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/backward","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/concurrent_programming","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/kernel_hint_design","design/memory_optimization","design/mkl/mkl_packed","design/mkl/mkldnn","design/mkl/mkldnn_fluid","design/model_format","design/multi_language_interface/00.why_plain_c","design/multi_language_interface/01.inference_implementation","design/operator_kernel_type","design/ops/rnn","design/ops/sequence_decoder","design/optimizer","design/paddle_nccl","design/parameter_average","design/parameters_in_cpp","design/profiler","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/switch_kernel","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/backward.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/concurrent_programming.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/kernel_hint_design.md","design/memory_optimization.md","design/mkl/mkl_packed.md","design/mkl/mkldnn.md","design/mkl/mkldnn_fluid.md","design/model_format.md","design/multi_language_interface/00.why_plain_c.md","design/multi_language_interface/01.inference_implementation.md","design/operator_kernel_type.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/profiler.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/switch_kernel.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":129,"00186201e":4,"00m":106,"03m":106,"0424m":106,"0473v3":9,"055ee37d":110,"0630u":106,"06u":106,"0810u":106,"08823112e":4,"0957m":106,"0_cudnn5":91,"0_cudnn5_avx_mkl":[92,94],"0_cudnn7_avx_mkl":94,"0ab":8,"0rc":108,"0rc1":83,"0rc2":83,"0x10f256d50":53,"0x7ffe4de00110":53,"100gb":106,"100gi":110,"10g":42,"10m":106,"1150u":106,"11\u5b9e\u73b0\u4e86c":63,"11e6":111,"12194102e":4,"124n":106,"12gb":57,"13m":111,"1490u":106,"15501715e":4,"1550u":106,"15mb":129,"16mb":129,"16u":106,"173m":128,"173n":106,"1770u":106,"18ad":110,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":111,"197u":106,"1gb":106,"1st":[21,126,128],"210u":106,"211839e770f7b538e2d8":9,"215n":106,"228u":106,"234m":128,"2520u":106,"252kb":129,"25639710e":4,"25k":129,"2680u":106,"27787406e":4,"279n":106,"27m":106,"285m":106,"2863m":106,"28m":106,"28x28":2,"2977m":106,"2cbf7385":110,"2nd":21,"302n":106,"30u":106,"32777140e":4,"328n":106,"32u":106,"32x32":14,"331n":106,"3320u":106,"36540484e":4,"365e":110,"36u":106,"3710m":106,"3768m":106,"387u":106,"38u":106,"3920u":106,"39u":106,"3rd":121,"4035m":106,"4090u":106,"4096mb":116,"4279m":106,"43630644e":4,"43u":106,"448a5b355b84":111,"4560u":106,"4563m":106,"45u":106,"4650u":106,"4726m":106,"473m":111,"48565123e":4,"48684503e":4,"49316648e":4,"4gb":116,"50bd":110,"50gi":110,"51111044e":4,"514u":106,"525n":106,"526u":106,"53018653e":4,"536u":106,"5460u":106,"5470u":106,"54u":106,"5690m":106,"573u":106,"578n":106,"5798m":106,"586u":106,"58s":111,"5969m":106,"5_cudnn5_avx_mkl":94,"5_cudnn5_avx_openbla":[94,95],"6080u":106,"6140u":106,"6305m":106,"639u":106,"64m":61,"655u":106,"6780u":106,"6810u":106,"682u":106,"6970u":106,"6ce9":110,"704u":106,"70634608e":4,"7090u":106,"72296313e":4,"72u":106,"73u":106,"75u":106,"760u":106,"767u":106,"783n":106,"784u":106,"78m":106,"7eamaa":14,"7kb":111,"8250u":106,"8300u":106,"830n":106,"849m":106,"85625684e":4,"861u":106,"8661m":106,"892m":106,"901n":106,"90u":106,"918u":106,"9247m":106,"924n":106,"9261m":106,"93137714e":4,"9330m":106,"94u":106,"9530m":106,"96644767e":4,"983m":106,"988u":106,"997u":106,"99982715e":4,"99m":128,"99u":106,"9a235":121,"9f18":111,"\u4e00\u4e2a\u5178\u578b\u7684chunk\u5982\u4e0b\u6240\u793a":46,"\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u7531\u5927\u91cf\u7684\u53c2\u6570\u7ec4\u6210":35,"\u4e00\u4e2achunk\u7531\u6240\u5728\u7684\u6587\u4ef6\u504f\u79fb":46,"\u4e00\u4e2aposix\u517c\u5bb9\u7684\u6587\u4ef6\u7cfb\u7edf":46,"\u4e00\u822c\u4e0d\u5141\u8bb8\u518d\u4ece":83,"\u4e00\u822c\u7531mkl":59,"\u4e0a\u4f20\u5230cloud\u6216\u8005\u4e0b\u8f7d\u5230\u672c\u5730\u7684\u65f6\u95f4\u53ef\u80fd\u6bd4\u8f83\u957f":46,"\u4e0a\u4f20\u65b9\u6cd5":83,"\u4e0a\u6ce8\u518c\u4e00\u4e0b":46,"\u4e0a\u8ff0paddlepaddl":83,"\u4e0b\u4e00\u4e2awheel\u5305\u9700\u8981\u66f4\u65b0\u7248\u672c\u53f7\u624d\u53ef\u4ee5\u4e0a\u4f20":83,"\u4e0b\u5b58\u653e\u516c\u5171\u6570\u636e\u96c6\u5408":36,"\u4e0b\u62c9\u6846\u4e2d\u627e\u5230\u751f\u6210\u76843\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6":83,"\u4e0b\u8f7d":46,"\u4e0b\u8f7d\u5230\u672c\u5730":46,"\u4e0b\u8f7d\u5f97\u5230":83,"\u4e0b\u9762\u5206\u522b\u4ecb\u7ecd\u67d0\u4e00\u7c7b\u6587\u4ef6\u7684\u5b9e\u73b0\u65b9\u5f0f":63,"\u4e0d\u4e00\u81f4\u7684\u7531pfsclient\u4e0b\u8f7d\u6216\u8005\u4f20\u8f93chunk\u5b8c\u6210":46,"\u4e0d\u4f7f\u7528\u9759\u6001\u5e93":62,"\u4e0d\u4f7f\u7528c":62,"\u4e0d\u4f7f\u7528swig":62,"\u4e0d\u53ef\u4ee5\u66f4\u6539":83,"\u4e0d\u540c":59,"\u4e0d\u540c\u7248\u672c\u7684\u7f16\u8bd1\u5668\u4e4b\u95f4":62,"\u4e0d\u540c\u8bed\u8a00\u7684\u63a5\u53e3\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u6027":62,"\u4e0d\u5728":63,"\u4e0d\u5bb9\u6613\u51fa\u9519":46,"\u4e0d\u5d4c\u5165\u5176\u4ed6\u8bed\u8a00\u89e3\u91ca\u5668":62,"\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":62,"\u4e0d\u663e\u793a\u7684\u5199\u6bcf\u4e2a\u7c7b\u5177\u4f53\u5305\u542b\u4ec0\u4e48":62,"\u4e0d\u7528mount\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u6570\u636e":36,"\u4e0e":59,"\u4e0e\u4e4b\u76f8\u5bf9\u7684\u662flocal":46,"\u4e0e\u5176\u4ed6\u7b2c\u4e09\u65b9\u5e93\u4e00\u6837":59,"\u4e0e\u529f\u80fd\u5206\u652f\u4e0d\u540c\u7684\u662f":83,"\u4e0e\u53ef\u80fd\u6709\u7684":83,"\u4e0ebatch":58,"\u4e14\u589e\u52a0\u4e00\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00":62,"\u4e14\u8c03\u7528\u65f6\u4e0d\u80fd\u629b\u51fa\u5f02\u5e38\u6216\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef":63,"\u4e14c99\u652f\u6301bool\u7c7b\u578b\u548c\u5b9a\u957f\u6574\u6570":62,"\u4e14c99\u76f8\u5bf9\u4e8ec11\u4f7f\u7528\u66f4\u52a0\u5e7f\u6cdb":62,"\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303pep":83,"\u4e2a\u6027\u5316\u63a8\u8350":83,"\u4e2d":[58,59,62,63],"\u4e2d\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u5fc5\u8981\u7684\u63a5\u53e3\u548c\u51fd\u6570":59,"\u4e2d\u5199\u5165json\u5185\u5bb9":35,"\u4e2d\u5b8c\u5168\u4e00\u81f4":62,"\u4e2d\u5b9e\u73b0\u4e86\u4e00\u4e2amerge\u7684\u65b9\u6cd5":59,"\u4e2d\u5b9e\u73b0\u7684\u7ed3\u6784\u4f53":63,"\u4e2d\u5bf9\u5e94\u7684layer\u5904":58,"\u4e2d\u5f15\u5165\u7684":58,"\u4e2d\u63d0\u4f9b\u4e00\u4e2a\u4e0emkl\u6709\u5173\u7684\u603b\u5f00\u5173":59,"\u4e2d\u6839\u636e":58,"\u4e2d\u6dfb\u52a0":58,"\u4e2d\u6dfb\u52a0\u4e00\u4e2a":59,"\u4e2d\u7684\u7248\u672c\u4fe1\u606f":83,"\u4e2d\u8fd0\u884c\u4efb\u52a1\u7684\u89d2\u5ea6":36,"\u4e3a":[58,59],"\u4e3a\u4e86\u5c3d\u53ef\u80fd\u5c11\u7684\u5728\u7236\u7c7blayer\u4e2d\u6dfb\u52a0\u53d8\u91cf\u6216\u8005\u51fd\u6570":59,"\u4e3a\u4e86\u5e94\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898":46,"\u4e3a\u4e86\u66b4\u9732\u7684\u63a5\u53e3\u5c3d\u91cf\u7b80\u5355":63,"\u4e3a\u4e86\u66f4\u597d\u7684\u7b26\u5408paddlepaddle\u7684\u4ee3\u7801\u98ce\u683c":59,"\u4e3a\u4e86\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u591a\u6b21\u8c03\u7528":58,"\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347paddlepaddle\u5728\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\u7684\u8ba1\u7b97\u901f\u5ea6":59,"\u4e3b\u8981\u529f\u80fd\u5305\u62ec":46,"\u4e3b\u8981\u5305\u62ec":59,"\u4e3b\u8981\u5305\u62ec\u4e86\u6df1\u5ea6\u5b66\u4e60\u76f8\u5173\u7684\u6570\u5b66\u539f\u8bed\u4e0e\u64cd\u4f5c":59,"\u4e3b\u8981\u9488\u5bf9paddlepaddle\u5728\u91cd\u6784\u4e4b\u524d\u7684\u4ee3\u7801\u6846\u67b6\u4ee5\u53cav1\u7684api":59,"\u4e4b\u5916\u7684\u6240\u6709\u5934\u6587\u4ef6":63,"\u4e5f\u4e0d\u4f7f\u7528\u5176\u4ed6\u52a8\u6001\u5e93":62,"\u4e5f\u4e0d\u5e94\u8be5\u62a5\u9519":63,"\u4e5f\u4e0d\u751f\u6210":63,"\u4e5f\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u955c\u50cf":83,"\u4e5f\u5c31\u662f\u8bf4\u8f93\u51fa\u7684\u7ed3\u679c\u4e0d\u4f1a\u5728\u539f\u6765\u7684\u6570\u636e\u4e0a\u7d2f\u52a0":59,"\u4e66\u5199":62,"\u4eba\u8138\u8bc6\u522b":36,"\u4ec5\u4ec5\u4f7f\u7528":62,"\u4ec5\u4f1a\u5728\u652f\u6301avx2\u6307\u4ee4\u96c6\u53ca\u4ee5\u4e0a\u7684\u673a\u5668\u624d\u4f7f\u7528mkl":59,"\u4ece":83,"\u4ece\u78c1\u76d8\u6587\u4ef6\u4e2d\u52a0\u8f7duuid\u6587\u4ef6\u540d\u7684\u68c0\u67e5\u70b9\u5feb\u7167\u6587\u4ef6":35,"\u4ece\u800c\u907f\u514d\u4e86packing\u5197\u4f59":58,"\u4eceetcd\u4e2d\u8bfb\u53d6\u8282\u70b9":35,"\u4ed6\u4e3b\u8981\u5305\u542b\u4e86\u5b9e\u9645\u66b4\u9732\u7684\u7c7b\u578b\u7ed3\u6784":63,"\u4ed6\u662f\u5c06":63,"\u4ed6\u7684\u76ee\u6807\u662f\u4f7f\u7528c":62,"\u4ee3\u7801\u751f\u6210\u7684\u7b26\u53f7\u53ef\u80fd\u4e0d\u4e00\u81f4":62,"\u4ee3\u8868\u8fd9\u4e2alayer\u662f\u7528\u4e8e\u8dd1\u5728mkl":59,"\u4ee3\u8868\u8fd9\u4e2ashard\u7684\u6700\u5927index":36,"\u4ee3\u8868shard\u7684index":36,"\u4ee5\u4e0a\u4ee3\u7801\u7684reader\u8f93\u51fa\u7684data":36,"\u4ee5\u4e0a\u547d\u4ee4\u4f1a\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u751f\u6210100\u4e2a\u6587\u4ef6":36,"\u4ee5\u4e0b":36,"\u4ee5\u4e0b\u7b80\u79f0rnn":58,"\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7684\u7cbe\u529b\u653e\u5230\u903b\u8f91\u672c\u8eab\u4e0a":46,"\u4ee5\u53ca":58,"\u4ee5\u53canumpi":36,"\u4ee5\u6b64\u8fbe\u5230\u6700\u597d\u7684\u6027\u80fd":59,"\u4ee5\u793a\u533a\u5206":[58,59],"\u4efb\u610f\u65f6\u523b\u53ea\u53ef\u80fd\u540c\u65f6\u6709\u4e00\u53f0\u670d\u52a1\u5668\u6545\u969c":35,"\u4f18\u5316\u524d":58,"\u4f18\u5316\u540e":58,"\u4f1a\u4ee5":[58,59],"\u4f1a\u4f7f\u7528\u76f8\u540c\u7684\u539f\u6570\u636e":58,"\u4f1a\u5148\u4e34\u65f6\u4fdd\u5b58\u5728":59,"\u4f1a\u5728":59,"\u4f1a\u5728\u7f16\u8bd1paddlepaddle\u7684\u65f6\u5019\u4e0b\u8f7d\u5e76\u7f16\u8bd1mkl":59,"\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7248\u672cpython\u5728\u4e00\u4e2a\u8fdb\u7a0b\u91cc\u7684bug":62,"\u4f1a\u5f15\u5165":59,"\u4f1a\u628acpu\u7684buffer\u5bf9\u9f50\u4e3a4096":59,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u5728":59,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":58,"\u4f1a\u76f4\u63a5\u62a5\u9519\u9000\u51fa":62,"\u4f1a\u81ea\u52a8\u4f7f\u7528mklml\u5e93\u4f5c\u4e3apaddlepaddle\u7684cblas\u548clapack\u5e93":59,"\u4f1a\u81ea\u52a8\u6839\u636e\u786c\u4ef6\u914d\u7f6e":59,"\u4f1a\u88abpickle\u5e8f\u5217\u5316\u6210\u5b57\u7b26\u4e32":36,"\u4f20\u5165":36,"\u4f46":63,"\u4f46\u4e0d\u66b4\u9732":63,"\u4f46\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u5f52\u6d4b\u8bd5":83,"\u4f46\u6240\u6709fork\u7684\u7248\u672c\u5e93\u7684\u6240\u6709\u5206\u652f\u90fd\u76f8\u5f53\u4e8e\u7279\u6027\u5206\u652f":83,"\u4f46\u662f\u53c8\u8fc7\u4e8e\u7410\u788e":63,"\u4f46\u662f\u5728mkl":59,"\u4f46\u662f\u5728paddlepaddle\u4e2d":59,"\u4f46\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u9700\u8981\u4efb\u4f55\u8f6c\u6362":59,"\u4f46\u662f\u6ce8\u610f\u7684\u662f":59,"\u4f46\u662f\u89e3\u91ca\u6027\u8bed\u8a00":62,"\u4f5c\u4e3a\u53e6\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":59,"\u4f5c\u4e3a\u5b58\u50a8\u7cfb\u7edf":36,"\u4f5c\u4e3a\u7c7b\u53e5\u67c4":62,"\u4f7f\u7528":[59,63,83],"\u4f7f\u7528\u4e0b\u9762\u547d\u4ee4":36,"\u4f7f\u7528\u52a8\u6001\u5e93":62,"\u4f7f\u7528\u540c\u6837\u7684\u8bad\u7ec3\u6570\u636eblock":35,"\u4f7f\u7528\u667a\u80fd\u6307\u9488\u7684\u539f\u56e0\u662f":63,"\u4f7f\u7528\u7684\u53c2\u6570\u4e0epaddlepaddle\u7533\u8bf7\u7684buffer\u5171\u7528\u4e00\u5757\u5185\u5b58":59,"\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84\u7684\u5f15\u7528\u65b9\u5f0f":63,"\u4f7f\u7528\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5b8c\u6210\u5bf9\u65b0\u6570\u636e\u7684\u9884\u6d4b":35,"\u4f7f\u7528\u9759\u6001\u5e93\u548c\u52a8\u6001\u5e93\u96be\u5ea6\u5dee\u4e0d\u591a":62,"\u4f7f\u7528c":63,"\u4f7f\u7528c99\u505a\u63a5\u53e3":62,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c11\u7684\u539f\u56e0\u662f":62,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c89":62,"\u4f7f\u7528regress":83,"\u4f7f\u7528swig\u53ea\u652f\u6301cpython\u89e3\u91ca\u5668":62,"\u4f7f\u7528swig\u9700\u8981\u591a\u8bed\u8a00\u7ed1\u5b9a\u7684\u5f00\u53d1\u4eba\u5458\u719f\u7ec3\u638c\u63e1swig\u914d\u7f6e":62,"\u4f7f\u7528void":62,"\u4f8b\u5982":[36,62,63,83],"\u4f8b\u5982\u5728deepspeech2":58,"\u4f8b\u5982\u5bf9\u4e8ejava\u6216\u8005python":62,"\u4f8b\u5982\u5bf9\u4e8ejava\u6765\u8bf4":62,"\u4f8b\u5982\u5bf9\u4e8epython":62,"\u4f8b\u5982c":62,"\u4f8b\u5982java\u4e0epython\u7684\u9519\u8bef\u5904\u7406\u662f\u76f4\u63a5\u6254\u51fa\u6765except":62,"\u4f8b\u5982python\u53ef\u4ee5\u4f7f\u7528":62,"\u4f8b\u5982python\u7684":62,"\u4f8b\u5982rnn":58,"\u4f9d\u6b21\u7c7b\u63a8":83,"\u4fbf\u662f\u5c06\u9759\u6001\u5e93\u52a0\u5165jvm\u4e2d":62,"\u4fee\u590d\u6240\u6709bug\u540e":83,"\u4fee\u590ddocker\u7f16\u8bd1\u955c\u50cf\u95ee\u9898":83,"\u4fee\u6539":[59,83],"\u4fee\u6539\u6210":83,"\u505a\u53ea\u8bfb\u6302\u8f7d":36,"\u505a\u5982\u4e0b\u51e0\u4e2a\u64cd\u4f5c":83,"\u505a\u63a5\u53e3":62,"\u505c\u6b62\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":35,"\u5145\u5206\u53d1\u6325\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":58,"\u5145\u5206\u5c55\u73b0\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":59,"\u5148\u5b8c\u6210\u5bf9\u6743\u91cd\u7684packing\u64cd\u4f5c":58,"\u5148\u5b9e\u73b0\u6a21\u578b\u63a8\u65ad\u7684api":63,"\u5171\u4eab\u5185\u5b58":59,"\u5171\u4eab\u540c\u4e00\u4e2a\u6743\u91cd":58,"\u5176\u4e2d":[62,83],"\u5176\u4ed6\u51fd\u6570\u5747\u8fd4\u56de":63,"\u5176\u4ed6\u7528\u6237\u7684fork\u7248\u672c\u5e93\u5e76\u4e0d\u9700\u8981\u4e25\u683c\u9075\u5b88":83,"\u5176\u8f6c\u6362\u6b21\u6570\u51cf\u5c11\u81f3":58,"\u5177\u4f53\u4f7f\u7528\u65b9\u6cd5\u4e3a":63,"\u5177\u4f53\u539f\u56e0\u53c2\u8003":63,"\u5177\u4f53\u53ef\u4ee5\u53c2\u8003mkl":59,"\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u6bd4\u5982":[58,59],"\u5177\u4f53\u7684\u5b8c\u6210\u72b6\u6001\u53ef\u4ee5\u53c2\u89c1":59,"\u5177\u4f53\u8bf7\u53c2\u8003":63,"\u5185\u90e8\u5b58\u50a8":59,"\u5185\u90e8\u9a71\u52a8python\u89e3\u91ca\u5668\u8fdb\u884c\u6a21\u578b\u914d\u7f6e\u89e3\u6790\u548c\u6570\u636e\u8bfb\u53d6":62,"\u518d\u5728\u6bcf\u4e00\u4e2aapi\u4e2d\u81ea\u5df1\u68c0\u67e5\u7c7b\u578b":62,"\u518d\u57fa\u4e8e":83,"\u518d\u628a\u5df2\u8f6c\u6362\u4e3apacked\u683c\u5f0f\u7684\u6570\u636e\u4f20\u9012\u7ed9\u90a3\u4e9b\u590d\u7528\u540c\u4e00\u6570\u636e\u7684gemm":58,"\u5199\u4ee3\u7801":62,"\u5199\u5165\u5feb\u7167\u6570\u636e":35,"\u51fd\u6570":[58,59],"\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u8f6c\u6362":36,"\u51fd\u6570\u540d\u4e3a":63,"\u51fd\u6570\u547d\u540d":62,"\u5206\u522b\u4ee3\u8868\u8f93\u5165\u6570\u636e":59,"\u5206\u522b\u5bf9\u5e94capi":83,"\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1":35,"\u5206\u652f":83,"\u5206\u652f\u4e00\u65e6\u5efa\u7acb":83,"\u5206\u652f\u4e2d":83,"\u5206\u652f\u4e3a\u5f00\u53d1":83,"\u5206\u652f\u4e3a\u6bcf\u4e00\u6b21release\u65f6\u5efa\u7acb\u7684\u4e34\u65f6\u5206\u652f":83,"\u5206\u652f\u4e3a\u7a33\u5b9a":83,"\u5206\u652f\u529f\u80fd\u7684\u5c01\u95ed":83,"\u5206\u652f\u5408\u5165":83,"\u5206\u652f\u5408\u5165master\u5206\u652f":83,"\u5206\u652f\u540c\u6b65\u4e3b\u7248\u672c\u5e93\u7684":83,"\u5206\u652f\u540d\u4e3a":83,"\u5206\u652f\u5b58\u5728\u7684\u65f6\u5019":83,"\u5206\u652f\u6d3e\u751f\u51fa\u65b0\u7684\u5206\u652f":83,"\u5206\u652f\u7684\u7248\u672c\u90fd\u662f\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u7684\u7248\u672c":83,"\u5206\u652f\u7684\u7248\u672c\u90fd\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5":83,"\u5206\u7247":35,"\u5219\u4f7f\u7528\u542f\u52a8\u53c2\u6570\u5b9a\u4e49\u7684\u521d\u59cb\u5316\u65b9\u6cd5\u521d\u59cb\u5316\u53c2\u6570":35,"\u5219\u5ffd\u7565":35,"\u5219\u628a\u53e6\u4e00\u4e2a\u6162\u901f\u7684kill\u6389":35,"\u5219\u76f4\u63a5\u5f15\u5165\u53e6\u4e00\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":63,"\u5219\u9700\u8981\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u68c0\u67e5\u70b9":35,"\u521b\u5efa":59,"\u5220\u9664\u78c1\u76d8\u76ee\u5f55\u4e2d\u4e0d\u662f\u5f53\u524duuid\u7684\u5feb\u7167\u6587\u4ef6":35,"\u5230":35,"\u5230\u7b2c\u4e8c\u6b65":83,"\u524d\u540e\u7684\u7f51\u7edc\u6027\u80fd":58,"\u529f\u80fd":46,"\u529f\u80fd\u7684\u6b63\u786e\u6027\u5305\u62ec\u9a8c\u8bc1paddlepaddle\u76ee\u524d\u7684":83,"\u52a8\u6001\u5e93":62,"\u5305\u542b\u4e86\u67d0\u79cd\u7c7b\u578b\u7684\u7c7b\u578b\u5b9a\u4e49\u548c\u66b4\u9732\u7684\u5168\u90e8\u51fd\u6570":63,"\u5305\u62ec":[36,58,59],"\u5305\u62ec\u6743\u91cdw\u548c\u504f\u7f6eb":35,"\u5305\u62ecmkl":59,"\u534f\u540c\u5b8c\u6210releas":83,"\u5355\u4e2a\u503c":36,"\u5355\u70b9\u6545\u969c":35,"\u5373":63,"\u5373\u4f7f\u7528":63,"\u5373\u4f7f\u7528\u6237\u76f4\u63a5\u5f15\u7528\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":63,"\u5373\u4f7fc":63,"\u5373\u4f8b\u5982":63,"\u5373\u4fbfpaddl":63,"\u5373\u5b8c\u6210\u67d0\u4e00\u4e2a\u4efb\u52a1\u7684\u6700\u5c11\u51fd\u6570":63,"\u5373\u66b4\u9732":63,"\u5373\u8868\u793a\u4e0d\u9700\u8981\u8f6c\u6362":59,"\u5373\u8fd9\u4e2a\u52a8\u6001\u5e93\u662f\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u4efb\u4f55\u6587\u4ef6\u7684":62,"\u539f\u6765\u7684\u65b9\u6848":59,"\u53c2\u6570":62,"\u53c2\u8003":[46,62],"\u53c2\u8003\u4e0b\u56fe":83,"\u53c8\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8f6c\u6362":59,"\u53cc\u5411\u9a8c\u8bc1":46,"\u53d1\u578b\u7248":83,"\u53d1\u5e03\u5230dockerhub":83,"\u53d1\u5e03docker\u955c\u50cf\u53ea\u9700\u8981\u5bf9\u81ea\u52a8push\u7684\u955c\u50cf\u6253\u4e0a":83,"\u53d8\u91cf\u6765\u533a\u5206layer\u7684\u5c5e\u6027":59,"\u53ea\u5bf9\u7279\u6b8a\u5728\u7ebf\u7cfb\u7edf\u8003\u8651\u4e24\u53f0\u4ee5\u4e0a\u540c\u65f6\u6545\u969c\u7684\u5bb9\u707e":35,"\u53ea\u66b4\u9732\u6982\u5ff5\u7684\u63a5\u53e3":63,"\u53ea\u80fd\u8c03\u7528paddle\u7684\u52a8\u6001\u5e93":62,"\u53ea\u9700\u8981\u6062\u590d\u8fd9\u53f0\u8282\u70b9":35,"\u53ef\u4ee5":83,"\u53ef\u4ee5\u51cf\u5c0f\u7cfb\u7edf\u590d\u6742\u6027":35,"\u53ef\u4ee5\u5728\u4efb\u4f55\u673a\u5668\u4e0a\u6267\u884c\u7684":62,"\u53ef\u4ee5\u5728\u6b64\u9875\u9762\u7684":83,"\u53ef\u4ee5\u628a\u672c\u5730\u7684\u6570\u636e\u4e0a\u4f20\u5230\u5b58\u50a8\u96c6\u7fa4\u4e2d":36,"\u53ef\u4ee5\u6709\u6548\u7684\u907f\u514dparamet":35,"\u53ef\u4ee5\u7528":46,"\u53ef\u4ee5\u7528\u4ee5\u4e0b\u6307\u4ee4":36,"\u53ef\u4ee5\u7ee7\u7eed\u5728\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f\u63d0\u4ea4\u4ee3\u7801":83,"\u53ef\u4ee5\u901a\u8fc7\u9636\u6bb5\u6027\u7684\u4fdd\u5b58\u6bcf\u4e2aparamet":35,"\u53ef\u80fd\u4f1a\u9020\u6210\u7f51\u7edc\u62e5\u585e":35,"\u53f3\u4fa7\u7684":83,"\u5404\u6b21\u524d\u5411\u4e4b\u95f4\u4e5f\u90fd\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u6743\u91cd":58,"\u540c\u4e00\u6b21\u524d\u5411":58,"\u540c\u65f6":[58,59],"\u540c\u65f6\u4f1a\u5f00\u542fintel":59,"\u540c\u65f6\u518d\u5c06":83,"\u540c\u65f6\u53c8\u5c3d\u53ef\u80fd\u5c11\u7684\u727a\u7272mkl":59,"\u540c\u65f6\u63d0\u8d77":83,"\u540c\u65f6\u6570\u636e\u683c\u5f0f\u5c31\u662f":59,"\u540d\u5b57\u4fee\u9970":62,"\u540e\u5411":58,"\u540e\u5411\u65f6\u590d\u7528\u5df2\u7ecf\u8f6c\u6362\u8fc7\u7684\u6743\u91cd":58,"\u5411\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6":35,"\u5411paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u63d0\u4ea4":83,"\u5426\u5219\u5f97\u628apaddle\u9759\u6001\u5e93\u94fe\u63a5\u5230\u89e3\u91ca\u5668\u91cc":62,"\u542f\u52a8\u4e00\u4e2a\u65b0\u7684\u7ebf\u7a0b\u5f00\u59cb\u4fdd\u5b58\u68c0\u67e5\u70b9":35,"\u548c":[36,58,59,62,63,83],"\u548c\u672a\u6765\u53ef\u80fd\u8fd8\u4f1a\u7528\u5230":59,"\u548c\u79bb\u7ebf\u6570\u636e\u7684\u65b9\u5f0f":36,"\u54ea\u4e2atrainer\u5148\u5b8c\u6210block\u7684\u8bad\