4e5f\u53ef\u4ee5\u786e\u5b9a\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u7c7b\u578b":58,"\u6211\u4eec\u4e5f\u5c06mklml\u5373":55,"\u6211\u4eec\u4f1a\u4fdd\u8bc1":55,"\u6211\u4eec\u4f1a\u5728\u7f51\u7edc\u8bad\u7ec3\u4e4b\u524d\u628a\u683c\u5f0f\u8f6c\u6362\u4e3amkl":55,"\u6211\u4eec\u4f1a\u5bf9\u6bd4\u5982\u4e0b2\u4e2a\u65b9\u9762":54,"\u6211\u4eec\u4f1a\u628amkl":55,"\u6211\u4eec\u4f1a\u6dfb\u52a0":[54,55],"\u6211\u4eec\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":57,"\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528\u5df2\u6709\u7684":55,"\u6211\u4eec\u53ef\u4ee5\u5148\u5b8c\u6210\u5bf9\u539f\u6570\u636e\u7684packing\u64cd\u4f5c":54,"\u6211\u4eec\u603b\u7ed3\u51fa\u4e00\u4e9b\u7279\u522b\u9700\u8981\u6ce8\u610f\u7684\u70b9":55,"\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":57,"\u6211\u4eec\u8ba1\u5212\u5c06":54,"\u6211\u4eec\u8ba1\u5212\u5c06\u82f1\u7279\u5c14\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6570\u5b66\u5e93":55,"\u6211\u4eec\u8bbe\u8ba1\u8bf4\u660e\u4e86\u540d\u4e3afilemanager\u7cfb\u7edf":44,"\u6211\u4eec\u9009\u62e9":35,"\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u65b0\u5f15\u5165\u7684gemm":54,"\u6211\u4eec\u90fd\u63d0\u4f9bpython\u7684\u8f6c\u6362\u5e93":35,"\u6216\u8005":[55,57,58],"\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,"\u6216activ":55,"\u6240\u4ee5":55,"\u6240\u4ee5\u4e0d\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898":55,"\u6240\u4ee5\u5728":55,"\u6240\u4ee5\u5728\u5199\u5165\u5feb\u7167\u7684\u8fc7\u7a0b\u4e2d":34,"\u6240\u4ee5\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a":55,"\u6240\u4ee5\u6574\u4f53\u4e0a":55,"\u6240\u4ee5\u6dfb\u52a0\u4e86\u5bf9\u5e94\u7684":55,"\u6240\u4ee5\u7528\u6237\u9700\u8981\u9996\u5148\u5728":44,"\u6240\u4ee5\u9700\u8981\u5f15\u5165\u4e00\u4e2a\u8f6c\u6362\u65b9\u6cd5":55,"\u6240\u6709\u4e0e\u7c7b\u578b\u76f8\u5173\u7684\u51fd\u6570":58,"\u6240\u6709\u5916\u90e8\u7684\u8f6c\u6362\u5de5\u4f5c\u90fd\u4f1a\u5728reset\u7cfb\u5217\u51fd\u6570\u4e2d\u90fd\u51c6\u5907\u597d":55,"\u6240\u6709\u7684":54,"\u6240\u6709\u7684\u63a5\u53e3\u5747\u4e3ac\u63a5\u53e3":58,"\u6240\u6709\u76f8\u5173\u7684":54,"\u6240\u6709\u7c7b\u578b\u540d\u4e3a":58,"\u6240\u6709mkl":55,"\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":57,"\u624d\u80fd\u66f4\u597d\u7684\u53d1\u6325mkl":55,"\u6253\u5f00\u8fd9\u4e2a\u7f16\u8bd1\u9009\u9879":58,"\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":[57,58],"\u63a5\u53e3\u5c42\u505a\u8fc7\u591a\u5c01\u88c5":58,"\u63a5\u53e3\u662f":35,"\u63a5\u6536\u5904\u7406pfsclient\u7aef\u7684\u6587\u4ef6\u7ba1\u7406\u8bf7\u6c42":44,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mkl":55,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mklml\u5e93":55,"\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":57,"\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":57,"\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":57,"\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":76,"\u65b0\u7248\u672c":55,"\u65b9\u4fbf\u6d4b\u8bd5\u4eba\u5458\u6d4b\u8bd5paddlepaddle\u7684\u884c\u4e3a":76,"\u65b9\u4fbf\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3":44,"\u65b9\u4fbf\u7528\u6237\u5728python\u7aef\u9009\u62e9\u662f\u5426\u542f\u7528\u8fd9\u4e2a\u529f\u80fd":54,"\u65b9\u4fbf\u7528\u6237\u9009\u62e9\u4f7f\u7528mkl":55,"\u65b9\u5f0f\u7c7b\u4f3c\u4e8e":55,"\u65e0\u6cd5\u505a\u5230\u5bf9\u4e8e\u5404\u79cd\u8bed\u8a00\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u7684\u9002\u914d":57,"\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,"\u65e0\u8bba\u662f\u91cd\u6784\u524d\u7684layer\u8fd8\u662f\u91cd\u6784\u540e\u7684op":55,"\u65f6":[34,54,55],"\u65f6\u4e00\u8d77\u66f4\u65b0":55,"\u662f":[44,55],"\u662f\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3\u7684\u4ee3\u7801\u751f\u6210\u5668":57,"\u662f\u4e00\u4e2a\u7c7b\u578b\u7684\u6807\u5fd7":58,"\u662f\u4e0d\u5e38\u89c1\u7684\u505a\u6cd5":57,"\u662f\u5404\u4e2a\u5b9e\u73b0\u4e2d\u5171\u4eab\u7684\u5934\u6587\u4ef6":58,"\u662f\u5426\u6253\u5f00":54,"\u662f\u56e0\u4e3ac99\u652f\u6301":57,"\u662f\u5bf9\u7528\u6237\u6587\u4ef6\u5b58\u50a8\u7a7a\u95f4\u7684\u62bd\u8c61":44,"\u662f\u6307":58,"\u662f\u7528\u6237\u4f7f\u7528c":58,"\u662fc":58,"\u663e\u5f97\u76f8\u5bf9\u6765\u8bf4\u8f83\u4e3a\u8017\u65f6":54,"\u6682\u65f6\u4e0d\u8003\u8651\u591a\u4e2aparamet":34,"\u66b4\u9732\u8fd9\u4e2a\u6982\u5ff5\u5fc5\u8981\u51fd\u6570":58,"\u6700\u540e\u5220\u9664":76,"\u6700\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662fexcept":57,"\u6709\u6548\u63d0\u5347paddlepaddle\u5728\u82f1\u7279\u5c14\u67b6\u6784\u4e0a\u7684\u6027\u80fd":[54,55],"\u6709\u6807\u51c6\u7684":57,"\u6709\u7684\u65f6\u5019":57,"\u672c\u5217\u8868\u8bf4\u660epaddlepaddle\u53d1\u7248\u4e4b\u524d\u9700\u8981\u6d4b\u8bd5\u7684\u529f\u80fd\u70b9":76,"\u672c\u6587\u6863\u63cf\u8ff0paddl":58,"\u673a\u5668\u7ffb\u8bd1":76,"\u6765\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u4ece\u4e2d\u95f4\u72b6\u6001\u91cd\u65b0\u542f\u52a8":34,"\u6765\u51b3\u5b9a\u662f\u5426\u5f00\u542fmkl":54,"\u6765\u5b9e\u73b0":55,"\u6765\u786e\u4fdd\u628a":57,"\u6765\u8868\u793apaddle\u5185\u90e8\u7c7b":57,"\u6765\u8bbf\u95ee\u7528\u6237\u81ea\u5df1\u7684\u6570\u636e":35,"\u6765\u8fdb\u884c\u8ba8\u8bba":58,"\u6807\u51c6\u8868\u793apaddlepaddle\u7248\u672c\u53f7":76,"\u683c\u5f0f\u4e0d\u5339\u914d\u65f6":55,"\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":57,"\u6b21\u8fed\u4ee3\u6267\u884c\u7684\u8f6c\u6362\u6b21\u6570\u4e3a":54,"\u6b64\u65f6\u6bcf\u4e2a\u5c0f\u5206\u652f\u7684":55,"\u6b64\u65f6master\u5c06\u8d1f\u8d23\u542f\u52a8\u4e00\u4e2a\u65b0\u7684train":34,"\u6bcf\u4e00\u4e2a":76,"\u6bcf\u4e00\u4e2a\u6587\u4ef6\u662f\u6570\u636e\u96c6\u7684\u4e00\u4e2ashard":35,"\u6bcf\u4e2a":55,"\u6bcf\u4e2a\u503c\u7684\u7c7b\u578b\u53ef\u4ee5\u662f\u6574\u5f62":35,"\u6bcf\u4e2a\u6d4b\u8bd5\u4f1a\u5bf9\u6bd4paddlepaddle\u4e2dcpu\u7b97\u51fa\u7684\u7ed3\u679c\u4e0emkl":55,"\u6bcf\u4e2adata":35,"\u6bcf\u4e2amkldnnlayer\u90fd\u5305\u542b\u7528\u4e8e\u5185\u90e8\u5b58\u50a8\u548c\u5916\u90e8\u5b58\u50a8\u7684\u4e00\u7cfb\u5217mkldnnmatrix":55,"\u6bcf\u4e2aparamet":34,"\u6bcf\u4e2ashard\u5206\u522b\u5b58\u50a8\u5728\u5176\u4e2d\u4e00\u53f0paramet":34,"\u6bcf\u6b21\u8c03\u7528\u65f6\u5bf9\u539f\u6570\u636e\u7684\u91cd\u590dpacking\u4fbf\u6210\u4e3a\u4e86\u5197\u4f59":54,"\u6bcf\u6b21\u8f93\u51fa\u4e00\u4e2adata":35,"\u6bcf\u969410\u5206\u949f":34,"\u6bd4\u5982":[35,55],"\u6bd4\u5982\u53ef\u80fd\u4f1a\u7528openmp\u6539\u8fdbsgd\u7684\u66f4\u65b0\u6027\u80fd":55,"\u6bd4\u5982\u5c06":76,"\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,"\u6ca1\u6709\u5fc5\u8981\u5728\u6bcf\u6b21\u524d\u5411\u4e2d\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u8ba1\u7b97\u65f6\u5bf9\u6743\u91cd\u8fdb\u884c\u91cd\u590d\u7684packing\u64cd\u4f5c":54,"\u6ce8":34,"\u6ce8\u518clayer\u7684\u65f6\u5019\u4fdd\u8bc1":[54,55],"\u6ce8\u610f":55,"\u6d4b\u8bd5\u5206\u4e3a\u6bcf\u4e2alayer":55,"\u6d4b\u8bd5\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u4f1a\u5728":55,"\u6d4b\u8bd5docker\u955c\u50cf":76,"\u6d6e\u70b9\u578b\u6570\u636e":35,"\u6df1\u5165paddlepaddl":55,"\u6dfb\u52a0":54,"\u6dfb\u52a0\u7684\u76f8\u5173\u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b":[54,55],"\u6fc0\u6d3b\u51fd\u6570\u662f\u72ec\u7acb\u4e8e":55,"\u7136\u540e\u5728\u524d\u5411":54,"\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":76,"\u7248\u672c\u53f7":76,"\u7248\u672c\u53f7rc":76,"\u7248\u672cfork\u51fa\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f":76,"\u7279\u6709\u7684\u8bbe\u5907id":55,"\u73b0\u9636\u6bb5\u7684\u4f18\u5316\u4e3b\u8981\u9488\u5bf9":54,"\u73b0\u9636\u6bb5paddle\u6709\u4e00\u4e2a\u95ee\u9898\u662f":57,"\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":57,"\u751f\u6210\u6587\u6863":57,"\u751f\u6210\u7684":35,"\u751f\u6210\u7ed9\u5b9a":35,"\u751f\u6210api\u6587\u6863":57,"\u751f\u6210pfsclient\u548cpfsserver\u7684\u6846\u67b6\u90e8\u5206":44,"\u7528":44,"\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":55,"\u7528\u4e8e\u7ba1\u7406mkl":55,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528\u76f8\u5173\u529f\u80fd":54,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528mkl":55,"\u7528\u4e8emkl":[54,55],"\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":58,"\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":58,"\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":58,"\u7531\u4e8e\u5728\u73b0\u6709\u7684\u67d0\u4e9b\u60c5\u51b5\u4e0b":54,"\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":57,"\u7531\u4e8echunk\u6bd4\u8f83\u5c0f":44,"\u7531\u4e8emkl":55,"\u7531\u4e8epypi":76,"\u7531\u5206\u652f\u5904\u7684layer\u8d1f\u8d23\u6c42\u548c":55,"\u7533\u8bf7\u7528\u6237\u7a7a\u95f4":44,"\u7684\u4e00\u4e2a\u5b50\u96c6":55,"\u7684\u4fe1\u606f":55,"\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u7b80\u5355\u7f51\u7edc\u7684\u6574\u4f53\u6d4b\u8bd5":55,"\u7684\u547d\u540d\u98ce\u683c\u5e76\u4e0d\u80fd\u9002\u5e94\u5176\u4ed6\u7b2c\u4e09\u65b9\u8bed\u8a00":57,"\u7684\u57fa\u672c\u903b\u8f91":55,"\u7684\u5934\u6587\u4ef6":57,"\u7684\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5185\u90e8\u5b58\u50a8\u5c31\u53ef\u4ee5\u4e86":55,"\u7684\u60c5\u51b5\u4e0b":54,"\u7684\u63a5\u53e3\u6837\u5f0f":57,"\u7684\u6570\u636e\u6d41\u56fe":35,"\u7684\u65f6\u5019":55,"\u7684\u683c\u5f0f\u59cb\u7ec8\u662f":55,"\u7684\u683c\u5f0f\u5b58\u50a8":55,"\u7684\u6982\u5ff5":55,"\u7684\u6e90\u7801\u91cc\u4f7f\u7528\u4e86":57,"\u7684\u7ed3\u679c":54,"\u7684\u7f29\u5199":44,"\u7684\u7f51\u7edc\u6a21\u578b":54,"\u7684\u89c4\u8303":57,"\u7684\u89d2\u5ea6":35,"\u7684\u914d\u7f6e\u5199\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d":35,"\u7684flag":[54,55],"\u7684vanilla":54,"\u76ee\u524d\u53ea\u8003\u8651":55,"\u76ee\u524d\u53ea\u8003\u8651\u52a8\u6001\u6269\u5bb9trainer\u6570\u91cf":34,"\u76ee\u524d\u5728paddlepaddle\u4e2d":55,"\u76ee\u524d\u5728paddlepaddle\u4e2d\u6570\u636e\u90fd\u662f\u4ee5":55,"\u76ee\u524d\u5d4c\u5165python\u89e3\u91ca\u5668":57,"\u76ee\u524d\u6211\u4eec\u7528cephfs\u6765\u642d\u5efa":44,"\u76ee\u524d\u7684\u4f18\u5316":55,"\u76ee\u524dpaddle\u7684\u8fdb\u7a0b\u6a21\u578b\u662fc":57,"\u76ee\u524dpaddlepaddle\u91c7\u7528\u4e86":54,"\u76ee\u5f55\u4e0b":58,"\u76ee\u5f55\u4e0b\u5bf9\u5e94\u7684\u5730\u65b9":55,"\u76f4\u63a5\u4f7f\u7528c\u8bed\u8a00\u7684":57,"\u76f4\u63a5\u5220\u9664\u8fd9\u4e2a\u53c2\u6570\u5373\u53ef":58,"\u76f4\u63a5\u5bfc\u51fa\u5230c\u7684\u63a5\u53e3\u6bd4\u8f83\u56f0\u96be":57,"\u76f8\u5173\u5c42":54,"\u77e9\u9635\u5927\u5c0f\u662f":54,"\u793e\u533a\u53c2\u4e0e\u56f0\u96be":57,"\u793e\u533a\u8d21\u732e\u4ee3\u7801\u5b66\u4e60\u6210\u672c\u9ad8":57,"\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u53c2\u6570":34,"\u79bb\u7ebf\u6279\u5904\u7406":35,"\u7b2c\u4e00\u4e2atag\u4e3a":76,"\u7b2c\u4e09\u6b65\u5b8c\u6210\u540e":76,"\u7b2c\u4e8c\u4e2a\u4e3a":76,"\u7b49":[55,58],"\u7b49\u5168\u90e8\u9759\u6001\u5e93\u4e2d\u7684\u76ee\u6807\u6587\u4ef6\u5168\u90e8\u6253\u5305\u540e\u4ea7\u751f\u7684\u6587\u4ef6":58,"\u7b49\u6587\u4ef6":58,"\u7c7b\u4f3c":58,"\u7c7b\u540d\u548cc":57,"\u7c7b\u578b":57,"\u7ea2\u697c\u68a6":118,"\u7ed3\u8bba":57,"\u7edf\u4e00\u7528":35,"\u7f16\u8bd1\u5668\u6ca1\u6709":57,"\u7f16\u8bd1\u578b\u8bed\u8a00":57,"\u7f16\u8bd1\u65f6\u4f1a\u628a\u5bf9\u5e94\u7684\u5934\u6587\u4ef6\u548c\u5e93\u653e\u5728":55,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684docker\u53d1\u884c\u955c\u50cf":76,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684python":76,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684ubuntu":76,"\u7f16\u8bd1c":58,"\u7f16\u8bd1master\u5206\u652f\u7684docker\u53d1\u884c\u955c\u50cf":76,"\u7f16\u8bd1ubuntu\u7684deb\u5305":76,"\u800c\u4e0d\u5fc5\u5728\u610fpaddl":58,"\u800c\u4e0d\u652f\u6301pypy\u89e3\u91ca\u5668":57,"\u800c\u4e0d\u66b4\u9732\u6982\u5ff5\u7684\u5b9e\u73b0":58,"\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":57,"\u800c\u591a\u8bed\u8a00\u63a5\u53e3\u9700\u8981\u76f4\u63a5\u8bfb\u53d6\u751f\u6210\u7684\u4e8c\u8fdb\u5236":57,"\u800c\u5bf9\u4e8egolang":57,"\u800c\u5bf9\u4e8egolang\u9519\u8bef\u5904\u7406\u5e94\u8be5\u4f7f\u7528\u8fd4\u56de\u503c":57,"\u800c\u662f\u76f4\u63a5\u4fee\u6539paddl":58,"\u800c\u662f\u76f4\u63a5\u7528api\u7684\u63a5\u53e3\u8fdc\u7a0b\u8bbf\u95ee":35,"\u800cswig\u53ea\u80fd\u7b80\u5355\u7684\u66b4\u9732c":57,"\u81ea\u52a8\u6302\u8f7d\u5206\u5e03\u5f0f\u5b58\u50a8\u76ee\u5f55":34,"\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9700\u8981c":58,"\u826f\u597d\u7684\u6587\u6863":57,"\u8282\u7701\u4e86\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c":55,"\u83b7\u53d6\u6700\u65b0\u7684\u68c0\u67e5\u70b9\u7684\u6587\u4ef6uuid":34,"\u867d\u7136\u4e0d\u9f13\u52b1\u8fd9\u6837":58,"\u8868\u793a\u5bf9\u8f93\u5165\u6570\u636e":55,"\u89e3\u91ca\u578b\u8bed\u8a00\u53ea\u80fd\u8c03\u7528\u52a8\u6001\u5e93":57,"\u89e3\u91ca\u6027\u8bed\u8a00\u5b9e\u9645\u8fd0\u884c\u7684\u4e8c\u8fdb\u5236\u662f\u89e3\u91ca\u5668\u672c\u8eab":57,"\u8ba1\u5212\u5728":[54,55],"\u8ba1\u7b97\u8fd9\u4e2a\u6587\u4ef6\u7684md5":34,"\u8ba9paddle\u6838\u5fc3\u4e2d":58,"\u8bad\u7ec3\u4efb\u52a1\u7684\u8fd0\u884c\u53ef\u80fd\u4f1a\u5360\u6ee1trainer\u548cparamet":34,"\u8bad\u7ec3\u548c\u7eaf\u4f7f\u7528":76,"\u8bad\u7ec3\u6a21\u578b\u6b63\u786e\u6027":76,"\u8bb0\u5f55\u4e0b\u6240\u6709\u5931\u8d25\u7684\u4f8b\u5b50":76,"\u8bbe\u7f6e":58,"\u8bc6\u522b\u6570\u5b57":76,"\u8bcd\u5411\u91cf":76,"\u8be5\u6587\u4ef6\u5bf9\u76f8\u5173gemm":54,"\u8be5\u7c7b\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":55,"\u8be6\u7ec6\u8bbe\u8ba1":44,"\u8bed\u610f\u89d2\u8272\u6807\u6ce8":76,"\u8bf4\u660e":34,"\u8bf7\u53c2\u8003":58,"\u8f6c\u6362\u5185\u5b58\u7684\u5de5\u4f5c":55,"\u8f6c\u6362\u5197\u4f59":54,"\u8f6c\u6362\u51fd\u6570":55,"\u8f6c\u6362\u751f\u6210\u7684\u6587\u4ef6\u540d\u4f1a\u662f\u4ee5\u4e0b\u683c\u5f0f":35,"\u8f6c\u6362\u8017\u65f6":54,"\u8f93\u5165\u68af\u5ea6":55,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6":55,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6\u7684\u8f6c\u6362":55,"\u8fbe\u5230\u5bb9\u707e\u7684\u76ee\u7684":34,"\u8fc7\u7a0b\u4e2d\u6240\u6709\u65f6\u95f4\u6b65":54,"\u8fd1\u671f\u76ee\u6807":55,"\u8fd4\u56de\u7b2c\u4e8c\u6b65":76,"\u8fd8\u662f\u4ece":35,"\u8fd9\u4e00\u5c42\u8fdb\u884c\u5c01\u88c5":58,"\u8fd9\u4e00\u6570\u636e\u683c\u5f0f\u7684\u8f6c\u6362\u64cd\u4f5c":54,"\u8fd9\u4e00\u6982\u5ff5\u4e0d\u518d\u7410\u788e":58,"\u8fd9\u4e09\u4e2a\u5206\u652f":76,"\u8fd9\u4e2a\u51fd\u6570\u672c\u8eab\u4f1a\u5728\u8ba1\u7b97\u524d\u5c06\u539f\u6570\u636e\u8f6c\u6362\u4e3a\u66f4\u9002\u5408\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u5185\u90e8\u683c\u5f0f":54,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u7684\u8fde\u63a5\u53c2\u6570\u4e0epaddle\u7684\u5176\u4ed6\u4e8c\u8fdb\u5236":58,"\u8fd9\u4e2a\u53c2\u6570\u4e5f\u4e0d\u4f1a\u4e00\u5e76\u5220\u9664":58,"\u8fd9\u4e2a\u5934\u6587\u4ef6\u4e0d\u5047\u8bbe\u5176\u4ed6\u6587\u4ef6\u7684\u5f15\u7528\u987a\u5e8f":58,"\u8fd9\u4e2a\u63a5\u53e3\u9700\u8981\u505a\u5230":57,"\u8fd9\u4e2a\u6587\u4ef6\u5177\u6709\u72ec\u7279\u7684\u8bed\u6cd5":57,"\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u9664\u4e86":58,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u4e2d\u7684\u53e6\u4e00\u4e2a\u9879\u76ee\u662f":58,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u5305\u542b\u4e24\u4e2a\u9879\u76ee":58,"\u8fd9\u4e2a\u9009\u62e9":[54,55],"\u8fd9\u4e2a\u9759\u6001\u5e93\u5305\u542b\u4e86paddle\u7684\u5168\u90e8\u7b26\u53f7":58,"\u8fd9\u4e2ainstance\u53ef\u4ee5\u662f\u5355\u4e2a\u503c":35,"\u8fd9\u4e9b\u4f1a\u5728":[54,55],"\u8fd9\u4e9b\u51fd\u6570\u4f1a\u6839\u636e\u8f93\u5165\u53c2\u6570\u91cd\u65b0\u8bbe\u7f6e\u5185\u90e8\u548c\u5916\u90e8\u5b58\u50a8":55,"\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":57,"\u8fd9\u662f\u56e0\u4e3a":57,"\u8fd9\u6837":58,"\u8fd9\u6837\u4e0b\u4e00\u4e2acpu":55,"\u8fd9\u6837\u4fdd\u8bc1":76,"\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\u6837\u5e26\u6765\u7684\u597d\u5904\u5c31\u662f\u4e0d\u9700\u8981\u4e00\u76f4\u6e05\u7a7amemori":55,"\u8fd9\u6837\u65e2\u4f7f\u5f97\u6700\u7ec8\u4fdd\u5b58\u7684\u53c2\u6570\u683c\u5f0f\u4e0epaddlepaddle\u4e00\u81f4":55,"\u8fd9\u90fd\u9700\u8981\u8fd9\u4e2a\u63a5\u53e3\u6309\u7167\u7ea6\u5b9a\u4fd7\u6210\u7684\u89c4\u5219\u6765\u6ce8\u91ca\u5b8c\u5907":57,"\u8fd9\u91cc":55,"\u8fd9\u91cc\u9700\u8981\u7528\u6237\u989d\u5916\u6ce8\u610f":34,"\u8fdb\u4e00\u6b65\u4f18\u5316":55,"\u8fdb\u800c\u8fdb\u884c\u4ee3\u7801\u8bc4\u5ba1":76,"\u9009\u62e9\u662f\u5426\u7f16\u8bd1mkl":55,"\u900f\u4f20\u7528\u6237\u8eab\u4efd\u7684\u529e\u6cd5":44,"\u901a\u5e38":58,"\u901a\u5e38\u6307\u5c06\u4e00\u4e2a\u6574\u4f53\u62c6\u5206\u6210\u591a\u4efd\u7684\u5176\u4e2d\u7684\u4e00\u4efd":34,"\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9bapi":54,"\u901a\u8fc7\u6a21\u578b\u63a8\u65adapi\u7684\u5b9e\u73b0\u4f5c\u4e3a\u4e00\u4e2a\u6837\u4f8b":58,"\u903b\u8f91\u5212\u4e0a\u6587\u4ef6\u5206\u5757\u7684\u5355\u4f4d":44,"\u9075\u5faa\u4ee5\u4e0b\u6d41\u7a0b":76,"\u90a3\u4e48":58,"\u90a3\u4e48\u5bf9\u5e94\u7684\u5185\u90e8\u5b58\u50a8\u4e5f\u4f1a\u4e0e\u5b83\u4eec\u5171\u4eab\u5185\u5b58":55,"\u90a3\u4e48\u5c31\u4f1a\u4f7f":55,"\u90fd\u4e0d\u4f1a\u60f3\u8981\u77e5\u9053next":55,"\u90fd\u662f\u4e94\u4f4d\u7684\u6570\u5b57":35,"\u90fd\u662f\u4ee5ext\u5f00\u5934":55,"\u90fd\u662fabi\u8c03\u7528\u6807\u51c6\u7684":57,"\u90fd\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":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":57,"\u91cc\u9762\u6dfb\u52a0":55,"\u91cd\u5199\u7236\u7c7blayer\u7684":55,"\u91cd\u547d\u540d\u6210":57,"\u94fe\u63a5\u5230\u81ea\u5df1\u7684\u7a0b\u5e8f\u91cc":57,"\u9519\u8bef\u5904\u7406":57,"\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662f\u8fd4\u56de\u503c":57,"\u9519\u8bef\u5904\u7406\u7684\u65b9\u5f0f\u4e5f\u4e0d\u5c3d\u76f8\u540c":57,"\u9664\u6784\u9020\u67d0\u79cd\u7c7b\u578b\u7684\u51fd\u6570":58,"\u96c6\u6210\u5230":54,"\u96c6\u6210\u5230paddlepaddl":55,"\u9700\u8981":35,"\u9700\u8981\u4fee\u6539build":76,"\u9700\u8981\u53ef\u4ee5\u8de8\u5e73\u53f0\u6267\u884c":44,"\u9700\u8981\u5728cmake\u7684\u65f6\u5019":58,"\u9700\u8981\u5c06bugfix\u7684\u5206\u652f\u540c\u65f6merge\u5230":76,"\u9700\u8981\u5f15\u7528":58,"\u9700\u8981\u6709\u7a33\u5b9a\u7684\u5bfc\u51fa\u7b26\u53f7":57,"\u9700\u8981\u6ce8\u610f\u7684\u662f":[55,76],"\u9700\u8981\u7d2f\u52a0\u4e0d\u540clayer\u4f20\u8fc7\u6765\u