u7ec3":35,"\u56e0\u4e3a\u8fd9\u6837\u505a\u4e5f\u6ca1\u6cd5\u4fdd\u8bc1\u6d88\u9664\u968f\u673a\u6027":35,"\u56e0\u4e3aswig\u5728\u7b2c\u4e09\u65b9\u8bed\u8a00\u4e2d\u66b4\u9732\u7684\u51fd\u6570\u540d":62,"\u56e0\u6b64":58,"\u56fe\u50cf\u5206\u7c7b":83,"\u5728":[58,59,63,83],"\u5728\u4e00\u4e2a\u4e0d\u53ef\u4e2d\u65ad\u5e76\u7f3a\u5c11\u5907\u4efd\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d":35,"\u5728\u4e0a\u56fe\u4e2d\u663e\u793a\u4e86\u5728\u4e00\u4e2a\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5e94\u7528":36,"\u5728\u4f7f\u7528twine\u4e0a\u4f20\u4e4b\u524d":83,"\u5728\u51fa\u73b0\u5355\u70b9\u6545\u969c\u65f6":35,"\u5728\u5b9e\u73b0\u6bcf\u4e2a\u5b50\u7c7b\u7684\u65f6\u5019\u5c31\u4e0d\u9700\u8981\u5173\u5fc3\u5206\u652f\u7684\u4e8b\u60c5\u4e86":59,"\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d":63,"\u5728\u5bf9\u5e94\u7684":58,"\u5728\u5c42\u521d\u59cb\u5316\u7684\u65f6\u5019":58,"\u5728\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d":36,"\u5728\u5f02\u6784\u96c6\u7fa4\u4e2d":35,"\u5728\u5f15\u5165\u5176\u4ed6\u7c7b\u578b\u7684\u5934\u6587\u4ef6\u65f6":63,"\u5728\u5feb\u7167\u5199\u5165\u5b8c\u6210\u540e":35,"\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d":35,"\u5728\u6709\u666e\u901a\u7684cpu":59,"\u5728\u672c\u6587\u6863\u4e2d":46,"\u5728\u673a\u7fa4\u4e0a\u8fd0\u884c\u8f6c\u6362\u7a0b\u5e8f":36,"\u5728\u6837\u4f8b\u4e2d":63,"\u5728\u7528\u6237\u4f7f\u7528c":63,"\u5728\u7b2c\u4e8c\u4e2atab":83,"\u5728\u7ebf\u6a21\u578b\u9884\u6d4b\u670d\u52a1":36,"\u5728\u8bad\u7ec3\u7ed3\u675f\u7684\u65f6\u5019\u518d\u4fdd\u5b58\u4e3apaddlepaddle\u7684\u683c\u5f0f":59,"\u5728\u8bc4\u5ba1\u8fc7\u7a0b\u4e2d":83,"\u5728\u8fd9\u4e2a":83,"\u5728\u8fd9\u4e2a\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":62,"\u5728\u8fd9\u4e2a\u9636\u6bb5\u7684\u4ee3\u7801\u6b63\u5728\u7ecf\u5386\u56de\u5f52\u6d4b\u8bd5":83,"\u5728\u8fd9\u4e9b\u5934\u6587\u4ef6\u4e2d":63,"\u5728\u8fd9\u4e9b\u6587\u4ef6\u4e2d":63,"\u5728\u91cd\u6784\u524d\u7684paddlepaddle\u4e2d":59,"\u5728\u95ee\u9898\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u6bd4\u8f83\u5c0f\u7684\u65f6\u5019":58,"\u5728batch":58,"\u5728c":62,"\u5728c\u7684\u5934\u6587\u4ef6":62,"\u5728packing\u4e0a\u7684\u8017\u65f6":58,"\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":36,"\u5728paramet":35,"\u5728rnn\u7684\u60c5\u51b5\u4e0b":58,"\u5747\u4f1a\u88ab\u5b89\u88c5\u5230includ":63,"\u5747\u662f\u5728":63,"\u57fa\u4e8e\u7c98\u6027\u4f1a\u8bdd\u7684\u8d1f\u8f7d\u5747\u8861\u529f\u80fd":46,"\u5916\u90e8\u5b58\u50a8":59,"\u591a\u4e2a\u503c":36,"\u591a\u4e2aparamet":35,"\u591a\u6b21\u8c03\u7528":58,"\u5927\u591a\u6570\u8bed\u8a00\u90fd\u652f\u6301\u4f7f\u7528c\u8bed\u8a00api":62,"\u5982\u56fe\u4e2dtrainer":35,"\u5982\u679c\u4e0a\u9762\u4e24\u6b65\u51fa\u73b0\u9519\u8bef":35,"\u5982\u679c\u4e0d\u9700\u8981\u5916\u90e8\u5b58\u50a8\u7528\u4e8e\u8f6c\u6362":59,"\u5982\u679c\u4f7f\u7528swig\u6211\u4eec\u9700\u8981\u5c06\u5728interface\u6587\u4ef6\u91cc":62,"\u5982\u679c\u5728\u4f7f\u7528mkl":59,"\u5982\u679c\u5931\u8d25":83,"\u5982\u679c\u5b58\u5728\u6570\u636e\u6392\u5217\u683c\u5f0f\u4e0d\u4e00\u6837\u7684\u60c5\u51b5\u65f6":59,"\u5982\u679c\u5b58\u5728\u67d0\u4e9btrainer\u6267\u884c\u901f\u5ea6\u8fc7\u6162\u4f1a\u5f71\u54cd\u6574\u4f53\u96c6\u7fa4\u7684\u901f\u5ea6":35,"\u5982\u679c\u5df2\u7ecf\u6b63\u5728\u6267\u884c\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":35,"\u5982\u679c\u662f\u5176\u5b83\u7c7b\u578b":36,"\u5982\u679c\u6709bugfix\u7684\u884c\u4e3a":83,"\u5982\u679c\u67d0\u4e00\u4e2a\u7c7b\u578b\u9700\u8981\u5f15\u7528\u53e6\u4e00\u4e2a\u7c7b\u578b":63,"\u5982\u679c\u67d0\u4e00\u4e2apaddl":63,"\u5982\u679c\u67d0\u4e00\u4e2apaddle\u6982\u5ff5\u5fc5\u987b\u8981\u66b4\u9732":63,"\u5982\u679c\u6ee1\u8db3\u6761\u4ef6":35,"\u5982\u679c\u7528\u6237\u8981\u628apaddle\u7684\u9759\u6001\u5e93":62,"\u5982\u679c\u8981\u4e0a\u4f20gpu\u7248\u672c\u7684\u5305":83,"\u5982\u679c\u8c03\u7528\u9759\u6001\u5e93\u53ea\u80fd\u5c06\u9759\u6001\u5e93\u4e0e\u89e3\u91ca\u5668\u94fe\u63a5":62,"\u5982\u679c\u9700\u8981\u624b\u52a8\u7f16\u8bd1":83,"\u5982\u679cmkl":59,"\u5982\u679cparamet":35,"\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5b9a\u4e49\u597d\u7684\u63a5\u53e3":59,"\u5b57\u6bb5\u8bbe\u4e3a":83,"\u5b57\u7b26\u4e32":36,"\u5b58\u50a8":36,"\u5b66\u4e60\u6210\u672c\u9ad8":62,"\u5b83\u4eec\u4e3b\u8981\u662f\u7528\u4e8e":59,"\u5b83\u4eec\u7684\u6587\u4ef6\u540d\u662f":36,"\u5b83\u53ea\u4f1a\u5305\u62ec\u751f\u6210\u597d\u7684\u52a8\u6001\u5e93\u548c\u5934\u6587\u4ef6":59,"\u5b83\u8d1f\u8d23\u51b3\u5b9a\u7f16\u8bd1\u65f6\u662f\u5426\u4f7f\u7528mklml\u548cmkl":59,"\u5b89\u88c5\u540e\u7684\u76ee\u5f55\u7ed3\u6784\u4e3a":63,"\u5b8c\u6210\u4e00\u4e2a\u4f20\u8f93\u52a8\u4f5c\u5b8c\u6210\u7684\u65f6\u95f4\u4e5f\u6bd4\u8f83\u77ed":46,"\u5b8c\u6210\u5e38\u7528layer\u7684mkl":59,"\u5b8c\u6210\u5e38\u89c1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edcvgg":59,"\u5b8c\u6210\u6570\u636e\u7684\u9884\u5904\u7406":36,"\u5b8c\u6210\u81ea\u52a8\u5316\u4e8c\u8fdb\u5236\u7f16\u8bd1":83,"\u5b9a\u4e49":59,"\u5b9a\u4e49\u4e00\u4e9b\u9664\u4e86layer\u548cmemory\u76f8\u5173\u7684\u7c7b\u548c\u51fd\u6570":59,"\u5b9e\u73b0\u5177\u4f53\u7684\u51fd\u6570\u529f\u80fd\u5373\u53ef":59,"\u5b9e\u73b0\u7b80\u5355":62,"\u5bf9\u4e8e\u4e0d\u540c\u8bed\u8a00":62,"\u5bf9\u4e8e\u540c\u4e00\u6bb5c":62,"\u5bf9\u4e8e\u540c\u6837\u8bbe\u7f6e\u7684\u7f51\u7edc\u6a21\u578b":58,"\u5bf9\u4e8e\u591a\u8bed\u8a00\u63a5\u53e3":62,"\u5bf9\u4e8e\u5927\u591a\u6570\u8bed\u8a00":62,"\u5bf9\u4e8e\u5e8f\u5217\u957f\u5ea6":58,"\u5bf9\u4e8e\u6709\u53c2\u6570\u7684\u5c42":59,"\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u65b0\u52a0\u7684rnn":58,"\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b":63,"\u5bf9\u4e8e\u6bcf\u79cdc":63,"\u5bf9\u65b0\u7684\u6743\u91cd\u8fdb\u884c\u8f6c\u6362\u7528\u4e8e\u4e0b\u6b21\u8fed\u4ee3":58,"\u5bf9\u6bd4":62,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u4e0e\u76f8\u5bf9\u5e94\u7684paddlepaddle\u539f\u6709lay":58,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u81ea\u8eab":58,"\u5bf9\u8f93\u5165\u53c2\u6570\u7684\u5b89\u5168\u6027\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u5224\u65ad":63,"\u5bf9\u8fd9\u4e2a\u7248\u672c\u7684\u63d0\u4ea4":83,"\u5bfb\u627e\u6709\u6ca1\u6709\u5176\u4ed6\u53ef\u4ee5\u4f18\u5316\u7684\u53ef\u80fd":59,"\u5bfc\u51fa\u8fd9\u4e9b\u63a5\u53e3":63,"\u5c06":83,"\u5c06\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u62c6\u5206\u6210\u591a\u4efd":35,"\u5c06\u5927\u91cf\u7684":62,"\u5c06\u65b0\u5206\u652f\u7684\u7248\u672c\u6253\u4e0atag":83,"\u5c06master\u5206\u652f\u7684\u5408\u5165commit\u6253\u4e0atag":83,"\u5c0f\u4e8e\u67d0\u4e2a\u6bd4\u8f83\u5c0f\u7684\u9608\u503c\u8ba4\u4e3a\u901a\u8fc7":59,"\u5c31\u9700\u8981\u5bf9\u8fd9\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00\u589e\u52a0\u4e00\u4e9b\u5b9a\u4e49":62,"\u5de5\u5177\u4e0a\u4f20\u5373\u53ef":83,"\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4":35,"\u5e73\u5747\u6545\u969c\u7387":35,"\u5e76\u4e14\u4f1a\u5199\u597d":59,"\u5e76\u4e14\u4f7f\u7528":63,"\u5e76\u4e14\u53ea\u9700\u8981\u5728\u5fc5\u8981\u7684\u65f6\u5019\u8f6c\u6362\u8fd9\u79cd\u683c\u5f0f":59,"\u5e76\u4e14\u5728\u5e38\u89c1\u7684\u5e73\u53f0\u4e0a":62,"\u5e76\u4e14\u5f53\u7f16\u8bd1\u65f6":58,"\u5e76\u4e14\u628a\u7cfb\u7edf\u751f\u6210\u7684ca":46,"\u5e76\u4e14\u628a\u7ed3\u679c\u8fd4\u56depfsclient\u7aef":46,"\u5e76\u4e14\u8ba9\u63a5\u53e3\u8131\u79bb\u5b9e\u73b0\u7ec6\u8282":62,"\u5e76\u4e14\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u5171\u7528\u4e00\u5757\u5185\u5b58":59,"\u5e76\u5220\u9664":83,"\u5e76\u5220\u9664\u66f4\u65e9\u7684\u5feb\u7167":35,"\u5e76\u52a0\u8f7d\u5176\u4e2d\u7684\u53c2\u6570":35,"\u5e76\u53d1\u5e03\u5230pypi":83,"\u5e76\u5728\u6bcf\u6b21\u6743\u91cd\u66f4\u65b0\u540e":58,"\u5e76\u5728\u96c6\u7fa4\u4e2d\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u4efb\u52a1":36,"\u5e76\u5c06":83,"\u5e76\u5c06c":63,"\u5e76\u628a\u5feb\u7167\u4fdd\u5b58\u5230\u8fd9\u4e2a\u76ee\u5f55\u4e0b":35,"\u5e76\u628a\u7ed3\u679c\u653e\u5230\u5f53\u524d\u5c42\u7684":59,"\u5e76\u6ca1\u6709paddle\u7279\u522b\u9700\u8981\u7684\u7279\u6027":62,"\u5e76\u6dfb\u52a0\u5934\u6587\u4ef6":58,"\u5e76\u88ab\u5b58\u50a8\u5728\u8bf8\u5982hadoop":36,"\u5e76\u9002\u5e94github\u7684\u7279\u6027\u505a\u4e86\u4e00\u4e9b\u533a\u522b":83,"\u5e76\u91cd\u65b0\u6253\u5305wheel\u5305":83,"\u5efa\u8bae":83,"\u5f00\u53d1\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u6837\u4f8b\u4ee3\u7801":63,"\u5f00\u53d1\u8005\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801":83,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4e2d":83,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4f7f\u7528":83,"\u5f00\u5934":[58,59],"\u5f00\u59cb\u63d0\u4f9b\u670d\u52a1":35,"\u5f15\u5165\u4e86\u4ee5\u4e0b\u56db\u4e2aapi":58,"\u5f15\u5165\u4e86\u7c7b\u578b\u7684\u5934\u6587\u4ef6":63,"\u5f39\u51fa\u4e0b\u9762\u7684\u9009\u62e9\u6846":83,"\u5f53\u529f\u80fd\u5206\u652f\u5f00\u53d1\u5b8c\u6bd5\u540e":83,"\u5f53\u53ea\u505a\u63a8\u65ad":58,"\u5f53\u5f00\u542f":59,"\u5f53\u6253\u5f00":59,"\u5f53\u6570\u636e\u683c\u5f0f\u4e0epaddlepaddle\u9ed8\u8ba4\u7684":59,"\u5f53\u7136\u8fd9\u4e24\u8005\u4e5f\u53ef\u4ee5\u76f8\u7b49":59,"\u5f53\u7528\u6237\u4f7f\u7528\u5b8c\u8fd9\u4e2a\u53c2\u6570\u540e":63,"\u5f53\u7f51\u7edc\u51fa\u73b0\u5206\u652f\u4e14\u5728":59,"\u5f53destination\u6587\u4ef6\u4e0d\u5b58\u5728\u6216\u8005\u5927\u5c0f\u548csource\u6587\u4ef6\u4e0d\u4e00\u81f4\u65f6":46,"\u5f88\u96be\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":62,"\u5f97\u4f7f\u7528":62,"\u5fc5\u8981":63,"\u5fc5\u987b\u5206\u522b\u4e0e":59,"\u60c5\u611f\u5206\u6790":83,"\u6211\u4eec\u4e5f\u53ef\u4ee5\u786e\u5b9a\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u7c7b\u578b":63,"\u6211\u4eec\u4e5f\u5c06mklml\u5373":59,"\u6211\u4eec\u4f1a\u4fdd\u8bc1":59,"\u6211\u4eec\u4f1a\u5728\u7f51\u7edc\u8bad\u7ec3\u4e4b\u524d\u628a\u683c\u5f0f\u8f6c\u6362\u4e3amkl":59,"\u6211\u4eec\u4f1a\u5bf9\u6bd4\u5982\u4e0b2\u4e2a\u65b9\u9762":58,"\u6211\u4eec\u4f1a\u628amkl":59,"\u6211\u4eec\u4f1a\u6dfb\u52a0":[58,59],"\u6211\u4eec\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":62,"\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528\u5df2\u6709\u7684":59,"\u6211\u4eec\u53ef\u4ee5\u5148\u5b8c\u6210\u5bf9\u539f\u6570\u636e\u7684packing\u64cd\u4f5c":58,"\u6211\u4eec\u603b\u7ed3\u51fa\u4e00\u4e9b\u7279\u522b\u9700\u8981\u6ce8\u610f\u7684\u70b9":59,"\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u8f6c\u6362\u65b9\u5f0f":36,"\u6211\u4eec\u63d0\u51fa\u4e86chunk\u7684\u6982\u5ff5":46,"\u6211\u4eec\u6700\u7ec8\u7684\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165python\u6216\u8005\u5176\u4ed6\u4efb\u4f55\u8bed\u8a00\u7684\u89e3\u91ca\u5668":62,"\u6211\u4eec\u8ba1\u5212\u5c06":58,"\u6211\u4eec\u8ba1\u5212\u5c06\u82f1\u7279\u5c14\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6570\u5b66\u5e93":59,"\u6211\u4eec\u8bbe\u8ba1\u8bf4\u660e\u4e86\u540d\u4e3afilemanager\u7cfb\u7edf":46,"\u6211\u4eec\u9009\u62e9":36,"\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u65b0\u5f15\u5165\u7684gemm":58,"\u6211\u4eec\u90fd\u63d0\u4f9bpython\u7684\u8f6c\u6362\u5e93":36,"\u6216\u8005":[59,62,63],"\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":35,"\u6216\u8005\u7528tuple\u8868\u793a\u7684\u591a\u4e2a\u503c":36,"\u6216\u8005\u7531\u5b83\u4eec\u7ec4\u6210\u7684list":36,"\u6216activ":59,"\u6240\u4ee5":[59,83],"\u6240\u4ee5\u4e00\u4e2a\u7248\u672c\u53f7\u7684wheel\u5305\u53d1\u5e03\u4e4b\u540e":83,"\u6240\u4ee5\u4e0d\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898":59,"\u6240\u4ee5\u5728":59,"\u6240\u4ee5\u5728\u5199\u5165\u5feb\u7167\u7684\u8fc7\u7a0b\u4e2d":35,"\u6240\u4ee5\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a":59,"\u6240\u4ee5\u6574\u4f53\u4e0a":59,"\u6240\u4ee5\u6dfb\u52a0\u4e86\u5bf9\u5e94\u7684":59,"\u6240\u4ee5\u7528\u6237\u9700\u8981\u9996\u5148\u5728":46,"\u6240\u4ee5\u9700\u8981\u5f15\u5165\u4e00\u4e2a\u8f6c\u6362\u65b9\u6cd5":59,"\u6240\u6709\u4e0e\u7c7b\u578b\u76f8\u5173\u7684\u51fd\u6570":63,"\u6240\u6709\u5916\u90e8\u7684\u8f6c\u6362\u5de5\u4f5c\u90fd\u4f1a\u5728reset\u7cfb\u5217\u51fd\u6570\u4e2d\u90fd\u51c6\u5907\u597d":59,"\u6240\u6709\u7684":58,"\u6240\u6709\u7684\u63a5\u53e3\u5747\u4e3ac\u63a5\u53e3":63,"\u6240\u6709\u76f8\u5173\u7684":58,"\u6240\u6709\u7c7b\u578b\u540d\u4e3a":63,"\u6240\u6709mkl":59,"\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":62,"\u624d\u80fd\u66f4\u597d\u7684\u53d1\u6325mkl":59,"\u6253\u5f00\u8fd9\u4e2a\u7f16\u8bd1\u9009\u9879":63,"\u6267\u884c":83,"\u628a":36,"\u628a\u4e4b\u524d\u793a\u4f8b\u4e2d\u8f6c\u6362\u5b8c\u6bd5\u7684random":36,"\u6307\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u540e\u5f97\u5230\u7684\u6240\u6709\u53c2\u6570":35,"\u6309\u94ae":83,"\u63a5\u53e3":[62,63],"\u63a5\u53e3\u5c42\u505a\u8fc7\u591a\u5c01\u88c5":63,"\u63a5\u53e3\u662f":36,"\u63a5\u6536\u5904\u7406pfsclient\u7aef\u7684\u6587\u4ef6\u7ba1\u7406\u8bf7\u6c42":46,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mkl":59,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mklml\u5e93":59,"\u63a7\u5236\u7528\u6237\u6743\u9650":36,"\u63d0\u4f9b\u4e03\u5c42\u534f\u8bae\u7684\u53cd\u5411\u4ee3\u7406":46,"\u63d0\u4f9b\u5e38\u7528\u7684\u547d\u4ee4\u884c\u7ba1\u7406\u547d\u4ee4\u7ba1\u7406\u6587\u4ef6\u548c\u76ee\u5f55":46,"\u63d0\u4f9b\u7528\u6237\u7ba1\u7406\u6587\u4ef6\u7684\u547d\u4ee4":46,"\u63d0\u4f9b\u7ed9paddle\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e":36,"\u652f\u6301\u5927\u6587\u4ef6\u7684\u65ad\u70b9\u4e0a\u4f20":46,"\u6570\u636e":46,"\u6570\u636e\u8bfb\u53d6\u5747\u4ea4\u7531\u5176\u4ed6\u8bed\u8a00\u5b8c\u6210":62,"\u6570\u636e\u957f\u5ea6\u53ca\u6821\u9a8c\u503c\u7ec4\u6210":46,"\u6570\u636e\u96c6\u9700\u8981\u9884\u5148\u88ab\u8f6c\u6362\u6210paddlepaddle\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f7f\u7528\u7684\u5b58\u50a8\u683c":36,"\u6570\u636e\u9884\u5904\u7406\u4efb\u52a1":36,"\u6587\u4ef6":62,"\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":46,"\u6587\u4ef6\u5185\u5bb9\u4e3a":62,"\u6587\u4ef6\u540d\u4e3a\u6b64uuid":35,"\u6587\u4ef6\u5bf9\u5e94\u7684data":36,"\u6587\u4ef6\u7684\u4e0a\u4f20\u548c\u4e0b\u8f7d\u90fd\u662f\u901a\u8fc7\u5bf9chunk\u7684\u64cd\u4f5c\u6765\u5b9e\u73b0\u7684":46,"\u65b0\u624b\u5165\u95e8\u7ae0\u8282":83,"\u65b0\u7248\u672c":59,"\u65b9\u4fbf\u6d4b\u8bd5\u4eba\u5458\u6d4b\u8bd5paddlepaddle\u7684\u884c\u4e3a":83,"\u65b9\u4fbf\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3":46,"\u65b9\u4fbf\u7528\u6237\u5728python\u7aef\u9009\u62e9\u662f\u5426\u542f\u7528\u8fd9\u4e2a\u529f\u80fd":58,"\u65b9\u4fbf\u7528\u6237\u9009\u62e9\u4f7f\u7528mkl":59,"\u65b9\u5f0f\u7c7b\u4f3c\u4e8e":59,"\u65e0\u6cd5\u505a\u5230\u5bf9\u4e8e\u5404\u79cd\u8bed\u8a00\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u7684\u9002\u914d":62,"\u65e0\u8bba\u5728\u672c\u5730\u8fd8\u662f\u5728\u4e91\u7aef":36,"\u65e0\u8bba\u662f\u4ece":36,"\u65e0\u8bba\u662f\u5728\u672c\u5730\u6216\u662f\u4e91\u7aef\u8f6c\u6362":36,"\u65e0\u8bba\u662f\u91cd\u6784\u524d\u7684layer\u8fd8\u662f\u91cd\u6784\u540e\u7684op":59,"\u65f6":[35,58,59],"\u65f6\u4e00\u8d77\u66f4\u65b0":59,"\u662f":[46,59],"\u662f\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3\u7684\u4ee3\u7801\u751f\u6210\u5668":62,"\u662f\u4e00\u4e2a\u7c7b\u578b\u7684\u6807\u5fd7":63,"\u662f\u4e0d\u5e38\u89c1\u7684\u505a\u6cd5":62,"\u662f\u5404\u4e2a\u5b9e\u73b0\u4e2d\u5171\u4eab\u7684\u5934\u6587\u4ef6":63,"\u662f\u5426\u6253\u5f00":58,"\u662f\u56e0\u4e3ac99\u652f\u6301":62,"\u662f\u5bf9\u7528\u6237\u6587\u4ef6\u5b58\u50a8\u7a7a\u95f4\u7684\u62bd\u8c61":46,"\u662f\u6307":63,"\u662f\u7528\u6237\u4f7f\u7528c":63,"\u662fc":63,"\u663e\u5f97\u76f8\u5bf9\u6765\u8bf4\u8f83\u4e3a\u8017\u65f6":58,"\u6682\u65f6\u4e0d\u8003\u8651\u591a\u4e2aparamet":35,"\u66b4\u9732\u8fd9\u4e2a\u6982\u5ff5\u5fc5\u8981\u51fd\u6570":63,"\u6700\u540e\u5220\u9664":83,"\u6700\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662fexcept":62,"\u6709\u6548\u63d0\u5347paddlepaddle\u5728\u82f1\u7279\u5c14\u67b6\u6784\u4e0a\u7684\u6027\u80fd":[58,59],"\u6709\u6807\u51c6\u7684":62,"\u6709\u7684\u65f6\u5019":62,"\u672c\u5217\u8868\u8bf4\u660epaddlepaddle\u53d1\u7248\u4e4b\u524d\u9700\u8981\u6d4b\u8bd5\u7684\u529f\u80fd\u70b9":83,"\u672c\u6587\u6863\u63cf\u8ff0paddl":63,"\u673a\u5668\u7ffb\u8bd1":83,"\u6765\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u4ece\u4e2d\u95f4\u72b6\u6001\u91cd\u65b0\u542f\u52a8":35,"\u6765\u51b3\u5b9a\u662f\u5426\u5f00\u542fmkl":58,"\u6765\u5b9e\u73b0":59,"\u6765\u786e\u4fdd\u628a":62,"\u6765\u8868\u793apaddle\u5185\u90e8\u7c7b":62,"\u6765\u8bbf\u95ee\u7528\u6237\u81ea\u5df1\u7684\u6570\u636e":36,"\u6765\u8fdb\u884c\u8ba8\u8bba":63,"\u67e5\u770blatest":83,"\u6807\u51c6\u8868\u793apaddlepaddle\u7248\u672c\u53f7":83,"\u683c\u5f0f\u4e0d\u5339\u914d\u65f6":59,"\u68c0\u67e5\u70b9\u4fdd\u5b58\u7a0b\u5e8f\u6d41\u7a0b":35,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\u901a\u8fc7\u5b9a\u671f\u5411\u78c1\u76d8\u4e0a\u4fdd\u5b58\u4e00\u4efd\u5b58\u50a8\u5728paramet":35,"\u6a21\u578b\u6570\u636e\u68c0\u67e5\u70b9\u7684\u5b9e\u73b0":35,"\u6a21\u578b\u914d\u7f6e\u89e3\u6790":62,"\u6b21\u8fed\u4ee3\u6267\u884c\u7684\u8f6c\u6362\u6b21\u6570\u4e3a":58,"\u6b64\u65f6\u6bcf\u4e2a\u5c0f\u5206\u652f\u7684":59,"\u6b64\u65f6master\u5c06\u8d1f\u8d23\u542f\u52a8\u4e00\u4e2a\u65b0\u7684train":35,"\u6bcf\u4e00\u4e2a":83,"\u6bcf\u4e00\u4e2a\u6587\u4ef6\u662f\u6570\u636e\u96c6\u7684\u4e00\u4e2ashard":36,"\u6bcf\u4e2a":59,"\u6bcf\u4e2a\u503c\u7684\u7c7b\u578b\u53ef\u4ee5\u662f\u6574\u5f62":36,"\u6bcf\u4e2a\u6d4b\u8bd5\u4f1a\u5bf9\u6bd4paddlepaddle\u4e2dcpu\u7b97\u51fa\u7684\u7ed3\u679c\u4e0emkl":59,"\u6bcf\u4e2adata":36,"\u6bcf\u4e2amkldnnlayer\u90fd\u5305\u542b\u7528\u4e8e\u5185\u90e8\u5b58\u50a8\u548c\u5916\u90e8\u5b58\u50a8\u7684\u4e00\u7cfb\u5217mkldnnmatrix":59,"\u6bcf\u4e2aparamet":35,"\u6bcf\u4e2ashard\u5206\u522b\u5b58\u50a8\u5728\u5176\u4e2d\u4e00\u53f0paramet":35,"\u6bcf\u6b21\u8c03\u7528\u65f6\u5bf9\u539f\u6570\u636e\u7684\u91cd\u590dpacking\u4fbf\u6210\u4e3a\u4e86\u5197\u4f59":58,"\u6bcf\u6b21\u8f93\u51fa\u4e00\u4e2adata":36,"\u6bcf\u969410\u5206\u949f":35,"\u6bd4\u5982":[36,59],"\u6bd4\u5982\u53ef\u80fd\u4f1a\u7528openmp\u6539\u8fdbsgd\u7684\u66f4\u65b0\u6027\u80fd":59,"\u6bd4\u5982\u5c06":83,"\u6bd4\u5982\u6bcf\u969410\u5206\u949f\u6700\u65b0\u7684\u5feb\u7167":35,"\u6bd4\u5982\u6d41\u5f0f\u6570\u636e\u5904\u7406":36,"\u6bd4\u5982imagenet\u8fd9\u4e2a\u6570\u636e\u96c6\u53ef\u80fd\u88ab\u5206\u62101000\u4e2ashard":36,"\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":58,"\u6ce8":[35,83],"\u6ce8\u518clayer\u7684\u65f6\u5019\u4fdd\u8bc1":[58,59],"\u6ce8\u610f":59,"\u6d4b\u8bd5\u5206\u4e3a\u6bcf\u4e2alayer":59,"\u6d4b\u8bd5\u672c\u6b21release\u7684\u6b63\u786e\u6027":83,"\u6d4b\u8bd5\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u4f1a\u5728":59,"\u6d6e\u70b9\u578b\u6570\u636e":36,"\u6df1\u5165paddlepaddl":59,"\u6dfb\u52a0":58,"\u6dfb\u52a0\u7684\u76f8\u5173\u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b":[58,59],"\u6fc0\u6d3b\u51fd\u6570\u662f\u72ec\u7acb\u4e8e":59,"\u70b9\u51fb":83,"\u7136\u540e\u5728\u524d\u5411":58,"\u7136\u540e\u5728etcd\u7684":35,"\u7136\u540e\u5c31\u53ef\u4ee5\u5e76\u53d1\u5199\u5165\u591a\u4e2achunk":46,"\u7136\u540e\u624d\u80fd\u4f7f\u7528pfsclient":46,"\u7136\u540e\u6309\u7167\u4e0a\u8ff0\u7684\u65b9\u6cd5":83,"\u7136\u540e\u70b9\u51fb":83,"\u7248\u672c\u5206\u652f":83,"\u7248\u672c\u53f7":83,"\u7248\u672c\u53f7\u5bf9\u5e94\u7684tag\u5373\u53ef":83,"\u7248\u672c\u53f7rc":83,"\u7248\u672cfork\u51fa\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f":83,"\u7279\u6709\u7684\u8bbe\u5907id":59,"\u73b0\u9636\u6bb5\u7684\u4f18\u5316\u4e3b\u8981\u9488\u5bf9":58,"\u73b0\u9636\u6bb5paddle\u6709\u4e00\u4e2a\u95ee\u9898\u662f":62,"\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u901a\u5e38\u4f53\u79ef\u5f88\u5927":36,"\u751f\u4ea7\u73af\u5883\u7684\u65e5\u5fd7\u6570\u636e\u4f1a\u901a\u8fc7\u5b9e\u65f6\u6d41\u7684\u65b9\u5f0f":36,"\u751f\u6210\u5404\u79cd\u8bed\u8a00\u7684\u7ed1\u5b9a\u4ee3\u7801":62,"\u751f\u6210\u6587\u6863":62,"\u751f\u6210\u7684":36,"\u751f\u6210\u7ed9\u5b9a":36,"\u751f\u6210api\u6587\u6863":62,"\u751f\u6210pfsclient\u548cpfsserver\u7684\u6846\u67b6\u90e8\u5206":46,"\u7528":46,"\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":59,"\u7528\u4e8e\u7ba1\u7406mkl":59,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528\u76f8\u5173\u529f\u80fd":58,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528mkl":59,"\u7528\u4e8emkl":[58,59],"\u7528\u6237\u4e0a\u4f20\u6570\u636e\u540e":36,"\u7528\u6237\u4e5f\u53ef\u4ee5\u4e0a\u4f20label":36,"\u7528\u6237\u53ef\u4ee5\u5b89\u5168\u7684\u91ca\u653e\u67d0\u4e2ac":63,"\u7528\u6237\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u6570\u636e\u5206\u4eab\u7ed9\u522b\u4eba":36,"\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e2a\u52a8\u6001\u5e93\u6765\u5f15\u5165paddl":63,"\u7528\u6237\u5728\u672c\u5730\u8f6c\u6362\u597d\u518d\u4e0a\u4f20":36,"\u7528\u6237\u6587\u4ef6\u53ef\u80fd\u662f\u6bd4\u8f83\u5927\u7684":46,"\u7528\u6237\u901a\u8fc7c":63,"\u7531\u4e8e\u5728\u73b0\u6709\u7684\u67d0\u4e9b\u60c5\u51b5\u4e0b":58,"\u7531\u4e8e\u5bf9parameters\u7684\u66f4\u65b0\u9700\u8981\u83b7\u53d6parameters\u5185\u5b58\u7684":35,"\u7531\u4e8e\u96c6\u7fa4\u4e2d\u540c\u65f6\u5b58\u5728\u4e24\u53f0\u673a\u5668\u6545\u969c\u7684\u6982\u7387\u6781\u4f4e":35,"\u7531\u4e8ec":62,"\u7531\u4e8echunk\u6bd4\u8f83\u5c0f":46,"\u7531\u4e8emkl":59,"\u7531\u4e8epypi":83,"\u7531\u5206\u652f\u5904\u7684layer\u8d1f\u8d23\u6c42\u548c":59,"\u7533\u8bf7\u7528\u6237\u7a7a\u95f4":46,"\u7684\u4e00\u4e2a\u5b50\u96c6":59,"\u7684\u4fe1\u606f":59,"\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u7b80\u5355\u7f51\u7edc\u7684\u6574\u4f53\u6d4b\u8bd5":59,"\u7684\u547d\u540d\u98ce\u683c\u5e76\u4e0d\u80fd\u9002\u5e94\u5176\u4ed6\u7b2c\u4e09\u65b9\u8bed\u8a00":62,"\u7684\u57fa\u672c\u903b\u8f91":59,"\u7684\u5934\u6587\u4ef6":62,"\u7684\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5185\u90e8\u5b58\u50a8\u5c31\u53ef\u4ee5\u4e86":59,"\u7684\u60c5\u51b5\u4e0b":58,"\u7684\u63a5\u53e3\u6837\u5f0f":62,"\u7684\u6570\u636e\u6d41\u56fe":36,"\u7684\u65f6\u5019":59,"\u7684\u683c\u5f0f\u59cb\u7ec8\u662f":59,"\u7684\u683c\u5f0f\u5b58\u50a8":59,"\u7684\u6982\u5ff5":59,"\u7684\u6e90\u7801\u91cc\u4f7f\u7528\u4e86":62,"\u7684\u7248\u672c":83,"\u7684\u7ed3\u679c":58,"\u7684\u7f29\u5199":46,"\u7684\u7f51\u7edc\u6a21\u578b":58,"\u7684\u89c4\u8303":62,"\u7684\u89d2\u5ea6":36,"\u7684\u914d\u7f6e\u5199\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d":36,"\u7684flag":[58,59],"\u7684vanilla":58,"\u76ee\u524d\u53ea\u8003\u8651":59,"\u76ee\u524d\u53ea\u8003\u8651\u52a8\u6001\u6269\u5bb9trainer\u6570\u91cf":35,"\u76ee\u524d\u5728paddlepaddle\u4e2d":59,"\u76ee\u524d\u5728paddlepaddle\u4e2d\u6570\u636e\u90fd\u662f\u4ee5":59,"\u76ee\u524d\u5d4c\u5165python\u89e3\u91ca\u5668":62,"\u76ee\u524d\u6211\u4eec\u7528cephfs\u6765\u642d\u5efa":46,"\u76ee\u524d\u7684\u4f18\u5316":59,"\u76ee\u524dpaddle\u7684\u8fdb\u7a0b\u6a21\u578b\u662fc":62,"\u76ee\u524dpaddlepaddle\u91c7\u7528\u4e86":58,"\u76ee\u5f55\u4e0b":63,"\u76ee\u5f55\u4e0b\u5bf9\u5e94\u7684\u5730\u65b9":59,"\u76f4\u63a5\u4f7f\u7528c\u8bed\u8a00\u7684":62,"\u76f4\u63a5\u5220\u9664\u8fd9\u4e2a\u53c2\u6570\u5373\u53ef":63,"\u76f4\u63a5\u5bfc\u51fa\u5230c\u7684\u63a5\u53e3\u6bd4\u8f83\u56f0\u96be":62,"\u76f8\u5173\u5c42":58,"\u77e9\u9635\u5927\u5c0f\u662f":58,"\u793e\u533a\u53c2\u4e0e\u56f0\u96be":62,"\u793e\u533a\u8d21\u732e\u4ee3\u7801\u5b66\u4e60\u6210\u672c\u9ad8":62,"\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u53c2\u6570":35,"\u79bb\u7ebf\u6279\u5904\u7406":36,"\u7b2c\u4e00\u4e2atag\u4e3a":83,"\u7b2c\u4e09\u6b65\u5b8c\u6210\u540e":83,"\u7b2c\u4e8c\u4e2a\u4e3a":83,"\u7b49":[59,63],"\u7b49\u5168\u90e8\u9759\u6001\u5e93\u4e2d\u7684\u76ee\u6807\u6587\u4ef6\u5168\u90e8\u6253\u5305\u540e\u4ea7\u751f\u7684\u6587\u4ef6":63,"\u7b49\u5f85\u7f16\u8bd1\u5b8c\u6210\u540e":83,"\u7b49\u6587\u4ef6":63,"\u7c7b\u4f3c":63,"\u7c7b\u540d\u548cc":62,"\u7c7b\u578b":62,"\u7ea2\u697c\u68a6":126,"\u7ed3\u8bba":62,"\u7edf\u4e00\u7528":36,"\u7f16\u8bd1\u5668\u6ca1\u6709":62,"\u7f16\u8bd1\u578b\u8bed\u8a00":62,"\u7f16\u8bd1\u65f6\u4f1a\u628a\u5bf9\u5e94\u7684\u5934\u6587\u4ef6\u548c\u5e93\u653e\u5728":59,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684docker\u53d1\u884c\u955c\u50cf":83,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684python":83,"\u7f16\u8bd1c":63,"\u800c\u4e0d\u5fc5\u5728\u610fpaddl":63,"\u800c\u4e0d\u652f\u6301pypy\u89e3\u91ca\u5668":62,"\u800c\u4e0d\u66b4\u9732\u6982\u5ff5\u7684\u5b9e\u73b0":63,"\u800c\u4e14\u5728\u4f20\u8f93\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u53ef\u80fd\u51fa\u73b0\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5":46,"\u800c\u51fa\u73b0\u9636\u6bb5\u6027\u7684\u8fd0\u884c\u505c\u6ede":35,"\u800c\u5728cpp\u91cc\u9762\u5b9e\u73b0\u8fd9\u4e2ac\u7684\u63a5\u53e3":62,"\u800c\u591a\u8bed\u8a00\u63a5\u53e3\u9700\u8981\u76f4\u63a5\u8bfb\u53d6\u751f\u6210\u7684\u4e8c\u8fdb\u5236":62,"\u800c\u5bf9\u4e8egolang":62,"\u800c\u5bf9\u4e8egolang\u9519\u8bef\u5904\u7406\u5e94\u8be5\u4f7f\u7528\u8fd4\u56de\u503c":62,"\u800c\u662f\u76f4\u63a5\u4fee\u6539paddl":63,"\u800c\u662f\u76f4\u63a5\u7528api\u7684\u63a5\u53e3\u8fdc\u7a0b\u8bbf\u95ee":36,"\u800cswig\u53ea\u80fd\u7b80\u5355\u7684\u66b4\u9732c":62,"\u81ea\u52a8\u6302\u8f7d\u5206\u5e03\u5f0f\u5b58\u50a8\u76ee\u5f55":35,"\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9700\u8981c":63,"\u826f\u597d\u7684\u6587\u6863":62,"\u8282\u7701\u4e86\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c":59,"\u83b7\u53d6\u6700\u65b0\u7684\u68c0\u67e5\u70b9\u7684\u6587\u4ef6uuid":35,"\u867d\u7136\u4e0d\u9f13\u52b1\u8fd9\u6837":63,"\u8868\u793a\u5bf9\u8f93\u5165\u6570\u636e":59,"\u89e3\u91ca\u578b\u8bed\u8a00\u53ea\u80fd\u8c03\u7528\u52a8\u6001\u5e93":62,"\u89e3\u91ca\u6027\u8bed\u8a00\u5b9e\u9645\u8fd0\u884c\u7684\u4e8c\u8fdb\u5236\u662f\u89e3\u91ca\u5668\u672c\u8eab":62,"\u8ba1\u5212\u5728":[58,59],"\u8ba1\u7b97\u8fd9\u4e2a\u6587\u4ef6\u7684md5":35,"\u8ba9paddle\u6838\u5fc3\u4e2d":63,"\u8bad\u7ec3\u4efb\u52a1\u7684\u8fd0\u884c\u53ef\u80fd\u4f1a\u5360\u6ee1trainer\u548cparamet":35,"\u8bad\u7ec3\u548c\u7eaf\u4f7f\u7528":83,"\u8bad\u7ec3\u6a21\u578b\u6b63\u786e\u6027":83,"\u8bb0\u5f55\u4e0b\u6240\u6709\u5931\u8d25\u7684\u4f8b\u5b50":83,"\u8bbe\u7f6e":63,"\u8bc6\u522b\u6570\u5b57":83,"\u8bcd\u5411\u91cf":83,"\u8be5\u6587\u4ef6\u5bf9\u76f8\u5173gemm":58,"\u8be5\u7c7b\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":59,"\u8be6\u7ec6\u8bbe\u8ba1":46,"\u8bed\u610f\u89d2\u8272\u6807\u6ce8":83,"\u8bf4\u660e":35,"\u8bf7\u53c2\u8003":63,"\u8f6c\u6362\u5185\u5b58\u7684\u5de5\u4f5c":59,"\u8f6c\u6362\u5197\u4f59":58,"\u8f6c\u6362\u51fd\u6570":59,"\u8f6c\u6362\u751f\u6210\u7684\u6587\u4ef6\u540d\u4f1a\u662f\u4ee5\u4e0b\u683c\u5f0f":36,"\u8f6c\u6362\u8017\u65f6":58,"\u8f93\u5165\u68af\u5ea6":59,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6":59,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6\u7684\u8f6c\u6362":59,"\u8fbe\u5230\u5bb9\u707e\u7684\u76ee\u7684":35,"\u8fc7\u7a0b\u4e2d\u6240\u6709\u65f6\u95f4\u6b65":58,"\u8fd1\u671f\u76ee\u6807":59,"\u8fd4\u56de\u7b2c\u4e8c\u6b65":83,"\u8fd8\u662f\u4ece":36,"\u8fd9\u4e00\u5c42\u8fdb\u884c\u5c01\u88c5":63,"\u8fd9\u4e00\u6570\u636e\u683c\u5f0f\u7684\u8f6c\u6362\u64cd\u4f5c":58,"\u8fd9\u4e00\u6982\u5ff5\u4e0d\u518d\u7410\u788e":63,"\u8fd9\u4e09\u4e2a\u5206\u652f":83,"\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":58,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u7684\u8fde\u63a5\u53c2\u6570\u4e0epaddle\u7684\u5176\u4ed6\u4e8c\u8fdb\u5236":63,"\u8fd9\u4e2a\u53c2\u6570\u4e5f\u4e0d\u4f1a\u4e00\u5e76\u5220\u9664":63,"\u8fd9\u4e2a\u5934\u6587\u4ef6\u4e0d\u5047\u8bbe\u5176\u4ed6\u6587\u4ef6\u7684\u5f15\u7528\u987a\u5e8f":63,"\u8fd9\u4e2a\u63a5\u53e3\u9700\u8981\u505a\u5230":62,"\u8fd9\u4e2a\u6587\u4ef6\u5177\u6709\u72ec\u7279\u7684\u8bed\u6cd5":62,"\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u9664\u4e86":63,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u4e2d\u7684\u53e6\u4e00\u4e2a\u9879\u76ee\u662f":63,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u5305\u542b\u4e24\u4e2a\u9879\u76ee":63,"\u8fd9\u4e2a\u9009\u62e9":[58,59],"\u8fd9\u4e2a\u9759\u6001\u5e93\u5305\u542b\u4e86paddle\u7684\u5168\u90e8\u7b26\u53f7":63,"\u8fd9\u4e2ainstance\u53ef\u4ee5\u662f\u5355\u4e2a\u503c":36,"\u8fd9\u4e9b\u4f1a\u5728":[58,59],"\u8fd9\u4e9b\u51fd\u6570\u4f1a\u6839\u636e\u8f93\u5165\u53c2\u6570\u91cd\u65b0\u8bbe\u7f6e\u5185\u90e8\u548c\u5916\u90e8\u5b58\u50a8":59,"\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":36,"\u8fd9\u4e9b\u955c\u50cf\u4e5f\u53ef\u4ee5\u4ece":83,"\u8fd9\u5bf9\u4e8e\u901a\u5e38\u7684java\u7684\u5f00\u53d1\u8005\u6765\u8bf4":62,"\u8fd9\u662f\u56e0\u4e3a":62,"\u8fd9\u6837":63,"\u8fd9\u6837\u4e0b\u4e00\u4e2acpu":59,"\u8fd9\u6837\u4fdd\u8bc1":83,"\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728\u4e91\u7aef\u6267\u884c\u591a\u79cd\u6570\u636e\u7c7b\u8ba1\u7b97\u4efb\u52a1":36,"\u8fd9\u6837\u5df2\u7ecf\u4f20\u8f93\u6210\u529f\u7684\u90e8\u5206\u5c31\u4e0d\u7528\u91cd\u65b0\u4f20\u8f93\u4e86":46,"\u8fd9\u6837\u5e26\u6765\u7684\u597d\u5904\u5c31\u662f\u4e0d\u9700\u8981\u4e00\u76f4\u6e05\u7a7amemori":59,"\u8fd9\u6837\u65e2\u4f7f\u5f97\u6700\u7ec8\u4fdd\u5b58\u7684\u53c2\u6570\u683c\u5f0f\u4e0epaddlepaddle\u4e00\u81f4":59,"\u8fd9\u90fd\u9700\u8981\u8fd9\u4e2a\u63a5\u53e3\u6309\u7167\u7ea6\u5b9a\u4fd7\u6210\u7684\u89c4\u5219\u6765\u6ce8\u91ca\u5b8c\u5907":62,"\u8fd9\u91cc":59,"\u8fd9\u91cc\u7684dockerimage\u4f5c\u4e3a\u7f16\u8bd1\u73af\u5883\u4ee5\u652f\u6301\u66f4\u591a\u7684linux":83,"\u8fd9\u91cc\u9009\u62e90":83,"\u8fd9\u91cc\u9700\u8981\u7528\u6237\u989d\u5916\u6ce8\u610f":35,"\u8fdb\u4e00\u6b65\u4f18\u5316":59,"\u8fdb\u5165":83,"\u8fdb\u800c\u8fdb\u884c\u4ee3\u7801\u8bc4\u5ba1":83,"\u9009\u62e9\u662f\u5426\u7f16\u8bd1mkl":59,"\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u7248\u672c":83,"\u900f\u4f20\u7528\u6237\u8eab\u4efd\u7684\u529e\u6cd5":46,"\u901a\u5e38":63,"\u901a\u5e38\u5305\u542b\u4e00\u4e2acpu\u7248\u672c\u548c\u4e00\u4e2agpu\u7248\u672c":83,"\u901a\u5e38\u6307\u5c06\u4e00\u4e2a\u6574\u4f53\u62c6\u5206\u6210\u591a\u4efd\u7684\u5176\u4e2d\u7684\u4e00\u4efd":35,"\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9bapi":58,"\u901a\u8fc7\u6a21\u578b\u63a8\u65adapi\u7684\u5b9e\u73b0\u4f5c\u4e3a\u4e00\u4e2a\u6837\u4f8b":63,"\u903b\u8f91\u5212\u4e0a\u6587\u4ef6\u5206\u5757\u7684\u5355\u4f4d":46,"\u9075\u5faa\u4ee5\u4e0b\u6d41\u7a0b":83,"\u90a3\u4e48":63,"\u90a3\u4e48\u5bf9\u5e94\u7684\u5185\u90e8\u5b58\u50a8\u4e5f\u4f1a\u4e0e\u5b83\u4eec\u5171\u4eab\u5185\u5b58":59,"\u90a3\u4e48\u5c31\u4f1a\u4f7f":59,"\u90fd\u4e0d\u4f1a\u60f3\u8981\u77e5\u9053next":59,"\u90fd\u662f\u4e94\u4f4d\u7684\u6570\u5b57":36,"\u90fd\u662f\u4ee5ext\u5f00\u5934":59,"\u90fd\u662fabi\u8c03\u7528\u6807\u51c6\u7684":62,"\u90fd\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":58,"\u914d\u7f6e\u7684\u65b9\u6cd5\u53c2\u8003":46,"\u91ca\u653e\u5bf9paramters\u5185\u5b58\u7684\u9501\u5b9a":35,"\u91cc\u6240\u6709\u7684\u7b26\u53f7\u90fd\u5199\u5165\u81ea\u5df1\u7684\u7a0b\u5e8f\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u91cc":62,"\u91cc\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u5206\u652f":83,"\u91cc\u9762\u6dfb\u52a0":59,"\u91cd\u5199\u7236\u7c7blayer\u7684":59,"\u91cd\u547d\u540d\u6210":62,"\u94fe\u63a5\u5230\u81ea\u5df1\u7684\u7a0b\u5e8f\u91cc":62,"\u9519\u8bef\u5904\u7406":62,"\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662f\u8fd4\u56de\u503c":62,"\u9519\u8bef\u5904\u7406\u7684\u65b9\u5f0f\u4e5f\u4e0d\u5c3d\u76f8\u540c":62,"\u9664\u6784\u9020\u67d0\u79cd\u7c7b\u578b\u7684\u51fd\u6570":63,"\u96c6\u6210\u5230":58,"\u96c6\u6210\u5230paddlepaddl":59,"\u9700\u8981":36,"\u9700\u8981\u4fee\u6539build":83,"\u9700\u8981\u53ef\u4ee5\u8de8\u5e73\u53f0\u6267\u884c":46,"\u9700\u8981\u5728cmake\u7684\u65f6\u5019":63,"\u9700\u8981\u5c06bugfix\u7684\u5206\u652f\u540c\u65f6merge\u5230":83,"\u9700\u8981\u5f15\u7528":63,"\u9700\u8981\u6709\u7a33\u5b9a\u7684\u5bfc\u51fa\u7b26\u53f7":62,"\u9700\u8981\u6ce8\u610f\u7684\u662f":[59,83],"\u9700\u8981\u7d2f\u52a0\u4e0d\u540clayer\u4f20\u8fc7\u6765\u7684\u68af\u5ea6":59,"\u9700\u8981\u88ab\u66b4\u9732\u5230\u5176\u4ed6\u8bed\u8a00":63,"\u9700\u8981\u91cd\u547d\u540dwheel\u5305\u4e2dplatform\u76f8\u5173\u7684\u540e\u7f00":83,"\u9ed8\u8ba4256k":46,"\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a":58,"abstract":[43,45,49,69,82,84,100,116],"api\u4e2d\u4f7f\u7528":62,"api\u5bfc\u51fa\u7684\u52a8\u6001\u5e93":63,"api\u5bfc\u51fa\u7684\u9759\u6001\u5e93":63,"api\u63a5\u53d7\u7684\u7c7b\u578b\u5168\u662f":63,"api\u63a5\u53e3":46,"api\u63a5\u53e3\u7684\u53c2\u6570\u8f6c\u53d1\u7ed9":63,"api\u65f6":63,"api\u65f6\u6240\u552f\u4e00\u9700\u8981\u5f15\u5165\u7684\u5934\u6587\u4ef6":63,"api\u662f\u591a\u8bed\u8a00api\u7684\u57fa\u7840\u90e8\u5206":63,"api\u66b4\u9732\u7684\u7c7b\u578b":63,"api\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f1a\u88ab\u5b89\u88c5\u5230":63,"api\u7684\u5b9e\u4f8b":63,"api\u7684\u5b9e\u73b0\u7ec6\u8282":63,"api\u7684\u63a5\u53e3":63,"api\u7684\u65f6\u5019\u63a8\u8350paddle\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":63,"api\u7684\u7f16\u8bd1\u9009\u9879\u9ed8\u8ba4\u5173\u95ed":63,"api\u76ee\u5f55\u7ed3\u6784\u5982\u4e0a\u56fe\u8868\u6240\u793a":63,"api\u83b7\u5f97\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u5b9e\u4f8b":63,"apis\u505a\u4e86\u5c01\u88c5":58,"block\u6784\u6210\u4e00\u4e2amodel":35,"book\u4e2d\u6240\u6709\u7ae0\u8282\u529f\u80fd\u7684\u6b63\u786e\u6027":83,"boolean":[21,45,47,54,62],"break":[13,33,89,129],"bugfix\u5206\u652f\u4e5f\u662f\u5728\u5f00\u53d1\u8005\u81ea\u5df1\u7684fork\u7248\u672c\u5e93\u7ef4\u62a4":83,"bugfix\u5206\u652f\u9700\u8981\u5206\u522b\u7ed9\u4e3b\u7248\u672c\u5e93\u7684":83,"byte":[13,15,46,61],"c99\u662f\u76ee\u524dc\u6700\u5e7f\u6cdb\u7684\u4f7f\u7528\u6807\u51c6":62,"c\u6709\u6807\u51c6\u7684abi":62,"c\u8bed\u8a00\u662f\u6709\u5bfc\u51fa\u7b26\u53f7\u7684\u6807\u51c6\u7684":62,"case":[8,20,21,37,43,45,49,57,63,69,73,75,76,80,97,100,101,106,110,117,124,127,129],"char":39,"ci\u73af\u5883\u4f7f\u7528":83,"ci\u7f16\u8bd1wheel\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u5c06docker\u955c\u50cfpush\u5230dockerhub":83,"class":[4,5,6,7,8,9,10,11,13,14,18,20,21,23,26,28,29,32,43,44,48,49,50,52,53,55,57,62,66,67,71,72,76,80,81,82,84,85,86,87,89,101,102,107,115],"compute\u51fd\u6570":58,"const":[32,37,39,48,55,56,70,71,73,81,84,86,87,88,89,100,101,102],"core\u4e2d\u7684\u6a21\u578b\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u53c2\u6570":63,"core\u4e2d\u8fd9\u4e00\u7c7b\u578b\u63a5\u53e3\u7684\u667a\u80fd\u6307\u9488":63,"core\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u5b9e\u4f8b":63,"core\u6982\u5ff5":63,"data\u5230\u5206\u5e03\u5f0f\u5b58\u50a8\u8865\u5145\u8bad\u7ec3\u6570\u636e":36,"default":[2,6,7,8,9,10,11,13,14,15,18,21,25,28,29,32,33,43,51,55,61,64,65,73,74,84,85,86,90,91,92,94,98,99,101,105,108,109,110,111,116,118,120,121,122,124,129],"device\u5c31\u80fd\u62ff\u5230\u6b63\u786e\u7684\u6570\u636e":59,"dnn\u4e09\u8005\u5173\u7cfb\u5982\u4e0b\u8868":59,"dnn\u4e2d\u7684":59,"dnn\u4e2d\u7684\u6392\u5217\u65b9\u5f0f\u4e0d\u6b62\u8fd9\u4e00\u79cd":59,"dnn\u4f1a\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":59,"dnn\u4f1a\u7528\u5230":59,"dnn\u5171\u540c\u4f7f\u7528":59,"dnn\u524d\u540e\u7684cnn\u7f51\u7edc\u6027\u80fd":59,"dnn\u5728\u53d1\u5e03":59,"dnn\u5b9e\u73b0":59,"dnn\u5e0c\u671b\u7684\u683c\u5f0f":59,"dnn\u6570\u636e\u7684\u4e0d\u540c\u683c\u5f0f\u4ee5\u53ca\u76f8\u4e92\u4e4b\u95f4\u7684\u8f6c\u6362":59,"dnn\u7684":59,"dnn\u7684\u5e93\u76ee\u524d\u53ea\u6709\u52a8\u6001\u5e93":59,"dnn\u7684\u6027\u80fd":59,"dnn\u7684\u60c5\u51b5\u4e0b":59,"dnn\u7684\u64cd\u4f5c\u90fd\u662f\u76f4\u63a5\u8986\u76d6\u7684\u5f62\u5f0f":59,"dnn\u7684\u6d4b\u8bd5":59,"dnn\u7684\u73af\u5883\u4e0b":59,"dnn\u7684\u76f8\u5173\u529f\u80fd":59,"dnn\u7684\u7ed3\u679c":59,"dnn\u7684\u9ad8\u6027\u80fd\u683c\u5f0f\u4e0epaddlepaddle\u539f\u6709\u7684":59,"dnn\u7684layer":59,"dnn\u7684layers\u90fd\u4f1a\u7ee7\u627f\u4e8e":59,"enum":[37,39,64,71,72,85,86,90],"export":[49,53,92,103,108],"final":[8,9,21,30,31,53,65,66,89,100,101],"float":[2,6,7,8,10,13,21,48,55,86,87,88,100,101,102,106,118,126,128],"function":[2,4,8,9,13,21,26,29,31,32,34,38,39,40,42,43,44,48,49,52,55,60,65,66,69,70,71,72,73,75,76,78,80,81,82,84,86,88,89,97,100,101,102,105,106,108,116,124,127,129],"golang\u53ef\u4ee5\u4f7f\u7528":62,"golang\u7684":62,"gpu\u7b49":83,"h\u5e76\u4e0d\u56f0\u96be":62,"images\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u7684":36,"import":[2,4,7,8,29,32,33,43,51,53,54,60,65,66,72,78,84,94,95,97,101,106,108,110,122,126,127,128,129],"ingress\u9700\u8981\u628apfsclient\u7684\u8eab\u4efd\u4fe1\u606f\u4f20\u7ed9pfsserv":46,"instance\u4e0e\u751f\u6210\u6570\u636e\u96c6\u65f6":36,"instance\u5305\u6db5\u4e24\u4e2a\u503c":36,"instance\u662f\u4e00\u6a21\u4e00\u6837\u7684":36,"int":[2,6,7,8,9,13,14,15,21,31,32,37,38,39,42,43,54,55,58,59,60,62,63,71,72,74,75,77,85,86,87,89,90,100,102,108,118,129],"interface\u6587\u4ef6\u7684\u5199\u6cd5\u975e\u5e38":62,"layer\u65f6":59,"layer\u7684\u540e\u9762\u63a5\u6709cpu":59,"list\u4f5c\u4e3a\u68c0\u67e5\u5217\u8868":83,"long":[1,8,9,13,49,106],"mkl\u5e93\u7684":58,"mklml\u4ee5\u53camkl":59,"mklml\u53ef\u4ee5\u4e0emkl":59,"mklml\u7684\u5e93\u76ee\u524d\u90fd\u662f\u52a8\u6001\u5e93":59,"mode\u4e0b\u7684\u7ed3\u679c":58,"model\u505a\u5206\u652f\u7ba1\u7406":83,"ndarray\u7c7b\u578b\u7684\u503c\u548c\u6574\u578b\u7684\u503c":36,"new":[2,8,13,30,31,32,33,34,37,38,39,40,41,48,49,57,58,60,64,66,69,74,75,76,79,80,82,86,89,95,98,99,104,110,111,124,127,129],"note\u7684\u4e66\u5199":83,"null":[53,100,116],"op\u7684\u4fe1\u606f":59,"openmp\u7528\u4e8e\u63d0\u9ad8mklml\u7684\u6027\u80fd":59,"org\u76ee\u524d\u9075\u5faa":83,"packed\u4f18\u5316\u540elayer\u7684\u6d4b\u8bd5":58,"packed\u76f8\u5173\u529f\u80fd":58,"paddle\u4e00\u4e2a\u52a8\u6001\u5e93\u53ef\u4ee5\u5728\u4efb\u4f55linux\u7cfb\u7edf\u4e0a\u8fd0\u884c":62,"paddle\u5185\u5d4c\u7684python\u89e3\u91ca\u5668\u548c\u5916\u90e8\u4f7f\u7528\u7684python\u5982\u679c\u7248\u672c\u4e0d\u540c":62,"paddle\u5185\u90e8\u7684\u7c7b\u4e3ac":62,"paddle\u7684\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u5305\u62ec\u4e00\u4e0b\u51e0\u4e2a\u65b9\u9762":62,"paddle\u7684\u7c7b\u578b\u5168\u90e8\u9000\u5316\u6210":63,"paddle\u7684\u94fe\u63a5\u65b9\u5f0f\u6bd4\u8f83\u590d\u6742":62,"paddle\u7684c":63,"paddle\u8bad\u7ec3\u4efb\u52a1":36,"paddle\u8def\u5f84\u4e0b":63,"paddle\u9700\u8981\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3":62,"paddle\u9700\u8981\u66b4\u9732\u7684api\u5f88\u591a":63,"paddle\u9759\u6001\u5e93\u94fe\u63a5\u590d\u6742":62,"paddle_\u7c7b\u578b\u540d":63,"paddle_\u7c7b\u578b\u540d_\u51fd\u6570\u540d":63,"paddlepaddle\u4e2d\u7684cudnn\u90e8\u5206\u4f7f\u7528\u7684\u4e5f\u662f":59,"paddlepaddle\u4f7f\u7528git":83,"paddlepaddle\u5f00\u53d1\u8fc7\u7a0b\u4f7f\u7528":83,"paddlepaddle\u63d0\u4f9b\u4e13\u7528\u7684":36,"paddlepaddle\u6bcf\u6b21\u53d1\u65b0\u7684\u7248\u672c":83,"paddlepaddle\u6bcf\u6b21\u53d1\u7248\u672c\u9996\u5148\u8981\u4fdd\u8bc1paddlepaddl":83,"paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u9075\u5faa":83,"paddlepaddle\u7684activation\u4f1a\u76f4\u63a5\u4f7f\u7528":59,"patch\u53f7":83,"patch\u53f7\u52a0\u4e00":83,"pfsclient\u9700\u8981\u548cingress\u4e4b\u95f4\u505a\u53cc\u5411\u9a8c\u8bc1":46,"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":46,"pfsserver\u63d0\u4f9brest":46,"public":[14,18,32,48,50,55,71,81,84,86,87,89,100,101,102,108,110,111],"py\u4e2d":83,"pypi\u4e0a\u7684package\u540d\u79f0\u4e3apaddlepaddle\u548cpaddlepaddl":83,"pypi\u4e0d\u652f\u6301\u8986\u76d6\u4e0a\u4f20":83,"reader\u7684\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u4e00\u81f4\u7684":36,"reader\u8f93\u51fa\u7684data":36,"resnet\u7684mkl":59,"return":[2,6,7,8,9,11,13,14,15,18,21,23,28,29,30,31,32,36,37,39,42,43,44,48,50,51,53,55,56,57,60,65,66,67,71,72,73,74,76,79,81,84,86,87,89,97,100,101,102,110,127,128,129],"rnn\u90e8\u5206\u4e2d":58,"s3\u4e4b\u7c7b\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u4e4b\u4e0a":36,"server\u4e4b\u4e0a":35,"server\u4e4b\u95f4\u7684\u7f51\u7edc\u5e26\u5bbd":35,"server\u4f1a\u6682\u505c\u53c2\u6570\u66f4\u65b0\u5e76\u7b49\u5f85":35,"server\u4f1a\u83b7\u53d6parameters\u5185\u5b58\u7684":35,"server\u5185\u5b58\u4e2d\u7684\u6a21\u578b\u6570\u636e\u7684\u5b8c\u6574\u955c\u50cf":35,"server\u540c\u6b65\u7684\u4fdd\u5b58\u4e00\u4e2a\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u5168\u5c40\u68c0\u67e5\u70b9":35,"server\u5728\u96c6\u7fa4\u4e2d\u542f\u52a8\u540e":35,"server\u6545\u969c\u540e\u88abkubernetes\u91cd\u65b0\u542f\u52a8":35,"server\u6b64\u65f6\u8fd8\u9700\u8981\u901a\u8fc7\u7f51\u7edc\u8bbf\u95ee\u5206\u5e03\u5f0f\u5b58\u50a8\u4ee5\u4fdd\u5b58\u5feb\u7167":35,"server\u751f\u6210\u4e00\u4e2auuid":35,"server\u7684\u5355\u70b9\u6216\u591a\u70b9\u540c\u65f6\u6545\u969c":35,"server\u7684\u6570\u636e\u5feb\u7167":35,"server\u7684\u68c0\u67e5\u70b9\u5404\u81ea\u72ec\u7acb\u4fdd\u5b58":35,"server\u7b2c\u4e00\u6b21\u542f\u52a8\u6216\u4efb\u610f\u65f6\u95f4paramet":35,"short":[8,9,48,51,74,84,89,101],"static":[28,39,63,84,86,110,121,124],"super":[74,100],"swig\u652f\u6301\u7684\u8bed\u8a00\u6216\u8005\u89e3\u91ca\u5668\u6709\u5c40\u9650":62,"swig\u66b4\u9732\u7684\u63a5\u53e3\u4fdd\u7559\u4e86c":62,"swig\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u80fd\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":62,"swig\u76f4\u63a5\u8bfb\u53d6c":62,"swig\u9700\u8981\u5199\u4e00\u4e2ainterface\u6587\u4ef6":62,"switch":[32,63,79,110],"tag\u4e3a":83,"tag\u53ef\u4ee5\u662flatest\u6216latest":83,"tag\u7684\u66f4\u65b0\u65f6\u95f4\u662f\u5426\u5728\u4e0a\u8ff0\u7f16\u8bd1wheel\u5305\u5b8c\u6210\u540e\u662f\u5426\u6700\u65b0":83,"throw":110,"true":[2,6,7,8,9,10,11,13,15,20,21,28,29,31,32,37,49,54,58,67,72,73,75,83,86,89,97,100,108,110,116,118,128],"try":[33,34,37,38,39,49,53,57,60,75,84,92,94,98,106,121,127],"type\u5b57\u6bb5\u5747\u4e0d\u5c3d\u76f8\u540c":63,"var":[31,32,43,50,52,54,67,72,73,74,80,84,89,103],"void":[32,37,39,45,48,50,55,60,61,62,63,72,73,85,86,87,88,100,101,102],"wheel\u5305":83,"while":[1,2,6,13,21,32,41,49,53,56,57,66,69,70,75,82,84,87,97,101,102,116,127,129],AGE:[110,111],AWS:[13,36,108,113,114],And:[2,7,8,10,13,14,15,21,28,30,37,41,42,45,51,53,64,68,71,75,84,87,97,110,118,126,128],But:[2,8,9,13,21,30,50,56,64,71,84,94,99,108,124],EOS:8,For:[1,2,7,8,9,10,13,21,28,29,31,32,38,39,40,42,43,44,49,50,52,55,57,61,64,65,66,69,70,71,72,73,74,75,76,79,80,81,82,85,86,87,88,90,91,92,95,97,99,100,101,102,105,106,115,116,118,120,122,124,126,128,129],Has:2,IDE:[98,121],IDs:[14,21,41,66,129],IPs:108,IRs:76,Ids:129,Into:110,Its:[2,7,8,85,97,101,110],K8s:124,NMS:8,NOT:[74,101],Not:[29,34,57,94,124],ONE:2,OPs:[76,78],One:[7,9,21,28,30,41,61,64,79,84,88,97,100,116,127,129],Ops:[80,82,86,101],PFS:46,PRs:103,QoS:111,Such:[55,74,89],THE:2,TLS:[29,46,110],That:[8,13,68,92,116,118],The:[1,2,4,5,6,7,8,9,10,13,14,15,18,21,25,28,29,30,31,33,34,38,40,41,42,44,47,48,53,56,57,60,61,63,65,66,68,69,71,72,73,74,75,76,78,79,82,84,85,86,87,88,89,90,92,94,97,98,99,100,101,102,103,105,106,107,108,109,110,111,116,118,120,125,126,127,128,129],Their:[2,8,34],Then:[4,8,9,21,43,50,55,57,68,71,73,91,92,94,97,100,105,106,108,110,111,112,126],There:[7,8,14,21,28,29,32,33,34,39,41,42,47,48,49,53,57,64,65,66,69,70,71,74,76,82,84,85,87,101,106,110,120,121,127,128,129],These:[7,15,31,32,48,52,67,82,85,86,91,108,118],Use:[2,7,13,29,47,75,77,80,91,100,105,106,110,116,117,122],Used:[9,18,22,80,87],Useful:2,Uses:[57,121],Using:[21,34,49,69,75,80,82,84,93,98,102,111],VMs:98,VPS:110,WITH:122,Will:[13,28],With:[2,8,9,43,49,68,72,89,127],YES:42,Yes:[59,92,98],___fc_layer_0__:110,__align__:48,__cuda_align__:48,__device__:48,__doc__:86,__file__:42,__forceinline__:48,__fp16:48,__global__:48,__gradient_machines__:28,__hadd:48,__half:48,__half_raw:48,__impl__:86,__init__:[44,51,57,67,74,89,100,105],__main__:[51,128],__metaclass__:101,__name__:[51,128],__param_conf__:28,__rnn_step__:97,__tmp_params__:28,__va_args__:81,__x:48,_addup_repetitive_outputs_:31,_append_backward_ops_:31,_append_backward_vars_:31,_binari:33,_create_global_var:74,_def:57,_dtype:53,_error:127,_filer:60,_filter:60,_fwd:60,_fwd_pd:60,_input:60,_librari:33,_link:9,_live_in:57,_live_out:57,_loss:51,_op:[53,101],_output:60,_presucessor:57,_program:57,_proj:8,_remove_no_grad_branch_:31,_reorder_input:60,_res2_1_branch1_bn:128,_source_language_embed:[97,126],_src_input:60,_sucessor:57,_target_language_embed:[97,126],_test:33,_update_op:44,_use:57,_value_index:53,a75:48,a_op:101,aaaaa:36,aaaaaaaaaaaaa:110,abbrevi:15,abc:8,abi:120,abil:51,abl:[8,29,31,55,67,71,74,76,79,90,124,127],about:[4,9,15,32,33,42,47,57,65,75,76,84,86,87,92,94,95,101,105,106,110,115,116,120,122],abov:[2,4,7,8,21,29,31,32,33,34,38,43,48,49,50,52,60,65,66,67,68,69,71,72,74,76,79,86,89,92,93,95,98,99,101,102,105,106,110,111,120,124,127,128,129],abs:[9,20,30,51,127],abs_numerical_grad:30,absolut:[1,92,120,122],acceler:[8,35,59,68,69,92,118],accept:[2,4,6,8,13,21,29,80,120,129],access:[1,8,9,21,29,33,38,41,42,43,74,76,94,97,108],accessmod:110,accessor:74,accord:[1,2,7,8,15,21,30,31,39,52,66,76,78,80,89,101,108,115,116,118],accordingli:[4,7,8,100],account:[80,99,124],accrodingli:37,accumul:[34,39,44,68,69],accur:[30,41,71],accuraci:[7,18,44,100,129],achiev:[68,69,87,106],ack:116,acquir:49,across:[8,13,31,65],act1:53,act2:53,act:[8,9,21,22,32,53,66,74,76,79,89,95,97,107,129],act_output:86,act_typ:[53,129],actgat:21,action:[76,110],activ:[4,9,21,27,33,53,57,66,71,74,76,82,86,95,97,100,102,103,116,129],activi:9,actnod:21,actual:[2,8,37,49,51,53,60,64,69,86,87,88,102],actual_kernel_typ:88,actual_layout:60,adadelta:129,adagrad:[23,69,85,129],adagradoptim:67,adam:[23,29,39,51,129],adamax:[23,129],adamoptim:[126,129],adapt:[7,10,21,28,71],add:[2,8,9,13,20,21,23,26,28,30,31,32,33,37,41,44,48,50,54,56,67,69,73,74,76,78,80,82,84,87,91,98,99,100,101,102,106,107,118,122,129],add_activ:74,add_bia:74,add_depend:33,add_execut:33,add_input:[65,100],add_memori:65,add_output:65,add_scalar:[32,66,72],add_sum:74,add_test:[33,100],add_two:[32,65],add_unittest_without_exec:100,addattr:[86,101],addbia:100,addcom:[86,101],added:[2,7,8,18,21,26,28,32,48,64,68,69,78,82,99,100,101],adding:[82,99,128],addinput:[86,101],addit:[8,9,31,68,71,80,82,89,101,102,129],addition:65,addmemori:60,addop:[50,102],addoutput:101,addprimit:60,addprimitivedesc:60,addr:34,address:[34,39,43,76,79,92,106,108,109,112,116,124],addrow:100,addtolay:8,addtyp:86,adjust:31,admin:124,administr:[41,98,124],adopt:[48,51],advanc:[30,97,106,116],advantag:[30,48,49,69,75,108],adversari:[51,75],advic:106,affect:[8,32],affili:66,afford:38,afi:2,aforement:33,after:[8,9,14,15,31,32,33,38,39,41,45,47,48,57,60,68,70,71,74,76,77,78,91,92,97,99,100,101,102,105,108,109,110,111,116,118,120,121,127,128,129],aftern:71,again:[29,34,69,106],against:110,age:14,agg_level:8,aggreg:[44,68,110],ago:33,aid:106,alex:21,alexnet_pass1:118,alexnet_pass2:118,algo:60,algorithm:[8,10,21,31,38,57,60,66,69,82,88,97,126],alia:[5,6,8,21],align:[8,9,13],all:[2,6,7,8,18,20,21,28,29,31,32,33,34,37,39,41,42,43,45,47,49,51,52,53,56,57,60,61,63,64,65,66,67,68,69,71,72,74,76,77,79,80,86,87,92,97,98,100,102,106,107,108,109,110,111,115,116,118,120,121,122,124,126,127,128,129],all_output_nam:31,alloc:[6,39,42,57,60,87,100,102,107,118],allow:[29,39,43,49,69,76,82,99,100,106,110,116,129],allow_only_one_model_on_one_gpu:[115,116,118],allreduc:68,almost:[21,98,109,126],along:[15,21],alpha:[33,82],alreadi:[21,33,34,49,60,74,76,78,84,92,106,109,110,116,122],alreali:115,also:[1,2,8,9,14,21,29,31,32,33,37,40,48,49,50,51,52,53,56,57,64,65,66,69,70,71,72,73,74,75,82,84,86,87,89,91,92,94,97,98,100,101,103,106,108,111,120,124,127,128,129],altern:[101,105],although:[31,68],altogeth:124,alwai:[4,8,9,21,28,33,61,79,85,110,116],amazon:[110,111,129],amazonaw:110,amazonec2fullaccess:110,amazonelasticfilesystemfullaccess:110,amazonroute53domainsfullaccess:110,amazonroute53fullaccess:110,amazons3fullaccess:110,amazonvpcfullaccess:110,ambigu:75,amd64:110,amd:64,amend:99,among:[21,110],amort:68,amount:[21,106],analys:[57,71],analysi:[71,105,106],analyz:[57,129],ancestor:[72,74],andd:110,andrew:57,android:[122,123],android_abi:120,android_api:120,android_arm_neon:120,android_native_api_level:120,android_standalone_toolchain:120,android_toolchain:120,ani:[1,2,8,9,13,21,23,29,33,34,39,41,42,43,45,48,49,55,57,61,66,68,69,74,75,76,78,79,81,82,88,91,98,101,102,106,110,112,122,129],annoi:109,announc:48,anoth:[2,8,13,28,29,31,32,42,49,60,66,74,84,86,87,88,98,110,116],anroid_arm_mod:120,ans:110,answer:[43,49,99,110],anymor:68,anyth:[13,66,75,110],anytim:51,anywai:[105,120],apach:59,apart:21,api:[14,18,28,29,31,33,39,40,42,43,44,46,50,51,53,65,70,71,80,83,89,90,91,94,100,101,105,106,108,110,119,120,121,122,124,125,127,129],api_shar:33,api_test:33,api_trainer_config_helpers_lay:97,apiserv:110,apivers:[110,111],app:121,appar:31,appear:[43,49,52,87],appel:57,append:[2,21,28,31,44,66,74,75,97,99,100,108],append_backward:[23,31,67,105],append_batch_s:21,append_gradient_machin:28,append_op:[56,74],append_oper:74,appl:121,appleyard:106,appli:[8,21,51,52,68,71,84,97,100,129],applic:[25,43,48,49,52,74,80,99,101,105,106,108,110,111,124],applyl1:37,appoint:101,appreci:99,approach:[8,68,69,70,76,77,78,82,120,122,124],appropri:76,approxim:[20,69],apt:[92,105],arang:21,arbitrari:[8,61,76,102],arch:120,architectur:[48,91,108,120,121,126],archiv:[14,62,63],area:51,arg:[2,7,9,25,31,53,67,86,101,115,127,128,129],arg_nam:8,argu:73,argument:[2,4,8,13,15,25,31,32,37,38,67,70,73,74,79,91,97,99,100,116,117,126,127,128],argv:128,arithmet:48,arm64:[120,121],arm64_standalone_toolchain:120,arm:[48,120,121,122],arm_standalone_toolchain:120,armeabi:120,armv7:[48,121],armv8:48,arn:110,around:[2,8,41,57,74,110,124],arrai:[4,6,8,13,15,21,28,39,43,52,66,72,74,75,80,89,101,128],arrang:89,array_to_lod_tensor:57,arrow:51,articl:[49,52,98,108,111,122],artifact:[83,94,110],artifici:[20,57,127],arxiv:[9,20,51,127],as_row_vector:8,as_step_input:32,asgd:69,ask:[31,34,41,98],assgin:57,assign:[7,8,31,38,43,48,68,77,102,108,110,116,124],assignmemt:57,associ:[70,81,102],assum:[7,8,21,32,60,76,92,97,118,126],assumpt:76,assur:1,ast:43,astyp:[75,101,127],asyc:34,async:[34,115],async_count:116,async_lagged_grad_discard_ratio:116,async_lagged_ratio_default:[115,116],async_lagged_ratio_min:[115,116],asynchron:[34,68,71,108,116],atom:77,att_seq:9,attach:9,attend:9,attended_sequ:9,attenion:9,attent:[8,9],attr1:8,attr2:8,attr:[6,8,9,21,32,43,53,56,60,72,73,74,86,97,101],attr_map:86,attrdesc:72,attribu:60,attribut:[2,8,9,21,27,31,32,56,72,78,80,84,86,89,100,101,126],attributemap:101,attrproto:86,attrtyp:[72,86,101],attrvalu:86,auc:[44,115],aucvalidationlay:116,authent:110,author:[46,110,128],auto:[32,37,60,62,73,77,80,84,88,89,91,99,100,101,102,106],autom:[108,110],automat:[8,29,31,39,50,67,76,78,80,86,91,97,99,100,101,105,109,110,115,116,121],avail:[34,39,48,49,57,78,79,94,110,124],averag:[7,8,11,21,28,38,116,128,129],average_test_period:[115,116],avg:[106,129],avg_cost:107,avg_x:21,avgcost:129,avgpool:[8,129],avoid:[30,32,34,56,60,68,69,70,76,91,106],avx2:91,avx:[91,92],awai:49,await:111,awar:[29,43,44,65,74,98,105,110],awk:112,aws:46,aws_account_id:110,awsaccountid:110,awskeymanagementservicepowerus:110,axes:21,axi:[8,21],axis:8,aync:78,b2t:126,b363:111,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:111,ba5f:110,back:[2,8,21,28,31,34,48,51,69,76,92,101],background:[7,8,82,108],background_id:[7,8],backpropag:[30,31],backward:[5,8,9,26,30,32,37,39,51,58,59,67,69,70,73,81,82,97,100,107,116,118],backward_first:97,backward_op:30,backwardactiv:100,bag:129,baidu:[49,111,126],baik:126,bake:76,balanc:[68,78,110,116,127],bandwidth:[48,68],bare:[111,124],barrier:[108,116],barrierstatset:106,basci:53,base:[7,8,11,13,14,18,20,21,23,26,29,38,44,48,49,55,60,64,67,68,69,71,76,80,81,82,87,89,97,98,100,101,105,106,107,110,116,120,121,126,127,129],baseactiv:9,baseev:28,basematrix:100,basenam:7,basepoolingtyp:[8,9],basestr:[6,7,8,9,11,28],bash:[91,92,98,108,110,111],basic:[2,8,28,53,60,71,72,76,80,81,89,100,129],batch:[2,8,9,13,15,18,21,28,29,32,34,36,37,44,45,49,51,54,64,65,66,68,69,89,99,100,110,111,116,127,128,129],batch_0:128,batch_id:[28,51],batch_im:51,batch_images_from_tar:15,batch_label:51,batch_norm:51,batch_norm_lay:9,batch_norm_typ:8,batch_read:[36,75],batch_siz:[2,13,51,58,66,126,127,129],batch_szi:51,batch_z:51,batchnorm:[21,51],batchsiz:[8,100],bazel:33,bbbbb:36,bbox:7,bcd:8,bcebo:14,bcm2708:122,bdist_wheel:83,beacus:53,beam:[8,97,116],beam_gen:[8,97],beam_search:[28,66,97],beam_siz:[8,66,97,115,116,118],becaus:[4,7,8,14,29,32,33,34,39,48,66,70,74,75,82,84,85,88,89,90,97,98,100,102,105,110,118,120,129],becom:[77,78,84,87,106],been:[2,8,9,21,31,33,38,49,98,99,129],befor:[4,8,9,31,34,41,47,52,64,69,70,71,75,82,91,92,99,101,105,110,120,121,124],begin:[4,7,8,18,31,37,39,44,47,52,66,68,100,108],beginiter:[28,29],beginn:97,beginpass:[28,29],begintrain:29,behavior:106,behind:[49,89],being:[31,41,49,73,75,102,105,127],belong:[7,8,76,84],below:[2,32,34,39,48,49,61,70,75,76,78,82,89,90,91,94,97,100,106,108,110,120,121,127,129],benchmark:61,benefit:[9,41,42,66],bengio:20,besid:[1,8,14,57,64,68,76,94],best:[33,60,92,98,116,129],besteffort:111,beta1:[10,23],beta2:[10,23],beta:[51,128],better:[9,33,49,57,60,66,88,110,121,124,127],between:[7,8,15,21,28,31,33,34,39,48,49,60,63,68,70,76,78,79,81,84,92,101,102,110,127,129],bgr:[15,128],bi_gru:9,bi_lstm:9,bia:[8,9,21,66,74,97,100,128],bias:[8,21,100],bias_attr:[8,9,21,74,97],bias_initi:21,bias_param_attr:9,biases_:100,biasparameter_:100,biassiz:100,bidi:111,bidirect:[8,9,97],big:[43,57,78,106,124],bigger:34,bilinear:8,bilinear_interpol:8,bilinearfwdbwd:106,bin:[92,108,110,111],binari:[2,7,8,13,21,33,42,48,51,61,76,91,93,94,98,105,106,110,126,129],bind:[43,48,50,84,87],bit:[48,49,129],bitcod:121,bla:[92,121],black:[51,121],blank:[8,110,121],block0:57,block1:57,block2:57,block:[8,31,35,37,39,43,44,45,49,55,57,64,65,67,76,77,78,87,100,101,102,106,116,128],block_i:8,block_id:[43,45],block_x:8,blockdesc:[32,52,74,80],blockdescbind:55,blockingcount:77,blueprint:66,bn_bias_attr:9,bn_layer_attr:9,bn_param_attr:9,book:[14,80,97,103,107,125],bool:[2,6,7,8,9,10,11,13,15,21,28,32,48,54,56,58,59,60,73,74,85,86,89,90,100,116,118,129],boost:[64,87],boot:[8,97,124],boot_bia:8,boot_bias_active_typ:8,boot_lay:97,boot_stat:89,boot_with_const_id:8,bootstrapp:124,borrow:[51,89],bos_id:[8,97],both:[5,6,8,9,15,21,29,32,33,34,41,48,49,51,55,57,64,66,68,71,73,76,78,85,87,97,100,101,102,103,106,108,110,121,127,128,129],bottl:68,bottleneck:[71,106,128],bottom:28,bound:[8,57],boundari:76,boundri:7,bow:129,box:[8,51,106],brace:[32,52],brain:41,branch:[8,21,29,32,33,49,54,72,76,83,94,99,101,103],breadth:116,break_if:89,brief:[33,39,48,87,102],briefli:106,bring:[49,57,102],broadcast:[21,34,68,80,124],broken:99,browser:[92,103,105,110],bsd:[68,98],bucket_nam:110,buddy_alloc:99,buf:37,buf_siz:13,buffer:[2,13,37,60,61,69,75,84,107,116],buffer_s:13,buffered_read:75,bufsiz:13,bug:[99,110],build:[8,14,33,42,52,53,57,59,69,76,82,83,86,92,94,95,99,101,105,108,110,113,114,116,123,126,128,129],build_android:120,build_dict:14,build_model:51,builder:99,buildtool:83,built:[33,43,48,49,57,64,68,76,86,89,91,94,98,105,120,122,124,127],bunch:[61,106,108,129],button:[99,103,110],c11:62,c703c041:99,c99:63,c99e:110,cach:[48,76,91,129],cache_pass_in_mem:[2,129],cachetyp:[2,129],cacul:[9,44,108],caff:[32,49],caffe2:[32,43,49],calc_batch_s:2,calcul:[2,7,8,9,18,21,30,31,34,39,44,48,57,77,92,97,100,106,108,116,118,127],calcut:57,calendar:71,call:[2,7,8,9,13,21,28,29,30,31,32,37,38,39,40,42,43,49,51,52,57,65,66,67,71,74,76,80,81,84,86,87,89,95,97,98,100,101,102,105,106,108,110,116,128,129],callabl:[2,6,8,13,14],callback:100,caller:[30,105,110],can:[1,2,4,6,7,8,9,13,14,15,21,25,28,29,30,31,32,33,34,37,38,41,42,43,45,48,49,50,51,52,53,55,56,57,60,64,65,66,67,68,69,71,72,73,74,75,76,78,79,80,81,82,86,87,88,89,91,92,93,94,95,97,98,99,100,101,102,103,105,106,108,109,110,111,112,115,116,118,120,121,122,124,126,127,128,129],can_over_batch_s:2,cancel:41,candid:[8,66],candidate_activ:21,cannot:[79,80,84,89,100,101],cantain:53,capabl:[48,70,80],capac:[82,110],capi:[62,91],capi_prvi:63,caption:66,captur:[8,109],card:[68,108],care:[9,42,57,75,87,92,115,116,124],carefulli:[116,128],caret:28,carpedm20:51,carri:21,cast:[48,88],cast_to_op_attr:86,cat:[13,15,92,112,128],categori:[8,14,34,129],categorig:14,categoryfil:111,caus:[34,47,94,101],caution:[110,111],cbla:58,cc_:33,cc_binari:33,cc_test:33,cclient:40,cde:8,cdn:14,cduadevicecontext:[64,87],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:[91,94,95,124],central:82,ceph:[13,36,111],cephf:[36,42,46],certain:[1,21,56,57,64,67,71,84,87,115],certif:[29,46,110],cffi:62,cfg:[57,111],cgo:62,chain:[13,31,52,100],challeng:[8,34,49,54,87],chanc:[29,48,100,129],chang:[8,14,33,38,42,49,60,70,72,75,81,83,84,91,97,99,100,101,102,106,108,110,116,120,129],changes:60,channel:[8,9,15,21,43,106,128],channel_shar:8,channl:128,chapter:[65,66],chapter_data:65,chapter_out:65,charact:129,characterist:118,check:[2,13,31,32,33,60,73,80,91,94,99,101,103,108,110,116,118],check_align:13,check_attr:86,check_eq:100,check_fail_continu:2,check_grad:[30,101],check_l:100,check_output:101,check_sparse_distribution_batch:[115,116],check_sparse_distribution_in_pserv:[115,116],check_sparse_distribution_ratio:[115,116],check_sparse_distribution_unbalance_degre:[115,116],check_styl:99,checker:80,checkgrad:116,checkgrad_ep:116,checkmark:124,checkout:99,checkpoint:[73,78],checksum:46,child:32,china:92,chines:103,chip:49,chmod:110,choic:[33,49,92],choos:[56,91,92,93,98,116,120,129],chosen:[1,51,64],chunk:[38,46,127],chunk_schem:7,chunktyp:7,chw:15,cifar:127,circl:52,circumst:87,claim:110,claimnam:110,clang:[48,62,99,120],clarifi:7,clariti:66,classdim:21,classfic:128,classic:[8,57],classif:[2,4,8,20,52,118,128,129],classifi:[8,51,127,128,129],classification_cost:[76,129],classification_error_evalu:[7,127,129],classification_evalu:7,claster:110,clean:[4,32,33,45,70,80,91,98,99],clear:[7,33,66,70,84,122],clearer:[70,74],clearli:[84,88],cli:110,click:[94,99,103,105,106,110],client:[37,40,80],clip:[6,9,116,129],clock:8,clone:[8,91,98,99,103,105,120,122],close:[2,75,79,99],cloud:[33,34,42,46,47,79,80,124],cloud_read:13,cls:129,cludform:110,cluster:[13,28,29,32,34,39,76,79,111,115,116,129],cluster_test_fil:108,cluster_train:109,cluster_train_fil:108,cluster_train_v2:[109,112],cm469:110,cmake:[63,91,98,99,100,101,103,105,106,120,121],cmake_build_typ:[105,120,121,122],cmake_c:121,cmake_install_prefix:120,cmake_system_nam:[120,121,122],cmakelist:[33,58,59,100],cmatrix:[62,63],cmd:111,cname:110,cnn:[8,21,111,128,129],coars:50,code:[2,4,8,13,29,31,33,41,45,48,49,50,51,52,56,61,64,67,69,70,71,73,75,76,78,80,81,82,86,89,91,92,94,95,97,98,100,101,102,103,104,106,108,110,111,127,129],codebas:[80,99],coeff:8,collabor:34,collect:[8,14,28,71],collectbia:100,color:[15,128],colour:14,column:[7,8,21,52,75,79,100,105,126],column_evalu:7,com:[8,9,14,33,51,83,91,98,99,103,105,107,110,111,120,122,124,128],combin:[7,8,9,13,23,28,57,67,80,84,127],come:[44,57,72,76,89],comma:[25,28,39,116,126],command:[1,4,13,25,33,37,42,47,91,92,94,95,98,99,100,101,103,104,105,106,109,110,111,112,113,114,120,121,122,126,127,128],commandlin:106,commenc:129,comment:[21,33,53,86,99,101,129],commit:[33,99],common:[15,20,23,26,36,82,87,97,100,115],commonli:[47,82,97,105,106,118,122],commun:[34,39,40,68,76,78,99,100,108,110],compani:49,compar:[30,33,43,80,98,100,101,127,129],comparison:[33,49],compat:[2,48,50,68],competit:127,compil:[8,33,53,55,57,64,68,76,81,85,86,90,98,100,103,108],complaint:33,complet:[4,8,9,14,21,23,28,31,32,34,38,39,46,52,61,64,80,93,100,101,102,105,110,111,124,129],complex:[1,2,9,41,57,66,80,97,106,129],complic:[8,50,75,76,88,89],compon:[53,76,89,100],compos:[13,29,50,53,65,74,80,127],composenotalign:13,composit:50,compress:38,compris:31,compromis:98,comput:[8,9,21,25,29,30,34,45,48,49,53,57,61,64,67,68,69,71,76,78,79,81,84,87,88,90,92,97,98,99,100,101,105,106,107,108,110,118,120,121,122,129],computation:[8,97],computationgraph:53,con:68,concat:[51,97],concaten:[8,9,21,51,65,89],concentr:80,concept:[2,7,29,43,49,50,51,53,60,65,66,69,70,72,79,84,89,90,97],conceptu:[45,49,51,53],concern:[29,44,121],concis:[51,89],conckerneltrac:25,conclud:101,concret:[80,87,101],concurr:[34,41,49,71,78,108],concurrentremoteparameterupdat:116,cond:[21,32,49,54,72],condit:[8,21,38,49,54,60,76,97,111],condtion:51,conduct:106,conf:[4,8,109,126,127,128],conf_paddle_gradient_num:110,conf_paddle_n:110,conf_paddle_port:110,conf_paddle_ports_num:110,conf_paddle_ports_num_spars:110,confer:20,confid:8,confidence_threshold:8,config:[2,6,8,25,36,47,66,100,110,111,115,116,124,126,127,128,129],config_:[37,116],config_arg:[115,116,118,128,129],config_bas:[7,8,28],config_lay:100,config_len:39,config_pars:[4,58,59,100],config_proto:39,configur:[0,1,2,4,8,21,28,31,37,39,41,42,49,53,56,74,78,87,88,95,96,98,99,100,101,102,106,108,116,120,122,124,126,128],confirm:47,conflict:[84,99],confus:[15,51,56],congest:116,conll:14,connect:[1,9,21,42,43,76,78,100,108,110,111,124,127,128,129],connectionist:8,consequ:[8,9],consid:[7,8,20,31,73,87,98,106,118,124],consider:[2,8,9,64],consist:[7,8,14,15,21,38,61,72,75,80,81,86,101,128,129],consol:[106,110],consolid:[32,103],constant:[8,20,21,53,55,56,64,79,100,101],constantiniti:21,constraint:[76,84],construct:[2,4,7,21,29,45,53,57,65,74,80,84,86,90,97],constructbackwardgraph:52,constructoptimizationgraph:52,constructor:[21,48,71,74,80,84,86,100,101],consum:[34,105],consumpt:57,contact:41,contain:[2,7,8,9,11,13,14,15,21,28,29,31,32,38,45,51,53,60,61,64,70,71,74,79,80,81,84,85,86,89,90,93,94,97,98,101,108,110,112,121,128,129],container:108,containerport:110,content:[39,47,61,66,103,111],content_dir:103,content_len:39,context:[8,9,14,60,84,85,87,97,101,102,107,126,129],context_attr:9,context_len:[8,9,129],context_proj_layer_nam:9,context_proj_param_attr:9,context_project:9,context_start:[8,9,129],contin:110,continu:[2,7,31,34,61,108,116,120],contrast:8,contrib:82,contribut:[82,98,104],contributor:80,control:[6,32,43,79,110,111,116,124],controlflowgraph:57,conv2d:51,conv:[9,51,60,88],conv_act:[9,22],conv_batchnorm_drop_r:[9,22],conv_bias_attr:9,conv_filter_s:[9,22],conv_fwd:60,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:[29,31,53,67,86],convent:[31,39,99,101],converg:[109,127],convers:[48,49,76],convert:[2,4,14,21,36,48,49,60,75,77,81,126,128,129],convlay:8,convlution2d:21,convolut:[8,9,13,21,22,51,64,74,87,127,128],convolution2d:21,convolution_algorithm_opt:60,convoper:8,convproject:8,convtranslay:8,convtransproject:8,cool:[2,99],coordin:[34,39],copi:[28,29,38,41,47,52,65,66,68,69,89,91,99,108,110,112,127],copy_shared_paramet:127,copytonumpymat:127,core:[2,6,18,21,31,53,56,63,69,70,89,98,107,116],coreo:[110,124],corespond:21,corner:80,corpu:14,correct:[2,8,21,30,31,48,68,100,101,110],correctli:[7,13,31,48,51,100,127],corresond:48,correspend:21,correspoind:29,correspond:[2,4,8,21,26,29,31,32,33,48,53,54,60,64,65,66,74,79,80,81,82,86,87,100,101,102,105,121],correspondingli:121,corss_entropi:29,cortex:48,cos:[8,86],cosin:[8,21,86],cosineop:86,cosineopproto:86,cosineopprotomak:86,cost:[4,21,28,29,31,52,67,68,72,73,76,79,88,107,116,127,129],cost_id:8,cost_np:73,cost_val:76,could:[2,4,8,13,28,29,30,38,43,48,49,65,67,69,70,72,74,75,76,77,78,81,98,105,106,109,110,120,129],count:[7,34,42,44,73,75,106,108,111,116,118,126],counter:[25,34,38,52,77],cours:[7,42,64,98],covari:8,cover:[49,102],cp27:94,cp27m:[83,94],cp27mu:[83,94],cpickl:128,cpp:[30,37,50,58,59,62,63,70,78,80,90,100,106,129],cprofil:105,cprofilev:105,cpu:[1,2,6,8,30,42,48,56,64,69,70,71,76,79,80,82,83,87,88,91,92,98,101,102,105,106,107,111,116,127],cpu_avx_mkl:[92,94],cpu_avx_openbla:[94,95],cpu_kernel:56,cpu_ns_:71,cpu_per_p:79,cpu_per_train:79,cpudevicecontext:[64,87,101],cpuelapsedu:71,cpuengin:59,cpuinfo:92,cpuplac:[56,60,64,87,101,102,107],cpusparsematrix:63,crash:[34,106,109,116],creat:[4,6,8,13,18,21,28,29,30,32,34,39,43,44,45,46,47,48,49,50,51,52,60,64,65,67,68,69,70,74,77,81,82,92,95,98,99,100,101,103,108,112,116,120,124,126,127],create_backward_pass:67,create_bias_paramet:100,create_block:74,create_cloud_job:79,create_doc_str:86,create_input_paramet:100,create_local_scop:45,create_oper:50,create_optimization_pass:[23,67],create_paramet:74,create_python_ops_creatation_funct:86,create_rnn:32,create_rnn_op:65,create_st:18,create_tmp_var:74,create_tmp_vari:74,create_var:74,create_whileloop:89,createargu:127,createfromconfigproto:[4,127],creategradientoper:81,creatememori:60,createop:86,createoper:32,createprimitivedesc:60,createstack:110,createvari:32,creation:[50,110],creationd:110,creator:[13,14,36,80,81],creator_:81,credenti:47,credit:127,crf:[87,88],critic:[51,105],crlf:99,crop:[15,87,128],crop_grad:87,crop_siz:[15,128],crope:15,cropgradkernel:87,cropkernel:87,cross:[8,21,74,101,129],cross_compil:122,cross_entropi:[8,29,51,57,79,88,127],cross_entropy_with_selfnorm:8,crt:46,csc:100,csr:100,csv:25,ctc:7,ctc_evalu:7,ctest:[91,98,101],ctor:74,ctrl:[98,109],ctx:[60,101,102],cubla:64,cublas_handle_:87,cublashandle_t:87,cuda7:[94,95],cuda8:[91,92,94],cuda:[25,33,49,64,71,80,87,92,94,98,101,106,108,116],cuda_dir:[115,116],cuda_fp16:48,cuda_profil:25,cuda_so:92,cudaconfigurecal:106,cudadevicecontext:[64,87,101],cudadevicegetattribut:106,cudaelapsedu:71,cudaevent_t:71,cudaeventcr:106,cudaeventcreatewithflag:106,cudafre:106,cudagetdevic:106,cudagetdevicecount:106,cudagetdeviceproperti:106,cudagetlasterror:106,cudahostalloc:106,cudalaunch:106,cudamalloc:106,cudamemcpi:106,cudaplac:[64,87,88],cudaprofilerstart:106,cudaprofilerstop:106,cudaruntimegetvers:106,cudasetdevic:106,cudasetupargu:106,cudastream_t:87,cudastreamcr:106,cudastreamcreatewithflag:106,cudastreamsynchron:106,cudeviceget:106,cudevicegetattribut:106,cudevicegetcount:106,cudevicegetnam:106,cudevicetotalmem:106,cudnn:[8,11,33,56,60,64,87,116],cudnn_batch_norm:8,cudnn_conv:8,cudnn_conv_workspace_limit_in_mb:[115,116],cudnn_convt:8,cudnn_dir:[115,116],cudnn_kernel:56,cudnnavginclpadpool:8,cudnnavgpool:8,cudnnv5:91,cudrivergetvers:106,cuinit:106,cumtim:105,cumul:8,cur_mem:66,curl:110,curli:[32,52],current:[2,8,21,31,32,33,34,37,39,43,44,49,56,64,65,66,69,70,71,74,78,79,84,88,89,92,94,97,98,100,103,109,110,116,121,125,129],current_block:[72,74],current_oper:72,current_word:97,currentcost:129,currentev:129,curv:29,custom:[1,2,23,29,42,48,51,66,69,80,100,110],custom_batch_read:75,cut:[13,78,89],cut_lin:13,cutoff:14,cv2:15,cxx:121,cxx_compil:[120,121,122],cxx_flag:121,cxxabi_1:94,cycl:34,cyclic:8,cython:62,d3e0:110,d_b0:51,d_b1:51,d_b2:51,d_block:51,d_f:51,d_g:51,d_h0:51,d_h0_bn:51,d_h0_relu:51,d_h1:51,d_h1_bn:51,d_h1_relu:51,d_h2:51,d_loss:51,d_loss_fak:51,d_loss_real:51,d_optim:51,d_step:51,d_t:51,d_w0:51,d_w1:51,d_w2:51,daili:99,dalla:2,dandroid_abi:120,dandroid_arm_mod:120,dandroid_arm_neon:120,dandroid_standalone_toolchain:120,danger:2,dangl:98,darwin:110,dash:51,dat:36,data:[0,1,2,4,7,14,15,18,28,29,30,32,36,37,38,44,46,48,49,51,52,53,55,56,57,60,61,64,65,66,67,68,69,70,72,74,78,79,80,82,84,85,86,87,88,89,90,95,97,100,101,102,106,107,108,112,113,115,116,118,128],data_batch_gen:127,data_dir:126,data_fil:15,data_i:51,data_initialz:129,data_lay:[2,37,127,129],data_layout:21,data_read:[13,75],data_reader_creator_random_imag:75,data_shar:89,data_sourc:127,data_typ:[13,14,61,85,88,90,95,97],data_type_:[56,64,88],data_x:51,databas:14,datacent:[36,47],datacenter1:36,datacenter2:36,datacenter_1:36,datacenter_2:36,datacenter_nam:36,datadim:8,datafeed:[16,107],dataflow:53,dataflow_analysi:57,dataprovid:1,dataprovider_bow:129,dataprovider_emb:129,dataproviderconvert:4,datasci:8,dataset:[0,2,21,36,42,69,75,95,97,105,116,126,128,129],dataset_nam:15,datatransformationfn:88,datatyp:[14,18,21,56,60,85,88,90],date:108,dcgan:[51,127],dcmake_install_prefix:[120,121,122],dcmake_system_nam:[120,121,122],dcuda_arch_nam:91,dcudnn_root:91,ddim:[64,87,102],dead:34,deal:[31,124,127],debug:[2,30,31,47,49,76,92,99,105],debug_str:53,decai:[10,23,26],decar:13,decayr:37,decent:38,decid:[29,41,51,61,69,81,82,85,125],declar:[21,32,51,65],decod:[8,9,97],decoder_boot:97,decoder_dim:66,decoder_group_nam:97,decoder_input:[66,97],decoder_mem:[66,97],decoder_prev:9,decoder_s:97,decoder_st:[9,97],deconv:[8,51],deconvolut:[8,21],decor:[2,13,100],decrement:77,decrementcount:77,decrypt:110,deduc:80,deep:[8,20,21,31,41,45,51,52,57,59,71,80,82,87,92,106,121,127,128,129],deeper:[92,128],deepspeech2:58,def:[2,8,13,29,30,31,36,42,44,50,51,53,56,57,65,66,67,74,75,86,89,97,100,101,127,128,129],def_block:51,defalut:[116,118],default_block:51,default_devic:118,default_main_program:[18,107],default_param_attr:74,default_st:89,default_startup_program:[18,107],default_valu:118,defaultdict:57,defaultinfervartyp:55,defect:70,defer:41,defferenct:2,defin:[1,2,8,9,13,20,23,26,28,29,31,32,33,34,41,43,48,49,50,51,53,56,57,64,65,68,72,74,75,77,78,80,84,86,87,89,97,100,102,105,107,108,109,116,126,127],define_py_data_sources2:[2,128,129],definit:[2,31,32,34,38,45,56,72,76,81,86,89,92,101,105,107,126,129],definiton:50,degener:21,degre:8,delai:[69,87,102,116],delar:129,delet:[42,46,99,125],deletestack:110,delimit:7,deliv:124,delta:[8,30],delv:[8,20],demand:[34,87],demo:[8,14,80,109,111,113,126,127,128,129],demolish:111,demonstr:[97,102,127],denot:[101,118,129],dens:[2,8,13,39,40,85,100,110,129],dense_arrai:13,dense_vector:[2,4,13,95],dense_vector_sequ:13,dep:33,depend:[32,33,34,42,53,68,73,76,78,85,92,98,101,108,118,120,121,122,124],dependent_var:73,deploi:[8,109,118,124],deploy:[53,61,80,108,109,110,121,124],deprec:8,depth:[32,49],dequeu:78,deriv:[5,29,54,67,120],desc:[32,60,61,74,86,89],desc_:32,descend:[21,89],descent:[8,34,69,108],descproto:61,describ:[29,31,32,33,38,43,45,56,60,61,65,66,70,72,74,80,85,86,88,90,100,101,102,110,111,127,129],describestack:110,describestackev:110,describestackresourc:110,descripotor:60,descript:[4,7,32,33,55,59,61,64,81,85,88,90,91,94,99,101,108,110,117],descriptor:[60,88],deseri:[28,61,70],deserializ:80,desgin:52,design:[2,8,13,20,31,37,56,57,62,69,71,82,101,124],desir:[13,34,69,110,111,126],destin:[39,47],destroi:[32,45],destruct:84,destructor:[71,100],det_output:7,detail:[2,4,6,7,8,9,10,21,30,31,38,42,47,49,51,53,57,60,61,64,65,71,74,76,79,82,84,87,89,90,91,95,97,98,100,101,102,103,105,106,109,110,111,117,118,122,124,126,127,128,129],detect:[55,91,99,120],detection_evalu:7,detection_output:7,determin:[2,8,13,21,32,57,64,80,100,127],dev:[80,92,98,105,120,124],dev_ctx:[32,60,71],devel:83,develop:[31,33,49,55,70,71,74,81,83,92,94,99,102,103,105,107,108,115,116,121,122],deverlop:116,deviat:[6,20],devic:[6,43,44,48,53,59,60,64,68,70,71,76,79,80,88,92,101,102,107,116,121],device_:71,device_context:[60,101],devicecontext:[32,64,71,101],deviceid:[59,118],deviceid_:59,deviceplac:87,devid:[8,116],devtools2:91,dhcp:124,diagnos:109,diagram:[65,108,128],diamond:51,dic:15,dict:[2,7,14,28,31,74,79,108,112,129],dict_fil:[7,129],dict_siz:[14,21,37,66],dictionai:129,dictionari:[2,7,8,14,28,29,30,74,79,118,128,129],did:[2,70,92],diff_mat:30,differ:[2,7,8,21,28,31,32,33,34,39,41,44,45,48,49,51,53,54,57,60,64,66,68,69,71,73,76,77,78,79,81,84,88,89,92,97,100,101,102,105,109,110,111,116,121,126,128,129],differenti:[50,101],difficult:[7,30,49,98],difficulti:20,dig:[92,106,110],digit:[2,8,108],digraph:53,dilat:[8,21,60],dilation_h:21,dilation_i:8,dilation_w:21,dim0:101,dim1:101,dim:[8,13,21,37,60,61,65,80,85,87,90,100,101,102,126,128,129],dim_:[87,102],dimens:[5,8,9,11,13,21,51,80,85,87,89,100,101,102,118,126,129],dimension:[2,8,21,97,100,102,127,129],dimenst:126,dimes:8,dios_arch:121,dios_enable_bitcod:121,dios_platform:121,dios_use_veclib_for_bla:121,dir:[120,128,129],direct:[8,9,15,49,57,69,105,128],directli:[1,2,9,20,23,26,33,40,42,48,56,70,76,86,89,93,109,111,120],director:101,directori:[1,8,33,36,41,46,47,87,91,92,98,102,103,106,108,109,111,112,116,120,121,122,125,128,129],diretcoti:128,dis_conf:127,dis_train:127,dis_training_machin:127,disabl:[2,71],disadvantag:[69,74],discard:[13,34,38,66,116],discount:8,discov:34,discoveri:110,discrep:106,discret:8,discrim:51,discrimin:127,discriminator_train:127,discuss:[29,32,38,39,40,60,76],disk:[61,98,111],dispatch:[70,76,108,109,116],displai:[42,47,99],dist:[83,91],dist_train:[29,42],distanc:[7,8],distibut:126,distinguish:[33,109,127],distribut:[8,20,32,38,39,40,41,43,44,49,68,78,79,80,90,94,104,109,111,113,114,124,127,129],distribute_test:[115,116],distributedli:100,disucss:29,div:21,divid:[8,10,31,44,86,90,105,115],diy_beam_search_prob_so:[115,116],django:103,dnn:[60,91],dns:110,do_forward_backward:75,doc:[4,13,53,65,89,101,102,103,108],doc_cn:103,dockefil:98,docker:[83,91,93,99,103,108,110,113,114,124],docker_build:29,docker_clust:[109,112],docker_push:29,dockerfil:[98,120,122],dockerhub:92,document:[2,4,8,9,30,46,49,52,65,66,71,76,80,91,98,99,101,102,104,108,118,121,129],documentari:2,doe:[2,4,9,34,38,39,41,42,43,45,48,53,57,65,70,74,76,78,80,81,82,94,98,100,101,102,106,107,129],doesn:[6,8,13,29,32,43,75,79,92,98,99,105,106,111,120,121],dog:128,doing:[37,41,52,76,106],domain:110,don:[9,29,33,50,52,57,75,91,92,98,99,101,103,110],done:[7,8,9,31,33,34,38,39,55,57,61,69,76,77,81,82,99,105,106,110,127],dot:[8,9,101,116,128],dot_period:[116,118,127],dotmuloper:8,dotmulproject:8,doubl:[2,21,48,52,71,76,88,91,101,116],down:[106,129],download:[14,33,34,37,41,46,91,92,94,108,121,124,127,129],dozen:33,draw:66,drive:84,driver:[92,108],drop:[2,8,9,21,66],drop_rat:6,dropout:[6,9,100,129],dropout_prob:21,dropout_r:8,drpi_arm_neon:122,drpi_toolchain:122,drwxr:111,dst:[39,60],dst_primitive_desc:60,dtoh:106,dtype:[4,18,21,53,74,107,128],due:[38,41,51,57,66,74,105],dummi:[28,38],dump:61,duplic:[21,78],durat:[38,106],dure:[1,2,8,9,21,26,31,32,34,38,41,42,44,49,57,68,69,71,80,100,101,110,115,116,124,129],durn:2,duse_eigen_for_bla:120,dwith_c_api:[63,120,121,122],dwith_gpu:[91,122],dwith_profil:106,dwith_python:[63,122],dwith_swig_pi:[63,120,121,122],dwith_test:[91,101,121],dwith_tim:106,dynam:[1,2,39,63,65,75,91,106,116],dynamic_cast:100,dynamic_recurrent_op:89,e2e:124,each:[1,2,4,7,8,9,11,13,14,18,21,28,30,31,33,34,37,38,39,41,42,43,44,45,49,52,55,57,60,64,65,66,68,70,71,73,74,75,76,78,80,81,84,85,86,87,88,89,97,100,105,108,109,110,116,118,124,126,128,129],each_feature_vector:5,each_pixel_str:2,each_time_step_output:5,each_word:2,eager:49,earli:[48,99,101],eas:[13,55,101,128],easi:[30,31,66,69,75,80,82,99,100,109,129],easier:[29,48,49,75,78,89,98,99,100],easili:[29,51,68,71,75,81,84,87],echo:92,edg:[15,57,79],edit:[7,92,98,110],editor:[74,98],edu:[14,110,111],eeoi3ezpr86c:110,effect:[2,8,28,91,110,116,121],effici:[1,2,8,61,75,76,87,97,98,100],effort:76,efg:8,efs:110,efs_dns_nam:110,efsvol:110,egd:57,eigen:[48,64,69,80,82,87,101,120,121],eigen_device_:87,eigen_test:102,eigen_use_gpu:101,eigenmatrix:102,eigenscalar:102,eigentensor:102,eigenvector:102,either:[8,9,13,21,28,29,51,54,55,65,69,76,82,93,106,121,129],elb:110,elbapis:110,elec:129,electr:57,electron:[111,129],elem_dim:8,elememt:8,element:[2,4,7,8,9,13,15,21,28,30,38,53,66,78,79,80,101,102,129],element_typ:39,elementari:80,elementwis:21,elif:[29,86],els:[29,37,42,49,51,54,55,56,57,76,78,84,86,91,92,98,100,101,128,129],elsewher:71,emac:98,email:99,emailweixu:33,emb1:37,emb2:37,emb:[111,129],embed:[29,32,37,55,66,78,85,89,97,108],embedding_lay:[37,129],embedding_nam:[8,97],embedding_s:[8,97],emphas:106,empir:8,emplace_back:100,emploi:[31,86,97],empti:[7,13,31,34,66,101],emul:48,enabl:[2,6,8,32,33,38,43,53,71,78,98,99,106,108,110,116,121],enable_grad_shar:[115,116],enable_parallel_vector:116,enableonstart:25,enc_proj:[9,97],enc_seq:9,enc_vec:97,encapsul:[39,79],encod:[9,38,66,97],encoded_proj:[9,97],encoded_sequ:[9,97],encoded_vector:97,encoder_ctx:66,encoder_ctx_expand:66,encoder_ctx_proj:66,encoder_dim:66,encoder_last:8,encoder_out_seq:66,encoder_s:97,encount:37,encourag:[45,76],encrypt:110,encrypt_decrypt:110,end2end:124,end:[2,7,8,28,31,32,53,57,66,70,71,75,84,94,97,98,99,116,126],end_pass:29,end_po:8,endforwardbackward:28,endian:61,endif:[64,71],enditer:[28,29],endpass:[28,29],endpoint:[13,36,110],endtrain:29,enforc:121,engin:[42,59,60,106],english:[2,8,103],enjoi:92,enough:[31,32,56,57,64,98],enqueu:78,ensembl:9,ensur:[2,34,60,68,84,92,94,98,100,121],enter:[32,45],enterpris:80,entir:[8,9,39,41,101],entiti:[7,32,84],entranc:45,entri:[13,21,38,42,55,98,99,100,110,120],entropi:[8,21,74,129],entry_point:42,enueu:78,enumer:[5,64,129],env:[103,105,110],environ:[29,79,91,94,98,99,105,106,108,110,111,115,116,121,127],environmenterror:108,eos_id:[8,97],epoch:51,epsilon:[8,10,21,23],equal:[8,9,21,34,89,101,116],equat:[7,8,9,10,21,57,101],equilibrium:127,equip:97,equival:[29,32,43,49,54,86,124],error:[6,7,8,9,21,29,30,38,47,48,49,60,84,100,101,109,110,116,128,129],error_clipping_threshold:6,especi:[2,8,9,59,98],essenc:[29,31],essenti:[8,29,45,48,102],establish:43,estim:[8,29,69,78],eta:111,etc:[7,13,21,32,44,60,68,69,75,76,84,91,108,110,115,118,124],etcd:[13,28,34,38,39,41],etcd_addr:39,etcd_endpoint:13,eth0:110,euclidean:8,eval:[7,18,32,44,51,79,80,129],eval_program:[18,44],eval_result:44,evalu:[1,8,16,27,28,41,53,73,76,79,106,107,129],evaluate_difficult:7,even:[29,48,49,68,74,75,98,99,106,116,121],evenli:[39,110],event:111,event_:71,event_block:71,event_handl:[28,29],eventkind:71,eventlist:71,eventu:[76,89],everi:[1,2,7,8,9,13,18,29,34,38,39,41,44,52,53,55,57,60,64,65,68,74,78,84,86,88,97,99,100,101,102,107,108,112,116,129],everyon:99,everyth:[51,76,78,120],everywher:98,evid:70,evolv:49,exactli:[2,8,9,110],exampl:[1,2,7,8,9,13,14,15,21,28,32,42,44,47,49,50,51,52,53,55,57,60,64,65,66,70,71,72,74,75,78,80,81,82,85,87,88,89,97,98,99,100,101,102,105,106,107,108,110,111,115,116,118,122,128,129],example_read:13,exceed:8,except:[2,8,14,41,43,49,52,71,89,118,126],excess:57,exchang:70,exclud:8,exclude_mod:8,exclude_param:28,excluded_chunk_typ:7,exconv:8,exconvt:8,exdb:14,exe:107,exec:116,execut:[8,33,34,38,42,43,44,45,51,53,57,60,68,71,79,81,98,100,105,106,110],executioncontext:[60,101,102],executor:[16,18,43,44,48,49,51,67,72,88,105,107],exist:[29,32,34,47,49,66,74,75,79,81,86,87,89,94,98,100,102,110,116,121],exit:[39,47,111,116],exp:21,expand:[21,66,92,100],expand_a:8,expand_level:8,expandconvlay:8,expans:8,expect:[8,88,106],expect_kernel_typ:88,expected_desc:60,experi:[61,118],experienc:99,expert:33,expir:34,explain:[2,7,21,34,43,49,50,52,99,105,108,127],explan:[8,30,42,43,76,84,129],explicit:[71,89,100],explicitli:[2,29,45,76,79,101,102,121],explor:[8,66,82],expon:8,exponenti:5,expos:[31,40,60,61,87