7684\u68af\u5ea6":55,"\u9700\u8981\u88ab\u66b4\u9732\u5230\u5176\u4ed6\u8bed\u8a00":58,"\u9700\u8981\u91cd\u547d\u540dwheel\u5305\u4e2dplatform\u76f8\u5173\u7684\u540e\u7f00":76,"\u9ed8\u8ba4256k":44,"\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a":54,"abstract":[43,47,63,75,77,92,108],"api\u4e2d\u4f7f\u7528":57,"api\u5bfc\u51fa\u7684\u52a8\u6001\u5e93":58,"api\u5bfc\u51fa\u7684\u9759\u6001\u5e93":58,"api\u63a5\u53d7\u7684\u7c7b\u578b\u5168\u662f":58,"api\u63a5\u53e3":44,"api\u63a5\u53e3\u7684\u53c2\u6570\u8f6c\u53d1\u7ed9":58,"api\u65f6":58,"api\u65f6\u6240\u552f\u4e00\u9700\u8981\u5f15\u5165\u7684\u5934\u6587\u4ef6":58,"api\u662f\u591a\u8bed\u8a00api\u7684\u57fa\u7840\u90e8\u5206":58,"api\u66b4\u9732\u7684\u7c7b\u578b":58,"api\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f1a\u88ab\u5b89\u88c5\u5230":58,"api\u7684\u5b9e\u4f8b":58,"api\u7684\u5b9e\u73b0\u7ec6\u8282":58,"api\u7684\u63a5\u53e3":58,"api\u7684\u65f6\u5019\u63a8\u8350paddle\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":58,"api\u7684\u7f16\u8bd1\u9009\u9879\u9ed8\u8ba4\u5173\u95ed":58,"api\u76ee\u5f55\u7ed3\u6784\u5982\u4e0a\u56fe\u8868\u6240\u793a":58,"api\u83b7\u5f97\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u5b9e\u4f8b":58,"apis\u505a\u4e86\u5c01\u88c5":54,"block\u6784\u6210\u4e00\u4e2amodel":34,"book\u4e2d\u6240\u6709\u7ae0\u8282\u529f\u80fd\u7684\u6b63\u786e\u6027":76,"boolean":[21,43,45,52,57],"break":[13,32,81,121],"bugfix\u5206\u652f\u4e5f\u662f\u5728\u5f00\u53d1\u8005\u81ea\u5df1\u7684fork\u7248\u672c\u5e93\u7ef4\u62a4":76,"bugfix\u5206\u652f\u9700\u8981\u5206\u522b\u7ed9\u4e3b\u7248\u672c\u5e93\u7684":76,"byte":[15,44,56],"c99\u662f\u76ee\u524dc\u6700\u5e7f\u6cdb\u7684\u4f7f\u7528\u6807\u51c6":57,"c\u6709\u6807\u51c6\u7684abi":57,"c\u8bed\u8a00\u662f\u6709\u5bfc\u51fa\u7b26\u53f7\u7684\u6807\u51c6\u7684":57,"case":[8,20,21,36,43,47,58,63,66,68,69,73,89,92,93,98,102,109,116,119,121],"char":38,"class":[4,5,6,7,8,9,10,11,13,14,18,20,23,26,28,29,31,42,46,47,48,50,51,53,57,60,61,65,69,73,74,75,77,78,79,80,81,93,94,99,107],"compute\u51fd\u6570":54,"const":[31,36,38,46,53,64,66,74,77,79,80,81,92,93,94],"core\u4e2d\u7684\u6a21\u578b\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u53c2\u6570":58,"core\u4e2d\u8fd9\u4e00\u7c7b\u578b\u63a5\u53e3\u7684\u667a\u80fd\u6307\u9488":58,"core\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u5b9e\u4f8b":58,"core\u6982\u5ff5":58,"data\u5230\u5206\u5e03\u5f0f\u5b58\u50a8\u8865\u5145\u8bad\u7ec3\u6570\u636e":35,"deb\u5305":76,"deb\u5305\u7f16\u8bd1\u95ee\u9898":76,"default":[2,6,7,8,9,10,11,13,14,15,18,21,25,28,29,31,32,49,53,56,59,66,67,77,78,79,82,83,84,86,90,91,93,97,100,101,102,103,108,110,112,113,114,116,121],"device\u5c31\u80fd\u62ff\u5230\u6b63\u786e\u7684\u6570\u636e":55,"dnn\u4e09\u8005\u5173\u7cfb\u5982\u4e0b\u8868":55,"dnn\u4e2d\u7684":55,"dnn\u4e2d\u7684\u6392\u5217\u65b9\u5f0f\u4e0d\u6b62\u8fd9\u4e00\u79cd":55,"dnn\u4f1a\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":55,"dnn\u4f1a\u7528\u5230":55,"dnn\u5171\u540c\u4f7f\u7528":55,"dnn\u524d\u540e\u7684cnn\u7f51\u7edc\u6027\u80fd":55,"dnn\u5728\u53d1\u5e03":55,"dnn\u5b9e\u73b0":55,"dnn\u5e0c\u671b\u7684\u683c\u5f0f":55,"dnn\u6570\u636e\u7684\u4e0d\u540c\u683c\u5f0f\u4ee5\u53ca\u76f8\u4e92\u4e4b\u95f4\u7684\u8f6c\u6362":55,"dnn\u7684":55,"dnn\u7684\u5e93\u76ee\u524d\u53ea\u6709\u52a8\u6001\u5e93":55,"dnn\u7684\u6027\u80fd":55,"dnn\u7684\u60c5\u51b5\u4e0b":55,"dnn\u7684\u64cd\u4f5c\u90fd\u662f\u76f4\u63a5\u8986\u76d6\u7684\u5f62\u5f0f":55,"dnn\u7684\u6d4b\u8bd5":55,"dnn\u7684\u73af\u5883\u4e0b":55,"dnn\u7684\u76f8\u5173\u529f\u80fd":55,"dnn\u7684\u7ed3\u679c":55,"dnn\u7684\u9ad8\u6027\u80fd\u683c\u5f0f\u4e0epaddlepaddle\u539f\u6709\u7684":55,"dnn\u7684layer":55,"dnn\u7684layers\u90fd\u4f1a\u7ee7\u627f\u4e8e":55,"enum":[36,38,65,78,79,82],"export":[47,51,84,95,100],"final":[8,9,30,51,59,60,81,92,93],"float":[2,6,7,8,10,13,21,46,53,79,80,92,93,94,98,110,118,120],"function":[2,4,8,9,13,21,26,29,31,33,37,38,39,41,42,46,47,50,53,59,60,63,64,65,66,68,69,71,73,74,75,77,79,81,89,92,93,94,97,98,100,108,116,119,121],"golang\u53ef\u4ee5\u4f7f\u7528":57,"golang\u7684":57,"h\u5e76\u4e0d\u56f0\u96be":57,"images\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u7684":35,"import":[2,4,7,8,29,31,32,49,51,52,59,60,65,71,77,86,87,89,93,98,100,102,114,118,119,120,121],"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":[2,6,7,8,9,13,14,15,21,31,36,37,38,41,52,53,54,55,57,58,65,67,68,70,78,79,80,81,82,92,94,100,110,121],"interface\u6587\u4ef6\u7684\u5199\u6cd5\u975e\u5e38":57,"layer\u65f6":55,"layer\u7684\u540e\u9762\u63a5\u6709cpu":55,"list\u4f5c\u4e3a\u68c0\u67e5\u5217\u8868":76,"long":[1,8,9,13,47,98],"mkl\u5e93\u7684":54,"mklml\u4ee5\u53camkl":55,"mklml\u53ef\u4ee5\u4e0emkl":55,"mklml\u7684\u5e93\u76ee\u524d\u90fd\u662f\u52a8\u6001\u5e93":55,"mode\u4e0b\u7684\u7ed3\u679c":54,"model\u505a\u5206\u652f\u7ba1\u7406":76,"ndarray\u7c7b\u578b\u7684\u503c\u548c\u6574\u578b\u7684\u503c":35,"new":[2,8,13,30,31,32,33,36,37,38,39,40,46,47,54,60,63,67,68,69,72,73,75,79,81,87,90,91,96,102,103,116,119,121],"note\u7684\u4e66\u5199":76,"null":[51,92,108],"op\u7684\u4fe1\u606f":55,"openmp\u7528\u4e8e\u63d0\u9ad8mklml\u7684\u6027\u80fd":55,"org\u76ee\u524d\u9075\u5faa":76,"packed\u4f18\u5316\u540elayer\u7684\u6d4b\u8bd5":54,"packed\u76f8\u5173\u529f\u80fd":54,"paddle\u4e00\u4e2a\u52a8\u6001\u5e93\u53ef\u4ee5\u5728\u4efb\u4f55linux\u7cfb\u7edf\u4e0a\u8fd0\u884c":57,"paddle\u5185\u5d4c\u7684python\u89e3\u91ca\u5668\u548c\u5916\u90e8\u4f7f\u7528\u7684python\u5982\u679c\u7248\u672c\u4e0d\u540c":57,"paddle\u5185\u90e8\u7684\u7c7b\u4e3ac":57,"paddle\u7684\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u5305\u62ec\u4e00\u4e0b\u51e0\u4e2a\u65b9\u9762":57,"paddle\u7684\u7c7b\u578b\u5168\u90e8\u9000\u5316\u6210":58,"paddle\u7684\u94fe\u63a5\u65b9\u5f0f\u6bd4\u8f83\u590d\u6742":57,"paddle\u7684c":58,"paddle\u8bad\u7ec3\u4efb\u52a1":35,"paddle\u8def\u5f84\u4e0b":58,"paddle\u9700\u8981\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3":57,"paddle\u9700\u8981\u66b4\u9732\u7684api\u5f88\u591a":58,"paddle\u9759\u6001\u5e93\u94fe\u63a5\u590d\u6742":57,"paddle_\u7c7b\u578b\u540d":58,"paddle_\u7c7b\u578b\u540d_\u51fd\u6570\u540d":58,"paddlepaddle\u4e2d\u7684cudnn\u90e8\u5206\u4f7f\u7528\u7684\u4e5f\u662f":55,"paddlepaddle\u4f7f\u7528git":76,"paddlepaddle\u5f00\u53d1\u8fc7\u7a0b\u4f7f\u7528":76,"paddlepaddle\u63d0\u4f9b\u4e13\u7528\u7684":35,"paddlepaddle\u6bcf\u6b21\u53d1\u65b0\u7684\u7248\u672c":76,"paddlepaddle\u6bcf\u6b21\u53d1\u7248\u672c\u9996\u5148\u8981\u4fdd\u8bc1paddlepaddl":76,"paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u9075\u5faa":76,"paddlepaddle\u7684activation\u4f1a\u76f4\u63a5\u4f7f\u7528":55,"patch\u53f7":76,"patch\u53f7\u52a0\u4e00":76,"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":[14,18,31,46,48,53,74,77,79,80,81,92,93,94,100,102,103],"py\u4e2d":76,"pypi\u4e0a\u7684package\u540d\u79f0\u4e3apaddlepaddle\u548cpaddlepaddl":76,"reader\u7684\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u4e00\u81f4\u7684":35,"reader\u8f93\u51fa\u7684data":35,"release\u9875\u9762":76,"resnet\u7684mkl":55,"return":[2,6,7,8,9,11,13,14,15,18,21,23,28,29,30,31,35,36,38,41,42,46,48,49,51,53,59,60,61,65,66,67,69,72,74,77,79,80,81,89,92,93,94,102,119,120,121],"rnn\u90e8\u5206\u4e2d":54,"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":[8,9,46,49,67,77,81,93],"static":[28,38,58,77,79,102,113,116],"super":[67,92],"swig\u652f\u6301\u7684\u8bed\u8a00\u6216\u8005\u89e3\u91ca\u5668\u6709\u5c40\u9650":57,"swig\u66b4\u9732\u7684\u63a5\u53e3\u4fdd\u7559\u4e86c":57,"swig\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u80fd\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":57,"swig\u76f4\u63a5\u8bfb\u53d6c":57,"swig\u9700\u8981\u5199\u4e00\u4e2ainterface\u6587\u4ef6":57,"switch":[31,58,72,102],"tag\u4e3a":76,"throw":102,"true":[2,6,7,8,9,10,11,13,15,20,21,28,29,31,36,47,52,54,61,65,66,68,76,79,81,89,92,100,102,108,110,120],"try":[32,33,36,37,38,47,51,68,77,84,86,90,98,113,119],"type\u5b57\u6bb5\u5747\u4e0d\u5c3d\u76f8\u540c":58,"ubuntu\u5b89\u88c5\u5305\u7684\u529f\u80fd\u6b63\u786e\u6027":76,"var":[31,48,50,52,61,65,66,67,73,77,81,95],"void":[31,36,38,43,46,48,53,56,57,58,65,66,78,79,80,92,93,94],"wheel\u5305":76,"while":[1,2,6,13,21,31,40,47,51,60,63,64,68,75,77,80,89,93,94,108,119,121],AGE:[102,103],AWS:[13,35,100,105,106],And:[2,7,8,10,13,14,15,21,28,30,36,40,41,43,49,51,62,68,77,80,89,102,110,118,120],But:[2,8,9,13,21,30,48,77,86,91,100,116],EOS:8,For:[1,2,7,8,9,10,13,21,28,29,31,37,38,39,41,42,47,48,50,53,56,59,60,63,64,65,66,67,68,69,72,73,74,75,78,79,80,82,83,84,87,89,91,92,93,94,97,98,107,108,110,112,114,116,118,120,121],Has:2,IDE:[90,113],IDs:[14,21,40,60,121],IPs:100,IRs:69,Ids:121,Into:102,Its:[2,7,78,89,93,102],K8s:116,NMS:8,NOT:[67,93],Not:[29,33,86,116],ONE:2,OPs:[69,71],One:[7,9,21,28,30,40,56,72,77,89,92,108,119,121],Ops:[73,75,79,93],PFS:44,PRs:95,QoS:103,Such:[53,67,81],THE:2,TLS:[29,44,102],That:[8,13,62,84,108,110],The:[1,2,4,5,6,7,8,9,10,13,14,15,18,21,25,28,29,30,32,33,37,39,40,41,42,45,46,51,56,58,59,60,62,63,65,66,67,68,69,71,72,75,77,78,79,80,81,82,84,86,89,90,91,92,93,94,95,97,98,99,100,101,102,103,108,110,112,117,118,119,120,121],Their:[2,8,33],Then:[4,8,9,48,53,62,66,83,84,86,89,92,97,98,100,102,103,104,118],There:[7,8,14,21,28,29,31,32,33,38,40,41,45,46,47,51,59,60,63,64,67,69,75,77,78,80,93,98,102,112,113,119,120,121],These:[7,15,31,46,50,61,75,78,79,83,100,110],Use:[2,7,13,29,45,68,70,73,83,92,97,98,102,108,109,114],Used:[9,18,22,73,80],Useful:2,Uses:113,Using:[33,47,63,68,73,75,77,85,90,94,103],VMs:90,VPS:102,WITH:114,Will:[13,28],With:[2,8,9,47,62,65,81,119],YES:41,Yes:[55,84,90],___fc_layer_0__:102,__align__:46,__cuda_align__:46,__device__:46,__doc__:79,__file__:41,__forceinline__:46,__fp16:46,__global__:46,__gradient_machines__:28,__hadd:46,__half:46,__half_raw:46,__impl__:79,__init__:[42,49,61,67,81,92,97],__main__:[49,120],__metaclass__:93,__name__:[49,120],__param_conf__:28,__rnn_step__:89,__tmp_params__:28,__va_args__:74,__x:46,_binari:32,_create_global_var:67,_dtype:51,_error:119,_librari:32,_link:9,_loss:49,_op:[51,93],_proj:8,_res2_1_branch1_bn:120,_source_language_embed:[89,118],_target_language_embed:[89,118],_test:32,_update_op:42,_value_index:51,a75:46,a_op:93,aaaaa:35,aaaaaaaaaaaaa:102,abbrevi:15,abc:8,abi:112,abil:49,abl:[8,29,53,61,67,69,72,82,116,119],about:[4,9,15,31,32,41,45,59,68,69,77,79,80,84,86,87,93,97,98,102,107,108,112,114],abov:[2,4,7,8,21,29,31,32,33,37,46,47,48,50,59,60,61,62,63,65,67,69,72,79,81,84,85,87,90,91,93,94,97,98,102,103,112,116,119,120,121],abs:[9,20,30,49,119],abs_numerical_grad:30,absolut:[1,84,112,114],acceler:[8,34,55,62,63,84,110],accept:[2,4,6,8,13,29,73,112,121],access:[1,8,9,21,29,32,37,40,41,67,69,86,89,100],accessmod:102,accessor:67,accord:[1,2,7,8,15,21,30,38,50,60,69,71,73,81,93,100,107,108,110],accordingli:[4,7,8,92],account:[73,91,116],accrodingli:36,accumul:[33,38,42,62,63],accur:[30,40],accuraci:[7,18,42,92,121],achiev:[62,63,80,98],ack:108,acquir:47,across:[8,13,59],act1:51,act2:51,act:[8,9,21,22,31,51,60,67,69,72,81,87,89,99,121],act_output:79,act_typ:[51,121],action:[69,102],activ:[4,9,21,27,32,51,60,67,69,75,79,87,89,92,94,95,108,121],activi:9,actual:[2,8,36,47,49,51,63,79,80,94],adadelta:121,adagrad:[23,63,78,121],adagradoptim:61,adam:[23,29,38,49,121],adamax:[23,121],adamoptim:[118,121],adapt:[7,10,21,28],add:[2,8,9,13,20,21,23,26,28,30,31,32,36,40,42,46,48,52,61,63,66,67,69,71,73,75,77,83,90,91,92,93,94,98,99,110,114,121],add_activ:67,add_bia:67,add_depend:32,add_execut:32,add_input:[59,92],add_memori:59,add_output:59,add_scalar:[31,60,65],add_sum:67,add_test:[32,92],add_two:[31,59],add_unittest_without_exec:92,addattr:[79,93],addbia:92,addcom:[79,93],added:[2,7,8,18,26,28,31,46,62,63,71,75,91,92,93],adding:[75,91,120],addinput:[79,93],addit:[8,9,62,73,75,81,93,94,121],addition:59,addop:[48,94],addoutput:93,addr:33,address:[33,38,69,72,84,98,100,101,104,108,116],addrow:92,addtolay:8,addtyp:79,admin:116,administr:[40,90,116],adopt:[46,49],advanc:[30,89,98,108],advantag:[30,46,47,63,68,100],adversari:[49,68],advic:98,affect:[8,31],affili:60,afford:37,afi:2,aforement:32,after:[8,9,14,15,31,32,37,38,40,43,45,46,62,64,67,69,70,71,83,84,89,91,92,93,94,97,100,101,102,103,108,110,112,113,119,120,121],again:[29,33,63,98],against:102,age:14,agg_level:8,aggreg:[42,62,102],ago:32,aid:98,alexnet_pass1:110,alexnet_pass2:110,algorithm:[8,10,21,37,60,63,75,89,118],alia:[5,6,8,21],align:[8,9,13],all:[2,6,7,8,18,20,21,28,29,31,32,33,36,38,40,41,43,45,47,49,50,51,56,58,59,60,61,62,63,65,67,69,70,72,73,79,80,84,89,90,92,94,98,99,100,101,102,103,107,108,110,112,113,114,116,118,119,120,121],alloc:[6,38,41,80,92,94,99,110],allow:[29,38,47,63,69,75,91,92,98,102,108,121],allow_only_one_model_on_one_gpu:[107,108,110],allreduc:62,almost:[90,101,118],along:[15,21],alpha:[32,75],alreadi:[32,33,47,67,69,71,77,84,98,101,102,108,114],alreali:107,also:[1,2,8,9,14,21,29,31,32,36,39,46,47,48,49,50,51,59,60,63,64,65,66,67,68,75,77,79,80,81,83,84,86,89,90,92,93,95,98,100,103,112,116,119,120,121],altern:[93,97],although:62,altogeth:116,alwai:[4,8,9,28,32,56,72,78,102,108],amazon:[102,103,121],amazonaw:102,amazonec2fullaccess:102,amazonelasticfilesystemfullaccess:102,amazonroute53domainsfullaccess:102,amazonroute53fullaccess:102,amazons3fullaccess:102,amazonvpcfullaccess:102,ambigu:68,amd64:102,amend:91,among:[21,102],amort:62,amount:[21,98],analysi:[97,98],analyz:121,ancestor:[65,67],andd:102,android:[114,115],android_abi:112,android_api:112,android_arm_neon:112,android_native_api_level:112,android_standalone_toolchain:112,android_toolchain:112,angl:8,ani:[1,2,8,9,13,21,23,29,32,33,38,40,41,43,46,47,53,56,60,62,63,67,68,69,71,72,74,75,83,90,93,94,98,102,104,114,121],annoi:101,announc:46,anoth:[2,8,13,28,29,31,41,47,60,67,77,79,90,102,108],anroid_arm_mod:112,ans:102,answer:[47,91,102],anymor:62,anyth:[13,60,68,102],anytim:49,anywai:[97,112],apach:55,apart:21,api:[14,18,28,29,32,38,39,41,42,44,48,49,51,59,64,73,76,81,82,83,86,92,93,97,98,100,102,111,112,113,114,116,117,119,121],api_shar:32,api_test:32,api_trainer_config_helpers_lay:89,apiserv:102,apivers:[102,103],app:113,appear:[47,50,80],append:[2,13,21,28,42,60,67,68,89,91,92,100],append_backward:97,append_backward_op:[23,61],append_batch_s:21,append_gradient_machin:28,append_op:67,append_oper:67,appl:113,appleyard:98,appli:[8,21,49,50,62,77,89,92,121],applic:[25,46,47,50,67,73,91,93,97,98,100,102,103,116],applyl1:36,appoint:93,appreci:91,approach:[8,62,63,64,69,70,71,75,112,114,116],appropri:69,approxim:[20,63],apt:[84,97],arang:21,arbitrari:[8,56,69,94],arch:112,architectur:[46,83,100,112,113,118],archiv:[14,57,58],area:49,arg:[2,7,9,25,51,61,79,93,107,119,120,121],arg_nam:8,argu:66,argument:[2,4,8,13,15,25,31,36,37,61,64,66,67,72,83,89,91,92,108,109,118,119,120],argv:120,arithmet:46,arm64:[112,113],arm64_standalone_toolchain:112,arm:[46,112,113,114],arm_standalone_toolchain:112,armeabi:112,armv7:[46,113],armv8:46,arn:102,around:[2,8,40,67,102,116],arrai:[4,6,8,13,15,21,28,38,50,60,65,67,68,73,81,93,120],arrang:81,arrow:49,articl:[47,50,90,100,103,114],artifact:[86,102],artifici:[20,119],arxiv:[9,20,49,119],as_row_vector:8,as_step_input:31,asgd:63,ask:[33,40,90],assign:[7,8,37,46,62,70,94,100,102,108,116],associ:[64,74,94],assum:[7,8,31,69,84,89,110,118],assumpt:69,assur:1,astyp:[68,93,119],asyc:33,async:[33,107],async_count:108,async_lagged_grad_discard_ratio:108,async_lagged_ratio_default:[107,108],async_lagged_ratio_min:[107,108],asynchron:[33,62,100,108],atom:70,att_seq:9,attach:9,attend:9,attended_sequ:9,attenion:9,attent:[8,9],attr1:8,attr2:8,attr:[6,8,9,21,31,51,65,66,67,79,89,93],attr_map:79,attrdesc:65,attribut:[2,8,9,21,27,31,65,71,73,77,79,81,92,93,118],attributemap:93,attrproto:79,attrtyp:[65,79,93],attrvalu:79,auc:[42,107],aucvalidationlay:108,authent:102,author:[44,102,120],auto:[31,36,57,66,70,73,77,81,83,91,92,93,94,98],autom:[100,102],automat:[8,29,38,48,61,69,71,73,79,83,89,91,92,93,97,101,102,107,108,113],avail:[33,38,46,47,71,72,86,102,116],averag:[7,8,11,28,37,108,120,121],average_test_period:[107,108],avg:[98,121],avg_cost:99,avgcost:121,avgpool:[8,121],avoid:[30,31,33,62,63,64,69,83,98],avx2:83,avx:[83,84],awai:47,await:103,awar:[29,42,59,67,90,97,102,112],awk:104,aws:44,aws_account_id:102,awsaccountid:102,awskeymanagementservicepowerus:102,axes:21,axi:[8,21],axis:8,aync:71,b2t:118,b363:103,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:103,ba5f:102,back:[2,8,21,28,33,46,49,63,69,84,93],background:[7,8,75,100],background_id:[7,8],backpropag:30,backward:[5,8,9,26,30,31,36,38,49,54,55,61,63,64,66,74,75,89,92,99,108,110],backward_first:89,backward_op:30,backwardactiv:92,bag:121,baidu:[47,103,118],baik:118,bake:69,balanc:[62,71,102,108,119],bandwidth:[46,62],bare:[103,116],barrier:[100,108],barrierstatset:98,basci:51,base:[7,8,11,13,14,18,20,21,23,26,29,37,42,46,47,53,61,62,63,69,73,74,75,80,81,89,90,92,93,97,98,99,102,108,112,113,118,119,121],baseactiv:9,baseev:28,basematrix:92,basenam:7,basepoolingtyp:[8,9],basestr:[6,7,8,9,11,28],bash:[83,84,90,100,102,103],basic:[2,8,28,51,65,69,73,74,81,92,121],batch:[2,8,9,13,15,18,21,28,29,31,33,35,36,42,43,47,49,52,59,60,62,63,81,91,92,102,103,108,119,120,121],batch_0:120,batch_id:[28,49],batch_im:49,batch_images_from_tar:15,batch_label:49,batch_norm:49,batch_norm_lay:9,batch_norm_typ:8,batch_read:[35,68],batch_siz:[2,13,49,54,60,118,119,121],batch_szi:49,batch_z:49,batchnorm:[21,49],batchsiz:[8,92],bazel:32,bbbbb:35,bbox:[7,8],bcd:8,bcebo:14,bcm2708:114,bdist_wheel:76,beacus:51,beam:[8,89,108],beam_gen:[8,89],beam_search:[28,60,89],beam_siz:[8,60,89,107,108,110],becaus:[4,7,8,14,29,31,32,33,38,46,60,64,67,68,75,77,78,81,82,89,90,92,94,97,102,110,112,121],becom:[70,71,77,80,98],been:[2,8,9,32,37,47,90,91,121],befor:[4,8,9,33,40,45,50,63,64,68,75,83,84,91,93,97,102,112,113,116],begin:[4,7,8,18,36,38,42,45,50,60,62,92,100],beginiter:[28,29],beginn:89,beginpass:[28,29],begintrain:29,behavior:98,behind:[47,81],being:[21,40,47,66,68,94,97,119],belong:[7,8,69,77],below:[2,31,33,38,46,47,56,64,68,69,71,75,81,82,83,86,89,92,98,100,102,112,113,119,121],benchmark:56,benefit:[9,40,41,60],bengio:20,besid:[1,8,14,62,69,86],best:[32,84,90,108,121],besteffort:103,beta1:[10,23],beta2:[10,23],beta:[49,120],better:[9,32,47,60,102,113,116,119],between:[7,8,15,21,28,32,33,38,46,47,58,62,64,69