,89,110],express:[29,44,53,57,78,101,110],extend:[7,69,78,89],extens:[41,66,78,101,120],extent:63,extern:[2,33,59,62,63,80],external_librari:33,extingrad_:59,extinval_:59,extoutgrad_:59,extoutval_:59,extra:[6,8,9,76,82,87,124],extra_lay:28,extraattr:[6,118],extraattribut:8,extraattributenon:8,extract:[7,8,49,70,76,101,110],extract_fea_c:128,extract_fea_pi:128,extract_para:126,extralayerattribut:[6,9],extralayeroutput:9,extrem:[8,43,49,106],extremli:1,f120da72:111,f7e3:110,fa0wx:111,fabric:108,face:[33,82],fact:[21,43,49,68,72,74,128],factor:[6,10,21],factor_s:8,factori:62,fail:[2,34,38,66,79,101,111,116,118],failur:[34,39,101],fake:[51,127],fake_imag:75,faked_imag:51,fall:[48,73],falloc:46,fals:[2,6,7,8,9,10,13,21,22,23,30,31,32,49,54,56,58,65,72,73,75,85,90,95,97,100,101,108,111,116,118,126,129],false_block:[32,54,72],false_label:75,false_neg:44,false_posit:44,false_read:75,familiar:2,fan_in:20,fan_out:20,fanscin:2,fantast:129,far:89,fascinatingli:1,fashion:76,fast:[8,38,49,106],faster:[8,9,26,34,49,92,97,106],fastest:49,fastli:99,fat:121,father:31,fault:[28,38,80,91],favorit:98,fbd1f2bb71f4:111,fc1:[53,79,100,118],fc1_bia:53,fc1_weight:53,fc2:[53,79,118],fc3:[53,118],fc4:118,fc8a365:110,fc8a:110,fc_act:9,fc_attr:9,fc_bias_attr:9,fc_layer:[74,86,100,118,129],fc_layer_nam:9,fc_mat:28,fc_op:86,fc_out:32,fc_output:86,fc_param_attr:9,fc_without_b:32,fclayer:100,fcop:50,fea:128,fea_output:128,feasibl:69,featur:[2,5,8,13,14,21,31,48,53,68,71,76,99,116,129],feed:[9,28,29,52,65,76,79,82,107],feed_dict:[51,79],feed_list:107,feeder:[13,107],feedforward:20,feel:99,festiv:2,fetch:[14,34,37,73,76,97,100,107],fetch_list:107,fetch_op:73,few:[2,33,34,57,69,75,76,85,98],fewer:[8,21,74],fg0:8,field1:28,field2:28,field:[8,28,32,53,55,61,73,81,85,86,106,110],fifth:52,figur:[29,33,49,51,59,65,71,74,76,78,97,100,106,126,127,128],file:[1,2,4,7,8,13,14,15,25,28,29,31,33,34,36,38,39,41,42,46,47,49,53,61,63,75,76,80,87,90,92,94,95,97,98,99,100,101,102,107,108,109,112,116,120,121,122,124,126,128],file_list:2,file_nam:[2,128,129],file_typ:13,filenam:[2,15,36,74,105],fileoffset:46,filesystem:[41,42,46,76,110],fill:[8,34,38,49,64,74,110,129],fill_zero_grad:80,fill_zeros_like_op:31,filter:[8,9,21,60,128],filter_s:[8,9,21,22],filter_size_h:21,filter_size_i:8,filter_size_w:21,filter_strid:21,find:[8,21,32,34,41,48,53,60,66,84,91,94,106,112,120,121],find_var:30,findmemori:60,findop:32,findprimit:60,findprimitivedesc:60,findvar:[32,84],fine:[6,38,50],fingerprint:110,finish:[2,34,38,41,42,45,57,68,86,91,108,109,110,111],finit:100,finnal:92,first:[2,8,21,28,29,31,32,34,38,41,42,43,45,47,49,51,52,53,60,65,66,72,73,74,76,80,85,86,87,89,91,97,98,99,100,101,102,106,110,116,118,124,126,127,128,129],first_seq:97,firstli:[7,8],firstn:13,firstseen:111,fit:[1,14,48,56,57,61,66,80],five:[72,106,129],fix:[2,6,8,57,62,76,99,105],flag:[8,14,21,58,59,71,99,101,103,116,127],flatten0:53,flatten:[21,53,72,74,102],flexibl:[1,8,9,29,39,49,52,56,65,66,69,75,76,87,89,97],flip:15,flist:108,fliud:43,float16_t:48,float32:[4,13,21,48,50,51,74,75,101,107,127,128],float_16:21,float_to_half_rn:48,floor:8,flow:[21,32,43,65,71,83],fluid:[0,18,20,21,22,23,25,26,31,45,64,71,87,88,105],fly:[31,129],fnt03:110,focu:[2,53,105,106],focus:101,folder:[33,36,42,47,110],follow:[1,2,7,8,9,10,13,15,21,28,29,30,31,32,33,34,38,42,43,45,48,49,50,51,52,53,54,55,57,60,64,65,66,68,69,71,72,73,74,75,76,78,80,81,82,84,85,86,87,88,89,91,92,94,95,97,98,99,100,101,102,103,105,106,107,110,111,112,113,114,118,120,121,122,124,126,127,128,129],fool:127,forbid:29,forc:[68,74,88],force_cpu:56,force_cudnn:56,force_load:62,forest:32,forget:[10,21,29],forget_bia:21,fork:[8,99],form:[1,2,8,9,21,44,94,106],formalis:88,format:[1,2,7,13,14,15,21,25,28,30,38,48,49,64,66,89,95,99,100,101,102,108,110,116,126],former:[29,33,49,57,69],formul:21,formula:[8,9,10,30,57],formular:8,forth:51,forward:[5,8,9,30,31,32,37,39,49,51,58,59,60,61,67,70,72,75,80,81,82,85,97,100,118,127],forward_infer:60,forward_list:71,forward_op:30,forward_train:60,forwardactiv:100,forwardbackward:28,forwardtest:4,found:[2,4,48,72,82,84,97,108,122,127,129],four:[2,7,21,44,49,52,60,64,126,128,129],foward:73,fp16:[48,80,90],fp32:[64,80,88,90],fp64:[64,90],fpga:[64,79,107],fpgadevicecontext:87,fpgaengin:59,fpgaplac:[64,87],frac:21,frame:[7,45,80,89],framework:[29,31,32,44,48,49,53,64,68,69,71,72,80,82,84,86,87,99,100,101,105,107,108,121,128,129],free:[14,87,99,124],frequenc:[14,106,126,129],frequent:[38,75,80,82,87,109,120,121],fresh:[41,79],friend:84,friendli:[49,51],from:[2,4,7,8,9,13,14,15,20,21,28,30,31,32,33,34,36,37,38,39,43,44,47,48,49,50,51,52,53,54,56,57,60,65,66,67,68,70,72,74,75,76,78,79,80,81,84,87,88,89,92,94,97,98,99,100,101,102,105,106,108,110,111,116,118,120,121,124,126,127,128,129],from_no_sequ:8,from_sequ:8,from_tar:28,fromfil:[75,128],front:[53,57],fuction:25,fulfil:106,full:[8,21,34,41,65,68,69,97,100,124],full_matrix_project:[9,97],fulli:[21,76,78,100,106,124,127,128,129],fullmatrixproject:8,fullsiz:37,fully_matrix_project:9,fullyconnect:[53,74,126],fullyconnectedlay:100,func:[13,38,43,81],funciton:[9,21],functor:[50,53],fundament:[48,78,80],funtion:21,further:[8,86,124],furthermor:79,futur:[8,41,48,57,65,76,80,120,125],fvs:86,fwd_desc:60,fwd_op:81,fwd_primit:60,fwd_primitive_desc:60,g_b0:51,g_b1:51,g_b2:51,g_block:51,g_command_config_arg:[58,59],g_data_transformation_:88,g_h0:51,g_h0_bn:51,g_h0_relu:51,g_h1:51,g_h1_bn:51,g_h1_relu:51,g_h2:51,g_im:51,g_loss:51,g_optim:51,g_program:74,g_state:71,g_step:51,g_w0:51,g_w1:51,g_w2:51,gain:8,game:127,gamma:128,gan:29,gan_train:127,gangliao:33,gap:116,gate:[8,9,21],gate_act:[8,9],gate_activ:21,gate_attr:8,gate_bias_attr:8,gate_param_attr:8,gate_recurr:8,gate_v:21,gatedrecurrentlay:58,gather:[8,31,57,68,70,100,101],gauss:6,gaussian:[20,127],gaussian_normal_random:51,gcc:[48,62,80,91,98,105,120,122],gcc_3:94,gcreators_:86,gemm:58,gen:8,gen_conf:127,gen_train:127,gen_training_machin:127,gender:14,gendrated_id:66,gener:[1,2,4,7,8,9,13,18,28,29,30,31,32,33,34,36,38,39,41,43,49,50,55,57,60,64,68,69,72,73,74,75,76,78,80,81,85,86,87,89,99,101,106,110,112,116,118,120,122,126,128,129],generated_id:66,generated_scor:66,generated_word_embed:8,generatedinput:[8,97],generator_conf:127,generator_machin:127,generator_train:127,genert:2,gereat:7,get:[2,7,8,14,21,28,30,31,32,33,34,38,39,41,42,46,49,51,53,56,57,58,59,60,64,65,66,71,74,79,80,81,84,86,87,88,89,91,92,94,97,99,100,101,105,106,108,109,110,112,119,128,129],get_all_op_proto:86,get_block:74,get_cloud_job:79,get_config_arg:[118,129],get_data:[111,129],get_dict:14,get_dim:30,get_embed:14,get_float_el:30,get_grad:28,get_grad_op_desc:31,get_input_lay:100,get_lin:13,get_mnist_data:127,get_model:128,get_movie_title_dict:14,get_nois:127,get_numeric_gradi:30,get_numerical_gradi:30,get_output:30,get_program:57,get_shap:28,get_support:94,get_symbol:53,get_tensor:30,get_training_loss:127,get_vari:32,get_word_dict:14,get_worker_addr:43,getactualkerneltyp:[56,88],getbatchs:100,geteigendevic:102,getengin:60,getenv:[29,42,108],getexpectedkerneltyp:[56,60,88],getinfervartyp:55,getinput:100,getinputgrad:100,getinputvalu:100,getkerneltyp:48,getlayeroutput:28,getlibrari:60,getmat:37,getoptconfig:37,getoutputgrad:100,getoutputvalu:100,getparam:37,getparameterconfig:37,getparameterptr:100,getparameterspars:37,getparametersremot:37,getplac:[60,87,101,102],getsiz:100,getslotvalu:127,gettask:38,gettempl:110,gettranspos:100,getw:100,getweight:100,getwgrad:100,gist:9,git:[83,91,98,99,103,120,122],github:[9,33,51,64,83,91,98,99,103,105,107,120,122,128],give:[2,21,34,65,74,80,98,99,100,106,110,129],given:[2,8,13,21,28,31,39,41,49,50,51,66,75,78,79,82,89,100,116,127,129],glibc:[94,120,122],glibc_2:94,glibcxx_3:94,glide:33,global:[2,6,21,23,29,32,33,34,53,56,70,71,79,80,84,86,87,88,98,106,110,116],global_block:74,global_learning_r:6,global_pool:21,global_step:23,globalstat:106,globalstatinfo:106,globe:2,glog:99,glog_v:99,glog_vmodul:99,glorot10a:20,glorot:20,gnueabihf:122,go_librari:33,go_test:33,goal:[48,52,68,80,106],gob:38,godep:33,godoc:62,goe:[9,34,49,54,84,107],going:[31,50,69,105,108,124,129],golang:33,good:[49,51,69,75,82,105,106,124],googl:[29,71,80,99,105,108,120],googleapi:110,googlenet:59,goroutin:43,got:[56,84],gpg2:110,gpg:110,gprotos_:86,gpu:[1,2,6,8,11,30,42,44,48,57,64,68,69,70,71,76,79,80,82,83,87,88,91,94,95,98,102,104,107,108,124,127,128],gpu_id:[116,118,127],gpu_per_train:[76,79],gpudevic:87,gpugpu_id:115,gpukernel:80,gpustarttimestamp:25,grab:34,grad:[30,31,39,59,85,116],grad_info_map:31,grad_op_class:80,grad_op_maker_:81,grad_op_typ:[80,81],grad_op_type_:81,grad_s_block:31,grad_share_block_num:[115,116],grad_to_var:31,grad_var_nam:30,gradient:[6,7,8,10,20,21,23,26,28,34,38,52,55,67,68,69,70,77,80,85,101,105,108,116,129],gradient_clipping_threshold:[6,129],gradient_evalu:7,gradient_flat:30,gradient_machin:[28,63],gradientmachin:[4,28,63,70,127],gradientmachine_:37,gradopdescmak:[55,81],gradopdescmakerbas:81,gradopmak:81,gradual:106,grai:15,grain:50,gram:126,grandient:28,grant:110,graph:[8,21,28,31,32,33,34,43,44,49,51,65,68,69,72,76,77,79,90,102,126],graphviz:128,grayscal:2,great:[78,124],greater:[8,69,108],greaterthan:86,green:[43,51],grep:[92,112],gridsize3d:25,groudtruth:97,ground:[7,8,21,129],group:[9,21,22,38,53,60,87,124],group_input1:97,group_input2:97,group_input:97,grouplen:14,grow:99,grpc:124,gru:[8,21,66,97,129],gru_bias_attr:9,gru_decod:97,gru_decoder_with_attent:97,gru_encoder_decod:126,gru_layer_attr:9,gru_memori:9,gru_out:66,gru_param_attr:9,gru_siz:129,gru_step:[66,97],gru_step_lay:9,grumemori:[9,97],gserver:[8,58,59,100],gsizex:106,gtx:57,guarante:[60,74,100],guard:37,guest:[94,98],gui:[105,106],guid:[25,46,57,80,97,99,100,106,110,111,121,126],gzip:[38,111],h0_bn:51,h_f:21,h_prev:32,had:98,hadoop:29,half:[21,48,110],half_to_float:48,hand:[57,80,87,102,108],handi:33,handl:[13,29,31,42,43,53,57,60,64,70,75,76,79,84,87,89,107],handler:[28,32],handwrit:2,happen:[21,38,86],hard:[49,66,76,78,89,98,110,129],hardwar:[49,87,98,106],has:[2,4,7,8,9,14,21,25,29,30,31,32,33,34,38,39,41,44,48,49,51,53,57,61,64,66,68,71,72,76,78,79,80,85,86,87,88,97,98,99,100,101,106,107,110,111,121,124,126,129],has_kei:[28,31],has_selected_colum:8,has_var_recurs:31,hasdependentvar:73,hash:[64,68],hasn:49,have:[1,2,4,8,9,13,21,29,30,31,32,33,34,38,39,41,42,45,48,49,50,51,52,56,57,60,61,64,65,66,68,69,70,71,72,74,75,76,78,79,80,81,84,85,87,88,90,91,92,97,98,100,101,106,108,110,116,118,121,122,124,126,129],haven:[49,98],hdf:[1,13,36],head:[99,101,108,112,126],header:[39,61,63,80,87,100,120,121,122,126,128],headip:112,heard:98,heavi:109,height:[8,13,15,21,32,62,75,100,101],height_:85,held:34,hello:29,help:[2,4,8,21,32,47,49,53,60,66,75,80,89,98,99,105,109],helper:[21,60,76,81,89,100],henc:[69,74,76,81,82,84],here:[2,4,6,7,8,9,13,21,29,33,34,40,45,47,49,52,53,60,64,65,75,82,86,91,92,94,97,99,101,103,108,109,110,111,115,118,121,122,124,126,128,129],heterogen:[71,76,78],heurist:[8,66,78,116],hidden:[8,9,21,67,76,97,110,129],hidden_out:32,hidden_s:9,hidden_t_prev:21,hidden_v:21,hidden_valu:21,hierarch:[8,72,74,80,97],hierarchi:80,high:[6,20,48,68,87,100,108,124,127],higher:[1,50,65,89,99],highest:[13,32],highli:[1,2,14,89,97,118],him:29,hint:[56,78,105],his:79,histor:50,histori:10,hl_get_sync_flag:100,hold:[29,31,34,38,40,48,51,53,55,57,79,84,86,87,88,102,110],holder_:[87,102],home:[36,47,76,79,92,105,110,111,112],honor:38,hook:[2,6],hookattr:6,hookattribut:6,horizont:[8,15,128],host:[33,42,71,110,111,120,121,122],host_c:[120,121,122],hostfil:112,hostnam:110,hostpath:111,hostport:110,hot:21,hour:98,hourli:99,hous:[2,14,95,126],how:[1,2,6,8,21,29,32,34,38,43,45,47,49,50,53,56,60,65,66,70,71,76,82,86,88,97,98,105,108,110,111,116,119,122,128,129],howev:[2,8,9,30,31,41,45,49,57,64,69,70,74,75,76,81,82,85,86,87,88,97,110,115,116],howto:108,hpp:[48,62],html:[14,20],htod:106,http:[8,9,14,20,33,42,51,83,91,92,98,99,103,105,107,110,111,120,122,124,127,128],hub:83,huber:8,huge:69,human:[8,20,71],hwc:15,hyper:[8,51,100],hyperparamet:[8,82],hyperplan:13,i1117:106,i386:121,iOS:[122,123],iamfullaccess:110,iamusersshkei:110,icc:49,ics:14,id_input:7,id_rsa:112,idea:[33,49,69,75,82,105],ideal:[76,88],ident:[8,81,101,110],identifi:[8,54,64,100],identityoffsetproject:8,identityproject:8,ids:[7,8,21,66,100,129],idx:[38,51,57,100],ies:47,if_else_op:31,ifdef:[64,71],ifels:[32,72],ifelseop:72,ignor:[2,8,21,116,126],illustr:[2,7,34,39,50,65,76,79,97,100,106,129],ilsvrc:128,im_siz:51,imag:[2,11,12,13,14,21,22,29,49,51,52,66,67,72,75,79,91,98,99,110,113,114,118,124,127,128],image_a:75,image_b:75,image_fil:75,image_h:21,image_lay:75,image_list_provid:128,image_nam:29,image_path:75,image_reader_cr:75,image_s:128,image_w:21,imagenet:[8,20,36],imagepullpolici:110,imageri:8,images_reader_cr:75,imagin:52,img2label:15,img:[2,8,9,76],img_conv_lay:9,img_featur:2,img_pool_lay:9,imgsiz:106,imgsizei:106,imgsizex:106,imikolov:108,immedi:[57,60,69,82,91,110],immutable_paramet:29,impel:87,imper:43,imperfect:80,implement:[2,8,9,13,20,21,23,26,32,38,39,40,41,42,43,49,50,53,54,55,57,60,62,63,64,66,70,73,76,78,84,86,87,88,89,97,129],implemet:37,impli:33,implicit:79,implicitli:43,imposs:[66,124],impractic:88,improv:[8,77,78,80,105,106,110],in_fals:21,in_plac:21,in_tru:21,inarg:37,inbound:110,includ:[1,2,7,8,9,14,15,21,23,29,32,33,39,42,48,49,51,53,57,62,63,65,66,71,72,74,80,86,91,94,97,98,100,101,105,106,108,110,111,116,120,121,122,126,129],inclus:66,incom:[43,56],incorpor:8,incorrect:8,increas:[34,38,48,108,116],increment:[44,52,57,116],incupd:100,inde:13,independ:[8,30,31,39,77,79,84,87,124,129],index:[2,7,8,11,13,14,21,28,30,31,32,34,38,43,72,74,89,110],indexslot:8,indiact:21,indic:[2,7,8,21,31,32,39,45,51,65,72,81,85,87,89,109,110,120],indice_map:89,indices_map:89,individu:[34,68,110],industri:[34,61,124],ineffici:[70,88],infer:[0,15,21,29,31,32,34,44,49,54,55,56,57,58,62,64,73,74,79,80,85,88,95,121,122],infer_shap:74,infer_var_type_:55,inferenc:121,inferfac:55,inferior:41,infernec:122,infershap:[32,74,80,101,102],infershapecontext:[101,102],infervartypefn:55,info:[7,8,14,48,65,100,109,124],infom:8,inform:[4,8,14,21,28,32,42,47,53,56,57,60,61,65,68,74,76,82,84,85,99,100,101,102,105,106,110,116,120],infrastructur:[49,110,127],ingor:116,ingrad_:59,inherit:[32,67,80,87,101],ininst:29,init:[6,20,28,32,51,59,65,66,76,77,95,100,108,110,118,127,129],init_attr:74,init_from_tar:28,init_hook:129,init_model_path:[115,116,118,126,129],initi:[2,4,6,8,9,14,16,21,28,31,33,38,43,44,52,65,68,69,74,76,77,78,82,86,89,95,97,100,101,107,116,126,127,129],initial_max:6,initial_mean:[6,8],initial_min:6,initial_std:[6,8],initialize_op_attr:74,initpaddl:[4,127],initrd:124,inlcud:9,inlin:[87,102,110],inner:[8,100],inner_param_attr:9,inproj_attr:8,inproj_bias_attr:8,inproj_param_attr:8,input0:102,input1:[8,9,102],input2:8,input:[2,4,5,7,8,9,11,13,15,21,22,28,30,31,32,37,41,43,44,48,49,50,51,52,53,55,56,57,59,60,64,65,66,69,70,73,74,75,76,77,78,79,80,81,84,86,87,88,89,95,97,99,100,101,102,107,112,118,126,127,128,129],input_conf:8,input_data:100,input_data_target:100,input_dim_idx:21,input_dtyp:21,input_featur:5,input_hassub_sequence_data:100,input_id:8,input_imag:9,input_index:100,input_label:100,input_lay:100,input_loc:8,input_nam:29,input_proj_bias_attr:9,input_proj_layer_attr:9,input_seg:89,input_seq:8,input_sequence_data:100,input_sequence_label:100,input_sparse_float_value_data:100,input_sparse_non_value_data:100,input_t:100,input_to_check:30,input_typ:129,input_valu:30,input_var:[30,74],inputbuff:37,inputdef:100,inputgradi:81,inputlayers_:100,inputs_to_check:30,inputsizechang:60,inputtyp:[2,13],insert:[31,68,73,80,81,99],insid:[7,9,31,34,44,56,60,70,71,75,76,78,80,81,92,110],inspir:[71,126],instal:[8,42,59,83,91,92,98,99,103,105,108,111,128],install_android:120,instanc:[8,21,30,32,34,36,40,43,45,54,60,65,66,69,74,76,77,80,81,97,100,102,106,116],instance_ip:110,instanti:[34,45,107],instead:[8,9,11,31,33,37,42,43,48,49,52,53,76,98,99,129],instrins:48,instruct:[32,52,92,98,106,120,129],int16:90,int32:[64,72,89,90,116],int64:[21,46,64,85,88,90],int64_t:71,int8:64,integ:[2,7,8,13,21,38,42,43,48,62,66,100,129],integer_valu:[2,13,129],integer_value_sequ:[2,13,66,97,129],integr:[7,91,124],intel:[49,64,87],intellig:[20,57],inteloptimizedpaddl:59,intend:91,inter:[8,76],interact:[8,92,110],intercept:8,interchang:[52,80],interconnect:68,interest:[43,48,68,106],interestingli:49,interfac:[0,4,6,8,9,20,23,25,26,28,32,38,42,47,53,68,70,80,81,87,91,101,102,110,121,124],interg:129,intergr:8,intermedi:[47,51,57,67,76,98,120,122],intern:[8,9,20,23,28,48,105,108,109,110],internel:59,internet:[33,34,124],interpret:[2,7,21,45,49,91,106],inth:102,intrins:[43,45,48,122],introduc:[2,8,15,32,34,51,58,61,82,84,86,101,105,108,111],introduct:[3,127],introductori:98,intuit:[41,80],inval_:59,invalid:[75,84],invent:49,invoc:[33,49,50,80],invok:[2,8,18,28,31,70,74,76,78,80,81,86,88,98,99,106,110],involv:[66,101,127],iob:7,ioe:7,ios:121,ios_arch:121,ios_deployment_target:121,ios_development_root:121,ios_enable_bitcod:121,ios_platform:121,ios_sdk_root:121,ios_use_veclib_for_bla:121,ipad:121,iphon:121,ips:110,ipt:[8,74,86,97],ipx:124,ipython:29,is_color:15,is_cpu_plac:60,is_discriminator_train:127,is_gener:[126,127],is_generator_train:127,is_loc:28,is_mkldnn_librari:60,is_predict:129,is_revers:21,is_seq:[8,97],is_spars:21,is_stat:6,is_target:73,is_tensor:86,is_test:[21,60,128],is_traget:73,is_train:[2,15],ismkldnnkernel:60,isn:106,isspars:100,issu:[33,51,79,92,94,98,99,106],istag:83,item:[8,13,21,28,41,48,75,95,124],iter:[8,9,10,13,28,29,34,49,57,60,69,71,75,76,89],iter_multiple_input_and_param:74,its:[2,8,9,20,21,26,28,29,30,31,32,34,38,43,44,49,51,52,53,55,57,61,65,66,68,69,70,73,74,80,81,84,85,86,87,88,94,100,101,102,106,108,110,116,126,127,129],itself:[31,34,41,60,69,84],ivs:86,java:[32,62,72,80],jeremi:106,jian:20,job:[4,14,31,41,43,76,79,80,92,108,115,116,118,128,129],job_dispatch_packag:109,job_id:14,job_mod:126,job_nam:[42,110],job_namespac:110,job_path:110,job_workspac:109,jobpath:110,jobport0:110,jobport1:110,jobport2:110,jobport3:110,jobserv:42,join:34,joint:126,jointli:9,journei:92,jpg:[15,128],json:[53,110,111],jth:9,judg:8,juditski:69,jupyt:[42,92],just:[2,5,7,8,9,14,21,33,38,39,43,49,51,55,60,69,70,74,75,76,80,81,82,84,85,91,94,98,99,109,110,118,120,126],jx4xr:110,jypyt:29,k8s:[43,124],k8s_data:110,k8s_job:29,k8s_token:29,k8s_train:110,k8s_user:29,kafka:36,kaim:20,kaimingh:128,kcpu:71,kcuda:71,kdisabl:71,kebilinearinterpbw:106,kebilinearinterpfw:106,keep:[2,8,13,15,20,34,49,52,66,69,74,84,86,91,99,124],keep_dim:21,keep_top_k:8,kei:[2,14,15,25,28,30,31,32,34,36,38,46,48,56,60,80,81,86,89,98,99,101,106],kept:[8,57,74],kera:82,kernel:[8,30,48,49,56,59,69,71,82,85,87,88,101,102,106,129],kernel_hint:56,kerneltyp:[56,60,88],kerneltypepair:88,key1:116,key2:116,key_pair_nam:110,keyid:110,keymetadata:110,keypair:110,keyserv:110,keystat:110,keyusag:110,keyword:[2,74],kforcecpu:56,kill:[34,110],kind:[1,2,29,30,34,40,52,56,60,67,68,71,87,88,90,92,110,111,127,129],kind_:71,kmark:71,kms:110,knchw8c:64,knchw:64,knhwc:64,know:[2,29,38,43,57,61,99,100,105,106,108,110,120],known:[21,31,32,49,50,65,127],kpoprang:71,kpushrang:71,kriz:14,krizhevski:21,kselectedrow:85,ksimonyan:9,kstate:71,kube_cluster_tl:29,kube_ctrl_start_job:29,kube_get_workers_addr:43,kube_list_containers_in_job_and_return_current_containers_rank:29,kubeconfig:110,kubectl:[109,111,112],kuberent:[34,110],kubernet:[29,34,43,80,108,113,114,124],kubernetes_service_host:29,kusecudnn:56,kusemkldnn:56,kvp:25,kwarg:[2,9,10,13,18,21,23,44,53,74,86,129],kwd:25,l1_rate:6,l1_regularization_op:82,l2_rate:6,l2_regularization_op:82,l2_sim:8,l2regular:129,l93:37,label:[2,4,7,8,13,14,15,21,28,44,49,51,52,53,67,72,75,76,78,79,88,107,111,127,