,71,72,74,77,84,93,94,102,119,121],bgr:[15,120],bi_gru:9,bi_lstm:9,bia:[8,9,21,60,67,89,92,120],bias:[8,92],bias_attr:[8,9,21,67,89],bias_initi:21,bias_param_attr:9,biases_:92,biasparameter_:92,biassiz:92,bidi:103,bidirect:[8,9,89],big:[71,98,116],bigger:33,bilinear:8,bilinear_interpol:8,bilinearfwdbwd:98,bin:[84,100,102,103],binari:[2,7,8,13,32,41,46,49,56,69,83,85,86,90,97,98,102,118,121],bind:[46,48,77,80],bit:[46,47,121],bitcod:113,bla:[84,113],black:[49,113],blank:[8,102,113],block:[8,34,36,38,42,43,47,53,59,61,69,70,71,80,92,93,94,98,108,120],block_i:8,block_id:43,block_x:8,blockdesc:[31,50,67,73],blockdescbind:53,blockingcount:70,blueprint:60,bn_bias_attr:9,bn_layer_attr:9,bn_param_attr:9,book:[14,73,89,95,99,117],bool:[2,6,7,8,9,10,11,13,15,21,28,31,46,52,54,55,66,67,78,79,81,82,92,108,110,121],boost:80,boot:[8,89,116],boot_bia:8,boot_bias_active_typ:8,boot_lay:89,boot_stat:81,boot_with_const_id:8,bootstrapp:116,borrow:[49,81],bos_id:[8,89],both:[5,6,8,9,15,21,29,31,32,33,40,46,47,49,53,60,62,66,69,71,78,80,89,92,93,94,95,98,100,102,113,119,120,121],bottl:62,bottleneck:[98,120],bottom:28,bound:8,boundari:69,boundri:7,bow:121,box:[8,49,98],brace:[31,50],brain:40,branch:[8,29,31,32,47,52,65,69,76,86,91,93,95],breadth:108,break_if:81,brief:[32,38,46,80,94],briefli:98,bring:[47,94],broadcast:[21,33,62,73,116],broken:91,browser:[84,95,97,102],bsd:[62,90],bucket_nam:102,buddy_alloc:91,buf:36,buf_siz:13,buffer:[2,13,36,56,63,68,77,99,108],buffer_s:13,buffered_read:68,bufsiz:13,bug:[91,102],build:[8,14,32,41,50,51,55,63,69,75,76,79,84,86,87,91,93,97,100,102,105,106,108,113,115,118,120,121],build_android:112,build_dict:14,build_model:49,builder:91,built:[32,46,47,62,69,79,81,83,86,90,97,112,114,116,119],bunch:[56,98,100,121],button:[91,95,102],c11:57,c703c041:91,c99:58,c99e:102,cach:[46,69,83,121],cache_pass_in_mem:[2,121],cachetyp:[2,121],cacul:[9,42,100],caff:[31,47],caffe2:[31,47],calc_batch_s:2,calcul:[2,7,8,9,18,21,30,33,38,42,46,70,84,89,92,98,100,108,110,119],call:[2,7,8,9,13,21,28,29,30,31,36,37,38,39,41,47,49,50,59,60,61,67,69,73,74,77,79,80,81,87,89,90,92,93,94,97,98,100,102,108,120,121],callabl:[2,6,8,13,14],callback:92,caller:[30,97,102],can:[1,2,4,6,7,8,9,13,14,15,21,25,28,29,30,31,32,33,36,37,40,41,43,46,47,48,49,50,51,53,59,60,61,62,63,65,66,67,68,69,71,72,73,74,75,79,80,81,83,84,85,86,87,89,90,91,92,93,94,95,97,98,100,101,102,103,104,107,108,110,112,113,114,116,118,119,120,121],can_over_batch_s:2,cancel:40,candid:[8,60],candidate_activ:21,cannot:[72,73,77,81,92,93],cantain:51,capabl:[46,64,73],capac:[75,102],capi:[57,83],capi_prvi:58,caption:60,captur:[8,101],card:[62,100],care:[9,41,68,80,84,107,108,116],carefulli:[108,120],caret:28,carpedm20:49,carri:21,cast:46,cast_to_op_attr:79,cat:[13,15,84,104,120],categori:[8,14,33,121],categorig:14,categoryfil:103,caus:[33,45,86,93],caution:[102,103],cbla:54,cc_:32,cc_binari:32,cc_test:32,cclient:39,cde:8,cdn:14,cduadevicecontext:80,ceil:8,ceil_mod:8,cell:[8,9,21],cell_activ:21,cell_t_prev:21,cell_valu:21,center:[2,15],center_crop:15,cento:[83,86,87,116],central:75,ceph:[13,35,103],cephf:[35,41,44],certain:[1,61,77,80,107],certif:[29,44,102],cffi:57,cfg:103,cgo:57,chain:[13,50,92],challeng:[8,33,47,52,80],chanc:[29,46,92,121],chang:[8,14,32,37,41,47,64,65,68,74,77,83,89,91,92,93,94,98,100,102,108,112,121],channel:[8,9,15,21,98,120],channel_shar:8,channl:120,chapter:[59,60],chapter_data:59,chapter_out:59,charact:121,characterist:110,check:[2,13,31,32,66,73,83,86,91,93,95,100,102,108,110],check_align:13,check_attr:79,check_eq:92,check_fail_continu:2,check_grad:[30,93],check_l:92,check_output:93,check_sparse_distribution_batch:[107,108],check_sparse_distribution_in_pserv:[107,108],check_sparse_distribution_ratio:[107,108],check_sparse_distribution_unbalance_degre:[107,108],check_styl:91,checker:73,checkgrad:108,checkgrad_ep:108,checkmark:116,checkout:91,checkpoint:[66,71],checksum:44,child:31,china:84,chines:95,chip:47,chmod:102,choic:[32,47,84],choos:[83,84,85,90,108,112,121],chosen:[1,49],chunk:[37,44,119],chunk_schem:7,chunktyp:7,chw:15,cifar:119,circl:50,circumst:80,claim:102,claimnam:102,clang:[46,57,91,112],clarifi:7,clariti:60,classfic:120,classic:8,classif:[2,4,8,20,50,110,120,121],classifi:[8,49,119,120,121],classification_cost:[69,121],classification_error_evalu:[7,119,121],classification_evalu:7,claster:102,clean:[4,31,32,43,64,73,83,90,91],clear:[7,32,60,64,77,114],clearer:[64,67],clearli:77,cli:102,click:[86,91,95,97,98,102],client:[36,39,73],clip:[6,9,108,121],clock:8,clone:[8,83,90,91,95,97,112,114],close:[2,68,72,91],cloud:[32,33,41,44,45,72,73,116],cloud_read:13,cls:121,cludform:102,cluster:[13,28,29,31,33,38,69,72,103,107,108,121],cluster_test_fil:100,cluster_train:101,cluster_train_fil:100,cluster_train_v2:[101,104],cm469:102,cmake:[58,83,90,91,92,93,95,97,98,112,113],cmake_build_typ:[97,112,113,114],cmake_c:113,cmake_install_prefix:112,cmake_system_nam:[112,113,114],cmakelist:[32,54,55,92],cmatrix:[57,58],cmd:[13,103],cname:102,cnn:[8,103,120,121],coars:48,code:[2,4,8,13,29,32,40,43,46,47,48,49,50,56,61,63,64,66,68,69,71,73,74,75,79,81,83,84,86,87,89,90,92,93,94,95,96,98,100,102,103,119,121],codebas:[73,91],coeff:8,collabor:33,collect:[8,14,28],collectbia:92,color:[15,120],colour:14,column:[7,8,21,50,68,72,92,97,118],column_evalu:7,com:[8,9,14,32,49,83,90,91,95,97,99,102,103,112,114,116,120],combin:[7,8,9,13,23,28,61,73,77,119],come:[21,42,65,69,81],comma:[25,28,38,108,118],command:[1,4,13,25,32,36,41,45,83,84,86,87,90,91,92,93,95,96,97,98,101,102,103,104,105,106,112,113,114,118,119,120],commandlin:98,commenc:121,comment:[32,51,79,91,93,121],commit:[32,91],common:[15,20,23,26,35,75,80,89,92,107],commonli:[45,75,89,97,98,110,114],commun:[33,38,39,62,69,71,91,92,100,102],compani:47,compar:[30,32,73,90,92,93,119,121],comparison:[32,47],compat:[2,46,48,62],competit:119,compil:[8,32,51,53,62,69,74,78,79,82,90,92,95,100,115],complaint:32,complet:[4,8,9,14,23,28,31,33,37,38,44,50,56,73,85,92,93,94,97,102,103,116,121],complex:[1,2,9,40,60,73,89,98,121],complic:[8,48,68,69,81],compon:[51,69,81,92],compos:[13,29,48,51,59,67,73,119],composenotalign:13,composit:48,compress:37,compromis:90,comput:[8,9,21,25,29,30,33,43,46,47,51,56,61,62,63,69,71,72,74,77,80,82,84,89,90,91,92,93,97,98,99,100,102,110,112,113,114,121],computation:[8,89],computationgraph:51,con:62,concat:[49,89],concaten:[8,9,49,59,81],concentr:73,concept:[2,7,29,47,48,49,51,59,60,63,64,65,72,77,81,82,89],conceptu:[43,47,49,51],concern:[29,42,113],concis:[49,81],conckerneltrac:25,conclud:93,concret:[73,80,93],concurr:[33,40,47,71,100],concurrentremoteparameterupdat:108,cond:[21,31,47,52,65],condit:[8,21,37,47,52,69,89,103],condtion:49,conduct:98,conf:[4,8,101,118,119,120],conf_paddle_gradient_num:102,conf_paddle_n:102,conf_paddle_port:102,conf_paddle_ports_num:102,conf_paddle_ports_num_spars:102,confer:20,confid:8,confidence_threshold:8,config:[2,6,8,25,35,45,60,92,102,103,107,108,116,118,119,120,121],config_:[36,108],config_arg:[107,108,110,120,121],config_bas:[7,8,28],config_lay:92,config_len:38,config_pars:[4,54,55,92],config_proto:38,configur:[0,1,2,4,8,21,28,36,38,40,41,47,51,67,71,80,87,88,90,91,92,93,94,98,100,108,112,114,116,118,120],confirm:45,conflict:[77,91],confus:[15,49],congest:108,conll:14,connect:[1,9,21,41,69,71,92,100,102,103,116,119,120,121],connectionist:8,consequ:[8,9],consid:[7,8,20,66,80,90,98,110,116],consider:[2,8,9],consist:[7,8,14,15,37,56,65,68,73,74,79,93,120,121],consol:[98,102],consolid:[31,95],constant:[8,20,21,51,53,72,92,93],constantiniti:21,constraint:[69,77],construct:[2,4,7,29,43,51,59,67,73,77,79,82,89],constructbackwardgraph:50,constructoptimizationgraph:50,constructor:[21,46,67,73,77,79,92,93],consum:[33,97],contact:40,contain:[2,7,8,9,11,13,14,15,21,28,29,31,37,43,49,51,56,64,67,72,73,74,77,78,79,81,82,85,86,89,90,93,100,102,104,113,120,121],container:100,containerport:102,content:[38,45,56,60,95,103],content_dir:95,content_len:38,context:[8,9,14,77,78,80,89,93,94,99,118,121],context_attr:9,context_len:[8,9,121],context_proj_layer_nam:9,context_proj_param_attr:9,context_project:9,context_start:[8,9,121],contin:102,continu:[2,7,33,56,100,108,112],contrast:8,contrib:75,contribut:[75,90,96],contributor:73,control:[6,31,72,102,103,108,116],conv2d:49,conv:[9,21,49],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:[29,51,61,79],convent:[38,91,93],converg:[101,119],convers:[46,47,69],convert:[2,4,14,21,35,46,47,68,70,74,118,120,121],convlay:8,convolut:[8,9,13,21,22,49,67,80,119,120],convoper:8,convproject:8,convtranslay:8,convtransproject:8,cool:[2,91],coordin:[33,38],copi:[28,29,37,40,45,50,59,60,62,63,81,83,91,100,102,104,119],copy_shared_paramet:119,copytonumpymat:119,core:[2,6,18,51,58,63,64,81,90,99,108],coreo:[102,116],corner:73,corpu:14,correct:[2,8,21,30,46,62,92,93,102],correctli:[7,13,46,49,92,119],corresond:46,correspend:21,correspoind:29,correspond:[2,4,8,21,26,29,31,32,46,51,52,59,60,67,72,73,74,75,79,80,92,93,94,97,113],correspondingli:113,corss_entropi:29,cortex:46,cos:[8,79],cosin:[8,21,79],cosineop:79,cosineopproto:79,cosineopprotomak:79,cost:[4,21,28,29,50,61,62,65,66,69,72,99,108,119,121],cost_id:8,cost_np:66,cost_val:69,could:[2,4,8,13,28,29,30,37,46,47,59,61,63,64,65,67,68,69,70,71,74,90,97,98,101,102,112,121],count:[7,33,41,42,66,68,98,100,103,108,110,118],counter:[25,33,37,50,70],cours:[7,41,90],covari:8,cover:[47,94],cp27:86,cp27m:86,cp27mu:86,cpickl:120,cpp:[30,36,48,54,55,57,58,64,71,73,82,92,98,121],cprofil:97,cprofilev:97,cpu:[1,2,6,8,30,41,46,63,64,69,72,73,75,76,80,83,84,90,93,94,97,98,99,103,108,119],cpu_avx_mkl:86,cpu_avx_openbla:86,cpu_per_p:72,cpu_per_train:72,cpudevicecontext:[80,93],cpuengin:55,cpuinfo:84,cpuplac:[80,93,94,99],cpusparsematrix:58,crash:[33,98,101,108],creat:[4,6,8,13,18,21,28,29,30,31,33,38,42,43,44,45,46,47,48,49,50,59,61,62,63,64,67,70,74,75,84,87,90,91,92,93,95,100,104,108,112,116,118,119],create_backward_pass:61,create_bias_paramet:92,create_block:67,create_cloud_job:72,create_doc_str:79,create_input_paramet:92,create_local_scop:43,create_oper:48,create_optimization_pass:[23,61],create_paramet:67,create_python_ops_creatation_funct:79,create_rnn:31,create_rnn_op:59,create_st:18,create_tmp_var:67,create_tmp_vari:67,create_var:67,create_whileloop:81,createargu:119,createfromconfigproto:[4,119],creategradientoper:74,createop:79,createoper:31,createstack:102,createvari:31,creation:[48,102],creationd:102,creator:[13,14,35,73,74],creator_:74,credenti:45,credit:119,crf:80,critic:[49,97],crlf:91,crop:[15,80,120],crop_grad:80,crop_siz:[15,120],crope:15,cropgradkernel:80,cropkernel:80,cross:[8,67,93,121],cross_compil:114,cross_entropi:[8,29,49,72,119],cross_entropy_with_selfnorm:8,crt:44,csc:92,csr:92,csv:25,ctc:7,ctc_evalu:7,ctest:[83,90,93],ctor:67,ctrl:[90,101],ctx:[93,94],cublas_handle_:80,cublashandle_t:80,cuda7:86,cuda8:[83,86],cuda:[25,32,47,73,80,84,86,90,93,98,100,108],cuda_dir:[107,108],cuda_fp16:46,cuda_profil:25,cuda_so:84,cudaconfigurecal:98,cudadevicecontext:[80,93],cudadevicegetattribut:98,cudaeventcr:98,cudaeventcreatewithflag:98,cudafre:98,cudagetdevic:98,cudagetdevicecount:98,cudagetdeviceproperti:98,cudagetlasterror:98,cudahostalloc:98,cudalaunch:98,cudamalloc:98,cudamemcpi:98,cudaplac:80,cudaprofilerstart:98,cudaprofilerstop:98,cudaruntimegetvers:98,cudasetdevic:98,cudasetupargu:98,cudastream_t:80,cudastreamcr:98,cudastreamcreatewithflag:98,cudastreamsynchron:98,cudeviceget:98,cudevicegetattribut:98,cudevicegetcount:98,cudevicegetnam:98,cudevicetotalmem:98,cudnn:[8,11,32,80,108],cudnn_batch_norm:8,cudnn_conv:8,cudnn_conv_workspace_limit_in_mb:[107,108],cudnn_convt:8,cudnn_dir:[107,108],cudnn_handle_:80,cudnnavginclpadpool:8,cudnnavgpool:8,cudnndevicecontext:80,cudnnhandle_t:80,cudnnplac:80,cudnnv5:83,cudrivergetvers:98,cuinit:98,cumtim:97,cumul:8,cur_mem:60,curl:[13,102],curli:[31,50],current:[2,8,21,31,32,33,36,38,42,47,59,60,63,64,67,71,72,77,81,84,86,89,90,92,95,101,102,108,113,117,121],current_block:[65,67],current_oper:65,current_word:89,currentcost:121,currentev:121,curv:29,custom:[1,2,23,29,41,46,49,60,63,73,92,102],custom_batch_read:68,cut:[71,81],cut_lin:13,cutoff:14,cv2:15,cxx:113,cxx_compil:[112,113,114],cxx_flag:113,cxxabi_1:86,cycl:33,cyclic:8,cython:57,d3e0:102,d_b0:49,d_b1:49,d_b2:49,d_block:49,d_f:49,d_g:49,d_h0:49,d_h0_bn:49,d_h0_relu:49,d_h1:49,d_h1_bn:49,d_h1_relu:49,d_h2:49,d_loss:49,d_loss_fak:49,d_loss_real:49,d_optim:49,d_step:49,d_t:49,d_w0:49,d_w1:49,d_w2:49,daili:91,dalla:2,dandroid_abi:112,dandroid_arm_mod:112,dandroid_arm_neon:112,dandroid_standalone_toolchain:112,danger:2,dangl:90,darwin:102,dash:49,dat:35,data:[0,1,2,4,7,14,15,18,28,29,30,31,35,36,37,42,44,46,47,49,50,51,53,56,59,60,61,62,63,64,65,67,71,72,73,75,77,78,79,80,81,82,87,89,92,93,94,98,99,100,104,105,107,108,110,120],data_batch_gen:119,data_dir:118,data_fil:15,data_i:49,data_initialz:121,data_lay:[2,36,119,121],data_layout:21,data_read:[13,68],data_reader_creator_random_imag:68,data_shar:81,data_sourc:119,data_typ:[13,14,56,78,82,87,89],data_x:49,databas:14,datacent:[35,45],datacenter1:35,datacenter2:35,datacenter_1:35,datacenter_2:35,datacenter_nam:35,datadim:8,datafeed:[16,99],dataflow:51,dataprovid:1,dataprovider_bow:121,dataprovider_emb:121,dataproviderconvert:4,datasci:8,dataset:[0,2,35,41,63,68,87,89,97,108,118,120,121],dataset_nam:15,datatyp:[14,18,78,82],date:100,dcgan:[49,119],dcmake_install_prefix:[112,113,114],dcmake_system_nam:[112,113,114],dcuda_arch_nam:83,dcudnn_root:83,ddim:[80,94],dead:33,deal:[116,119],debug:[2,30,45,47,69,84,91,97],debug_str:51,decai:[10,23,26],decar:13,decayr:36,decent:37,decid:[29,40,49,56,63,74,75,78,117],declar:[8,21,31,49,59],declear:21,decod:[8,9,89],decoder_boot:89,decoder_dim:60,decoder_group_nam:89,decoder_input:[60,89],decoder_mem:[60,89],decoder_prev:9,decoder_s:89,decoder_st:[9,89],deconv:[8,49],deconvolut:[8,21],decor:[2,13,92],decrement:70,decrementcount:70,decrypt:102,deduc:73,deep:[8,20,40,43,49,50,55,73,75,80,84,98,113,119,120,121],deeper:[84,120],deepspeech2:54,def:[2,8,13,29,30,35,41,42,48,49,51,59,60,61,67,68,79,81,89,92,93,119,120,121],def_block:49,defalut:[108,110],default_block:49,default_devic:110,default_main_program:[18,99],default_param_attr:67,default_st:81,default_startup_program:[18,99],default_valu:110,defaultinfervartyp:53,defect:64,defer:40,defferenct:2,defin:[1,2,8,9,13,20,23,26,28,29,31,32,33,40,46,47,48,49,51,59,62,65,67,68,70,71,73,77,79,80,81,89,92,94,97,99,100,101,108,118,119],define_py_data_sources2:[2,120,121],definit:[2,31,33,37,43,65,69,74,79,81,84,93,97,99,118,121],definiton:48,degre:8,delai:[63,80,94,108],delar:121,delet:[41,44,91,117],deletestack:102,delimit:7,deliv:116,delta:[8,30],delv:[8,20],demand:[33,80],demo:[8,14,73,101,103,105,118,119,120,121],demolish:103,demonstr:[89,94,119],denot:[93,110,121],dens:[2,8,13,38,39,78,92,102,121],dense_arrai:13,dense_vector:[2,4,13,87],dense_vector_sequ:13,dep:32,depend:[31,32,33,41,51,62,66,69,71,78,84,90,93,100,110,112,113,114,116],dependent_var:66,deploi:[8,101,110,116],deploy:[51,56,73,100,101,102,113,116],deprec:8,depth:[31,47],dequeu:71,deriv:[5,29,52,61,112],desc:[31,56,67,79,81],desc_:31,descend:81,descent:[8,33,63,100],descproto:56,describ:[29,31,32,37,43,56,59,60,64,65,67,73,78,79,82,92,93,94,102,103,119,121],describestack:102,describestackev:102,describestackresourc:102,descript:[4,7,31,32,53,55,56,74,78,82,83,86,91,93,100,102,109],deseri:[28,56,64],deserializ:73,desgin:50,design:[2,8,13,20,36,57,63,75,93,116],desir:[13,33,63,102,103,118],destin:[38,45],destroi:[31,43],destruct:77,destructor:92,det_output:7,detail:[2,4,6,7,8,9,10,21,30,37,41,45,47,49,51,56,59,67,69,72,75,77,81,82,83,87,89,90,92,93,94,95,97,98,101,102,103,109,110,114,116,118,119,120,121],detect:[53,83,91,112],detection_evalu:7,detection_output:7,determin:[2,8,13,31,73,92,119],dev:[73,84,90,97,112,116],dev_ctx:31,develop:[32,47,53,64,67,74,76,84,86,91,94,95,97,99,100,107,108,113,114],deverlop:108,deviat:[6,20],devic:[6,42,46,51,55,62,64,69,72,73,84,93,94,99,108,113],device_context:93,devicecontext:[31,93],deviceid:[55,110],deviceid_:55,devid:[8,108],devtools2:83,dhcp:116,diagnos:101,diagram:[59,100,120],diamond:49,dic:15,dict:[2,7,14,28,67,72,100,104,121],dict_fil:[7,121],dict_siz:[14,36,60],dictionai:121,dictionari:[2,7,8,14,28,29,30,67,72,110,120,121],did:[2,64,84],diff_mat:30,differ:[2,7,8,28,31,32,33,38,40,42,43,46,47,49,51,52,60,62,63,66,69,70,71,72,74,77,81,84,89,92,93,94,97,101,102,103,108,113,118,120,121],differenti:[48,93],difficult:[7,30,47,90],difficulti:20,dig:[84,98,102],digit:[2,8,100],digraph:51,dilat:8,dilation_i:8,dim0:93,dim1:93,dim:[8,13,21,36,56,59,73,78,80,82,92,93,94,118,120,121],dim_:[80,94],dimens:[5,8,9,11,13,21,49,73,78,80,81,92,93,94,110,118,121],dimension:[2,8,21,89,92,94,119,121],dimenst:118,dimes:8,dios_arch:113,dios_enable_bitcod:113,dios_platform:113,dios_use_veclib_for_bla:113,dir:[112,120,121],direct:[8,9,15,47,63,97,120],directli:[1,2,9,20,23,26,32,39,41,46,64,69,79,81,85,101,103],director:93,directori:[1,8,32,35,40,44,45,80,83,84,90,94,95,98,100,101,103,104,108,112,113,114,117,120,121],diretcoti:120,dis_conf:119,dis_train:119,dis_training_machin:119,disabl:2,disadvantag:[63,67],discard:[13,33,37,60,108],discount:8,discov:33,discoveri:102,discrep:98,discret:8,discrim:49,discrimin:119,discriminator_train:119,discuss:[29,31,37,38,39,69,80],disk:[56,90,103],dispatch:[64,69,100,101,108],displai:[41,45,91],dist:[76,83],dist_train:[29,41],distanc:[7,8],distibut:118,distinguish:[32,101,119],distribut:[8,20,31,37,38,39,40,42,47,62,71,72,73,82,86,96,101,103,105,106,116,119,121],distribute_test:[107,108],distributedli:92,disucss:29,div:21,divid:[8,10,42,79,82,97,107],diy_beam_search_prob_so:[107,108],django:95,dnn:83,dns:102,do_forward_backward:68,doc:[4,13,51,59,81,93,94,95,100],doc_cn:95,dockefil:90,docker:[76,83,85,91,95,100,102,105,106,116],docker_build:29,docker_clust:[101,104],docker_push:29,dockerfil:[90,112,114],dockerhub:84,document:[2,4,8,9,30,44,47,50,59,60,69,73,83,90,91,93,94,96,100,110,113,121],documentari:2,doe:[2,4,9,33,37,38,40,41,43,46,51,59,64,67,69,71,73,74,75,86,90,92,93,94,98,99,121],doesn:[6,8,13,29,31,68,72,84,90,91,97,98,103,112,113],dog:120,doing:[36,40,50,69,98],domain:102,don:[9,29,32,48,50,68,83,84,90,91,93,95,102],done:[7,8,9,32,33,37,38,53,56,63,69,70,74,75,91,97,98,102,119],dot:[8,9,93,108,120],dot_period:[108,110,119],dotmuloper:8,dotmulproject:8,doubl:[2,46,50,69,83,93,108],down:[98,121],download:[14,32,33,36,40,44,83,84,86,100,113,116,119,121],dozen:32,draw:60,drive:77,driver:[84,100],drop:[2,8,9,21,60],drop_rat:6,dropout:[6,9,92,121],dropout_prob:21,dropout_r:8,drpi_arm_neon:114,drpi_toolchain:114,drwxr:103,dst:38,dtoh:98,dtype:[4,18,21,51,67,99,120],due:[37,40,49,60,67,97],dummi:[28,37],dump:56,duplic:[21,71],durat:[37,98],dure:[1,2,8,9,21,26,31,33,37,40,41,42,47,62,63,73,92,93,102,107,108,116,121],durn:2,duse_eigen_for_bla:112,dwith_c_api:[58,112,113,114],dwith_gpu:[83,114],dwith_profil:98,dwith_python:[58,114],dwith_swig_pi:[58,112,113,114],dwith_test:[83,93,113],dwith_tim:98,dynam:[1,2,38,58,59,68,83,98,108],dynamic_cast:92,dynamic_recurrent_op:81,e2e:116,each:[1,2,4,7,8,9,11,13,14,18,21,28,30,32,33,36,37,38,40,41,42,43,47,50,53,59,60,62,64,66,67,68,69,71,73,74,77,78,79,80,81,89,92,97,100,101,102,108,110,116,118,120,121],each_feature_vector:5,each_pixel_str:2,each_time_step_output:5,each_word:2,eager:47,earli:[46,91,93],eas:[13,53,93,120],easi:[30,60,63,68,73,75,91,92,101,121],easier:[29,46,47,68,71,81,90,91,92],easili:[29,49,62,68,74,77,80],echo:84,edg:[15,72],edit:[7,84,90,102],editor:[67,90],edu:[14,102,103],eeoi3ezpr86c:102,effect:[2,8,28,83,102,108,113],effici:[1,2,8,56,68,69,80,89,90,92],effort:69,efg:8,efs:102,efs_dns_nam:102,efsvol:102,eigen:[46,63,73,75,80,93,112,113],eigen_device_:80,eigen_test:94,eigen_use_gpu:93,eigenmatrix:94,eigenscalar:94,eigentensor:94,eigenvector:94,either:[8,9,13,21,28,29,49,52,53,59,63,69,75,85,98,113,121],elb:102,elbapis:102,elec:121,electron:[103,121],elem_dim:8,elememt:8,element:[2,4,7,8,9,13,15,21,28,30,37,51,60,71,72,73,93,94,121],element_typ:38,elementari:73,elementwis:21,elif:[29,79],els:[29,36,41,47,49,52,53,69,71,77,79,83,84,90,92,93,120,121],emac:90,email:91,emailweixu:32,emb1:36,emb2:36,emb:[103,121],embed:[29,31,36,53,60,71,78,81,89,100],embedding_lay:[36,121],embedding_nam:[8,89],embedding_s:[8,89],emphas:98,empir:8,emplace_back:92,emploi:[79,89],empti:[7,13,33,60,93],emul:46,enabl:[2,6,8,31,32,37,51,71,90,91,98,100,102,108,113],enable_grad_shar:[107,108],enable_parallel_vector:108,enableonstart:25,enc_proj:[9,89],enc_seq:9,enc_vec:89,encapsul:[38,72],encod:[9,37,60,89],encoded_proj:[9,89],encoded_sequ:[9,89],encoded_vector:89,encoder_ctx:60,encoder_ctx_expand:60,encoder_ctx_proj:60,encoder_dim:60,encoder_last:8,encoder_out_seq:60,encoder_s:89,encount:36,encourag:[43,69],encrypt:102,encrypt_decrypt:102,end2end:116,end:[2,7,8,28,31,51,60,64,68,77,86,89,90,91,108,118],end_pass:29,end_po:8,endforwardbackward:28,endian:56,enditer:[28,29],endpass:[28,29],endpoint:[13,35,102],endtrain:29,enforc:113,engin:[41,55,98],english:[2,8,95],enjoi:84,enough:[31,90],enqueu:71,ensembl:9,ensur:[2,33,62,77,84,86,90,92,113],enter:[31,43],enterpris:73,entir:[8,9,38,40,93],entiti:[7,31,77],entranc:43,entri:[13,37,41,53,90,91,92,102,112],entropi:[8,67,121],entry_point:41,enueu:71,enumer:[5,121],env:[95,97,102],environ:[29,72,83,86,90,91,97,98,100,102,103,107,108,113,119],environmenterror:100,eos_id:[8,89],epoch:49,epsilon:[8,10,21,23],equal:[8,9,21,33,81,93,108],equat:[7,8,9,10,21,93],equilibrium:119,equip:89,equival:[29,31,47,52,79,116],error:[6,7,8,9,21,29,30,37,45,46,47,77,92,93,101,102,108,120,121],error_clipping_threshold:6,especi:[2,8,9,55,90],essenc:29,essenti:[8,29,43,46,94],estim:[8,29,63,71],eta:103,etc:[7,13,21,31,42,62,63,68,69,77,83,100,102,107,110,116],etcd:[13,28,33,37,38,40],etcd_addr:38,etcd_endpoint:13,eth0:102,euclidean:8,eval:[7,18,31,42,49,72,73,121],eval_program:[18,42],eval_result:42,evalu:[1,8,16,27,28,40,51,66,69,72,98,99,121],evaluate_difficult:7,even:[29,46,47,62,67,68,90,91,98,108,113],evenli:[38,102],event:103,event_handl:[28,29],eventu:[69,81],everi:[1,2,7,8,9,13,18,29,33,37,38,40,42,50,51,53,59,62,67,71,77,79,89,91,92,93,94,99,100,104,108,121],everyon:91,everyth:[49,69,71,112],everywher:90,evid:64,evolv:47,exactli:[2,8,9,102],exampl:[1,2,7,8,9,13,14,15,21,28,31,41,42,45,47,48,49,50,51,53,59,60,64,65,67,68,71,73,74,75,78,80,81,89,90,91,92,93,94,97,98,99,100,102,103,107,108,110,114,120,121],exceed:8,except:[2,8,14,40,47,50,81,110,118],exchang:64,exclud:8,exclude_mod:8,exclude_param:28,excluded_chunk_typ:7,exconv:8,exconvt:8,excut:13,exdb:14,exe:99,exec:108,execut:[32,33,37,41,42,43,49,51,62,72,74,90,92,97,98,102],executioncontext:[93,94],executor:[16,18,42,46,47,49,61,65,97,99],exist:[29,31,33,45,47,60,67,68,72,74,79,80,81,86,90,92,94,102,108,113],exit:[38,45,103,108],exp:21,expand:[21,60,84,92],expand_a:8,expand_level:8,expandconvlay:8,expans:8,expect:[8,98],experi:[56,110],experienc:91,expert:32,expir:33,explain:[2,7,21,33,47,48,50,91,97,100,119],explan:[8,30,41,69,77,121],explicit:[81,92],explicitli:[2,29,43,69,72,93,94,113],explor:[8,60,75],expon:8,exponenti:5,expos:[39,56,80,81,102],express:[29,42,51,71,93,102],extend:[7,63,71,81],extens:[40,60,71,93,112],extent:58,extern:[2,32,55,57,58,73],external_librari:32,extingrad_:55,extinval_:55,extoutgrad_:55,extoutval_:55,extra:[6,8,9,69,75,80,116],extra_lay:28,extraattr:[6,110],extraattribut:8,extraattributenon:8,extract:[7,8,47,64,69,93,102],extract_fea_c:120,extract_fea_pi:120,extract_para:118,extralayerattribut:[6,9],extralayeroutput:9,extrem:[8,47,98],extremli:1,f120da72:103,f7e3:102,fa0wx:103,fabric:100,face:[32,75],fact:[47,62,65,67,120],factor:[6,10,21],factor_s:8,factori:57,fail:[2,33,37,60,72,93,103,108,110],failur:[33,38,93],fake:[49,119],fake_imag:68,faked_imag:49,fall:[46,66],falloc:44,fals:[2,6,7,8,9,10,13,21,22,23,30,31,47,52,54,59,65,66,68,78,82,87,89,92,93,100,103,108,110,118,121],false_block:[31,52,65],false_label:68,false_neg:42,false_posit:42,false_read:68,familiar:2,fan_in:20,fan_out:20,fanscin:2,fantast:121,far:81,fascinatingli:1,fashion:69,fast:[8,37,47,98],faster:[8,9,26,33,47,84,89,98],fastest:47,fastli:91,fat:113,fault:[28,37,73,83],favorit:90,fbd1f2bb71f4:103,fc1:[51,72,92,110],fc1_bia:51,fc1_weight:51,fc2:[51,72,110],fc3:[51,110],fc4:110,fc8a365:102,fc8a:102,fc_act:9,fc_attr:9,fc_bias_attr:9,fc_layer:[67,79,92,110,121],fc_layer_nam:9,fc_mat:28,fc_op:79,fc_out:31,fc_output:79,fc_param_attr:9,fc_without_b:31,fclayer:92,fcop:48,fea:120,fea_output:120,feasibl:63,featur:[2,5,8,13,14,46,51,62,69,91,108,121],feed:[9,28,29,50,59,69,72,75,99],feed_dict:[49,72],feed_list:99,feeder:[13,99],feedforward:20,feel:91,festiv:2,fetch:[14,33,36,66,69,89,92,99],fetch_list:99,fetch_op:66,few:[2,32,33,63,68,69,78,90],fewer:[8,21,67],fg0:8,field1:28,field2:28,field:[8,28,31,51,53,56,66,74,78,79,98,102],fifth:50,figur:[29,32,47,49,55,59,67,69,71,89,92,98,118,119,120],file:[1,2,4,7,8,13,14,15,25,28,29,32,33,35,37,38,40,41,44,45,47,51,56,58,68,69,73,80,82,84,86,87,89,90,91,92,93,94,99,100,101,104,108,112,113,114,116,118,120],file_list:2,file_nam:[2,120,121],file_typ:13,filenam:[2,15,35,67,97],fileoffset:44,filesystem:[40,41,44,69,102],fill:[8,21,33,37,47,67,102,121],fill_zero_grad:73,filter:[8,9,21,120],filter_s:[8,9,21,22],filter_size_h:21,filter_size_i:8,filter_size_w:21,filter_strid:21,find:[8,21,31,33,40,46,51,60,77,83,86,98,104,112,113],find_var:30,findop:31,findvar:[31,77],fine:[6,37,48],fingerprint:102,finish:[2,33,37,40,41,43,62,79,83,100,101,102,103],finit:92,finnal:84,first:[2,8,21,28,29,31,33,37,40,41,43,45,47,49,50,51,59,60,65,66,67,69,73,78,79,80,81,83,89,90,91,92,93,94,98,102,108,110,116,118,119,120,121],first_seq:89,firstli:[7,8],firstn:13,firstseen:103,fit:[1,14,46,56,60,73],five:[65,98,121],fix:[2,6,8,57,69,91,97],flag:[8,14,21,54,55,91,93,95,108,119],flatten0:51,flatten:[51,65,67,94],flexibl:[1,8,9,29,38,47,50,59,60,63,68,69,80,81,89],flip:15,flist:100,float16_t:46,float32:[4,13,21,46,48,49,67,68,93,99,119,120],float_16:21,float_to_half_rn:46,floor:8,flow:[21,31,59,76],fluid:[0,18,20,21,22,23,25,26,43,80,97],fly:121,fnt03:102,focu:[2,51,97,98],focus:93,folder:[32,35,41,45,102],follow:[1,2,7,8,9,10,13,15,21,28,29,30,31,32,33,37,41,43,46,47,48,49,50,51,52,53,59,60,62,63,65,66,67,68,69,71,73,74,75,77,78,79,80,81,83,84,86,87,89,90,91,92,93,94,95,97,98,99,102,103,104,105,106,110,112,113,114,116,118,119,120,121],fool:119,forbid:29,forc:[62,67],force_load:57,forest:31,forget:[10,21,29],forget_bia:21,fork:[8,91],form:[1,2,8,9,42,86,98],format:[1,2,7,13,14,15,21,25,28,30,37,46,47,60,81,87,91,92,93,94,100,102,108,118],former:[29,32,47,63],formula:[8,9,10,30],formular:8,forth:49,forward:[5,8,9,30,31,36,38,47,49,54,55,56,61,64,65,68,73,74,75,78,89,92,110,119],forward_op:30,forwardactiv:92,forwardbackward:28,forwardtest:4,found:[2,4,46,65,75,77,89,100,114,119,121],four:[2,7,42,47,50,118,120,121],foward:66,fp16:[46,73,82],fp32:[73,82],fp64:82,fpga:[72,99],fpgadevicecontext:80,fpgaengin:55,fpgaplac:80,frac:21,frame:[7,43,73,81],framework:[29,31,42,46,47,51,62,63,65,73,75,77,79,80,91,92,93,97,99,100,113,120,121],free:[14,80,91,116],frequenc:[14,98,118,121],frequent:[37,68,73,75,80,101,112,113],fresh:[40,72],friend:77,friendli:[47,49],from:[2,4,7,8,9,13,14,15,20,21,28,30,31,32,33,35,36,37,38,42,45,46,47,48,49,50,51,52,59,60,61,62,64,65,67,68,69,71,72,73,74,77,80,81,84,86,89,90,91,92,93,94,97,98,100,102,103,108,110,112,113,116,118,119,120,121],from_no_sequ:8,from_sequ:8,from_tar:28,fromfil:[68,120],front:51,fuction:25,fulfil:98,full:[8,33,40,59,62,63,89,92,116],full_matrix_project:[9,89],fulli:[21,69,71,92,98,116,119,120,121],fullmatrixproject:8,fullsiz:36,fully_matrix_project:9,fullyconnect:[51,67,118],fullyconnectedlay:92,func:[13,37,74],funciton:[9,21],functor:[48,51],fundament:[46,71,73],further:[8,79,116],furthermor:72,futur:[8,40,46,59,69,73,112,117],fvs:79,fwd_op:74,g_b0:49,g_b1:49,g_b2:49,g_block:49,g_command_config_arg:[54,55],g_h0:49,g_h0_bn:49,g_h0_relu:49,g_h1:49,g_h1_bn:49,g_h1_relu:49,g_h2:49,g_im:49,g_loss:49,g_optim:49,g_program:67,g_step:49,g_w0:49,g_w1:49,g_w2:49,gain:8,game:119,gamma:120,gan:29,gan_train:119,gangliao:32,gap:108,gate:[8,9],gate_act:[8,9],gate_activ:21,gate_attr:8,gate_bias_attr:8,gate_param_attr:8,gate_recurr:8,gatedrecurrentlay:54,gather:[8,62,64,92,93],gauss:6,gaussian:[20,119],gaussian_normal_random:49,gcc:[46,57,73,83,90,97,112,114],gcc_3:86,gcreators_:79,gemm:54,gen:8,gen_conf:119,gen_train:119,gen_training_machin:119,gender:14,gendrated_id:60,gener:[1,2,4,7,8,9,13,18,28,29,30,31,32,33,35,37,38,40,47,48,53,62,63,65,66,67,68,69,71,73,74,78,79,80,81,91,93,98,102,104,108,110,112,114,118,120,121],generated_id:60,generated_scor:60,generated_word_embed:8,generatedinput:[8,89],generator_conf:119,generator_machin:119,generator_train:119,genert:2,gereat:7,get:[2,7,8,13,14,28,30,31,32,33,37,38,40,41,44,47,49,51,54,55,59,60,67,72,73,74,77,79,80,81,83,84,86,89,91,92,93,97,98,100,101,102,104,111,120,121],get_all_op_proto:79,get_block:67,get_cloud_job:72,get_config_arg:[110,121],get_data:[103,121],get_dict:14,get_dim:30,get_embed:14,get_float_el:30,get_grad:28,get_input_lay:92,get_mnist_data:119,get_model:120,get_movie_title_dict:14,get_nois:119,get_numeric_gradi:30,get_numerical_gradi:30,get_output:30,get_shap:28,get_support:86,get_symbol:51,get_tensor:30,get_training_loss:119,get_vari:31,get_word_dict:14,getbatchs:92,geteigendevic:94,getenv:[29,41,100],getinfervartyp:53,getinput:92,getinputgrad:92,getinputvalu:92,getkerneltyp:46,getlayeroutput:28,getmat:36,getoptconfig:36,getoutputgrad:92,getoutputvalu:92,getparam:36,getparameterconfig:36,getparameterptr:92,getparameterspars:36,getparametersremot:36,getplac:[80,93,94],getsiz:92,getslotvalu:119,gettask:37,gettempl:102,gettranspos:92,getw:92,getweight:92,getwgrad:92,gist:9,git:[76,83,90,91,95,112,114],github:[9,32,49,83,90,91,95,97,99,112,114,120],give:[2,33,59,67,73,90,91,92,98,102,121],given:[2,8,13,21,28,38,40,47,48,49,60,68,71,72,75,81,92,108,119,121],glibc:[86,112,114],glibc_2:86,glibcxx_3:86,glide:32,global:[2,6,21,23,29,31,32,33,51,64,72,73,77,79,80,90,98,102,108],global_block:67,global_learning_r:6,global_pool:21,global_step:23,globalstat:98,globalstatinfo:98,globe:2,glog:91,glog_v:91,glog_vmodul:91,glorot10a:20,glorot:20,gnueabihf:114,go_librari:32,go_test:32,goal:[46,50,62,73,98],gob:37,godep:32,godoc:57,goe:[9,33,47,52,77,99],going:[48,63,97,100,116,121],golang:32,good:[47,49,63,68,75,97,98,116],googl:[29,73,91,97,100,112],googleapi:102,googlenet:55,got:77,gpg2:102,gpg:102,gprotos_:79,gpu:[1,2,6,8,11,30,41,42,46,62,63,64,69,72,73,75,76,80,83,86,87,90,94,96,99,100,116,119,120],gpu_id:[108,110,119],gpu_per_train:[69,72],gpudevic:80,gpugpu_id:107,gpukernel:73,gpustarttimestamp:25,grab:33,grad:[30,38,55,78,108],grad_op_class:73,grad_op_maker_:74,grad_op_typ:[73,74],grad_op_type_:74,grad_share_block_num:[107,108],grad_var_nam:30,gradient:[6,7,8,10,20,21,23,26,28,33,37,50,53,61,62,63,64,70,73,78,93,97,100,108,121],gradient_clipping_threshold:[6,121],gradient_evalu:7,gradient_flat:30,gradient_machin:[28,58],gradientmachin:[4,28,58,64,119],gradientmachine_:36,gradopdescmak:[53,74],gradopdescmakerbas:74,gradopmak:74,gradual:98,grai:15,grain:48,gram:118,grandient:28,grant:102,graph:[8,21,28,31,32,33,42,47,49,59,62,63,65,69,70,72,82,94,118],graphviz:120,grayscal:2,great:[71,116],greater:[8,63,100],greaterthan:79,green:49,grep:[84,104],gridsize3d:25,groudtruth:89,ground:[7,8,121],group:[9,21,22,37,51,80,116],group_input1:89,group_input2:89,group_input:89,grouplen:14,grow:91,grpc:116,gru:[8,60,89,121],gru_bias_attr:9,gru_decod:89,gru_decoder_with_attent:89,gru_encoder_decod:118,gru_layer_attr:9,gru_memori:9,gru_out:60,gru_param_attr:9,gru_siz:121,gru_step:[60,89],gru_step_lay:9,grumemori:[9,89],gserver:[8,54,55,92],gsizex:98,guarante:[67,92],guard:36,guest:[86,90],gui:[97,98],guid:[25,44,73,89,91,92,98,102,103,115,118],gzip:[13,37,103],h0_bn:49,h_prev:31,had:90,hadoop:[13,29],half:[46,102],half_to_float:46,hand:[73,80,94,100],handi:32,handl:[13,29,41,51,64,68,69,72,77,80,81,99],handler:[28,31],handwrit:2,happen:[37,79],hard:[47,60,69,71,81,90,102,121],hardwar:[47,80,90,98],has:[2,4,7,8,9,14,21,25,29,30,31,32,33,37,38,40,42,46,47,49,51,56,60,62,65,69,71,72,73,78,79,80,89,90,91,92,93,98,99,102,103,113,116,118,121],has_kei:28,has_selected_colum:8,hasdependentvar:66,hash:62,hasn:47,have:[1,2,4,8,9,13,21,29,30,31,32,33,37,38,40,41,43,46,47,48,49,50,56,59,60,62,63,64,65,67,68,69,71,72,73,74,77,78,80,82,83,84,89,90,92,93,98,100,102,108,110,113,114,116,118,121],haven:[47,90],hdf:[1,13,35],head:[91,93,100,104,118],header:[38,56,58,73,80,92,112,113,114,118,120],headip:104,heard:90,heavi:101,height:[8,13,15,31,57,68,92,93],height_:78,held:33,hello:29,help:[2,4,8,21,31,45,47,51,60,68,73,81,90,91,97,101],helper:[8,21,69,74,81,92],henc:[63,67,69,74,75,77],here:[2,4,6,7,8,9,13,21,29,32,33,39,43,45,47,50,51,59,68,75,79,83,84,86,89,91,93,95,100,101,102,103,107,110,113,114,116,118,120,121],heterogen:[69,71],heurist:[8,60,71,108],hidden:[8,9,21,61,69,89,102,121],hidden_out:31,hidden_s:9,hidden_t_prev:21,hidden_valu:21,hierarch:[8,65,67,73,89],hierarchi:73,high:[6,20,46,62,80,92,100,116,119],higher:[1,48,59,81,91],highest:[13,31],highli:[1,2,14,81,89,110],him:29,hint:[71,97],his:72,histor:48,histori:10,hl_get_sync_flag:92,hold:[29,33,37,39,46,49,51,53,72,77,79,80,94,102],holder_:[80,94],home:[35,45,69,72,84,97,102,103,104],honor:37,hook:[2,6],hookattr:6,hookattribut:6,horizont:[8,15,120],host:[32,41,102,103,112,113,114],host_c:[112,113,114],hostfil:104,hostnam:102,hostpath:103,hostport:102,hour:90,hourli:91,hous:[2,14,87,118],how:[1,2,6,8,21,29,31,33,37,43,45,47,48,51,59,60,64,69,75,79,89,90,97,100,102,103,108,111,114,120,121],howev:[2,8,9,30,40,43,47,63,64,67,68,69,74,75,78,79,80,89,102,107,108],howto:100,hpp:[46,57],html:[14,20],htod:98,http:[8,9,13,14,20,32,41,49,83,84,90,91,95,97,99,102,103,112,114,116,119,120],huber:8,huge:63,human:[8,20],hwc:15,hyper:[8,49,92],hyperparamet:[8,75],hyperplan:13,i1117:98,i386:113,iOS:[114,115],iamfullaccess:102,iamusersshkei:102,icc:47,ics:14,id_input:7,id_rsa:104,idea:[32,47,63,68,75,97],ideal:69,ident:[8,74,93,102],identifi:[8,52,92],identityoffsetproject:8,identityproject:8,ids:[7,8,21,60,92,121],idx:[37,49,92],ies:45,ifels:[31,65],ifelseop:65,ignor:[2,8,21,108,118],illustr:[2,7,33,38,48,59,69,72,89,92,98,121],ilsvrc:120,im_siz:49,imag:[2,11,12,13,14,21,22,29,47,49,50,60,61,65,68,72,83,90,91,102,105,106,110,116,119,120],image_a:68,image_b:68,image_fil:68,image_h:21,image_lay:68,image_list_provid:120,image_nam:29,image_path:68,image_reader_cr:68,image_s:120,image_w:21,imagenet:[8,20,35],imagepullpolici:102,imageri:8,images_reader_cr:68,imagin:50,img2label:15,img:[2,8,9,69],img_conv_lay:9,img_featur:2,img_pool_lay:9,imgsiz:98,imgsizei:98,imgsizex:98,imikolov:100,immedi:[63,75,83,102],immutable_paramet:29,impel:80,imperfect:73,implement:[2,8,9,13,20,21,23,26,31,37,38,39,40,41,47,48,51,52,53,57,58,60,64,66,69,71,77,79,80,81,89,121],implemet:36,impli:32,implicit:72,imposs:[60,116],improv:[8,70,71,73,97,98,102],in_fals:21,in_plac:21,in_tru:21,inarg:36,inbound:102,includ:[1,2,7,8,9,14,15,21,23,29,31,32,38,41,46,47,49,51,57,58,59,60,65,67,73,79,83,86,89,90,92,93,97,98,100,102,103,108,112,113,114,118,121],inclus:60,incorpor:8,incorrect:8,increas:[33,37,46,100,108],increment:[42,50,108],incupd:92,inde:13,independ:[8,30,38,70,72,77,80,116,121],index:[2,7,8,11,13,14,21,28,30,31,33,37,65,67,81,102],indexslot:8,indic:[2,7,8,21,31,38,43,49,59,65,74,78,80,81,101,102,112],indice_map:81,indices_map:81,individu:[33,62,102],industri:[33,56,116],ineffici:64,infer:[0,15,21,29,31,33,42,47,52,53,54,57,66,67,72,73,78,87,113,114],infer_shap:67,infer_var_type_:53,inferenc:113,inferfac:53,inferior:40,infernec:114,infershap:[31,67,73,93,94],infershapecontext:[93,94],infervartypefn:53,info:[7,8,14,46,59,92,101,116],infom:8,inform:[4,8,14,21,28,31,41,45,51,56,59,62,67,69,75,77,78,91,92,93,94,97,98,102,108,112],infrastructur:[47,102,119],ingor:108,ingrad_:55,inherit:[31,61,73,80,93],ininst:29,init:[6,20,28,31,49,55,59,60,69,70,87,92,100,102,110,119,121],init_attr:67,init_from_tar:28,init_hook:121,init_model_path:[107,108,110,118,121],initi:[2,4,6,8,9,14,16,21,28,32,37,42,50,59,62,63,67,69,70,71,75,79,81,87,89,92,93,99,108,118,119,121],initial_max:6,initial_mean:[6,8],initial_min:6,initial_std:[6,8],initialize_op_attr:67,initpaddl:[4,119],initrd:116,inlcud:9,inlin:[80,94,102],inner:[8,92],inner_param_attr:9,inproj_attr:8,inproj_bias_attr:8,inproj_param_attr:8,input0:94,input1:[8,9,94],input2:8,input:[2,4,5,7,8,9,11,13,15,21,22,28,30,31,36,40,42,46,47,48,49,50,51,53,55,59,60,63,64,66,67,68,69,70,71,72,73,74,77,79,80,81,87,89,91,92,93,94,99,104,110,118,119,120,121],input_conf:8,input_data:92,input_data_target:92,input_dim_idx:21,input_dtyp:21,input_featur:5,input_hassub_sequence_data:92,input_id:8,input_imag:9,input_index:92,input_label:92,input_lay:92,input_loc:8,input_nam:29,input_proj_bias_attr:9,input_proj_layer_attr:9,input_seg:81,input_seq:8,input_sequence_data:92,input_sequence_label:92,input_sparse_float_value_data:92,input_sparse_non_value_data:92,input_t:92,input_to_check:30,input_typ:121,input_valu:30,input_var:[30,67],inputbuff:36,inputdef:92,inputgradi:74,inputlayers_:92,inputs_to_check:30,inputtyp:[2,13],insert:[62,66,73,74,91],insid:[7,9,33,42,64,68,69,71,73,74,84,102],inspir:118,instal:[8,41,55,76,83,84,90,91,95,97,100,103,120],install_android:112,instanc:[8,30,31,33,35,39,43,52,59,60,63,67,69,70,73,74,89,92,94,98,108],instance_ip:102,instanti:[33,43,99],instead:[8,9,11,13,32,36,41,46,47,50,51,69,90,91,121],instrins:46,instruct:[31,50,84,90,98,112,121],int16:82,int32:[65,81,82,108],int64:[44,78,82],integ:[2,7,8,13,21,37,41,46,57,60,92,121],integer_valu:[2,13,121],integer_value_sequ:[2,13,60,89,121],integr:[7,83,116],intel:[47,80],intellig:20,inteloptimizedpaddl:55,intend:83,inter:[8,69],interact:[8,84,102],intercept:8,interchang:[50,73],interconnect:62,interest:[46,62,98],interestingli:47,interfac:[0,4,6,8,9,20,23,25,26,28,31,37,41,45,51,62,64,73,74,80,83,93,94,102,113,116],interg:121,intergr:8,intermedi:[45,49,61,69,90,112,114],intern:[8,9,20,23,28,46,97,100,101,102],internel:55,internet:[32,33,116],interpret:[2,7,43,47,83,98],interv:8,inth:94,intrins:[43,46,114],introduc:[2,8,15,31,33,49,54,56,75,77,79,93,97,100,103],introduct:[3,119],introductori:90,intuit:[40,73],inval_:55,invalid:[68,77],invent:47,invoc:[32,47,48,73],invok:[2,8,18,28,64,67,69,71,73,74,79,90,91,98,102],involv:[60,93,119],iob:7,ioe:7,ios:113,ios_arch:113,ios_deployment_target:113,ios_development_root:113,ios_enable_bitcod:113,ios_platform:113,ios_sdk_root:113,ios_use_veclib_for_bla:113,ipad:113,iphon:113,ips:102,ipt:[8,67,79,89],ipx:116,ipython:29,is_color:15,is_discriminator_train:119,is_gener:[118,119],is_generator_train:119,is_loc:28,is_predict:121,is_revers:21,is_seq:[8,89],is_spars:21,is_stat:6,is_target:66,is_tensor:79,is_test:[21,120],is_traget:66,is_train:[2,15],isn:98,isspars:92,issu:[32,49,72,84,86,90,91,98],istag:76,item:[8,13,28,40,46,68,87,116],iter:[8,9,10,13,28,29,33,47,63,68,69,81],iter_multiple_input_and_param:67,its:[2,8,9,20,21,26,28,29,30,31,33,37,42,47,49,50,51,53,56,59,60,62,63,64,66,67,73,74,77,78,79,80,86,92,93,94,98,100,102,108,118,119,121],itself:[33,40,63,77],ivs:79,java:[31,57,65,73],jeremi:98,jian:20,job:[4,14,40,69,72,73,84,100,107,108,110,120,121],job_dispatch_packag:101,job_id:14,job_mod:118,job_nam:[41,102],job_namespac:102,job_path:102,job_workspac:101,jobpath:102,jobport0:102,jobport1:102,jobport2:102,jobport3:102,jobserv:41,join:33,joint:118,jointli:9,journei:84,jpg:[15,120],json:[51,102,103],jth:9,judg:8,juditski:63,jupyt:[41,84],just:[2,5,7,8,9,14,21,32,37,38,47,49,53,63,64,67,68,69,73,74,75,77,78,83,86,90,91,101,102,110,112,118],jx4xr:102,jypyt:29,k8s:116,k8s_data:102,k8s_job:29,k8s_token:29,k8s_train:102,k8s_user:29,kafka:35,kaim:20,kaimingh:120,kebilinearinterpbw:98,kebilinearinterpfw:98,keep:[2,8,13,15,20,33,47,50,60,63,67,77,79,83,91,116],keep_dim:21,keep_top_k:8,kei:[2,14,15,25,28,30,31,33,35,37,44,46,73,74,79,81,90,91,93,98],kept:[8,67],kera:75,kernel:[8,30,46,47,55,63,75,78,80,93,94,98,121],key1:108,key2:108,key_pair_nam:102,keyid:102,keymetadata:102,keypair:102,keyserv:102,keystat:102,keyusag:102,keyword:[2,67],kill:[33,102],kind:[1,2,29,30,33,39,50,61,62,80,82,84,102,103,119,121],kms:102,know:[2,29,37,56,91,92,97,98,100,102,112],known:[21,31,47,48,59,119],kriz:14,kselectedrow:78,ksimonyan:9,kube_cluster_tl:29,kube_ctrl_start_job:29,kube_list_containers_in_job_and_return_current_containers_rank:29,kubeconfig:102,kubectl:[101,103,104],kuberent:[33,102],kubernet:[29,33,73,100,105,106,116],kubernetes_service_host:29,kvp:25,kwarg:[2,9,10,13,18,21,23,42,51,67,79,121],kwd:25,l1_rate:6,l1_regularization_op:75,l2_rate:6,l2_regularization_op:75,l2_sim:8,l2regular:121,l93:36,label:[2,4,7,8,13,14,15,21,28,42,47,49,50,51,61,65,68,69,71,72,99,103,119,120,121],label_dim:[8,121],label_fil:68,label_lay:68,label_path:68,lag:108,lake:2,lambdacost:8,lambdarank:8,lan:100,languag:[8,14,50,73,77,110,118],larg:[11,14,56,63,69,71,91],larger:[2,6,7,8],larger_than:[31,52,65],last:[7,8,9,21,47,59,65,89,108,121],last_seq:60,last_time_step_output:8,lastseen:103,latenc:[8,46,69,101,102],latent:8,later:[32,47,73,75,80,83,86,93,94,102,117,121],latest:[8,31,32,33,40,83,84,86,95,103,113],latter:[63,81,97],launch:[102,108],launcher:29,layer1:[8,9],layer2:8,layer3:8,layer:[4,6,7,9,11,13,16,20,27,28,31,36,47,49,50,52,61,63,65,68,69,71,73,75,79,80,81,87,89,96,99,107,108,118,119,120,121],layer_0:92,layer_attr:[8,89,110],layer_num:[110,120],layer_s:8,layer_typ:[8,54,55],layerbas:92,layerconfig:92,layergradutil:92,layerhelp:[21,67],layermap:92,layeroutout:8,layeroutput:9,layout:15,lazi:[63,75],lbl:7,lead:98,leaki:49,learing_r:61,learn:[6,7,8,9,10,14,29,38,40,43,49,50,55,60,62,63,68,69,71,72,73,75,80,84,89,90,92,93,95,98,113,117,120,121],learnabl:28,learning_method:[118,121],learning_r:[6,23,38,69,99,118,121],leas:33,least:[7,33,86,112],leav:[2,31,102],lecun:14,left:[8,31,94,113,120],left_cmd:13,left_right_flip:15,legaci:84,legal:79,len:[2,8,21,38,44,47,67,87,92,121],length:[8,9,13,14,15,21,38,46,54,56,59,60,73,81,89,103,108],less:[8,29,116],less_than:29,let02:103,let:[4,7,8,29,31,40,48,50,59,60,61,74,80,93,97,102],level:[6,8,20,21,46,48,51,56,59,60,80,81,82,91,101,108,112,119],lgtest:32,lgtest_main:32,lib64:[84,108],lib:[58,83,84,97,100,112,113,114],libapi:32,libari:58,libc:86,libcuda:84,libgcc_:86,libgoogl:97,libiomp5:55,libmkldnn:55,libmklml_intel:55,libnvidia:84,libpaddl:[57,58,73,97],libpaddle_capi:58,libpaddle_gserv:58,libpaddle_math:58,libpython2:83,librari:[8,32,39,55,58,62,69,83,86,93,100,108,113,114],libstdc:86,licens:[55,62],life:33,lifecycl:116,lifetim:[77,86],lightweight:48,like:[2,7,8,13,14,21,31,32,33,36,41,43,47,48,49,50,51,53,62,63,67,68,73,74,75,77,78,81,83,86,89,90,91,97,98,99,100,102,107,110,112,113,114,116,118,120,121],limit:[8,13,21,47,56,60,73,75,98,108],linaro:114,line:[1,2,4,7,13,25,32,36,41,45,50,63,65,67,73,75,90,91,96,97,98,101,102,110,118,120],line_break:13,linear:[8,21,60,87],lineno:97,link1:46,link2:46,link:[8,9,32,44,45,77,86,93,102,116,121],linux:[13,44,84,86,90,91,100,102,114],linux_x86_64:[76,86],lipeng:118,lipo:113,list:[1,2,7,8,9,13,15,18,21,23,28,29,31,32,37,41,43,45,47,49,61,64,67,72,74,77,81,87,89,90,92,93,97,100,102,108,110,114,120,121],listdir:100,listen:[33,100,108],littl:[1,2,38,47,56,108,121],live:[93,99],load:[1,2,4,15,29,33,49,62,67,69,83,93,102,108,120],load_and_transform:15,load_featur:120,load_feature_c:120,load_feature_pi:120,load_imag:15,load_image_byt:15,load_missing_parameter_strategi:[107,108,110,118],load_mnist:49,load_uniform_data:119,loadparamet:4,loadsave_parameters_in_pserv:[36,107,108],loc:[7,20],local:[6,21,28,30,31,33,39,40,50,59,65,67,73,83,84,90,91,97,101,103,107,108],local_scop:30,localhost:[84,95],localpath:45,locat:[8,28,32,47,81,89,92,100,114,121],lock:[32,33,37,38,71],lod:[21,56,59,78,81,82],lod_desc:[78,82],lod_expand:60,lod_level:[21,67,78,82],lod_tensor:[21,59,78,82],lod_tensor_arrai:21,lodtensor:[21,53,56,73,82],lodtensordesc:[56,78],log:[2,37,45,49,69,86,92,100,101,102,103,104,108,114],log_barrier_abstract:108,log_barrier_lowest_nod:[107,108],log_barrier_show_log:[107,108],log_clip:[107,108],log_error_clip:[107,108],log_period:[103,108,110,119,121],log_period_serv:[107,108],logarithm:5,logger:2,logic:[2,40,49,53,61,62,64,69,71,77,81,93],login:[86,104],logit:49,longer:[33,69],look:[2,7,31,41,47,50,63,67,74,75,99,100,102,103,107,119,121],lookahead:8,lookup:[21,53,60,99,121],lookup_t:21,loop:[30,31,47,68,77],loop_var:81,loss:[8,23,49,51,61,63,75,92,119,121],lot:[60,63,67,69,75,100,107,116],low:[8,20,61,62,80,81],low_rnn:59,lower:[8,46,59,60,91,101],lower_level_rnn:59,lowest:108,lpaddle_capi_shar:58,lpaddle_capi_whol:58,lrelu:49,lstm:[8,21,89,103,121],lstm_bias_attr:9,lstm_cell_attr:9,lstm_group:9,lstm_layer_attr:9,lstm_size:121,lstm_step:9,lstm_unit_op:21,lstmemori:[9,89],lstmemory_group:8,lstmlayer:54,ltr:8,mac:[58,90,91,112],machin:[9,14,28,47,49,55,62,63,69,71,75,83,86,90,92,102,103,104,107,108,110,114,116,121],machine_transl:89,maco:[86,87,90,113],macro:[48,74,93],made:[2,33,38,47,89],mai:[2,8,9,30,31,42,46,62,68,69,71,72,73,77,83,84,94,95,98,100,102,114],main:[2,4,21,47,51,62,65,73,86,97,100,102],main_program:[18,21,42],mainli:[39,80,83,93,108],mainlin:86,maintain:[8,31,37,63,67,73,102,117],majel:32,major:[46,69,112,119,120],make:[2,7,8,29,31,32,33,37,38,40,46,47,50,59,60,63,64,67,68,69,70,73,75,80,81,83,90,91,92,93,97,98,100,102,112,113,114,116,121],make_ddim:94,make_function_oper:48,make_vari:79,maker:[73,74],malloc:[80,92],man:44,manag:[23,28,33,38,39,45,69,77,80,86,95],mandarin:8,mandatori:113,mani:[9,15,32,37,47,49,60,64,67,73,74,77,78,79,81,90,108,121],manili:51,manipul:[47,67,74,101,113],manner:[8,63,75],manual:[61,63,69,74,101,112,113,116],manufactur:47,manylinux1:86,manylinux1_x86_64:[76,86],map:[2,7,8,13,28,29,31,37,67,74,77,79,80,81,90,108,116,120],map_fn:81,map_read:13,mapper:13,mapreduc:[29,100],mark:[2,49,50,59,60,71,77,89,97,116],market:46,mask:[6,8,21],master:[29,40,73,76,108,114],mastermind:32,mat:[57,58],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:[8,21,32,46,86,98],matchbox:116,math:[9,55,57,73,91,92,93,98],mathemat:75,matirx:8,matmul:[31,51,59,81,93],matric:[4,89,92],matrix:[7,8,9,13,21,28,36,57,58,92,93,107,110,113,120],matrixptr:92,matrixtyp:58,matter:2,mattyp:36,matur:100,max:[2,6,8,13,14,21,22,30,67,70,98,108,110,121],max_diff:30,max_id:[8,28,121],max_job_id:14,max_length:[8,60,89],max_movie_id:14,max_relative_error:[30,93],max_sort_s:8,max_user_id:14,maxframe_evalu:7,maxid:[7,121],maxid_evalu:7,maxid_lay:121,maxim:8,maximum:[7,8,14,31,38,89,93,98,108,121],maxinum:11,maxoutfunctor:80,maxpool:8,mayb:31,md5:[14,34],mean:[2,6,7,8,9,10,11,13,15,20,28,32,51,60,66,68,69,70,77,84,89,90,93,97,98,99,102,108,110,116,118,119,120,121],mean_meta:120,mean_meta_224:120,mean_valu:120,mean_var_nam:8,meant:81,measur:[42,98],mechan:[8,9,39,42,67,74,89,102],mem:[8,31,41,60],mem_per_p:72,mem_per_train:72,member:[8,14,29,50,51,64,67,77,93],memcpi:[64,98],memor:8,memori:[1,2,9,31,36,37,41,46,55,56,60,63,73,89,90,91,92,94,98,99,103,108,110,121],memory_boot:9,memory_nam:8,memory_test:90,memory_threshold_on_load_data:108,memoryalloc:80,mention:[21,32,37,47,59,62,63,69,71,90],mere:9,merg:[8,18,38,40,42,55,59,62,64,70,91,95,108,113,118],mergedict:118,messag:[31,43,47,50,56,65,66,67,73,74,78,82,91,103,108],meta:[120,121],metaclass:93,metadata:[44,102,103],metal:116,metaphor:50,metaplotlib:29,method:[2,8,10,20,23,28,30,31,40,46,49,50,51,61,62,67,68,70,71,73,77,78,81,84,86,92,93,94,95,97,98,108,110,121],methodolog:63,metric:[18,42],microarchitectur:46,might:[8,31,32,47,65,71,90,91,92,97,102,112],mileag:98,million:[14,110],min:[6,8,67,70,98,102,110],min_block:31,min_count:71,min_desc:31,min_pool_s:2,min_word_freq:14,mind:97,mini:[2,8,13,18,21,28,31,33,42,43,47,52,59],mini_batch:68,minibatch:[8,21,31,42,50,52,65],minim:[2,23,31,47,49,61,71,73,99,108,112,113,114],minimum:[8,112,113],minimun:108,minsizerel:[112,113,114],minst:2,minu:74,minus_grad:74,minusgradop:74,minusop:74,minusopgradmak:74,minusopprotoandcheckermak:74,minut:[33,40,84,90,102],mirror:[32,84],mislead:38,miss:[49,108,118],mistak:47,mit:102,mix:[9,81,89],mixed_lay:9,mixed_layer_attr:9,mixedlayertyp:8,mixtur:97,mkdir:[45,83,95,102,104],mkl:[47,73,80,83,84],mkl_packed_:54,mkldevicecontext:80,mkldnn:[8,55],mkldnn_:55,mkldnn_batch_norm:8,mkldnnactiv:55,mkldnnbase:55,mkldnnlayer:55,mkldnnmatrix:55,mkldnnplace:80,mkldnnstream:55,mkldnntester:55,mklml:55,mklpack:54,mklpackedgatedrecurrentlay:54,mklpackedgemm:54,mklpackedlstmlay:54,mklpackedrecurrentlay:54,mlp:51,mlr:20,mnist:[2,4,35,49,50,65,68,69,72,73,97],mnist_provid:2,mnist_random_image_batch_read:68,mnist_train:[2,68],mnist_train_batch_read:68,mobil:[46,47,73,95,111],mod:100,mode:[8,25,28,46,54,62,91,108,119,120],model:[0,1,4,8,9,14,28,31,33,34,42,50,54,61,62,63,69,71,72,73,75,81,87,91,92,95,96,100,102,108,117],model_config:[4,119],model_list:[108,110],model_path:110,model_zoo:[118,120],modif:85,modifi:[4,8,46,51,69,75,89,92,93,100,101,102],modul:[1,2,4,9,14,28,48,49,60,69,81,93,97,120,121],modular:60,modulo:8,moment:[23,97],momentum:[6,21,23,77,121],momentumop:97,mon:103,monitor:121,mono:8,month:[32,121],more:[1,2,4,7,8,9,13,21,29,30,32,33,37,40,41,45,46,47,48,50,59,60,61,67,68,69,71,73,75,81,83,84,87,89,90,92,93,94,95,97,98,99,100,103,110,114,116,121],most:[2,4,8,13,21,28,29,32,40,50,51,60,63,68,69,75,80,86,89,92,97,98,99,107,116],mostli:[46,116],motiv:73,mount:[41,84,100,102,103],mountpath:[102,103],move:[8,33,37,45,47,63,84,98,102,116],movement:98,movi:[2,14],movidiu:47,movie_categori:14,movie_info:14,movie_review:14,movieinfo:14,moving_average_fract:8,mpi:[62,104],mpirun:104,mse:[47,50,61,65],msra:20,much:[8,33,47,61,68,75,81,98],mul:[48,67,72,92,93],mul_grad:93,mul_op:[21,93],mul_ratio:8,mul_result:67,mulgradkernel:93,mulkernel:93,mulop:[48,93],mulopgrad:93,mulopmak:93,multi:[8,42,62,64,92,97,101,107,108,116,120],multi_binary_label_cross_entropi:8,multi_crop:120,multigradientmachin:64,multinomi:8,multipl:[7,8,9,13,18,21,28,29,30,37,38,40,42,47,48,62,69,71,72,73,82,89,92,93,97,100,102,108,110,119,121],multiple_input:67,multiple_param_attr:67,multipli:[7,8,92],multiprocess:13,multithread:2,must:[2,5,7,8,9,13,15,21,38,56,66,67,68,73,79,89,92,93,94,100,102,108,110,112,114],mutabl:[80,94],mutable_data:[80,93,94],mutuable_data:[80,94],mxnet:[31,47],my_cluster_nam:102,my_external_dns_nam:102,my_lib:100,mypaddl:103,name:[2,6,7,8,9,11,15,18,21,25,28,29,30,31,33,35,36,38,41,42,46,48,51,55,56,58,60,65,67,72,73,76,78,79,81,82,84,86,87,89,90,92,93,98,99,100,103,105,106,108,110,113,116,118,119,120,121],name_prefix:35,namespac:[31,52,57,67,92,93,103],nativ:[8,46,91],natur:[37,40,60,71,81,110],navig:95,ncall:97,nccl1:62,nccl2:62,ncclinit:62,nchw:[8,21,55],ndarrai:[15,28,35],ndcg:8,ndcg_num:8,ndk:112,nearest:[46,121],nearli:30,necess:81,necessari:[2,8,31,38,40,42,56,60,64,67,79,81,92,104,121],necessarili:92,neck:62,need:[2,7,8,9,13,20,23,26,29,30,32,36,37,38,40,41,42,45,47,48,49,60,61,62,63,64,66,67,69,71,72,73,74,75,77,78,79,80,81,83,84,85,86,87,89,92,93,94,95,100,102,103,107,108,110,112,113,114,116,119,120,121],neg:[2,7,8,121],neg_distribut:8,neg_overlap:8,neg_pos_ratio:8,neighberhood:62,neighbor:121,neon:[46,112,114],ner:7,nerual:21,nervana:47,nest:[2,8,13,31,65],net:[8,9,16,31,49,59,77],net_diagram:120,netop:[31,73],network:[1,2,4,6,7,8,13,20,21,26,27,28,29,30,31,33,36,42,49,51,54,55,59,61,63,68,69,71,75,77,79,80,82,87,92,93,94,98,100,108,116,118],network_config:110,networkadministr:102,neural:[2,4,8,9,13,20,28,29,31,33,51,54,55,59,63,69,75,77,80,82,87,94,98,100,108,118,119,120],neuralnetwork:64,neuron:[4,21,92,121],never:[13,68,77,102,103],new_block_idx:67,new_stat:59,newblock:67,newer:112,newest:38,newli:[46,113,116],newop:31,newopdesc:67,newprogram:67,newremot:69,newvardesc:67,next:[8,14,33,39,60,62,81,89,92,93,97,98,102,103,108],nextlay:55,nfs4:102,nfs:102,nfsver:102,ngram:14,nic:[107,108],nil:37,nine:14,nlp:[2,8],nltk:14,nms_threshold:8,nms_top_k:8,nnz:92,no_cach:2,no_grad_set:[23,30,93],no_sequ:[2,8],node1ip:104,node2ip:104,node3ip:104,node:[8,32,40,51,60,62,69,71,72,73,82,90,92,100,101,102,103,104,108,116],node_0:102,node_1:102,node_2:102,node_id:100,nodeattr:51,nodeentri:51,nodefil:101,nodesep:51,nohup:100,nois:[8,33,49,100,119],noise_dim:119,noisi:[8,49],non:[8,21,33,46,47,78,92,93,102,108],none:[1,2,4,6,7,8,9,10,11,15,18,20,21,22,23,28,29,30,31,42,49,51,52,59,60,61,65,67,72,79,81,89,99,120,121],nonlinear:[20,92],nor:90,norm:[9,49,119],norm_by_tim:8,normal:[2,4,8,9,14,20,63,89,92,100,103,108,118,119,120],normzal:120,notat:8,note:[2,4,6,8,9,11,15,18,28,29,31,36,37,41,56,62,68,73,80,83,84,93,94,95,98,100,102,108,110,113,118],notebook:[41,84],noteworthi:47,noth:[5,28,67,77,90,108],notic:[47,62,74,89,91,92],notif:91,notingradi:93,notion:81,notori:30,now:[2,13,32,33,49,56,63,71,73,74,75,77,102,108,113,119],np_arrai:13,nproc:90,nullptr:[74,77,92],num:[8,9,100,108,121],num_channel:[8,9],num_chunk_typ:7,num_class:[8,9,51],num_col_dim:21,num_filt:[8,9,21,22],num_flatten_dim:21,num_gradient_serv:[100,107,108],num_group:8,num_hidden:51,num_input:91,num_neg_sampl:8,num_p:[69,72],num_parameter_serv:29,num_pass:[28,103,107,108,110,121],num_per_batch:15,num_repeat:8,num_result:7,num_results_per_sampl:8,num_row:78,num_shard:35,num_step:81,num_train:[69,72],number:[2,7,8,9,13,14,15,21,31,33,35,42,63,68,71,73,79,81,90,92,97,100,102,108,118,120,121],numchunktyp:7,numdevices_:110,numer:[8,93],numeric_grad:30,numerical_grad:30,numlogicaldevices_:110,numofallsampl:7,numofwrongpredict:7,numpi:[6,13,15,21,28,35,46,49,67,68,83,93,119,120],numreal:36,numsampl:98,numtagtyp:7,numtimeout:37,nv_:32,nv_gpu:90,nv_librari:32,nv_test:32,nvcc:[32,46,47],nvidia:[46,47,62,80,84,90,98,108],nvlink:62,obei:7,obj:[2,120,121],object:[2,4,6,8,9,13,28,29,36,42,49,51,57,61,67,72,73,75,77,94,98,119,120,121],observ:[8,92,98],obtain:[40,63,121],obvious:[32,97],occupi:46,occur:[14,28],occurr:31,oct:103,odd:8,off:[58,83,84,90,100,112,113,114,116],offer:[4,31,72,73,79],offici:[8,32,91,95,102,112],offlin:[33,35,116],offset:[8,36],often:[8,36,51,91,97,100,121],ograd:92,old:[30,38,40,60,73,108],older:[47,112],omega:75,omit:121,omp_num_thread:97,ompi_comm_world_rank:100,on_init:2,onc:[2,8,33,37,42,47,50,63,69,71,91,92,95,102,121],one:[2,5,7,8,9,11,13,20,21,23,26,28,29,30,31,33,36,37,38,40,41,42,43,46,47,48,49,51,53,56,59,60,61,62,63,64,65,66,67,68,69,72,73,74,77,78,80,81,84,90,91,92,93,99,101,102,103,104,108,110,116,118,119,120,121],onehotcrossentropyopkernel:93,ones:[48,49,73,91,93],onli:[1,2,4,7,8,9,11,15,21,26,28,29,30,32,36,37,38,39,40,41,42,43,45,46,47,49,50,59,60,61,62,64,67,69,71,72,73,78,79,80,81,83,85,86,89,90,92,93,94,95,98,102,103,107,108,110,113,116,118,120,121],onlin:[8,10,33,35,68],only_cpu:30,onnx:47,onto:[21,69,71,102,104],op_:93,op_check:93,op_class:[73,79],op_desc:[53,66],op_info:99,op_maker_class:[73,79],op_proto:79,op_registri:99,op_test:93,op_typ:[73,93],opattrcheck:93,opcreat:79,opdesc:[31,50,65,66,67,73,74,79,82],opdescbind:[53,74],opdescbuild:31,open:[2,8,15,29,35,47,49,55,68,91,97,100,102,120,121],openbla:[83,84,112],opencv:15,openmp:97,openmpi:100,opensourc:62,oper:[8,9,13,15,20,21,23,26,30,31,42,43,46,47,49,50,51,53,59,60,61,62,66,69,70,72,75,77,80,82,89,91,92,94,98,99,102,108,112,118],operand:46,operator_grad:30,operatorbas:[31,48,73,74,79,93],operatorwithkernel:93,opinfo:[53,73,74],opinfomak:53,opinfomap:74,opkernel:94,opkernelkei:73,opmak:79,opproto:93,opprotoandcheckermak:[74,93],opprotomak:[79,93],opregist:79,opregistri:79,ops:[23,30,31,32,50,51,63,65,66,67,73,80,93,116],ops_:31,ops_test:32,opt:[29,61,66,72,79,83],opt_op_list:61,optest:93,optestmeta:93,optim:[2,6,16,27,28,30,49,62,63,64,65,69,70,71,72,73,75,78,92,97,98,99,100,112,114],optimis:61,optimize_op_attr:67,option:[2,7,8,18,21,25,29,32,49,56,65,66,67,73,78,79,82,90,92,97,100,101,110,112,113,116],optmization_op_list:61,opts_np:66,optyp:[53,79],opwithkernel:78,order:[2,8,9,13,15,28,50,56,68,75,81,83,92,97,100,102,103,108,116,119,120,121],ordereddict:28,oregon:102,org:[7,8,9,14,20,35,44,49,84,119],organ:[7,8],orient:79,origin:[1,2,8,9,13,14,21,30,46,49,77,81,91,94,119],other:[2,7,8,9,13,21,23,31,33,38,45,46,47,53,59,63,66,75,77,79,80,83,89,90,91,97,99,100,102,103,110,112,113,114,116,118,119,120,121],otherchunktyp:7,otherwis:[1,8,13,14,15,21,28,29,33,38,40,49,53,68,89,91,101,110],our:[29,32,49,53,62,63,69,71,77,81,83,86,89,90,91,92,97,102,103,112,118,121],out:[8,21,28,29,31,32,37,40,47,51,59,60,67,69,87,89,93,94,97,98,102,103,104,108],out_dir:102,out_left:8,out_mem:89,out_memori:9,out_right:8,out_size_i:8,out_size_x:8,outer:8,outgrad_:55,outlier:8,outlin:109,outout_lay:28,outout_layer1:28,outout_layer2:28,output:[4,5,6,7,9,11,13,21,25,28,29,30,31,35,40,45,47,48,49,50,51,52,53,56,59,60,63,65,66,67,68,69,71,73,74,77,78,79,80,81,83,89,90,91,92,93,94,97,98,100,103,108,110,112,118,119,120,121],output_:[8,55,92],output_all_step:59,output_dim_idx:21,output_dir:120,output_dtyp:21,output_fil:25,output_id:8,output_lay:[28,87,120],output_max_index:11,output_mem:[8,89],output_mod:25,output_nam:30,output_num:59,output_path:35,output_s:21,output_seg:81,outputbuff:36,outputgradi:74,outputh:8,outputw:8,outsid:[2,8,9,69,77],outter_kwarg:2,outupt:81,outv:92,outval_:55,over:[1,8,9,21,28,29,47,62,63,81,91,92,98,121],overal:[49,63,91,116],overfit:[21,75],overhead:98,overlap:[7,8,92],overlap_threshold:[7,8],overload:46,overrid:[31,33,45,72,80,92,93,94],overview:[37,38,39,80],overwhelm:91,overwrit:[45,100],own:[8,38,40,43,51,53,61,62,63,69,72,75,79,93,100,101,102,112,113],owner:[90,91],paam:15,pack:[81,112],packag:[2,13,14,37,41,48,55,76,83,84,91,93,97,102],pad:[9,21,121],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:[2,4,5,6,7,8,9,10,11,13,14,15,18,20,21,22,23,25,26,28,29,31,32,33,35,41,45,48,49,52,54,55,56,57,58,59,60,64,65,69,72,73,75,79,80,81,83,84,86,87,89,90,91,92,93,95,97,98,99,100,101,102,103,104,108,110,112,116,119,121],paddle_begin_init_param:38,paddle_dir:93,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:[93,94],paddle_error:[57,58],paddle_exampl:41,paddle_finish_init_param:38,paddle_get_param:38,paddle_gradi:38,paddle_init_num_gradient_serv:100,paddle_init_param:38,paddle_init_port:100,paddle_init_ports_num:100,paddle_init_ports_num_for_spars:100,paddle_init_pserv:100,paddle_init_trainer_count:100,paddle_init_trainer_id:100,paddle_init_use_gpu:100,paddle_job:41,paddle_manylinux_devel:83,paddle_matrix:[57,58],paddle_matrix_cr:58,paddle_matrix_get_shap:57,paddle_matrix_shap:57,paddle_new_etcd_pserver_cli:38,paddle_new_pserver_cli:38,paddle_on_cloud:41,paddle_output:103,paddle_paramet:38,paddle_pserver2:101,paddle_pserver_cli:38,paddle_pserver_client_releas:38,paddle_root:118,paddle_save_model:38,paddle_send_grad:38,paddle_source_root:118,paddle_train:[58,76,101],paddlepaddl:[1,2,4,8,9,13,14,15,28,32,33,35,38,39,40,41,44,45,48,49,50,52,56,59,60,61,64,67,68,72,73,77,81,82,85,87,89,90,91,92,93,97,98,100,101,104,105,106,115,116,117,120,121],paddlepaddlebook:84,paddlepadl:2,paddpepaddl:2,page:[91,102],pain:72,pair:[7,8,23,25,31,50,61,69,73],pairwis:8,pakcag:32,palceholder_just_ignore_the_embed:118,paper:[8,20,49,118,119,120],para:36,paraconvert:118,paradigm:[43,73],paragraph:59,paragraph_data:59,paragraph_out:59,parallel:[62,69,71,73,90,98,100,102,103,108,110],parallel_nn:[6,107,108],paralleldo:70,param:[6,8,9,13,23,30,31,38,64,67,80,94],param_attr:[8,9,21,22,36,67,89],param_config_proto:38,param_initi:21,paramattr:[6,8,16,21,89],paramet:[1,2,4,7,9,10,11,13,14,15,18,21,23,25,27,30,31,32,34,36,40,43,45,47,49,50,51,53,56,59,61,62,65,68,69,70,77,79,81,83,87,91,92,94,96,99,101,110,113,119,121],parameter_block_s:[107,108],parameter_block_size_for_spars:[107,108],parameter_learning_r:6,parameter_list:[23,61],parameter_nam:[28,29],parameter_serv:29,parameter_valu:36,parameterattribut:[6,8,9,36],parameterclient_:36,parametermap:92,parametermutex_:36,parameters_:92,parameters_and_grad:[23,61],parameterserver2:36,parameterset:29,parameterupdat:64,parameterupdater_:36,parametr:8,params_grad:61,paramt:[102,118],paraphrase_data:118,paraphrase_model:118,paraspars:92,parent:[31,65,67,73,92],parent_:[31,77],parent_idx:67,parenthes:73,pars:[4,13,14,32,51,90,102,110,119],parse_config:[4,119],parser:13,part:[2,7,8,31,40,47,56,65,67,69,80,89,92,97,98,100,116,119,121],parti:[90,98,112,113,114],partial:[8,28,119],partial_sum:8,particip:93,participl:118,particular:[50,56,73,98],particularli:20,partit:[33,35,69,71,73,100,102],pass:[2,8,13,18,21,26,28,31,33,42,47,49,56,61,63,64,66,67,68,73,75,77,81,91,92,98,100,101,102,103,108,119,121],pass_gener:8,pass_id:28,pass_idx:68,pass_test:119,passtyp:92,password:104,past:[29,84,87,102],patch:44,path:[1,2,7,13,14,15,28,33,37,38,41,60,68,83,84,100,102,103,108,110,112,113,114,118,120,121],path_to_paddlepaddle_working_directori:95,pattern:[14,33,57,63,75,102],paus:[33,40],pcie:62,pdf:9,peer:62,pem:[29,35,102],pend:[33,37],peopl:90,pep425tag:86,pep8:91,per:[7,8,14,15,33,38,62,63,68,75,93,108,121],percal:97,perf_test:97,perfom:[108,110],perform:[1,8,9,20,21,30,38,42,46,47,49,62,64,68,69,73,75,80,89,90,92,93,96,100,107,112,113,114,119,121],perftool:97,period:[1,33,40,72,108,121],permiss:102,permut:21,peroid:[8,15],persist:[43,78,82,102],persistentvolum:102,persistentvolumeclaim:102,person:[7,29],perspect:[73,98],perturb:[30,92],peter:72,pex:116,pfs:[35,45,72],pfsclient:35,pfspath:45,pgp:102,phase:[21,60,62,63,68,74,116],philosophi:[63,75],photo:49,physic:[113,116],pick:[2,102,113],pickl:[100,104],pictur:[62,121],piec:[8,9,94],pil:[15,100],pillow:41,ping:91,pip:[76,83,85,87,91,95,97],pipe:13,pipe_read:13,pipelin:42,pixel:[2,8,13,14],pixels_float:2,pixels_str:2,place:[1,2,21,33,40,43,62,69,71,73,92,94,98,99,120],place_:80,placehold:[49,80,94,118],placement:71,plain:[1,7,8,13,41,56,58],plan:[33,73,92,112],platform:[31,80,86,91,93,94,99,102,112,113,114],pleas:[2,4,6,8,9,10,15,29,33,37,38,39,51,59,67,68,72,73,80,82,83,84,86,89,90,91,92,93,94,95,97,100,102,112,113,114,117,118,121],plot:29,plu:[8,30],plug:[62,63],pne:93,png:120,pnpairvalidationlay:108,pnpairvalidationpredict_fil:107,pod:[35,41,102,103],pod_nam:102,point:[31,33,41,46,62,72,80,90,91,93,94,97,98,112,116],pointer:[31,38,47,51,67,73,77,80,94],polar:14,polici:[80,102],pollut:40,polyak:63,ponit:51,pool3:92,pool:[2,9,21,27,70,121],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:[9,121],pooling_typ:[8,121],poolingtyp:11,pop:[31,43],popul:38,popular:[32,49,51,120],port:[32,97,100,102,103,107,108],port_num:107,portabl:51,portal:95,ports_num:[100,108],ports_num_for_spars:[36,100,107,108,110],pose:33,posit:[2,7,8,9,121],positive_label:7,possibl:[29,31,37,67,71,75,98,119],post:[41,44],postpon:75,potenti:[46,98],power:[46,62,94,116,121],ppo_workspac:95,pprof:97,practic:[89,92],pre:[2,8,9,14,29,38,83,91,102,103,112,114,118],pre_activ:67,pre_bia:67,pre_dictandmodel:118,pre_stat:[59,81],preambl:67,precis:[7,42,46,63,83],precision_evalu:7,precompil:43,pred:[51,121],predetermin:[8,108],predic:14,predict:[2,3,7,8,28,69,75,87,89,108,118,121],predict_fil:108,predict_lay:28,predict_output_dir:[107,108,121],predict_sampl:4,predicted_label_id:121,prediction1:28,prediction2:28,prefer:47,prefetch:[36,92],prefix:[7,9,33,35,60,102],pregrad:92,premodel:118,prepand:67,prepar:[4,30,41,64,89,105,121],prepend:67,prepend_oper:67,preprocess:[14,15,81,103],present:[29,31,81,120],preserv:45,press:20,prev_batch_st:[107,108],prev_cel:21,prev_cell_data:21,prev_hidden:21,prev_hidden_data:21,prevent:[1,10,21,29,33,37,40,75,97],preview:[73,95],previou:[8,9,28,33,45,59,60,71,92,97,102,108],previous:[8,103,120],previous_memori:31,price:[14,73,87],primari:[47,50],primarili:[63,75],primer:91,primit:[46,55,62,81],principl:[29,32],print:[6,28,29,47,51,69,86,87,97,104,108,118,121],print_graphviz:51,print_s3_bucket:13,printallstatu:98,printer:7,printstatu:98,priorbox:8,prioriti:73,prite:7,privat:[31,58,67,77,78,79,80,81,91,94],privileg:[90,102],pro:62,prob:[7,28,87,119],probabilist:[8,118],probability_of_label_0:121,probability_of_label_1:121,probabl:[7,8,21,28,60,84,89,91,120,121],problem:[4,8,29,30,32,40,47,49,50,63,73,75,86,90,121],proc:84,proc_from_raw_data:121,proce:[13,33,68,84,102],procedur:[31,56,94,113,118],proceed:20,process:[1,2,4,6,8,9,13,29,31,35,36,37,40,42,43,47,51,55,56,62,69,75,79,89,91,97,100,101,102,103,108,110,118,120,121],process_num:13,process_pr:121,processdata:120,processor:[46,98],produc:[8,9,13,33,47,51,68,120,121],product:[8,9,21,41,47,92,102,103,121],productgraph:103,prof:97,profil:[16,45],proflier:98,program:[1,13,18,20,21,25,29,35,38,40,43,50,52,61,62,68,69,72,73,77,97,98,101,108],programdesc:[43,47,56,66,67,72,74],programm:[47,67,69],progress:[33,37,108],proivid:2,proj:8,project:[8,9,41,58,89,92,93],promis:[8,9,60],prompt:[45,47],prone:29,propag:[8,10,47,63,93,108,110],proper:100,properli:[90,121],properti:[2,51,75,108],propos:[31,47,60,61,62,63,70,71,81],proprietari:55,protect:[46,79,92,93],proto:[11,56,65,73,79,82,93],proto_:79,protobuf:[28,31,41,43,47,50,51,56,65,67,73,74,79],protoc:[112,114],protocol:[7,99,108,116],prove:121,provi:100,provid:[8,14,29,31,38,41,42,43,46,47,49,51,53,62,63,67,72,75,79,80,81,84,87,94,97,98,100,101,102,112,113,116,118,119,120],providermemory_threshold_on_load_data:107,provis:[102,116],provod:2,prune:[8,31],ps_desir:33,pserver:[28,36,38,39,41,73,100,102,107,108],pserver_addr:38,pserver_cpu:41,pserver_id:34,pserver_mem:41,pserver_num_thread:[36,107,108],pserver_spec:28,pserverstart_pserv:107,pseudo:[29,41,74,81],pseudocod:81,psize:92,ptr:[58,80],pub:104,pull:[32,73,76,91,118],purchas:121,purpos:[8,33,69,71,98],push:[31,43,47,91],push_back:92,put:[32,33,36,67,71,80,92,103,112,121],pvc:102,pwd:[83,84,90,95,112],pxe:116,py_paddl:[4,119],pybind:[31,46],pydataprovid:[1,2,121],pydataprovider2:[3,4,121],pypi:86,pyramid:8,pyramid_height:8,python2:97,python3:86,python:[1,2,3,13,21,28,29,31,39,42,43,47,48,49,50,51,57,60,64,73,76,80,81,83,84,86,87,89,90,91,95,99,100,104,118,119],pytorch:47,qualcomm:46,qualiti:121,queri:[7,8,102],query_id:7,question:[8,29,71,79,102],queue:71,quick:[51,108],quick_start:[41,102,103,105,121],quick_start_data:103,quickli:[60,67,73],quickstart:103,quit:[60,98],r14b:112,r_t:8,rais:[13,21,51,100],rajathkmp:49,ran:[71,98],rand:[49,98,108,110,119],random:[2,6,8,13,20,21,35,49,64,67,68,93,100,108,119],random_crop:15,random_imag:35,randomli:[15,21,40],randomnumberse:107,rang:[2,8,13,20,21,35,46,49,68,69,72,79,91,108,110],rank0:62,rank1:62,rank:[8,21,29,81,94,102,120,121],rank_tabl:21,rankdir:51,ranktabl:21,rapid:74,rare:2,raspberri:115,raspberry_pi:114,raspberrypi:114,raspbian:114,rate:[6,7,8,9,10,14,38,92,121],rather:[4,41,49,81,102],ratio:[8,108],raw:[8,13,56,121],rdma:108,rdma_tcp:[107,108],reach:[33,62,98],read:[1,2,13,15,21,28,29,33,35,47,68,69,71,73,81,84,89,90,95,100,102,112,116,120,121],read_from_realistic_imag:29,read_from_rng:29,read_lock:34,read_minibatch:47,read_mnist_imag:29,read_ranking_model_data:29,readabl:[73,97],reader:[0,14,28,35,46,49,50,65,69,72,97,100],reader_cr:35,reader_creator_bool:68,reader_creator_random_imag:[13,68],reader_creator_random_image_and_label:[13,68],readi:[33,102,103,116],readlockguard:36,readm:58,readonesamplefromfil:2,readwritebuffer_:36,readwritemani:102,real:[2,8,21,36,49,68,100,119],realist:29,realiz:[31,59],realli:[47,75],reason:[9,29,30,33,47,91,103],recal:7,receiv:[13,33,41,59,71],recent:63,reciev:108,recognit:[2,8,120],recommand:2,recommend:[1,9,29,83,84,85,89,91,92,95,100,101,108,112],recompil:98,record:[13,37,79,102],recordio:[13,14,29,35,37,69,72],recov:[33,81,119],recover:73,recoveri:37,rectifi:[8,20],recurr:[54,59,77],recurrent_group:[9,89],recurrent_lay:9,recurrent_op:81,recurrentgradientmachin:[58,60,81],recurrentgroup:7,recurrentlay:[54,108],recurs:[31,32,45,73],recv:[62,69,71,102],recvparametertyp:36,red:[49,97],redirect:13,reduc:[8,21,46,62,71,73,84,91,97,101,108,110],reduce_by_kei:73,reduce_mean:49,refactor:[50,60,63,64,67,69,71,75,81],refer:[1,4,6,8,9,10,15,20,21,25,30,31,33,37,38,39,46,51,59,62,65,67,73,75,77,80,81,82,83,84,89,90,92,93,94,103,112,113,118,121],referenc:[8,37],reflect:37,reformat:91,refrain:93,reg:79,regard:116,region:[8,77,98],regist:[74,80,92,98],register_gpu_profil:98,register_lay:92,register_op:[48,73,74,79,93],register_op_cpu_kernel:[80,93],register_op_cuda_kernel:[80,93],register_op_without_gradi:[73,93],register_oper:[53,74],register_tim:36,register_timer_info:98,registerop:79,registr:[93,99],registri:[41,53,80,103,116],regress:8,regular:[6,16,21,23,92,102,121],regularization_coeff:26,reinforc:72,rel:[1,9,30,40,75,93,112],relat:[2,33,40,41,46,77,91,97,103,113,114,116],relationship:[74,80,119],releas:[72,76,102,112,113,114],relev:93,reli:[30,60,61,63,75,93,97],reliabl:[33,75],relu1:51,relu2:51,relu:[8,49,51,92],relwithdebinfo:97,remain:[81,121],rememb:[8,91],remot:[6,32,36,73,91,92,102,108,110],remote_ess:72,remote_sess:72,remoteparameterupdat:[36,39,108],remov:[13,45,47,60,91,108,112,113],ren:20,renam:[45,46,86],reorgan:8,repeat:[31,50,65,66,78,79,82,97],repeatedli:50,replac:[32,37,53,63,72,74],repli:91,replic:69,replicaset:41,repo:[32,91,95,114],report:[37,46,47,69,98],reportdataset:37,repositori:[8,95,112],repres:[2,4,8,9,21,31,37,47,51,56,60,63,67,71,72,73,75,78,80,81,82,89,92,102,121],represent:[8,38,49,50,60,69,78,121],reproduc:90,request:[32,33,36,40,69,73,76,91,102,103,116,118],requir:[1,7,8,23,29,33,38,40,41,45,46,51,55,59,63,65,66,69,71,73,75,78,79,82,86,90,91,92,93,95,100,102,103,112,114,116,119,121],res5_3_branch2c_bn:120,res5_3_branch2c_conv:120,research:[14,47,69],reserv:[2,21,45],reserveoutput:92,reset:[8,18,33,42],reset_program:[18,42],resetingrad:55,resetinvalu:55,resetoutgrad:55,resetoutvalu:55,resetxxx:55,reshap:[30,68,94],reshape_s:8,resid:90,residu:120,resiz:[15,36,80,93,94],resize_s:15,resize_short:15,resnet_101:120,resnet_152:120,resnet_50:120,resolv:[32,91,103],resourc:[43,62,72,80,102],respect:[2,30,46,49,59,89,92,108,120],respons:[8,36,42,49,62,63,64,75,102,103],rest:[2,8,31,41,44,116],restart:[33,38,102,103,116],restartpolici:[102,103],restor:[30,63],restrict:[75,77,97,108],result:[4,5,7,8,21,25,28,30,37,42,49,50,51,56,60,61,62,64,69,93,94,97,98,99,102,108,120,121],result_fil:7,resum:40,ret:13,retain:94,retran:102,retriev:[31,60,77,90,92,97,103],retriv:100,return_op_list:23,return_seq:9,reuqest:76,reus:[31,40,60,68,73,92,93],rev:90,revamp:69,reveal:[29,97],revers:[8,9,89],review:[14,103,121],reviews_electronics_5:103,revis:121,rewrit:[32,93],rgb:[8,15],rho:10,rid:47,right:[2,8,30,31,32,41,42,73,75,91,120],ring:62,rkt:[41,90],rmsprop:[63,121],rmspropoptim:63,rnn:[8,9,31,47,49,60,67,73,77,96,107,121],rnn_bias_attr:89,rnn_layer_attr:89,rnn_out:89,rnn_output:81,rnn_step:8,rnn_use_batch:[54,107,108],rnnalgorithm:60,rnnlm:14,rnnstep:81,roadmap:81,robust:[8,20],roi:8,role:[14,29,37,38,62,69,102],rollback:67,root:[10,11,62,102,103,113],rot:8,roughli:[2,119],round:[46,62],routin:[46,55,62],row:[4,7,8,13,21,36,92,120],row_id:8,rows_:78,rpc:37,rpcserver:37,rpi:114,rpi_arm_neon:114,rpi_toolchain:114,rsize:102,rtk:116,rtype:[8,13],rule:[7,47,50,69,92,102],run:[29,30,31,32,33,41,42,46,47,48,49,50,51,59,61,62,63,65,66,69,70,71,72,73,77,78,80,85,86,87,90,91,92,94,95,97,98,100,101,102,104,105,106,108,112,113,114,116,118,120,121],run_test:83,runinitfunct:98,runnabl:71,running_on_cloud:41,runserv:95,runtim:[1,2,25,31,53,59,72,73,82,84,101,112],runtime_table_:31,s_param:119,s_recurrent_group:89,sacrif:1,safe:41,sai:[8,50,52,68,69,90,108,110],said:47,sake:92,same:[2,4,7,8,9,20,21,28,29,30,37,38,40,48,49,51,59,60,62,67,69,72,73,74,77,81,83,89,93,94,101,102,110,118,121],samping_id:8,sampl:[2,4,7,13,14,42,49,79,84,100,101,108,110,118,119,120,121],sample_dim:119,sample_fil:13,sample_id:7,sample_num:7,sample_pars:13,sampler:49,satifi:7,satisfi:[32,78,86,102,121],save:[2,8,13,28,33,35,37,38,41,50,51,56,63,69,78,82,90,100,102,103,108,110,120,121],save_dir:[103,108,110,119,121],save_only_on:[107,108],save_parameter_to_tar:28,saving_period:[107,108],saving_period_by_batch:[107,108,110,121],saw:2,scalabl:73,scalar:[2,8,21,31,52,81],scale:[5,20,63,69,71,74,79,93,100,120],scaleop:93,scaleopmak:[73,93],scalingproject:8,scan:[37,73],scatter:[8,62],scenario:[60,107],scene:107,schdule:102,schedul:[37,41,71,102,119],scheduler_factor:6,schema:118,scheme:[7,10,36,75,93],scope:[30,43,70,72,99],score:[7,8,21,60],scp:104,scrip:121,script:[4,14,62,83,90,93,100,101,102,104,112,120,121],sdk:113,search:[8,33,77,83,89,108],second:[2,8,21,29,45,47,49,51,59,60,65,66,68,77,79,93,101,118,120,121],secret:102,section:[2,47,67,71,89,91,92,97,102,121],see:[2,4,8,9,29,33,46,47,67,72,91,93,94,97,98,102,118,119,120,121],seed:[20,21,98,108],seem:[32,46,47,86],seen:[75,93],segment:[7,59,81,94],segmentor:118,sel_fc:8,selcet:8,select:[8,60,102],selected_generation_scor:60,selected_id:[8,60],selected_indic:8,selected_row:[78,82],selected_rows_desc:[78,82],selected_scor:60,selectedrow:[53,82],selectiv:8,selector:103,self:[30,42,49,51,54,55,56,61,67,81,92,93],selfnorm:8,semant:[14,29,60,76],semat:29,send:[33,38,62,69,71,73,79,82,91,100,102,108],send_back_parameter_typ:36,sendbackparameterspars:36,sendbackparametertyp:36,sendparameterrequest:36,sendparameterrespons:36,sens:[63,75,91,97],sensit:8,sent:[29,38,69,73,79,103],sentenc:[2,8,14,47,59,60,81,89,121],sentence_input:81,sentiment:[2,121],sentimental_provid:2,separ:[2,7,21,25,38,48,63,69,74,75,100,108,118,121],seper:81,seq:[8,14],seq_len:81,seq_pool:8,seq_silc:8,seq_text_print:7,seq_to_seq_data:118,seq_typ:[2,13],seqenc:21,seqtext_evalu:7,seqtoseq:[8,118],seqtoseq_net:[8,118],sequel:2,sequenc:[2,5,7,8,9,11,13,14,21,31,43,47,50,54,61,65,81,91,92,118,121],sequence_conv_pool:121,sequence_group:8,sequence_nest_group:8,sequencesoftmaxop:21,sequencestartposit:8,sequencetextprint:7,sequencetyp:[2,8],sequenti:[8,31,89,121],seri:[9,86],serial:[2,28,31,37,56,64,73,82],serializ:73,serv:[46,69,73,81,84,98,100,102,119],server:[29,32,36,39,40,47,62,69,73,83,92,101,107,116],serverless:33,servic:[97,100,116],sess:[49,51,61,72],session:[51,61,66,98],set:[1,2,4,6,7,8,9,13,14,15,21,25,28,29,33,41,49,53,59,60,66,67,73,74,77,80,81,83,89,90,91,92,93,94,95,96,97,98,100,101,102,103,107,108,110,113,114,118,120,121],set_active_typ:92,set_default_parameter_nam:6,set_drop_r:92,set_float_el:30,set_input:8,set_siz:92,set_typ:92,setdatatyp:78,setdefault:93,setp:102,setq:90,settup:92,setup:[2,63,69,76,92,93,116,121],sever:[2,7,8,30,36,49,59,60,62,64,67,78,81,83,100,101,102,110,121],sexstant:116,sgd:[23,28,29,33,41,63,64,69,71,72,78,99,100,119],sgd_optim:99,sgdasync_count:107,shall:32,shaoq:20,shape:[7,8,13,18,21,28,30,31,49,52,59,65,67,72,73,78,80,93,94,99,120],shard:[33,34,35,36,37,38,40,69,71,100,102],share:[8,21,32,49,58,64,67,73,75,80,81,90,93,98,108],shared_bia:9,shared_bias:8,shared_librari:32,shared_ptr:[57,58,77,80,94],shell:[84,102,120],shift:[8,120],shorten:8,shorter:[15,120],should:[2,4,6,7,8,13,15,18,20,21,23,25,26,28,29,30,31,38,41,42,46,47,48,49,53,59,60,61,63,64,65,68,69,73,74,75,78,79,81,82,87,89,93,95,101,102,112,121],should_be_fals:29,should_be_tru:29,should_shuffl:2,show:[4,7,10,31,33,45,47,52,56,59,62,63,65,81,86,90,94,100,102,103,108,118,120,121],show_check_sparse_distribution_log:[107,108],show_layer_stat:[107,108],show_parameter_stats_period:[103,107,108,110,121],shown:[2,8,29,42,62,69,89,92,94,98,102,119,120,121],shrink:92,shrink_rnn_memori:21,shuffl:[2,13],sid:102,side:[8,28,42,64,94,100,120],sig:102,sigint:101,sigmod:79,sigmod_op:79,sigmod_output:79,sigmoid:[8,22,31,72,79,81,92],sigmoidactiv:9,sign:[44,56,102],signal:101,signatur:102,signific:98,similar:[8,21,31,43,47,60,63,68,69,71,73,75,80,81,93,97,102,116,121],similarli:[8,13,47,93],simpl:[1,2,5,7,8,9,13,14,23,28,46,50,51,59,63,65,71,75,77,79,81,98,108,121],simple_attent:89,simple_gru:[89,121],simple_lstm:[8,121],simple_rnn:[8,89],simple_transform:15,simpler:64,simplest:102,simpli:[1,8,15,29,38,84,87,89,98,118,120],simplifi:[29,60,67,79,92,103],simul:[47,113],simultan:102,sinc:[8,9,33,37,39,40,47,53,63,68,69,70,72,74,75,81,94,98,102,113,116,119,121],sincer:91,singl:[2,7,9,13,21,33,42,46,62,69,71,72,73,77,83,87,92,97,100,103,120,121],singleton:70,sinlg:28,sit:69,site:[32,97,102],situat:66,six:118,size:[2,7,8,9,13,14,15,21,28,33,35,36,38,46,49,56,60,63,67,68,69,72,78,79,80,81,84,87,89,92,93,94,99,108,112,113,114,119,120,121],size_a:8,size_b:8,size_t:[36,80,81,92],sizeof:[31,118],skip:[68,91,101,102,120],sliceproject:8,slide:[8,10,14,33],slight:47,slightli:49,slope:8,slopeinterceptlay:8,slow:[2,98],slowli:[90,97],small:[2,8,14,30,49,55,60,91,92,108],small_messag:[107,108],smaller:[8,21,30,33,46,60,91],smart:77,smooth:8,snap:103,snapdragon:46,snapshot:[34,40,102],snippet:[48,61,89,92,98,102,121],sock:41,sock_recv_buf_s:[107,108],sock_send_buf_s:[107,108],socket:108,softmax:[8,9,21,29,31,47,51,52,60,65,69,71,72,89,92,118,121],softmax_param_attr:9,softmax_selfnorm_alpha:8,softmaxactiv:121,softmaxoutput:51,softwar:[46,98,116],solid:49,solut:[62,116],solv:[29,73],some:[2,6,8,13,15,21,28,29,31,32,36,37,38,40,41,46,48,49,50,59,60,61,65,66,67,68,71,73,74,77,80,81,91,92,93,94,98,100,102,107,108,110,112,113,114,116,119,121],some_c_api_funct:58,some_inst:58,some_op:[53,59,81],some_python_class:57,somecppclass:57,somedata:28,somegotyp:57,someth:[2,36,67,90,91,97],sometim:[8,68,90,98],someurl:13,somewhat:38,somewher:77,soon:33,sophist:92,sort:[8,14,81,97,102,108],sort_by_length:81,sourc:[8,14,30,32,45,47,49,55,56,58,60,68,73,89,90,97,100,102,103,113,118,121],source_dict_dim:[60,89],source_dict_s:60,source_language_word:[60,89],space:[7,8,46,67,71,75,89,90,98],space_seperated_tokens_from_dictionary_according_to_seq:7,space_seperated_tokens_from_dictionary_according_to_sub_seq:7,spars:[2,6,8,10,13,21,36,92,94,100,102,108,121],sparse_binary_vector:[2,13,121],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:92,sparseprefetchrowcpumatrix:92,spatial:8,spatial_scal:8,speak:89,spec:[102,103],specfii:108,special:[8,38,46,53,60,61,69,93,118,121],specialvartypeinfer:53,specif:[1,28,32,33,45,60,73,77,80,90,93,110,112,121],specifi:[1,2,7,8,18,21,29,30,36,37,38,41,42,43,45,49,56,67,69,70,72,77,79,81,84,89,90,91,92,94,95,97,102,108,112,113,119,120,121],speech:8,speed:[8,9,46,56,62,63,83,116],spefici:120,sphinx:[57,95],split:[2,8,13,40,47,52,60,70,73,81,100,102,110,118,120,121],split_count:[100,102],sql:1,sqrt:20,squar:[8,10,11,21,51],square_error_cost:99,squarerootnpool:8,srand:108,src:[32,100],src_backward:89,src_embed:[60,89],src_forward:89,src_root:4,src_word_id:[60,89],src_word_vec:60,srl:14,ssd:8,ssh:[102,103,104,114],ssh_server:101,sstabl:29,stabil:[8,30,93],stabl:[76,102],stack:[43,73,81,102,121],stackexchang:8,stage:[32,39,47,49,70,82,101,112],stale:[33,72],stamp:98,standalon:112,standard:[6,13,20,47,73,75,86,90,97,118],stanford:[14,30,103],star:32,start:[8,9,21,28,32,33,36,37,38,40,41,60,62,64,69,70,83,84,86,89,90,97,98,101,104,108,111,118],start_mpi_train:104,start_pass:[107,108],start_po:8,start_pserv:108,startup:[21,33,41,47,102],startup_program:[18,21,23],stat:[98,108],state:[8,9,18,23,31,33,42,43,59,60,77,81,89,103,108,119],state_act:[8,9],statement:[47,50,92,102],static_cast:94,staticinput:[8,89],statist:[8,18,20,42,108,121],statset:98,statu:[41,60,98,102,103],status:103,std:[28,32,36,51,53,57,58,66,73,74,77,79,80,92,93,94,108],stdbuf:100,stderr:101,stdout:[13,101],step:[4,8,9,11,21,23,30,31,33,38,42,47,49,50,54,60,63,64,67,69,71,73,79,81,83,84,89,91,92,97,98,100,102,103,104,112,114,116,121],step_id:81,step_input:81,step_net:31,step_output:81,step_scop:73,stepnet:[31,59,73,77],still:[37,40,47,69,74,86,94,120],stirng:67,stmt1482205552000:102,stmt1482205746000:102,stochast:[10,33,37,40,63,100],stop:[8,90,101,103,108],stop_gradi:21,storag:[44,46,100,102,103],store:[7,8,14,28,30,31,32,36,43,51,53,56,60,64,65,67,69,72,73,74,75,77,81,92,93,94,95,100,102,103,104,108,113,114,118,120,121],str:[15,18,28,41,81,110],straight:[65,68,78],strategi:[2,11,33,67,71,108],stream:[13,80],stream_:80,streamid:25,street:8,strength:119,strict:[68,100],stride:[8,9,21],stride_h:21,stride_i:8,stride_w:21,stride_x:8,string:[1,2,7,8,13,15,25,28,31,37,45,51,56,65,66,67,72,73,74,77,78,79,82,92,93,102,108],strip:[97,121],strongli:100,struct:[37,38,44,46,53,58,74,79],structur:[31,37,47,49,56,60,65,67,73,78,101,102,118,121],sts:102,stuff:91,stun:2,style:[2,8,73,79,83],sub:[7,8,13,29,40,49,59,62,64,67,69,89,92,112,121],sub_nest_seq:8,sub_sequ:[2,8],subclass:[23,67],subcommand:45,subgradi:10,subgraph:[49,71],submiss:69,submit:[73,95,100,102,107,108],subnet0:102,subnet:[29,102],subobjectpath:103,subsequ:[8,62],subsequenceinput:8,subset:[21,92],substanti:120,succeed:[37,103],success:[8,38,102,103,120],successfulcr:103,successfulli:[93,120],successor:108,sudo:[90,102],suffer:30,suffici:108,suffix:[18,41,86,100],suggest:[8,32,91,98],suit:116,suitabl:[78,108],sum:[8,10,31,34,53,67,70,89,92],summar:[49,121],sumopgradmak:74,sumpool:8,sun:20,suppli:78,support:[6,7,8,10,11,13,15,21,30,31,33,40,41,47,48,49,56,60,63,64,66,68,69,71,73,74,75,78,83,84,86,87,89,90,92,93,94,95,98,100,102,108,112,113,114,116],suppos:[9,32,48,78,92,121],suppress:[8,45],sure:[83,90,92,97,102],surpass:[8,20],sutibal:80,svs:79,swagger:44,swap_channel:120,swig:[4,39,57,58,83,112,113],swig_paddl:[4,119],switchop:31,sychron:62,symbol:[8,31,51,58,86],symbols_ready_:31,symbolt:[31,73],symlink:91,sync:[33,63,75,108,119],sync_with_cpp:97,syncflag:92,synchron:[33,37,62,100,102,108],syntax:[43,47,60,68],synthes:119,sys:120,sysroot:112,system:[31,32,33,38,40,44,48,49,55,69,71,83,84,86,93,95,97,100,103,112,121],t2b:118,tab:[86,121],tabl:[2,7,8,21,31,47,53,56,78,82,113,120,121],tablelookup:78,tablelookupgrad:78,tablelookupop:78,tableproject:8,tag:[7,14,84,89,100],tagtyp:7,tail:60,take:[2,4,7,8,9,13,21,28,29,31,32,33,40,43,46,49,50,52,53,63,65,66,67,68,73,74,80,81,83,89,90,91,92,93,97,98,100,102,103,119],taken:[2,51,69,81],talk:[38,114],tangl:97,tanh:[8,9,21,49,60,69,89,92],tanhactiv:9,tar:[13,15,28,102],tarbal:102,target:[8,14,21,23,28,31,32,43,49,51,61,66,69,72,73,83,89,93,112,113,114,118,121],target_dict_dim:89,target_dict_s:60,target_dictionary_dim:8,target_language_embed:8,target_language_word:89,target_link_librari:32,target_word:60,targetinlink:8,task:[2,7,8,56,60,69,79,89,110,118,120],task_queu:37,taskentri:37,taskqueu:37,tbd:[39,80],tcp:[102,108],teach:121,tear:98,technic:33,techniqu:[21,89,92,97],technolog:[47,90],tee:103,tell:[33,37,38,60,79,84,98,112],templat:[48,79,80,93,94,103,116],tempor:[8,121],temporari:[18,41,43,63,67,117],ten:90,tensor:[21,30,32,46,47,49,51,53,56,59,60,70,71,72,78,81,82,93,99],tensor_array_read:81,tensor_array_s:81,tensor_array_stack:81,tensor_array_unstack:81,tensor_array_writ:81,tensor_data:56,tensor_s:30,tensor_test:32,tensor_to_check:30,tensorarrai:70,tensorarraydesc:81,tensordesc:[56,78],tensorflow:[31,47,49,52,69,71,75,81,94],term:[8,9,33,74,75],termin:103,tese:1,tessorarrai:81,test100:14,test10:14,test1:35,test:[1,2,8,13,14,15,21,28,29,30,32,51,58,63,68,72,76,87,90,94,98,99,100,104,107,118,120,121],test_:93,test_all_data_in_one_period:103,test_check_grad_ingore_i:93,test_check_grad_ingore_x:93,test_check_grad_norm:93,test_check_output:93,test_data_dir:100,test_fcgrad:92,test_gpuprofil:98,test_layergrad:92,test_list:[2,121],test_mkldnn:55,test_mklpack:54,test_mul_op:[83,93],test_norm:93,test_pass:[107,108,110],test_period:[107,108,110],test_recurrent_op:91,test_wait:[107,108],testa:29,testb:29,testbilinearfwdbwd:98,testcas:93,testconfig:92,testfcgrad:92,testfclay:92,testlayergrad:92,testmodel_list:107,testmulop:93,testq:29,testresult:28,testsave_dir:107,testutil:92,text1:45,text:[1,2,7,9,13,29,56,59,102,118,121],text_conv:121,text_fil:13,tflop:98,tftp:116,tgz:[14,86],than:[2,4,6,7,8,9,21,33,41,47,48,49,67,73,75,81,83,89,90,92,100,102,112,116,120],thank:118,the_step:47,theano:47,thei:[2,8,18,20,26,29,32,33,38,40,45,47,49,50,60,61,67,71,72,73,79,81,82,89,90,91,92,93,94,98,100,102,107,120],them:[1,2,7,8,9,15,21,29,30,32,33,36,41,47,48,53,60,68,71,73,74,77,78,79,81,82,90,91,93,95,98,102,107,108,120,121],themselv:32,theori:[47,98],therefor:63,therein:[8,31],therun:120,theta:49,theta_d:49,theta_g:49,thi:[1,2,6,7,8,9,10,13,14,15,18,20,21,23,25,26,28,29,30,31,32,33,36,37,38,39,40,41,42,43,46,47,48,49,50,51,59,60,61,62,63,64,65,67,68,69,70,71,72,73,74,75,78,79,80,81,84,86,87,89,90,91,92,93,94,95,97,98,99,100,102,103,108,110,112,113,114,116,118,119,120,121],thin:53,thing:[2,49,69,73,80,98],think:[29,32],third:[8,33,51,93,97,98,112,113,114,120],third_parti:[8,55,112,113,114],thirt:90,those:[8,31,32,33,48,50,51,52,65,112,120],though:[81,116],thought:[32,98],thread:[70,92,97,98,108,110],thread_count:70,thread_local_rand_use_global_se:[107,108],thread_pool:70,threadblocks:25,threadid:110,threadloc:98,three:[2,7,8,30,33,42,46,47,50,60,61,64,65,68,80,108,112,119,120],threshold:[6,7,8,33,37,91,108],through:[4,8,21,32,33,37,39,42,61,63,72,89,92,93,95,98,99,100,113,118,119],throughout:[43,121],throughput:[98,100],thrust:73,thu:[2,8,21,40,42,51,92,102,117],tier:103,time:[2,8,9,11,13,21,28,29,30,32,33,37,40,47,48,53,54,59,60,62,67,68,69,71,73,74,78,79,81,82,83,89,90,94,97,98,103,108,110,116,121],timelin:[8,73,98],timeo:102,timeout:[33,37],timeout_sec:13,timestamp:[8,34],timestep:[2,8,77],tip:[112,113],titl:14,tls:44,tmp:67,to_chw:15,to_no_sequ:8,to_sequ:8,to_tar:28,todo:[7,13,14,31,33,37,40,60,79],toend:8,togeth:[2,8,9,13,28,81,89],token:[7,8,29,89,118],toler:[28,30,83,93],too:[14,30,81],took:116,tool:[83,86,89,90,97,102,112,114],toolchain:[97,112,113],top:[7,21,28,59,60,93,120],top_k:[7,21,60],top_level_rnn:59,topk_generated_scor:60,topk_id:60,topk_scor:60,toplevel:90,topolog:[29,33,51,56,64,69,72],topoloi:51,topolopi:28,torch:[31,47],toronto:14,total:[21,28,33,42,62,68,71,97,98,100,103,116,118],total_pass:68,tottim:97,trace:[31,49],track:[33,37,51,67],tractabl:8,tradit:[8,31,46],traffic:69,trail:13,train100:14,train10:14,train:[0,1,2,4,6,7,8,13,14,15,20,21,31,35,37,38,40,42,43,47,49,50,54,56,62,63,64,65,66,72,73,75,78,80,82,89,92,96,98,105,106,107,113,120],train_conf:118,train_config_dir:102,train_data:100,train_data_dir:100,train_id:102,train_list:[2,100,120,121],train_loop:47,trainabl:[8,56,67],traindot_period:107,trainer:[2,4,29,34,35,36,37,39,47,54,55,63,64,69,71,73,92,101,108,110,119,121],trainer_config:[1,2,102,103,121],trainer_config_help:[2,92,121],trainer_count:[87,100,102,103,107,108,110],trainer_cpu:41,trainer_cr:41,trainer_gpu:41,trainer_id:[100,102,108],trainer_intern:36,trainer_mem:41,trainer_packag:41,trainerid:40,trainerintern:121,training_machin:119,trainingtest_period:107,trainonebatch:36,trainonedatabatch:119,tran:[92,108],trane:2,transact:[33,37],transfer:[1,2],transform:[8,9,15,21,73,89,92,94,119,121],transform_param_attr:9,transformed_st:9,translat:[8,9,47,118],translation_id:60,translation_scor:60,transpar:[60,101],transpil:47,transport:108,transpos:[8,15,92,119],transposedfullmatrixproject:8,travel:2,travers:50,travi:91,treat:[8,31,38],treatment:[38,46],tree:[8,31,43,47,67,99,108,114],trg_dic_siz:60,trg_embed:[60,89],triain:1,trick:60,tricki:57,trigger:[40,64],trim:8,trivial:[2,60,81],trn:121,true_block:[31,52,65],true_imag:68,true_label:68,true_neg:42,true_posit:42,true_read:68,truth:[7,8,121],tst:121,tune:[6,96,97,121],tuninglog_barrier_abstract:107,tupl:[2,8,9,13,14,15,18,21,28,67,68],ture:8,turn:[8,21,67,68,84,119],tutori:[83,84,89,92,93,97,98,102,104,105,106,113,117,120,121],twice:[49,71],twine:76,two:[1,2,7,8,9,21,29,38,39,40,41,42,45,46,47,49,50,53,56,60,63,65,68,69,72,73,74,75,77,78,79,81,82,89,93,94,98,101,102,110,112,114,118,119,120,121],txt:[2,32,41,45,54,55,92,95,100,102,104,121],type:[2,7,8,9,11,13,14,15,18,21,23,28,29,31,33,36,37,40,41,44,45,46,53,56,57,58,59,60,65,66,67,68,73,74,75,78,79,82,87,89,90,92,94,100,102,103,108,110,113,120,121],type_nam:79,typedef:[38,46,57,58,80],typeid:79,typenam:[48,79,80,93,94],typic:[4,7,69,98,113],ubuntu:[76,86,87,97],ubyt:68,uci:14,uci_h:87,ufldl:8,uid:103,uint16_t:46,uint32:[44,56],uint64:[56,57],uint64_t:57,unawar:38,unbalanc:108,unbound:89,unclear:40,under:[32,37,62,71,83,84,94,95,100,101,102],underli:60,understand:[20,47,67,97,98,116,118],understand_senti:89,undeterminist:98,unidirect:8,unifi:[43,51,78,91],uniform:[6,8,13,20,35,49,67,68,108,119],uniform_random:67,uniqu:[29,31,33,40,41,67,77,93,100,102,108],unique_nam:67,unique_name_gener:67,unique_ptr:[74,77,80,92],unit:[8,9,21,32,63,75,80,83,89,90,94],unittest:[58,91,93],unittestcheckgrad_ep:107,unk:[78,82,118],unk_idx:121,unknown:[8,21],unless:21,unlik:[8,60,93],unnecessari:91,unordered_map:77,unpack:81,unrol:59,unseen:75,unseg:8,unsign:[38,46],unstack:81,unstack_from:81,unsupervis:49,unsupport:93,until:[33,38,47,70,71,77,102],unzip:112,updat:[6,8,10,23,33,37,38,44,46,49,59,60,61,62,63,64,69,77,81,86,92,97,100,108,110],update_equ:28,update_hook:6,update_memori:31,update_op:61,updatecallback:92,updatestack:102,upgrad:[62,86,117],upload:[33,41,44,76,100],upon:33,upper:8,upstream:91,uri:102,url:[13,14,91],usag:[1,2,7,8,9,15,28,46,52,64,93,98,100,113,118,119],use:[1,2,4,6,7,8,9,11,13,14,15,20,21,23,26,28,29,30,31,32,33,39,43,46,49,51,53,60,61,62,64,67,69,70,71,72,77,78,79,81,82,83,84,86,87,89,90,91,92,93,95,97,98,100,102,103,108,110,112,113,114,118,119,120,121],use_eigen_bla:112,use_eigen_for_bla:[112,113],use_etcd:28,use_global_stat:8,use_gpu:[87,100,103,107,108,110,119,120,121],use_mkl_pack:54,use_mkldnn:[8,55],use_nesterov:23,use_old_updat:[36,107,108],use_peephol:21,use_sparse_remote_updat:36,used:[1,2,4,7,8,9,10,11,13,14,15,20,21,25,28,29,30,31,32,33,39,40,43,46,47,49,51,59,60,63,64,67,68,69,72,73,75,77,79,80,81,83,86,89,90,92,93,94,97,98,102,107,108,110,112,113,114,118,120,121],useful:[1,2,8,9,30,46,77,89,92,110,112,121],usegpu:[92,119],user:[1,2,6,8,9,13,14,15,18,20,23,25,26,28,29,30,31,32,35,37,40,41,42,43,45,48,49,50,51,53,60,61,62,63,67,68,69,70,71,72,73,74,75,77,79,80,81,84,91,95,97,100,102,107,108,116,120,121],user_info:14,user_nam:35,usercert:35,userinfo:14,userkei:35,usernam:35,uses:[2,8,33,40,46,59,60,64,69,80,83,86,89,90,91,92,94,95,100,102,108,112,120,121],using:[1,2,4,6,8,9,13,21,28,29,31,32,33,37,38,40,41,43,45,46,47,48,49,51,53,59,61,63,65,68,69,74,75,77,79,80,83,84,85,86,87,89,91,92,93,94,95,98,100,102,103,104,108,110,112,114,117,118,119,120,121],usr:[83,84,100,102,108],usrdict:118,usrmodel:118,usual:[8,28,41,65,75,80,91,93,97,98,102,108,110],utf:118,util:[4,54,55,62,89,92,93,98,116],uuid:[34,40],v7a:112,v8a:112,valid:[8,15,68,73,77,93,102,113,120],valu:[2,4,6,7,8,11,13,14,15,20,21,25,28,30,31,33,42,51,52,55,56,59,60,61,63,64,65,67,69,72,73,77,78,79,81,82,89,92,93,102,108,110,112,113,119,120],value1:108,value2:108,value_:78,value_evalu:7,value_rang:13,valueerror:[21,51],values_:81,vanilla:89,varabl:71,vardesc:[31,50,65,67,73,78],vardescbuild:31,vari:[98,102],variabl:[2,10,13,14,18,20,21,23,29,30,31,42,43,49,50,51,52,53,59,60,61,63,65,66,69,71,72,74,75,78,79,81,92,93,97,99,100,102,103,112,113],variablenamemap:93,varialbl:49,varianc:[8,120],variant:[8,53,80,81],varibl:51,varienc:81,varient:81,variou:[31,46,75,112],varproto:79,vars_:[31,77],vartyp:[21,78,82],vartypeinfer:53,vec1:8,vec2:8,veclib:113,vector:[2,8,9,13,14,21,29,31,36,38,51,52,59,60,67,73,74,78,81,89,92,94,118,121],vectorenable_parallel_vector:107,veloc:23,vendor:32,verb:14,verbos:[45,91],veri:[2,8,11,32,37,43,47,48,49,60,64,68,71,75,77,80,81,89,97,98,101,121],verifi:[31,92,113],version:[8,9,32,41,45,47,49,51,52,56,60,69,76,83,84,87,90,92,97,98,100,102,103,107,108,112,113,114,118],versu:29,vertic:[8,120],vgg:[9,22],via:[33,85,91,98,102,113,116,121],view:[8,56],vim:84,viriabl:100,virtual:[53,74,80,90],virtualenv:90,visibl:[40,77],visit:28,visual:[8,60,98],vlog:[36,91],voc_dim:121,voila:87,volum:[95,103],volumemount:[102,103],volumn:102,vutbr:14,wai:[2,7,9,29,38,40,43,47,60,63,67,68,72,75,81,89,90,91,92,110],wait:[33,38,70,100,108],walk:[4,113,119],wangkuiyi:32,want:[2,8,29,41,42,49,63,66,68,72,75,77,80,81,83,84,90,91,92,95,97,100,108,110,112,114,118,120,121],warn:[28,45],warp:[8,98],warpctc:8,wast:62,watch:33,wbia:[102,120],weav:47,web:[95,97],websit:[95,121],weight:[7,8,9,10,20,21,26,54,56,75,89,92,108,110,120],weight_act:9,weightlist:92,weights_:92,weights_t:92,welcom:32,well:[41,47,48,49,69,72,75,78,92,102,108,121],were:[7,32,47],west:102,wget:112,what:[6,8,32,47,49,60,67,69,71,79,93,97,116,121],whatev:[90,100],wheel:86,when:[1,2,6,7,8,10,13,18,21,28,30,31,32,33,36,37,38,41,42,43,45,46,47,51,60,62,63,64,65,67,69,71,73,80,81,83,85,89,90,91,92,93,94,95,97,98,100,102,103,108,110,112,113,116,118,119],whenev:[67,91],where:[2,8,9,10,20,21,29,31,33,40,47,50,59,60,63,65,69,73,75,81,89,92,93,97,98,99,108,110,118,120],wherea:[31,37,48,52,80],whether:[7,8,13,15,21,28,30,31,43,68,78,81,83,84,92,93,108,113,119],which:[1,2,4,6,7,8,9,13,14,15,21,28,29,30,31,32,33,35,37,38,40,41,43,46,47,48,49,51,53,56,59,60,61,62,64,65,66,67,68,69,70,71,72,73,74,77,78,79,81,83,86,89,90,91,92,93,94,97,98,100,101,102,108,110,112,113,116,119,120,121],whichev:119,while_loop:[60,81],whileloop:81,whileop:31,whl:83,who:[48,50,62,67,91,118,120],whoever:38,whole:[2,7,13,49,52,57,58,59,62,66,79,91,100,102,103,116,121],whose:[2,8,13,30,33,40,59,73,74,79,81,89],why:[9,30,58,90],wide:[32,49,86,101,104],width:[7,8,13,15,36,57,68,92,93],wiki:[8,32],wikipedia:[8,14],wilder:2,window:[8,11,14,63,84,90,112],wirt:51,wise:[8,15,71,73,94],wish:[83,86,95,100],with_avx:[83,84,100,112,113],with_bia:79,with_c_api:[83,112,113,114],with_doc:83,with_doubl:[83,92,100],with_dso:83,with_golang:83,with_gpu:[83,90,100,112,113],with_mkl:[54,55,83],with_mkldnn:55,with_mklml:55,with_profil:98,with_python:[83,100,112,113],with_rdma:[100,112,113],with_style_check:[83,91],with_swig_pi:[83,112,113],with_test:[83,93],with_tim:[98,100],within:[8,37,47,113],without:[7,8,23,33,38,67,68,71,73,93,97,100,104,112],wloop:81,wmt14:89,wmt_shrinked_data:14,won:[98,100,120],wonder:2,word2vec:[41,100],word:[2,7,8,14,50,53,59,60,71,73,79,81,89,100,110],word_dict:[100,104,121],word_dim:121,word_id:2,word_idx:14,word_vector:121,word_vector_dim:[8,60,89,118],words_freq_sort:14,work:[2,4,8,13,21,29,31,32,33,43,46,47,61,63,67,69,84,89,90,91,92,95,97,98,100,102,103,108,116,121],worker:[71,82,102],workercount:102,workflow:[73,102],workspac:[91,100,101,108],world:100,wors:119,worth:99,would:[28,31,32,33,40,47,48,49,50,61,63,64,67,68,69,70,71,78,81,84,90,91,97,102,112,116,119,121],wouldn:[47,50],wrap:[47,48,49,62,116],wrapper:[9,32,48,62,63,69,74,81,98],write:[2,13,21,29,33,40,46,47,48,51,53,61,63,67,68,69,71,73,74,80,81,90,96,100,102],write_lock:34,writer:[29,67],written:[25,31,43,49,56,63,73,74,78,83,84,93,94,97,101],wrong:[2,68],wrote:[51,71],wsize:102,www:14,x64:[112,114],x86:113,x86_64:[112,113],x_i:8,x_j:8,x_neg:30,x_num_col_dim:21,x_po:30,x_t:21,x_t_data:21,xarg:[7,84,92,104],xavier:20,xavieriniti:21,xcode:113,xcodebuild:113,xgbe0:108,xgbe1:108,xiangyu:20,xmap_read:13,xpu:47,xrang:[30,47,49,68,87,92],xxx:[29,81,120],xxxx:34,xxxxxxxxx:102,xxxxxxxxxx:102,xxxxxxxxxxxxx:102,xxxxxxxxxxxxxxxxxxx:102,y_dim:49,y_neg:30,y_num_col_dim:21,y_po:30,y_predict:[87,99],yaml:[32,101,102,104,116],yancey1989:41,yann:14,yapf:91,year:47,yeild:28,yep:97,yet:[47,116],yield:[2,13,29,35,68,121],yoshua:20,you:[1,2,4,6,8,9,13,28,30,41,46,77,83,84,85,86,87,89,90,91,92,95,97,98,100,101,102,104,108,110,112,113,114,116,118,119,120,121],your:[2,8,13,28,29,32,36,41,45,73,83,85,86,90,91,92,95,98,100,101,102,110,112,113,114,116,121],your_access_key_id:102,your_secrete_access_kei:102,your_source_root:58,yourself:83,yuang:47,yuyang18:[13,14],yuyang:97,z_dim:49,z_size:49,zero:[2,6,8,9,10,13,14,18,30,33,49,60,64,67,78,92,102,108,121],zhang:20,zhidao:118,zip:[14,67,112],zone:102,zxvf:102},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: PaddlePaddle Fluid","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","Intel\u00ae MKL Packed on PaddlePaddle: Design Doc","Intel\u00ae MKL-DNN on PaddlePaddle: Design Doc","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","Design Doc: NCCL support in Paddle Fluid","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: Execute the Program with Multi CPU","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 Doc: Supporting new Device/Library","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 Fluid Source Code Overview","Distributed Training","Cluster Training Using Fabric","Distributed PaddlePaddle Training on AWS with Kubernetes","PaddlePaddle On Kubernetes","Cluster Training Using OpenMPI","&lt;no title&gt;","&lt;no title&gt;","Argument Outline","Detail Description","Set Command-line Parameters","Use Case","PaddlePaddle Documentation","Build PaddlePaddle for Android","PaddlePaddle Compiling Guide for iOS","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":57,"\u4e0d\u4f7f\u7528swig\u8fd9\u79cd\u4ee3\u7801\u751f\u6210\u5668":57,"\u4e0d\u5bfc\u51fapaddle\u5185\u90e8\u7684\u7ed3\u6784\u4f53":57,"\u4e0d\u5f15\u7528\u5176\u4ed6\u52a8\u6001\u5e93":57,"\u4ec5\u4ec5\u4f7f\u7528void":57,"\u4ece\u5feb\u7167\u6062\u590d":34,"\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":57,"\u4f7f\u7528\u8f6c\u6362\u5e93":35,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":58,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5b9e\u73b0\u6587\u4ef6":58,"\u5206\u5757\u6587\u4ef6\u4f20\u8f93":44,"\u5206\u652f\u89c4\u8303":76,"\u52a0\u901f\u6267\u884c":34,"\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":57,"\u52a8\u6001\u6269\u5bb9":34,"\u539f\u56e0":57,"\u539f\u56e0\u5217\u8868":57,"\u53c2\u8003\u6587\u6863":44,"\u540d\u8bcd\u89e3\u91ca":44,"\u57fa\u672c\u8981\u6c42":57,"\u5b9e\u73b0":57,"\u5b9e\u73b0\u65b9\u5f0f":58,"\u5bfc\u51fac":57,"\u5feb\u7167\u4fdd\u5b58\u7684\u8bbe\u8ba1\u5982\u4e0b":34,"\u6307\u9488\u4f5c\u4e3a\u7c7b\u578b\u7684\u53e5\u67c4":57,"\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":58,"\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":58,"\u6d41\u7a0b\u4ecb\u7ecd":35,"\u751f\u6210sparse\u6587\u4ef6":44,"\u7528\u6237\u4f7f\u7528\u6d41\u7a0b":44,"\u76ee\u5f55\u7ed3\u6784":58,"\u76ee\u6807":44,"\u793a\u4f8b\u7a0b\u5e8f":35,"\u7b26\u53f7":57,"\u7c7b":57,"\u7f16\u8bd1\u9009\u9879":58,"\u7f29\u5bb9":34,"\u800c\u662f\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":57,"\u80cc\u666f":57,"\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":57,"\u8fdb\u884c\u8bad\u7ec3":35,"abstract":[62,69,70,71,72,116],"book\u4e2d\u6240\u6709\u7ae0\u8282":76,"case":110,"class":[49,64,67,92],"filemanager\u8bbe\u8ba1\u6587\u6863":44,"function":[32,48,49,67,118],"new":[80,92,93],"paddle\u52a8\u6001\u5e93\u4e2d":57,"paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0":57,"paddlepaddle\u53d1\u884c\u89c4\u8303":76,"paddlepaddle\u56de\u5f52\u6d4b\u8bd5\u5217\u8868":76,"return":68,"switch":80,"tensor\u5230eigentensor\u7684\u8f6c\u6362":94,AWS:102,Abs:5,DNS:102,EFS:102,For:[32,103],KMS:102,Not:90,The:[31,38,43,47,49,50,52,53,61,64,73,74,114],Use:[31,65,95,100,103,110],Using:[32,38,86,101,104,112],With:41,about:49,absolut:60,access:102,account:102,accuraci:21,action:[54,55],activ:[5,8,55],adadelta:10,adagrad:10,adagradoptim:23,adam:10,adamax:10,adamaxoptim:23,adamoptim:23,add:102,address:102,addto:8,advanc:80,adversari:119,aggreg:8,aggregatelevel:8,alalysi:36,algorithm:[30,33,59,66,69,121],all:[77,81],analysi:69,android:112,api:[0,3,54,55,58,61,63,67,75,79],appendix:[116,121],applic:3,approach:98,arbitrari:47,architectur:[69,89,121],argument:[45,68,100,107,110,112,114,121],arrai:30,array_length:21,array_read:21,array_to_lod_tensor:21,array_writ:21,asset:102,assign:21,associ:[77,102],assumpt:116,async:108,attent:89,attribut:[6,75],auc:7,auto:30,averag:63,avg:11,aws:102,backgraound:30,background:[54,71,72,80,81,82,93],backward:[47,50,73,93],base:[41,60,71],basepool:11,basic:[80,116],batch:68,batch_norm:[8,21],batch_siz:68,beam:60,beam_search:8,beam_search_decod:21,benchmark:[54,55],benefit:[71,73],between:[29,67,73,79,80],bidirectional_gru:9,bidirectional_lstm:9,bilinear_interp:8,binari:31,bind:93,bla:83,block:[31,49,50,65,67,73],block_expand:8,blockdesc:65,book:84,bool:83,bootstrap:116,bottleneck:97,brelu:5,bring:116,bucket:102,build:[49,73,83,85,90,95,103,112,114],built:98,cach:2,can:77,capi:58,capi_priv:58,cast:21,challeng:[66,71],chang:60,check:[8,30,92,101],checker:30,checkpoint:[33,34,40],chines:118,choos:[32,102],chunk:7,cifar:14,classif:7,classification_error:7,classification_error_print:7,client:38,clip:8,close:30,cloudform:102,cluster:[39,100,101,102,104,110,116],cmake:[32,54,55,114],code:[41,67,91,97,99],column_sum:7,command:[100,109,110,121],commit:103,common:108,commun:108,compar:116,comparis:67,compat:47,compil:[31,46,47,65,73,83,93,99,112,113,114],complet:47,compos:68,comput:[31,50,73,75,94],con:116,concat:[8,21],concept:[67,73,102],concern:55,conclus:[40,51,116],condit:49,config:[3,110],configur:[27,89,96,102,113,121],conll05:14,connect:8,constantiniti:20,construct:50,contain:[84,103],content:[54,55,58,98,102],context_project:8,contribut:[91,95],control:73,conv2d:21,conv2d_transpos:21,conv:8,conv_oper:8,conv_project:8,conv_shift:8,convert:[40,69,71],convolut:121,core:[30,67,102],cos_sim:[8,21],cost:8,cpu:[70,110],creat:[68,72,73,77,102,103],create_arrai:21,creation:[37,63,75],creator:68,credenti:102,crf:8,crf_decod:8,cross:[112,113,114],cross_channel_norm:8,cross_entropi:21,cross_entropy_cost:8,cross_entropy_with_selfnorm_cost:8,ctc:8,ctc_error:7,cuda:[46,83],cudnn:83,cudnnavg:11,cudnnmax:11,current:[46,74],custom:68,data:[8,12,13,21,33,68,69,102,103,118,119,121],datafeed:[13,17],dataprovid:[2,3,108],dataset:[12,14,33,37,100],datatyp:13,decayedadagrad:10,decayedadagradoptim:23,decod:60,decor:68,deep:[31,47],defin:[93,102,121],definit:82,delet:102,demo:[49,102],dens:40,dep:86,depend:[49,83,86],deploi:41,deriv:92,describ:[47,61],descript:[45,73,108,119],design:[29,30,31,33,37,38,39,40,42,43,46,47,48,49,50,53,54,55,56,59,60,61,62,64,65,67,68,69,70,71,72,73,74,77,78,80,81],destroi:[77,102],detail:[36,108],detect:[7,8],detection_map:7,detection_output:8,develop:[73,90,96],devic:[80,110],devicecontext:80,dictionari:[68,118],differ:[73,80,100,110],directori:102,discrimin:49,discuss:[49,71],dispatch:[33,37],distribut:[29,33,36,41,69,100,102,108],dnn:55,doc:[29,31,33,37,38,39,40,43,46,47,48,50,53,54,55,56,62,64,65,67,68,69,70,71,72,73,74,78,80],docker:[41,84,90,103,112],document:[95,111],doe:68,dot_prod:8,dot_product_attent:9,dotmul_oper:8,dotmul_project:8,down:102,download:[102,103,118,120],dropout:[8,21],dure:[60,68],dylib:58,dynam:[33,81],dynamic_lstm:21,dynet:51,each:86,ec2:102,eigen:94,elast:102,elect:40,elementwise_add:21,elementwise_div:21,els:31,embed:[8,21,118,121],engin:49,enough:30,entri:68,environ:[41,112],eos:8,equat:92,eval:69,evalu:[7,18,42],event:[28,29],evolut:47,examin:97,exampl:[29,32,52,58,72,118,119],execut:[31,47,65,70,73],executor:[19,43],exp:5,expand:8,expandlevel:8,explain:30,extern:102,extract:[118,120],fabric:101,factor:8,factorization_machin:8,faq:[85,86],fault:33,featur:120,file:[31,97,102,103,121],fill_const:21,fill_constant_batch_size_lik:21,find:102,first_seq:8,float16:46,fluid:[16,47,62,99],format:[31,33,56,121],forward:[50,93],frame:31,framework:[30,94],from:[29,40,79,83,85],full_matrix_project:8,fulli:8,functor:80,futur:47,gan:[49,119],gate:89,gated_unit:8,gener:[49,60,89,90,97,116,119],get:[87,103],get_output:8,give:68,global:[65,67],gotcha:90,gpu:[84,98,108,110],gradient:[30,38,55,74,92],gradient_print:7,graident:30,graph:[50,51,71,73,75],group:[8,102],gru:[9,108],gru_group:9,gru_step:8,gru_unit:9,grumemori:8,guid:113,hand:98,handler:[29,57],happen:40,hardwar:46,helper:67,hierarchi:31,high:[61,63,75,79],how:[30,36,63,68,73,80,83,93,94,95,96,98],hsigmoid:8,huber_classification_cost:8,huber_regression_cost:8,iOS:113,iam:102,ident:5,identifi:97,identity_project:8,ifels:52,ifelseop:31,imag:[8,9,15,41,84,103,112],imagenet:120,imdb:14,img_cmrnorm:8,img_conv:8,img_conv_bn_pool:9,img_conv_group:[9,22],img_pool:8,imikolov:14,implement:[30,32,36,42,46,56,59,62,63,67,68,70,73,74,75,92,93,94,119],increment:21,infer:[28,112,121],infershap:[65,78],infervartyp:53,info:120,ingredi:29,ingress:44,init_hook:2,initi:[20,38,49,102,110],input_typ:2,insid:77,inspect:102,instal:[85,86,87,102,112,113,114,116,121],instanc:102,instead:68,integr:[80,102],intel:[54,55],interact:79,interfac:[12,13,15,30,33,38,39,43,61,68,72,77,120],intermedi:73,interpol:8,introduc:[60,81],introduct:[1,75,100,118,120],isn:68,issu:46,job:[33,41,101,102,103,104],join:8,kei:[54,102],kernel:73,kill:101,kmax_sequence_scor:8,kube:102,kubectl:102,kubernet:[41,102,103],l1decayregular:26,l2_distanc:8,l2decayregular:26,lambda_cost:8,languag:[31,47],larg:36,last_seq:8,launch:[84,101,104],layer:[8,21,29,48,54,55,67,92,110],learn:[31,47],learnabl:8,less_than:21,leval:79,level:[61,63,75,79],libpaddle_capi_shar:58,libpaddle_capi_whol:58,librari:[38,46,73,80,112],limit:69,line:[100,109,121],linear:5,linear_chain_crf:21,linear_comb:8,linux:[101,112],list:[34,68],local:[69,72,77,102,110],lod:60,lod_rank_t:21,lod_tensor_to_arrai:21,lodtensor:[59,60,81],lodtensordesc:82,log:[5,91,121],logic:37,logist:121,look:97,low:[63,75,79],lstm:[9,108],lstm_step:8,lstm_unit:21,lstmemori:8,lstmemory_group:9,lstmemory_unit:9,machin:[8,60],macro:73,main:49,manag:[32,100],map:[68,73],master:[33,37,41],math:[8,80],mathemat:30,matrix:[55,108],max:11,max_sequence_len:21,maxframe_print:7,maxid:8,maxid_print:7,maxout:8,mean:21,member:49,memori:[8,59,80],merge_lod_tensor:21,messag:79,method:60,might:49,migrat:73,mileston:73,mini:68,minibatch:13,misc:8,mix:[8,110],mkl:[54,55],mnist:[14,119],mobil:115,model:[2,3,27,29,36,38,40,47,49,56,60,88,89,101,110,118,119,120,121],modifi:103,modul:[73,80,94],momentum:10,momentumoptim:23,more:49,motiv:[43,56,62,66],movielen:14,msrainiti:20,mul:21,multi:70,multi_binary_label_cross_entropy_cost:8,multibox_loss:8,multipl:68,multiplex:8,mxnet:51,name:[77,102],nccl:62,nce:8,necess:67,necessari:73,need:[68,90,98],nest:59,net:22,network:[9,73,89,110,119,120,121],neural:[89,121],nlp:[9,108],non:2,norm:[8,75],normaliniti:20,note:30,numer:30,numpi:30,nvprof:98,nvvp:98,object:33,observ:[118,120],offset:60,ones:21,onli:[68,77],op_mak:73,openmpi:104,oper:[48,52,63,65,67,71,73,74,78,81,93],opinfomap:73,opkernel:[73,80,93],opproto:79,ops:75,optim:[10,23,33,38,50,61,67,96,121],option:[45,83,118],opwithkernel:73,order:45,org:95,origin:73,orthogon:77,other:55,out_prod:8,outlin:107,output:[8,101,102],overview:[40,43,54,55,73,77,99,121],pack:[54,60],packag:[32,86],pad:8,paddl:[36,62,68,77,94],paddlejob:41,paddlepaddl:[29,31,47,54,55,63,65,69,75,76,83,84,86,95,99,102,103,111,112,113,114,118],pair:102,paradigm:47,parallel_nn:110,paramattr:24,paramet:[6,8,28,29,33,38,39,41,55,63,64,67,71,75,100,102,108,109,118,120],parameteraverageoptim:63,paraphras:118,parent:77,part:50,partit:38,pass:[83,110],path:[40,45],penalti:75,perform:[63,97,98,108],persist:37,pfsclient:[44,45],pfsserver:44,pip:86,place:80,placement:69,platform:100,pnpair:7,point:[54,102],pool2d:21,pool:[8,11],pose:[53,74],power:8,precision_recal:7,predict:[4,120],prefetch:68,prelu:8,prepar:[100,101,102,104,113,118,119],preprocess:[118,121],pretrain:118,print:7,privat:102,pro:116,problem:[42,53,61,74],procedur:116,process:[33,38,41,61,73,90],profil:[25,97,98],program:[31,47,65,67,70,84,100],programdesc:65,project:32,propos:[53,74,75],protobuf:78,protomak:93,provid:[2,68,121],prune:66,pserver:40,pull:84,pydataprovider2:2,python:[4,30,41,54,55,59,61,63,67,68,69,75,79,82,92,93,97,120,121],qualiti:73,queue:[33,37],quick:[87,121],randomnumb:108,rank:7,rank_cost:8,raspberri:114,reader:[12,13,29,68],realiz:73,recoveri:33,recurr:[8,9,89,121],recurrent_group:8,reduce_sum:21,ref:30,refactor:73,refer:[2,54,55,69,71,98],region:102,regist:[53,73,79,93],registr:[73,74],registri:73,regress:121,regular:[26,38,75],rel:60,relat:[73,81],relu:5,remark:93,remot:[39,72],render:102,repeat:8,represent:[31,73],requir:[32,49],reshap:[8,21],resiz:8,resnet:120,result:[101,103],retri:37,reus:67,review:91,revis:118,rmsprop:10,rnn:[59,81,88,89,108],rnnop:[31,59,73],roi_pool:8,rotat:8,route53:102,row:78,row_conv:8,row_l2_norm:8,run:[43,83,84,93,99,103],runtim:[41,69,86],sampl:8,sampling_id:8,save:40,scale:[8,21,33],scale_shift:8,scaling_project:8,scope:[31,59,73,77],script:103,search:60,secur:102,select:[38,78],selectedrow:78,selective_fc:8,sentiment:14,separ:73,seq_concat:8,seq_reshap:8,seq_slic:8,seqtext_print:7,sequenc:[60,89],sequence_conv:21,sequence_conv_pool:[9,22],sequence_expand:21,sequence_pool:21,sequence_softmax:21,sequencesoftmax:5,sequenti:2,server:[33,37,38,41,71,100,102,108],servic:102,session:[69,72],set:109,setup:[102,112],sextant:116,sgd:108,sgdoptim:23,shape:60,share:[29,77],should:77,shrink_memori:21,shuffl:68,sigmoid:[5,21],sigmoid_cross_entropy_with_logit:21,simpl:[60,89],simple_attent:9,simple_gru2:9,simple_gru:9,simple_img_conv_pool:[9,22],simple_lstm:9,singl:68,slice:8,slice_project:8,slope_intercept:8,small_vgg:9,smooth_l1_cost:8,softmax:5,softrelu:5,softsign:5,solut:[53,54,66,74],some:90,sourc:[83,85,99],spars:[38,39,40,78,110],specifi:[110,118],split_lod_tensor:21,spp:8,squar:5,square_error_cost:[8,21],squarerootn:11,stack:31,standard:[91,121],stanh:5,start:[29,87,100,102,103,121],startup:103,statement:42,step:[59,85],storag:75,store:33,structur:119,style:91,sub_nested_seq:8,subcommond:45,submit:41,suffici:68,suitabl:32,sum:[7,11,21],sum_cost:8,sum_to_one_norm:8,summar:29,summari:[56,121],support:[46,62,80,81],survei:[46,51,75,116],synopsi:45,system:[47,102],tabl:58,table_project:8,tanh:5,task:[33,37],tear:102,tecton:116,templat:102,tensor:[8,73,80,94],tensorarrai:[60,81],tensordesc:82,tensorflow:51,test:[54,55,83,91,92,93,108,110],text_conv_pool:9,theori:30,thi:77,think:49,three:81,time:99,timelin:40,timer:98,tip:98,todo:[34,35,70],togeth:77,toi:119,toler:33,tool:[32,95,98,100,116],toolchain:114,topic:80,topk:21,toward:47,train:[28,29,33,36,39,41,61,68,69,84,100,101,102,103,104,108,110,118,119,121],trainer:[28,33,38,40,41,100,102],tran:8,trans_full_matrix_project:8,transfer:121,translat:60,transpil:[62,70],transpos:21,tune:[98,108],ture:47,tutori:118,two:30,type:[83,93],uci_h:14,uniform:81,uniforminiti:20,unit:[54,55,91,92,93,108],unpack:60,updat:[29,39,40,95,102],usag:[59,60,68,94,96],use:[36,68,94],user:[33,118],using:90,util:7,value_print:7,vardesc:82,variabl:[67,73,77,82],vector:108,verifi:102,version:[46,86],vgg_16_network:9,visual:120,volum:102,vpc:102,warp_ctc:8,weightdecayregular:26,what:[36,40,90,98],when:[40,77],whl:86,why:[46,47,63,68,73,81,98],wmt14:14,word:[118,121],workflow:91,wrapper:92,write:[91,92,93,95,121],www:95,xavieriniti:20,yaml:103,your:84,zero:21,zoo:120}})