128,129],label_dim:[8,129],label_fil:75,label_lay:75,label_path:75,lag:116,lake:2,lambda:43,lambdacost:8,lambdarank:8,lan:108,languag:[8,14,43,52,57,71,80,84,118,126],larg:[11,14,57,61,69,76,78,99],larger:[2,6,7,8,57],larger_than:[32,54,72],largest:21,last:[7,8,9,21,31,49,57,65,71,72,97,116,129],last_seq:66,last_time_step_output:8,lastseen:111,latenc:[8,48,76,109,110],latent:8,later:[33,49,80,82,87,91,94,101,102,110,125,129],latest:[8,32,33,34,41,83,91,92,94,103,111,120,121],latter:[69,89,105],launch:[60,110,116],launcher:29,layer1:[8,9],layer2:8,layer3:8,layer:[4,6,7,9,11,13,16,20,27,28,31,32,37,43,49,51,52,54,67,69,72,75,76,78,80,82,86,87,89,95,97,104,107,115,116,126,127,128,129],layer_0:100,layer_attr:[8,97,118],layer_help:56,layer_num:[118,128],layer_typ:[8,58,59],layerbas:100,layerconfig:100,layergradutil:100,layerhelp:[21,56,74],layermap:100,layeroutout:8,layeroutput:9,layout:[15,60,88],layout_:[56,64,88],layouttyp:[56,88],lazi:[69,82],lbl:7,lead:[57,64,106],leaki:51,learing_r:67,learn:[6,7,8,9,10,14,29,31,39,41,45,51,52,57,59,66,68,69,71,75,76,78,79,80,82,87,92,97,98,100,101,103,106,121,125,128,129],learnabl:[21,28],learning_method:[126,129],learning_r:[6,23,39,76,107,126,129],leas:34,least:[7,34,94,120],leav:[2,32,110],lectur:57,lecun:14,left:[8,32,102,121,128],left_right_flip:15,legaci:92,legal:86,len:[2,8,21,39,43,46,49,74,95,100,129],length:[8,9,13,14,15,21,39,48,58,61,65,66,80,89,97,111,116],leran:57,less:[8,21,29,124],less_than:[29,57],let02:111,let:[4,7,8,29,32,41,43,50,52,56,60,64,65,66,67,81,87,88,101,105,110],level:[6,8,20,21,48,50,53,61,65,66,71,87,89,90,99,109,116,120,127],lgtest:33,lgtest_main:33,lib64:[92,116],lib:[63,91,92,105,108,120,121,122],libapi:33,libari:63,libc:94,libcuda:92,libgcc_:94,libgoogl:105,libiomp5:59,libmkldnn:59,libmklml_intel:59,libnvidia:92,libpaddl:[62,63,80,105],libpaddle_capi:63,libpaddle_gserv:63,libpaddle_math:63,libpython2:91,librari:[8,33,40,59,60,63,68,76,88,91,94,101,108,116,121,122],library_:64,librarydevicecontext:64,libstdc:94,licens:[59,68],life:34,lifecycl:[71,124],lifetim:[84,94],lightweight:50,like:[2,7,8,13,14,31,32,33,34,37,42,43,45,49,50,51,52,53,55,60,64,68,69,74,75,80,81,82,84,85,88,89,91,94,97,98,99,105,106,107,108,110,115,118,120,121,122,124,126,128,129],limit:[8,13,21,49,57,61,66,80,82,106,116],linaro:122,line:[1,2,4,7,13,25,33,37,42,47,52,69,72,74,80,82,98,99,104,105,106,109,110,118,126,128],line_break:13,linear:[8,21,66,95],lineno:105,link1:48,link2:48,link:[8,9,33,46,47,84,94,101,110,124,129],linux:[13,46,92,94,98,99,108,110,122],linux_x86_64:[83,94],lipeng:126,lipo:121,list:[1,2,7,8,9,13,15,18,21,23,25,28,29,31,32,33,38,42,43,45,47,49,51,64,67,70,71,74,79,81,84,89,95,97,98,100,101,105,108,110,116,118,122,128,129],listdir:108,listen:[34,43,108,116],listen_and_do:43,listenanddo:43,littl:[1,2,39,49,56,61,116,129],live:[101,107],live_in:57,live_out:57,load:[1,2,4,15,29,34,51,68,74,76,91,101,110,116,128],load_and_transform:15,load_featur:128,load_feature_c:128,load_feature_pi:128,load_imag:15,load_image_byt:15,load_missing_parameter_strategi:[115,116,118,126],load_mnist:51,load_uniform_data:127,loadparamet:4,loadsave_parameters_in_pserv:[37,115,116],loc:[7,20],local:[6,21,28,30,32,34,40,41,52,57,65,72,74,80,91,92,98,99,105,109,111,115,116],local_scop:30,localhost:[92,103],localpath:47,locat:[8,28,33,49,64,71,87,89,97,100,108,122,129],lock:[33,34,38,39,78],lod:[21,61,65,85,89,90],lod_desc:[85,90],lod_expand:66,lod_level:[21,74,85,90],lod_rank_table_obj:21,lod_tensor:[21,65,85,90],lod_tensor_arrai:21,lodrankt:21,lodtensor:[21,55,61,80,90],lodtensorarrai:21,lodtensordesc:[61,85],log:[2,38,47,51,76,94,100,108,109,110,111,112,116,122],log_barrier_abstract:116,log_barrier_lowest_nod:[115,116],log_barrier_show_log:[115,116],log_clip:[115,116],log_error_clip:[115,116],log_period:[111,116,118,127,129],log_period_serv:[115,116],logarithm:5,logger:2,logic:[2,41,51,55,67,68,70,76,78,84,89,101],login:[94,112],logit:[51,88],longer:[34,57,76],look:[2,7,21,32,42,43,49,52,69,74,81,82,107,108,110,111,115,127,129],lookahead:8,lookup:[21,55,66,107,129],lookup_t:57,loop:[30,32,49,57,71,75,84],loop_var:89,loss:[8,21,23,31,51,53,67,69,82,100,127,129],lot:[64,66,69,74,76,82,87,108,115,124],low:[8,20,67,68,87,89],low_rnn:65,lower:[8,48,65,66,99,109],lower_level_rnn:65,lowest:116,lpaddle_capi_shar:63,lpaddle_capi_whol:63,lrelu:51,lstm:[8,21,97,111,129],lstm_bias_attr:9,lstm_cell_attr:9,lstm_group:9,lstm_layer_attr:9,lstm_size:129,lstm_step:9,lstm_unit_op:21,lstmemori:[9,97],lstmemory_group:8,lstmlayer:58,ltr:8,luckili:57,mac:[63,98,99,120],machin:[9,14,28,49,51,57,59,68,69,76,78,82,91,94,98,100,110,111,112,115,116,118,122,124,129],machine_transl:97,maco:[94,95,98,121],macro:[50,64,81,101],made:[2,34,39,49,97],mai:[2,8,9,21,30,32,44,48,56,57,60,68,71,75,76,78,79,80,84,88,91,92,102,103,106,108,110,122],main:[2,4,21,43,49,53,68,72,80,94,105,108,110],main_program:[18,21,31,44],mainli:[40,57,64,87,91,101,116],mainlin:94,maintain:[8,32,38,69,74,80,110,125],majel:33,major:[48,76,88,120,127,128],make:[2,7,8,21,29,31,32,33,34,38,39,41,48,49,52,65,66,69,70,74,75,76,77,80,82,87,89,91,98,99,100,101,105,106,108,110,120,121,122,124,129],make_ddim:102,make_function_oper:50,make_vari:86,maker:[80,81],malloc:[87,100],man:46,manag:[23,28,34,39,40,43,47,71,76,84,87,94,103],mandarin:8,mandatori:121,mani:[9,15,31,33,38,43,49,51,56,57,66,70,71,74,80,81,84,85,86,88,89,98,116,129],manili:53,manipul:[49,74,81,109,121],manner:[8,69,82],mantain:57,manual:[67,69,76,81,109,120,121,124],manufactur:49,manylinux1:94,manylinux1_x86_64:[83,94],manylinux:83,map:[2,7,8,13,28,29,32,38,60,64,74,81,84,86,87,88,89,98,116,124,128],map_fn:89,map_read:13,mapper:13,mapreduc:[29,108],mark:[2,31,51,52,65,66,71,78,84,97,105,124],marker:71,market:48,mask:[6,8,21],master:[29,41,80,83,116,122],mastermind:33,mat:[62,63],mat_cache_row:37,mat_norm:37,mat_normal_shar:37,mat_param_attr:9,mat_sparse_row:37,mat_sparse_row_auto_grow:37,mat_sparse_row_id:37,mat_sparse_row_prefetch:37,mat_sparse_row_prefetch_full_s:37,mat_value_shar:37,match:[21,33,48,94,106],matchbox:124,math:[9,59,62,80,99,100,101,106],mathemat:82,matirx:8,matmul:[32,53,65,89,101],matric:[4,97,100],matrix:[7,8,9,13,21,28,37,62,63,100,101,115,118,121,128],matrixptr:100,matrixtyp:63,matter:2,mattyp:37,matur:108,max:[2,6,8,13,14,21,22,30,57,74,77,106,116,118,129],max_diff:30,max_id:[8,28,129],max_job_id:14,max_length:[8,66,97],max_movie_id:14,max_relative_error:[30,101],max_seq_len:21,max_sort_s:8,max_user_id:14,max_x:21,maxframe_evalu:7,maxid:[7,129],maxid_evalu:7,maxid_lay:129,maxim:8,maximum:[7,8,14,21,32,39,97,101,106,116,129],maxinum:11,maxoutfunctor:87,maxpool:8,mayb:[32,60],mchw:21,md5:[14,35],mean:[2,6,7,8,9,10,11,13,15,20,28,31,33,53,66,73,75,76,77,84,88,92,97,98,101,105,106,107,110,116,118,124,126,127,128,129],mean_meta:128,mean_meta_224:128,mean_valu:128,mean_var_nam:8,meant:89,measur:[44,106],mechan:[8,9,31,40,44,60,74,81,97,110],mem:[8,32,42,66],mem_per_p:79,mem_per_train:79,member:[8,14,29,52,53,64,70,74,84,101],memcpi:[70,106],memor:8,memori:[1,2,9,31,32,37,38,42,48,59,60,61,64,66,69,71,80,88,97,98,99,100,102,106,107,111,116,118,129],memory_boot:9,memory_nam:8,memory_optim:57,memory_test:98,memory_threshold_on_load_data:116,memoryalloc:87,memorydesc:60,mention:[21,31,33,38,49,65,68,69,71,76,78,98],mere:9,merg:[8,18,21,39,41,44,59,65,68,70,77,99,103,116,121,126],mergedict:126,messag:[32,43,45,49,52,61,71,72,73,74,80,81,85,90,99,111,116],meta:[128,129],metaclass:101,metadata:[46,110,111],metal:124,metaphor:52,metaplotlib:29,method:[2,8,10,20,23,28,30,32,41,43,48,51,52,53,56,67,68,74,75,77,78,80,84,85,88,89,92,94,100,101,102,103,105,106,116,118,129],methodolog:69,metric:[18,44,71],microarchitectur:48,might:[8,32,33,43,49,57,72,78,98,99,100,105,110,120],mileag:106,million:[14,118],min:[6,8,74,77,106,110,118],min_block:32,min_count:78,min_desc:32,min_pool_s:2,min_word_freq:14,mind:105,mini:[2,8,13,18,21,28,32,34,44,45,49,54,65],mini_batch:75,minibatch:[8,21,32,44,52,54,72],minim:[2,23,32,49,51,67,78,80,107,116,120,121,122],minimum:[8,21,121],minimun:116,minsizerel:[120,121,122],minst:2,minu:81,minus_grad:81,minusgradop:81,minusop:81,minusopgradmak:81,minusopprotoandcheckermak:81,minut:[34,41,92,98,110],mirror:[33,92],mislead:39,mismatch:21,miss:[51,116,126],mistak:49,mit:110,mix:[9,71,89,97],mixed_lay:9,mixed_layer_attr:9,mixedlayertyp:8,mixtur:105,mkdir:[47,91,103,110,112],mkl:[49,60,80,87,88,91,92],mkl_packed_:58,mkldnn:[8,59,64,88],mkldnn_:59,mkldnn_batch_norm:8,mkldnnactiv:59,mkldnnbase:59,mkldnnlayer:59,mkldnnmatrix:59,mkldnnplace:88,mkldnnstream:59,mkldnntester:59,mklml:59,mklpack:58,mklpackedgatedrecurrentlay:58,mklpackedgemm:58,mklpackedlstmlay:58,mklpackedrecurrentlay:58,mlp:53,mlr:20,mnist:[2,4,36,51,52,72,75,76,79,80,105],mnist_provid:2,mnist_random_image_batch_read:75,mnist_train:[2,75],mnist_train_batch_read:75,mobil:[48,49,57,80,103,119],mod:108,mode:[8,25,28,48,58,68,99,116,127,128],model:[0,1,4,8,9,14,28,31,32,34,35,43,44,52,57,58,67,68,69,76,78,79,80,82,88,89,95,99,100,103,104,108,110,116,125],model_config:[4,127],model_list:[116,118],model_path:118,model_zoo:[126,128],modern:57,modif:93,modifi:[4,8,48,53,76,82,97,100,101,108,109,110],modul:[1,2,4,9,14,28,50,51,66,76,89,101,105,128,129],modular:66,modulo:8,moment:[23,105],momentum:[6,21,23,84,129],momentumop:105,mon:111,monitor:[71,129],mono:8,month:[33,129],more:[1,2,4,7,8,9,13,21,29,30,31,33,34,38,41,42,47,48,49,50,52,56,57,60,64,65,66,67,71,74,75,76,78,80,82,87,89,91,92,95,97,98,100,101,102,103,105,106,107,108,111,118,122,124,129],most:[2,4,8,13,21,28,29,31,33,41,52,53,64,66,69,71,75,76,82,87,88,94,97,100,105,106,107,115,124],mostli:[48,124],motiv:80,mount:[42,92,108,110,111],mountpath:[110,111],move:[8,34,38,47,49,69,92,106,110,124],movement:106,movi:[2,14],movidiu:49,movie_categori:14,movie_info:14,movie_review:14,movieinfo:14,moving_average_fract:8,mpi:[68,112],mpirun:112,mse:[49,52,67,72],msra:20,much:[8,34,49,60,67,75,82,89,106],mul:[50,57,74,79,100,101],mul_grad:101,mul_op:[21,101],mul_ratio:8,mul_result:74,mulgradkernel:101,mulkernel:101,mulop:[50,101],mulopgrad:101,mulopmak:101,mult:43,multi:[8,44,68,70,100,105,109,115,116,124,128],multi_binary_label_cross_entropi:8,multi_crop:128,multidimension:21,multigradientmachin:70,multinomi:8,multipl:[7,8,9,13,18,21,28,29,30,38,39,41,43,44,49,50,56,68,71,76,78,79,80,88,90,97,100,101,105,108,110,116,118,127,129],multiple_input:74,multiple_param_attr:74,multipli:[7,8,21,43,100],multiprocess:13,multithread:2,must:[2,5,7,8,9,13,15,21,31,39,57,60,61,64,71,73,74,75,80,86,97,100,101,102,108,110,116,118,120,122],mutabl:[87,102],mutable_data:[60,87,101,102],mutuable_data:[87,102],mxnet:[32,43,49],my_cluster_nam:110,my_external_dns_nam:110,my_lib:108,myfil:13,mypaddl:111,naiv:43,name:[2,6,7,8,9,11,15,18,21,25,28,29,30,31,32,34,36,37,39,42,43,44,48,50,53,56,59,60,61,63,66,71,72,74,79,80,83,85,86,89,90,92,94,95,97,98,100,101,106,107,108,111,113,114,116,118,121,124,126,127,128,129],name_:71,name_prefix:36,namespac:[32,54,62,74,100,101,111],nativ:[8,48,99],natur:[38,41,66,78,89,118],navig:103,ncall:105,nccl1:68,nccl2:68,ncclinit:68,nchw8:88,nchw8c:88,nchw:[8,21,59,64],ndarrai:[15,28,36],ndcg:8,ndcg_num:8,ndk:120,nearest:[48,129],nearli:30,necess:89,necessari:[2,8,31,32,39,41,44,57,61,66,70,74,86,89,100,112,129],necessarili:[43,100],neck:68,need:[2,7,8,9,13,20,21,23,26,29,30,31,33,37,38,39,41,42,44,47,49,50,51,56,57,60,64,66,67,68,69,70,71,73,74,76,78,79,80,81,82,84,85,86,87,89,91,92,93,94,95,97,100,101,102,103,108,110,111,115,116,118,120,121,122,124,127,128,129],neg:[2,7,8,129],neg_distribut:8,neg_overlap:8,neg_pos_ratio:8,neglect:8,neighberhood:68,neighbor:129,neither:8,neon:[48,120,122],ner:7,nerual:21,nervana:49,nest:[2,8,13,31,32,71,72],net:[8,9,16,21,32,51,65,84],net_diagram:128,netop:[32,80],network:[1,2,4,6,7,8,13,20,21,26,27,28,29,30,31,32,34,37,44,51,53,57,58,59,65,67,69,71,75,76,78,82,84,86,87,88,90,95,100,101,102,106,108,116,124,126],network_config:118,networkadministr:110,neural:[2,4,8,9,13,20,28,29,31,32,34,53,57,58,59,65,69,76,82,84,87,88,90,95,102,106,108,116,126,127,128],neuralnetwork:70,neuron:[4,21,100,129],never:[13,57,75,84,110,111],new_block_idx:74,new_stat:65,newblock:74,newbuff:60,newer:120,newest:39,newli:[48,121,124],newop:32,newopdesc:74,newprogram:74,newremot:76,newvardesc:74,next:[8,14,31,34,40,66,68,89,97,100,101,105,106,110,111,116],nextlay:59,nfs4:110,nfs:110,nfsver:110,ngram:14,nic:[115,116],nil:38,nine:14,nlp:[2,8],nltk:14,nms_threshold:8,nms_top_k:8,nnz:100,no_cach:2,no_grad_dict:31,no_grad_set:[23,30,31,101],no_gradi:31,no_sequ:[2,8],node1ip:112,node2ip:112,node3ip:112,node:[8,33,41,43,53,57,66,68,76,78,79,80,90,98,100,108,109,110,111,112,116,124],node_0:110,node_1:110,node_2:110,node_id:108,nodeattr:53,nodeentri:53,nodefil:109,nodesep:53,nohup:108,nois:[8,34,51,108,127],noise_dim:127,noisi:[8,51],non:[8,21,34,48,49,85,100,101,110,116],none:[1,2,4,6,7,8,9,10,11,15,18,20,21,22,23,28,29,30,31,32,44,51,53,54,65,66,67,72,74,79,86,89,97,107,128,129],noneedtran:60,nonlinear:[20,100],nor:[43,98],norm:[9,51,64,127],norm_by_tim:8,normal:[2,4,8,9,14,20,69,97,100,108,111,116,126,127,128],normzal:128,notat:[8,57],note:[2,4,6,8,9,11,15,18,21,28,29,31,32,37,38,42,57,61,68,75,80,87,88,91,92,101,102,103,106,108,110,116,118,121,126],notebook:[42,92],noteworthi:49,noth:[5,28,56,74,84,98,116],notic:[8,49,68,81,97,99,100],notif:99,notin:88,notingradi:101,notion:89,notori:30,now:[2,13,31,33,34,51,61,64,69,78,80,81,82,84,110,116,121,127],np_arrai:13,nproc:98,nullptr:[60,71,81,84,100],num:[8,9,108,116,129],num_channel:[8,9],num_chunk_typ:7,num_class:[8,9,53],num_col_dim:21,num_filt:[8,9,21,22],num_flatten_dim:21,num_gradient_serv:[108,115,116],num_group:8,num_hidden:53,num_input:99,num_neg_sampl:8,num_p:[76,79],num_parameter_serv:29,num_pass:[28,111,115,116,118,129],num_per_batch:15,num_repeat:8,num_result:7,num_results_per_sampl:8,num_row:85,num_shard:36,num_step:89,num_train:[76,79],number:[2,7,8,9,13,14,15,21,32,34,36,44,57,69,71,75,78,80,86,89,98,100,105,108,110,116,126,128,129],numchunktyp:7,numdevices_:118,numer:[8,101],numeric_grad:30,numerical_grad:30,numlogicaldevices_:118,numofallsampl:7,numofwrongpredict:7,numpi:[6,13,15,21,28,36,48,51,74,75,91,101,127,128],numreal:37,numsampl:106,numtagtyp:7,numtimeout:38,nv_:33,nv_gpu:98,nv_librari:33,nv_test:33,nvcc:[33,48,49],nvidia:[48,49,64,68,87,92,98,106,116],nvlink:68,nvprof:71,obei:7,obj:[2,128,129],object:[2,4,6,8,9,13,21,28,29,37,44,51,53,57,62,67,71,74,79,80,82,84,102,106,127,128,129],observ:[8,100,106],obtain:[21,41,69,129],obviou:64,obvious:[33,105],occup:57,occupi:[48,71],occur:[14,28,57],occurr:32,oct:111,odd:8,off:[63,91,92,98,108,120,121,122,124],offer:[4,32,79,80,86],offici:[8,33,99,103,110,120],offlin:[34,36,124],offset:[8,37],often:[8,37,53,57,64,99,105,108,129],ograd:100,old:[30,39,41,66,80,116],older:[49,120],omega:82,omit:129,omp_num_thread:105,ompi_comm_world_rank:108,on_init:2,onc:[2,8,34,38,43,44,49,52,69,76,78,99,100,103,110,129],one:[2,5,7,8,9,11,13,20,21,23,26,28,29,30,31,32,34,37,38,39,41,42,43,44,45,48,49,50,51,53,55,56,60,61,64,65,66,67,68,69,70,72,73,74,75,76,79,80,81,84,85,87,88,89,92,98,99,100,101,107,109,110,111,112,116,118,124,126,127,128,129],onehotcrossentropyopkernel:101,ones:[50,51,80,99,101],onli:[1,2,4,7,8,9,11,15,21,26,28,29,30,31,33,37,38,39,40,41,42,43,44,45,47,48,49,51,52,57,60,65,66,67,68,70,71,74,76,78,79,80,85,86,87,88,89,91,93,94,97,98,100,101,102,103,106,110,111,115,116,118,121,124,126,128,129],onlin:[8,10,34,36,57,75],only_cpu:30,onnx:49,onto:[21,76,78,110,112],op1:57,op2:57,op3:57,op_:101,op_check:101,op_class:[80,86],op_desc:[55,73],op_info:107,op_kei:60,op_maker_class:[80,86],op_proto:86,op_registri:107,op_test:101,op_typ:[80,101],op_unique_kei:60,opattrcheck:101,opcreat:86,opdesc:[32,52,72,73,74,80,81,86,90],opdescbind:[55,81],opdescbuild:32,open:[2,8,15,29,36,49,51,59,75,99,105,108,110,128,129],openbla:[91,92,120],opencv:15,openmp:105,openmpi:108,opensourc:68,oper:[8,9,13,15,20,21,23,26,30,32,43,44,45,48,49,51,52,53,55,56,65,66,67,68,71,73,76,77,79,82,84,87,88,90,97,99,100,102,106,107,110,116,120,126],operand:[21,48],operator_grad:30,operator_list:71,operatorbas:[32,50,80,81,86,101],operatorwithkernel:101,opinfo:[55,80,81],opinfomak:55,opinfomap:81,opkernel:102,opkernelkei:80,opkerneltyp:64,opmak:86,opproto:101,opprotoandcheckermak:[81,101],opprotomak:[86,101],opregist:86,opregistri:86,ops:[23,30,31,32,33,43,52,53,69,72,73,74,80,87,101,124],ops_:32,ops_test:33,opt:[29,67,73,79,86,91],opt_op_list:67,optest:101,optestmeta:101,optim:[2,6,16,27,28,30,31,51,68,69,70,72,76,77,78,79,80,82,85,100,105,106,107,108,120,122],optimis:67,optimize_op_attr:74,option:[2,7,8,18,21,25,29,33,51,56,61,72,73,74,80,85,86,90,98,100,105,108,109,118,120,121,124],optmization_op_list:67,opts_np:73,optyp:[55,86],opwithkernel:[85,88],order:[2,8,9,13,15,21,28,31,52,61,71,75,82,89,91,100,105,108,110,111,116,124,127,128,129],ordereddict:28,oregon:110,org:[7,8,9,14,20,36,46,51,92,127],organ:[7,8],orient:86,origin:[1,2,8,9,13,14,21,30,48,51,84,89,99,102,127],other:[2,7,8,9,13,21,23,32,34,39,43,47,48,49,55,57,60,64,65,69,73,82,84,86,87,88,91,97,98,99,105,107,108,110,111,118,120,121,122,124,126,127,128,129],otherchunktyp:7,otherwis:[1,8,13,14,15,21,28,29,31,34,39,41,51,55,60,75,97,99,109,118],our:[29,31,33,51,55,57,64,68,69,76,78,84,89,91,94,97,98,99,100,105,110,111,120,126,129],out:[8,21,28,29,32,33,38,41,49,53,57,60,65,66,74,76,88,95,97,101,102,105,106,110,111,112,116],out_dir:110,out_fals:21,out_left:8,out_mem:97,out_memori:9,out_right:8,out_size_i:8,out_size_x:8,out_tru:21,outer:8,outgrad_:59,outlier:8,outlin:117,outout_lay:28,outout_layer1:28,outout_layer2:28,output:[4,5,6,7,9,11,13,21,25,28,29,30,31,32,36,41,43,47,49,50,51,52,53,54,55,57,60,61,65,66,69,72,73,74,75,76,78,80,81,84,85,86,87,88,89,91,97,98,99,100,101,102,105,106,108,111,116,118,120,126,127,128,129],output_:[8,59,100],output_all_step:65,output_dim_idx:21,output_dir:128,output_dtyp:21,output_fil:25,output_id:8,output_lay:[28,95,128],output_max_index:11,output_mem:[8,97],output_mod:25,output_nam:30,output_num:65,output_path:36,output_s:21,output_seg:89,outputbuff:37,outputgradi:81,outputh:8,outputw:8,outsid:[2,8,9,76,84],outter_kwarg:2,outupt:89,outv:100,outval_:59,over:[1,8,9,21,28,29,49,57,68,69,89,99,100,106,129],overal:[51,69,71,99,124],overfit:[21,82],overhead:106,overlap:[7,8,100],overlap_threshold:[7,8],overload:[48,56],overrid:[32,34,47,60,79,87,100,101,102],overview:[38,39,40,87],overwhelm:99,overwrit:[47,108],own:[8,31,39,41,45,53,55,67,68,69,76,79,82,86,101,108,109,110,120,121],owner:[98,99],paam:15,pack:[89,120],packag:[2,13,14,38,42,43,50,59,83,91,92,99,101,105,110],pad:[9,21,60,129],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:[2,4,5,6,7,8,9,10,11,13,14,15,18,20,21,22,23,25,26,28,29,32,33,34,36,42,47,50,51,54,58,59,60,61,62,63,65,66,70,72,76,79,80,82,83,86,87,89,91,92,94,95,97,98,99,100,101,103,105,106,107,108,109,110,111,112,116,118,120,124,127,129],paddle_begin_init_param:39,paddle_dir:101,paddle_element_typ:39,paddle_element_type_float32:39,paddle_element_type_float64:39,paddle_element_type_int32:39,paddle_element_type_int64:39,paddle_element_type_uint32:39,paddle_element_type_uint64:39,paddle_enforc:[32,60],paddle_enforce_eq:[101,102],paddle_error:[62,63],paddle_exampl:42,paddle_finish_init_param:39,paddle_get_param:39,paddle_gradi:39,paddle_init_num_gradient_serv:108,paddle_init_param:39,paddle_init_port:108,paddle_init_ports_num:108,paddle_init_ports_num_for_spars:108,paddle_init_pserv:108,paddle_init_trainer_count:108,paddle_init_trainer_id:108,paddle_init_use_gpu:108,paddle_job:42,paddle_manylinux_devel:91,paddle_matrix:[62,63],paddle_matrix_cr:63,paddle_matrix_get_shap:62,paddle_matrix_shap:62,paddle_new_etcd_pserver_cli:39,paddle_new_pserver_cli:39,paddle_on_cloud:42,paddle_output:111,paddle_paramet:39,paddle_pserver2:109,paddle_pserver_cli:39,paddle_pserver_client_releas:39,paddle_root:126,paddle_save_model:39,paddle_send_grad:39,paddle_source_root:126,paddle_train:[63,83,109],paddle_with_cuda:71,paddle_with_mkldnn:64,paddlepaddl:[1,2,4,8,9,13,14,15,28,33,34,36,39,40,41,42,43,46,47,50,51,52,54,56,61,65,66,67,70,71,74,75,79,80,84,89,90,93,95,97,98,99,100,101,105,106,108,109,112,113,114,123,124,125,128,129],paddlepaddle_gpu:94,paddlepaddlebook:92,paddlepadl:2,paddpepaddl:2,page:[99,110],pain:79,pair:[7,23,25,31,32,52,67,71,76,80,88],pairwis:8,pakcag:33,palceholder_just_ignore_the_embed:126,paper:[8,20,21,51,126,127,128],para:37,paraconvert:126,paradigm:[43,45,80],paragraph:65,paragraph_data:65,paragraph_out:65,parallel:[43,68,71,76,78,80,88,98,106,108,110,111,116,118],parallel_for:43,parallel_nn:[6,115,116],paralleldo:77,parallelfor:43,param:[6,8,9,13,21,23,30,32,39,70,74,87,102],param_attr:[8,9,21,22,37,74,97],param_config_proto:39,param_initi:21,paramattr:[6,8,16,21,97],paramet:[1,2,4,7,9,10,11,13,14,15,18,21,23,25,27,30,31,32,33,35,37,41,43,45,47,49,51,52,53,55,61,65,67,68,72,75,76,77,84,86,88,89,91,95,99,100,102,104,107,109,118,121,127,129],parameter_block_s:[115,116],parameter_block_size_for_spars:[115,116],parameter_learning_r:6,parameter_list:[23,31,67],parameter_nam:[28,29],parameter_serv:29,parameter_valu:37,parameterattribut:[6,8,9,37],parameterclient_:37,parametermap:100,parametermutex_:37,parameters_:100,parameters_and_grad:[23,67],parameterserver2:37,parameterset:29,parameterupdat:70,parameterupdater_:37,parametr:8,params_grad:67,paramt:[110,126],paraphrase_data:126,paraphrase_model:126,paraspars:100,parent:[32,43,72,74,80,100],parent_:[32,84],parent_idx:74,parenthes:80,pars:[4,13,14,33,53,98,110,118,127],parse_config:[4,127],parser:13,part:[2,7,8,21,31,32,41,49,60,61,72,74,76,87,97,100,105,106,108,124,127,129],parti:[98,106,120,121,122],partial:[8,28,127],partial_sum:8,particip:101,participl:126,particular:[52,61,80,88,106],particularli:20,partit:[34,36,76,78,80,108,110],pass:[2,8,18,21,26,28,31,32,34,44,49,51,57,61,67,69,70,73,74,75,80,82,84,88,89,99,100,106,108,109,110,111,116,127,129],pass_gener:8,pass_id:28,pass_idx:75,pass_test:127,passtyp:100,password:112,past:[29,92,95,110],patch:46,path:[1,2,7,13,14,15,28,34,38,39,42,57,66,75,91,92,108,110,111,116,118,120,121,122,126,128,129],path_to_paddlepaddle_working_directori:103,pattern:[14,34,62,69,82,110],paus:[34,41],pcie:68,pdf:9,peer:68,pem:[29,36,110],pend:[34,38],peopl:98,pep425tag:94,pep8:99,per:[7,8,14,15,21,34,39,68,69,75,82,101,116,129],percal:105,perf_test:105,perfom:[116,118],perform:[1,8,9,20,21,30,39,44,48,49,51,57,68,70,71,75,76,80,82,87,88,97,98,100,101,104,108,115,120,121,122,127,129],perftool:[71,105],period:[1,34,41,79,116,129],permiss:110,permut:21,peroid:[8,15],persist:[21,45,85,90,110],persistentvolum:110,persistentvolumeclaim:110,person:[7,29,56],perspect:[80,106],perturb:[30,100],peter:79,pex:124,pfs:[36,47,79],pfsclient:36,pfspath:47,pgp:110,phase:[21,60,66,68,69,75,81,124],philosophi:[69,82],photo:51,physic:[121,124],pick:[2,21,110,121],pickl:[108,112],pictur:[68,129],piec:[8,9,43,71,102],pil:[15,108],pillow:42,ping:99,pip:[83,91,93,95,99,103,105],pipe:13,pipelin:44,piperead:13,pivot:60,pixel:[2,8,13,14],pixels_float:2,pixels_str:2,place:[1,2,21,31,32,34,41,45,56,60,68,76,78,80,88,100,102,106,107,128],place_:[56,64,87,88],placehold:[51,87,102,126],placement:78,plain:[1,7,8,13,42,61,63,64],plan:[34,43,60,80,100,120],platform:[32,60,64,71,87,94,99,101,102,107,110,120,121,122],pleas:[2,4,6,8,9,10,15,21,29,34,38,39,40,43,53,64,65,74,75,79,80,87,90,91,92,94,97,98,99,100,101,102,103,105,108,110,120,121,122,125,126,129],plot:29,plu:[8,30],plug:[68,69],pne:101,png:128,pnpairvalidationlay:116,pnpairvalidationpredict_fil:115,pod:[36,42,43,110,111],pod_nam:110,point:[21,32,34,42,48,57,60,68,79,87,98,99,101,102,105,106,120,124],pointer:[32,39,49,53,57,64,74,80,84,87,102],polar:14,polici:110,pollut:41,polyak:69,ponit:53,pool3:100,pool:[2,9,21,27,57,77,129],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:[9,129],pooling_typ:[8,129],poolingtyp:11,pop:[32,45],popul:39,popular:[33,51,53,71,128],port:[33,43,105,108,110,111,115,116],port_num:115,portabl:53,portal:103,ports_num:[108,116],ports_num_for_spars:[37,108,115,116,118],pose:34,posit:[2,7,8,9,129],positive_label:7,possibl:[29,32,38,57,74,78,82,106,127],post:[42,46],postpon:82,potenti:[48,106],power:[48,57,68,102,124,129],ppo_workspac:103,pprof:105,practic:[97,100],pre:[2,8,9,14,29,39,56,91,99,110,111,120,122,126],pre_activ:74,pre_bia:74,pre_dictandmodel:126,pre_stat:[65,89],preambl:74,precis:[7,44,48,69,91],precision_evalu:7,precompil:45,pred:[53,57,129],predecessor:57,predetermin:[8,116],predic:14,predict:[2,3,7,8,21,28,76,82,95,97,116,126,129],predict_fil:116,predict_lay:28,predict_output_dir:[115,116,129],predict_sampl:4,predicted_label_id:129,prediction1:28,prediction2:28,prefer:[49,56],prefetch:[37,100],prefix:[7,9,34,36,66,110],preform:57,pregrad:100,premodel:126,prepand:74,prepar:[4,30,42,70,97,113,129],prepend:74,prepend_oper:74,preprocess:[14,15,89,111],prerequisit:57,present:[29,31,32,71,89,128],preserv:47,press:20,presucessor:57,prev_batch_st:[115,116],prev_cel:21,prev_cell_data:21,prev_hidden:21,prev_hidden_data:21,prevent:[1,10,21,29,34,38,41,82,105],preview:[80,103],previou:[8,9,21,28,31,34,47,65,66,78,100,105,110,116],previous:[8,111,128],previous_memori:32,price:[14,80,95],prim:60,primari:[49,52],primarili:[69,82],primer:99,primit:[48,59,60,68,89],primitive_desc:60,primitivedesc:60,principl:[29,33,64],print:[6,28,29,49,53,76,94,95,105,112,116,126,129],print_graphviz:53,printallstatu:106,printer:7,printstatu:106,priorbox:8,prioriti:80,prite:7,privat:[32,63,71,74,84,85,86,87,89,99,102],privileg:[98,110],pro:68,prob:[7,28,95,127],probabilist:[8,126],probability_of_label_0:129,probability_of_label_1:129,probabl:[7,8,21,28,66,92,97,99,128,129],problem:[4,8,29,30,33,41,49,51,52,69,80,82,94,98,129],proc:92,proc_from_raw_data:129,proce:[13,34,75,92,110],procedur:[32,61,102,121,126],proceed:20,process:[1,2,4,6,8,9,13,21,29,31,32,36,37,38,41,43,44,45,49,53,57,59,61,68,76,82,86,97,99,105,108,109,110,111,116,118,126,128,129],process_num:13,process_pr:129,processdata:128,processor:[48,106],produc:[8,9,13,21,34,49,53,75,128,129],product:[8,9,21,42,49,100,110,111,129],productgraph:111,prof:105,profil:[16,47,71],profilerst:71,proflier:[71,106],program:[1,13,18,20,21,25,29,31,36,39,41,45,52,54,57,67,68,71,75,76,79,80,84,105,106,109,116],programdesc:[43,45,49,57,61,73,74,79,81],programm:[49,74,76],progress:[34,38,116],proivid:2,proj:8,project:[8,9,42,63,97,100,101],promis:[8,9,66],prompt:[47,49],prone:29,prop_kind:60,propag:[8,10,31,49,69,101,116,118],proper:[56,108],properli:[56,98,129],properti:[2,53,82,116],propos:[32,49,66,67,68,69,77,78,89],proprietari:59,protect:[48,86,100,101],proto:[11,56,61,64,72,80,86,90,101],proto_:86,protobuf:[28,32,42,43,45,49,52,53,57,61,72,74,80,81,86],protoc:[120,122],protocol:[7,107,116,124],prove:129,provi:108,provid:[8,14,21,29,32,39,42,43,44,45,48,49,51,53,55,56,68,69,71,74,79,82,86,87,89,92,95,102,105,106,108,109,110,120,121,124,126,127,128],providermemory_threshold_on_load_data:115,provis:[110,124],provod:2,prune:[8,32],ps_desir:34,pserver:[28,37,39,40,42,80,108,110,115,116],pserver_addr:39,pserver_cpu:42,pserver_id:35,pserver_mem:42,pserver_num_thread:[37,115,116],pserver_spec:28,pserverstart_pserv:115,pseudo:[29,31,42,81,89],pseudocod:89,psize:100,ptr:[63,87],pub:112,publish:120,pull:[33,80,83,99,120,126],purchas:129,purpos:[8,34,56,76,78,106],push:[32,45,49,71,83,99],push_back:100,put:[33,34,37,57,60,74,78,87,100,111,120,129],pvc:110,pwd:[91,92,98,103,120],pxe:124,py_paddl:[4,127],pybind:[32,48],pydataprovid:[1,2,129],pydataprovider2:[3,4,129],pypi:94,pyramid:8,pyramid_height:8,python2:105,python3:94,python:[1,2,3,21,28,29,32,40,44,45,49,50,51,52,53,56,62,66,70,71,80,83,87,89,91,92,94,95,97,98,99,103,107,108,112,126,127],pytorch:[49,71],qualcomm:48,qualiti:129,queri:[7,8,110],query_id:7,question:[8,29,43,78,86,110],queue:78,quick:[53,116],quick_start:[42,110,111,113,129],quick_start_data:111,quickli:[66,74,80],quickstart:111,quit:[66,106],r14b:120,r_h_val:21,r_t:8,rais:[13,21,53,108],rajathkmp:51,ran:[78,106],rand:[51,106,116,118,127],random:[2,6,8,13,20,21,36,51,64,70,74,75,101,108,116,127],random_crop:15,random_imag:36,randomli:[15,21,41],randomnumberse:115,rang:[2,8,13,20,21,36,43,48,51,57,71,75,76,79,86,99,116,118],rank0:68,rank1:68,rank:[8,21,29,89,102,110,128,129],rank_tabl:21,rankdir:53,ranktabl:21,rapid:81,rare:2,raspberri:123,raspberry_pi:122,raspberrypi:122,raspbian:122,rate:[6,7,8,9,10,14,39,100,129],rather:[4,31,42,51,89,110],ratio:[8,116],raw:[8,61,129],rdma:116,rdma_tcp:[115,116],reach:[34,57,68,106],read:[1,2,13,15,21,28,29,31,34,36,43,49,75,76,78,80,89,92,97,98,103,108,110,120,124,128,129],read_from_arrai:57,read_from_realistic_imag:29,read_from_rng:29,read_lock:35,read_minibatch:49,read_mnist_imag:29,read_ranking_model_data:29,readabl:[71,80,105],reader:[0,14,28,36,48,51,52,72,76,79,105,108],reader_cr:36,reader_creator_bool:75,reader_creator_random_imag:[13,75],reader_creator_random_image_and_label:[13,75],readi:[34,110,111,124],readlockguard:37,readm:63,readonesamplefromfil:2,readwritebuffer_:37,readwritemani:110,real:[2,8,21,37,51,75,108,127],realist:29,realiz:[32,64,65],realli:[49,82],reason:[9,29,30,34,49,99,111],recal:7,receiv:[34,42,65,78],recent:[57,69],reciev:116,recognit:[2,8,128],recommand:2,recommend:[1,9,29,91,92,93,97,99,100,103,108,109,116,120],recompil:106,record:[13,38,60,71,86,110],recordev:71,recordio:[13,14,29,36,38,76,79],recov:[34,89,127],recover:80,recoveri:38,rectifi:[8,20],recurr:[58,65,84],recurrent_group:[9,97],recurrent_lay:9,recurrent_op:89,recurrentgradientmachin:[63,66,89],recurrentgroup:7,recurrentlay:[58,116],recurs:[31,32,33,47,57,80],recv:[43,68,76,78,110],recvparametertyp:37,red:[51,105],redirect:13,reduc:[8,21,48,68,78,80,92,99,105,109,116,118],reduce_by_kei:80,reduce_mean:51,refactor:[52,66,69,70,74,76,78,82,89],refer:[1,4,6,8,9,10,15,20,21,25,30,32,34,38,39,40,43,48,53,60,64,65,68,72,74,80,82,84,87,89,90,91,92,97,98,100,101,102,111,120,121,126,129],referenc:38,reffer:21,reflect:38,reformat:99,refrain:101,reg:86,regard:124,region:[8,84,106],regist:[57,64,81,87,88,100,106],register_gpu_profil:106,register_lay:100,register_op:[50,80,81,86,101],register_op_cpu_kernel:[87,101],register_op_cuda_kernel:[87,101],register_op_without_gradi:[80,101],register_oper:[55,81],register_tim:37,register_timer_info:106,registerop:86,registr:[101,107],registri:[42,55,87,111,124],regress:8,regular:[6,16,21,23,31,100,110,129],regularization_coeff:26,reinforc:79,reiniti:60,rel:[1,9,30,41,82,101,120],relat:[2,34,41,42,48,64,71,84,88,99,105,111,121,122,124],relationship:[81,87,127],releas:[79,83,110,120,121,122],relev:101,reli:[30,43,66,67,69,82,101,105],reliabl:[34,82],relu1:53,relu2:53,relu:[8,21,51,53,57,100],relwithdebinfo:105,remain:[89,129],rememb:[8,99],remind:[64,87],remot:[6,33,37,80,99,100,110,116,118],remote_ess:79,remote_sess:79,remoteparameterupdat:[37,40,116],remov:[13,31,47,49,66,99,116,120,121],ren:20,renam:[31,47,48,94],reorder:60,reorder_primit:60,reorgan:8,repeat:[32,52,72,73,85,86,90,105],repeatedli:[52,57],replac:[33,38,55,69,79,81],repli:99,replic:76,replicaset:42,repo:[33,99,103,122],report:[38,48,49,71,76,106],reportdataset:38,repositori:[8,103,120],repres:[2,4,8,9,21,31,32,38,43,49,53,61,64,66,69,74,78,79,80,82,85,87,89,90,97,100,110,129],represent:[8,21,39,51,52,57,64,66,76,85,129],reproduc:98,request:[33,34,37,41,43,76,80,83,99,110,111,124,126],requir:[1,7,8,23,29,31,34,39,41,42,47,48,53,57,59,65,69,71,72,73,76,78,80,82,85,86,90,94,98,99,100,101,103,108,110,111,120,122,124,127,129],res5_3_branch2c_bn:128,res5_3_branch2c_conv:128,research:[14,49,76],reserv:[2,21,47],reserveoutput:100,reset:[8,18,21,34,44],reset_program:[18,44],resetingrad:59,resetinvalu:59,resetoutgrad:59,resetoutvalu:59,resetxxx:59,reshap:[30,75,102],reshape_s:8,resid:98,residu:128,resiz:[15,37,87,101,102],resize_s:15,resize_short:15,resnet_101:128,resnet_152:128,resnet_50:128,resolv:[33,99,111],resourc:[45,68,71,79,87,110],respect:[2,30,48,51,65,97,100,116,128],respons:[8,37,44,51,68,69,70,82,110,111],rest:[2,8,21,32,42,46,88,124],restart:[34,39,110,111,124],restartpolici:[110,111],restor:[30,69],restrict:[82,84,105,116],result:[4,5,7,8,21,25,28,30,31,38,44,51,52,53,57,61,66,67,68,70,76,101,102,105,106,107,110,116,128,129],result_fil:7,resum:41,retain:102,retran:110,retriev:[32,66,84,98,100,105,111],retriv:108,return_op_list:23,return_seq:9,reuqest:83,reus:[32,41,66,75,80,100,101],rev:98,revamp:76,reveal:[29,105],revers:[8,9,31,97],review:[14,43,111,129],reviews_electronics_5:111,revis:129,rewrit:[33,101],rgb:[8,15],rho:10,rid:49,right:[2,8,30,31,32,33,42,44,57,80,82,99,128],ring:68,risk:31,rkt:[42,98],rmsprop:[69,129],rmspropoptim:69,rnn:[8,9,32,49,51,66,74,80,84,104,115,129],rnn_bias_attr:97,rnn_layer_attr:97,rnn_out:97,rnn_output:89,rnn_step:8,rnn_use_batch:[58,115,116],rnnalgorithm:66,rnnlm:14,rnnstep:89,roadmap:89,robust:[8,20],rocmplac:64,roi:8,role:[14,29,38,39,68,76,110],rollback:74,root:[10,11,31,68,110,111,121],rot:8,roughli:[2,127],round:[48,68],routin:[48,59,68],row:[4,7,8,13,21,37,100,128],row_id:8,rows_:85,rpc:38,rpcserver:38,rpi:122,rpi_arm_neon:122,rpi_toolchain:122,rsize:110,rtk:124,rtype:13,rule:[7,21,31,49,52,76,100,110],run:[29,30,31,32,33,34,42,43,44,48,49,50,51,52,53,57,60,64,65,67,68,69,71,72,73,76,77,78,79,80,83,84,85,87,88,93,94,95,98,99,100,102,103,105,106,108,109,110,112,113,114,116,120,121,122,124,126,128,129],run_test:91,runinitfunct:106,runnabl:78,running_on_cloud:42,runserv:103,runtim:[1,2,25,32,43,55,65,79,80,90,92,109,120],runtime_table_:32,s_block:31,s_param:127,s_recurrent_group:97,sacrif:1,safe:42,sai:[8,52,54,57,75,76,98,116,118],said:49,sake:100,same:[2,4,7,8,9,20,21,28,29,30,38,39,41,43,50,51,53,56,57,65,66,68,74,76,79,80,81,84,88,89,91,97,101,102,109,110,118,126,129],samping_id:8,sampl:[2,4,7,13,14,21,44,51,86,92,108,109,116,118,126,127,128,129],sample_dim:127,sample_id:7,sample_num:7,sampler:51,satifi:[7,57],satisfi:[33,60,85,94,110,129],save:[2,8,13,28,34,36,38,39,42,43,52,53,57,61,69,76,85,90,98,108,110,111,116,118,128,129],save_dir:[111,116,118,127,129],save_only_on:[115,116],save_parameter_to_tar:28,saving_period:[115,116],saving_period_by_batch:[115,116,118,129],saw:2,scalabl:80,scalar:[2,8,21,31,32,54,89],scale:[5,20,69,76,78,81,86,101,108,128],scaleop:101,scaleopmak:[80,101],scalingproject:8,scan:[31,38,57,80],scatter:[8,31,68],scenario:[66,115],scene:115,schdule:110,schedul:[38,42,78,110,127],scheduler_factor:6,schema:126,scheme:[7,10,37,82,101],scienc:57,scope:[30,43,45,77,79,107],score:[7,8,21,66],scp:112,scrip:129,script:[4,14,68,91,98,101,108,109,110,112,120,128,129],sdk:121,search:[8,34,84,91,97,116],second:[2,8,21,29,43,47,49,51,53,65,66,72,73,75,84,86,101,109,126,128,129],secret:110,section:[2,31,49,74,78,97,99,100,105,110,129],see:[2,4,8,9,21,29,31,34,43,48,49,74,79,99,101,102,105,106,110,126,127,128,129],seed:[20,21,106,116],seem:[33,48,49,94],seen:[82,101],segment:[7,65,89,102],segmentor:126,sel_fc:8,selcet:8,select:[8,21,66,110],selected_generation_scor:66,selected_id:[8,66],selected_indic:8,selected_row:[85,90],selected_rows_desc:[85,90],selected_scor:66,selectedrow:[55,90],selectiv:8,selector:111,self:[30,44,51,53,57,58,59,61,67,74,89,100,101],self_addr:43,selfnorm:8,semant:[14,29,66,83],semat:29,send:[34,39,43,56,68,76,78,80,86,90,99,108,110,116],send_back_parameter_typ:37,sendbackparameterspars:37,sendbackparametertyp:37,sendparameterrequest:37,sendparameterrespons:37,sens:[69,82,99,105],sensit:8,sent:[29,39,43,76,80,86,111],sentenc:[2,8,14,49,65,66,89,97,129],sentence_input:89,sentiment:[2,129],sentimental_provid:2,separ:[2,7,21,25,39,50,69,76,81,82,108,116,126,129],seper:89,seq:[8,14],seq_len:89,seq_pool:8,seq_silc:8,seq_text_print:7,seq_to_seq_data:126,seq_typ:[2,13],seqtext_evalu:7,seqtoseq:[8,126],seqtoseq_net:[8,126],sequel:2,sequenc:[2,5,7,8,9,11,13,14,21,31,32,43,45,49,52,58,67,72,89,99,100,126,129],sequence_conv_pool:129,sequence_group:8,sequence_nest_group:8,sequencesoftmaxop:21,sequencestartposit:8,sequencetextprint:7,sequencetyp:[2,8],sequenti:[8,32,43,97,129],seri:[9,94],serial:[2,28,32,38,61,70,80,90],serializ:80,serv:[48,76,80,89,92,106,108,110,127],server:[29,33,37,40,41,49,68,76,80,91,100,109,115,124],serverless:34,servic:[105,108,124],sess:[51,53,67,79],session:[53,67,73,106],set:[1,2,4,6,7,8,9,13,14,15,21,25,28,29,31,34,42,51,55,57,60,64,65,66,71,73,74,80,81,84,87,89,91,97,98,99,100,101,102,103,104,105,106,108,109,110,111,115,116,118,121,122,126,128,129],set_active_typ:100,set_default_parameter_nam:6,set_drop_r:100,set_float_el:30,set_input:8,set_siz:100,set_typ:100,setdatatyp:85,setdefault:101,setp:110,setq:98,settup:100,setup:[2,69,76,83,100,101,124,129],sever:[2,7,8,30,37,51,64,65,66,68,70,71,74,85,87,89,91,108,109,110,118,129],sexstant:124,sgd:[23,28,29,34,42,69,70,76,78,79,85,107,108,127],sgd_optim:107,sgdasync_count:115,shall:[31,33],shaoq:20,shape:[7,8,13,18,21,28,30,31,32,51,54,64,65,72,74,79,80,85,87,101,102,107,128],shard:[34,35,36,37,38,39,41,76,78,108,110],share:[8,21,33,51,63,70,74,80,82,87,89,98,101,106,116],shared_bia:9,shared_bias:8,shared_librari:33,shared_ptr:[60,62,63,84,87,102],shell:[92,110,128],shift:[8,128],shorten:8,shorter:[15,128],should:[2,4,6,7,8,13,15,18,20,21,23,25,26,28,29,30,31,32,39,42,44,48,49,50,51,55,56,60,64,65,66,67,69,70,71,72,75,76,80,81,82,85,86,88,89,90,95,97,101,103,109,110,120,129],should_be_fals:29,should_be_tru:29,should_shuffl:2,show:[4,7,10,31,32,34,47,49,54,57,61,65,68,69,72,89,94,98,102,108,110,111,116,126,128,129],show_check_sparse_distribution_log:[115,116],show_layer_stat:[115,116],show_parameter_stats_period:[111,115,116,118,129],shown:[2,8,29,44,68,71,76,97,100,102,106,110,127,128,129],shrink:100,shrink_rnn_memori:21,shuffl:[2,13],sid:110,side:[8,28,44,57,70,102,108,128],sig:110,sigint:109,sigmod:86,sigmod_op:86,sigmod_output:86,sigmoid:[8,22,32,79,86,89,100],sigmoidactiv:9,sign:[46,61,110],signal:109,signatur:110,signific:106,similar:[8,21,32,43,45,49,66,69,71,75,76,78,80,82,87,88,89,101,105,110,124,129],similarli:[8,13,49,57,101],simpl:[1,2,5,7,8,9,13,14,23,28,43,48,52,53,57,65,69,72,78,82,84,86,89,106,116,129],simple_attent:97,simple_gru:[97,129],simple_lstm:[8,129],simple_rnn:[8,97],simple_transform:15,simpler:70,simplest:110,simpli:[1,8,15,29,39,92,95,97,106,126,128],simplifi:[29,66,74,86,100,111],simul:[49,121],simultan:110,sinc:[8,9,34,38,40,41,49,55,57,60,64,69,75,76,77,79,81,82,89,102,106,110,121,124,127,129],sincer:99,singl:[2,7,9,13,21,31,34,44,48,56,68,76,78,79,80,84,91,95,100,105,108,111,128,129],singleton:[43,77],sinlg:28,sit:76,site:[33,105,110],situat:[31,73,88],six:126,size:[2,7,8,9,13,14,15,21,28,34,36,37,39,48,51,57,61,66,69,74,75,76,79,85,86,87,89,92,95,97,100,101,102,107,116,120,121,122,127,128,129],size_a:8,size_b:8,size_in_byt:60,size_t:[37,87,89,100],sizeof:[32,126],skip:[31,75,99,109,110,128],slice:43,sliceproject:8,slide:[8,10,14,34],slight:49,slightli:51,slope:8,slopeinterceptlay:8,slow:[2,106],slowli:[98,105],small:[2,8,14,30,43,51,59,66,99,100,116],small_messag:[115,116],smaller:[21,30,34,48,66,99],smart:84,smooth:8,snap:111,snapdragon:48,snapshot:[35,41,110],snippet:[50,67,97,100,106,110,129],sock:42,sock_recv_buf_s:[115,116],sock_send_buf_s:[115,116],socket:116,soft:21,soft_label:21,softmax:[8,9,21,29,32,49,53,54,66,72,76,78,79,97,100,126,129],softmax_param_attr:9,softmax_selfnorm_alpha:8,softmaxactiv:129,softmaxoutput:53,softwar:[48,71,106,124],solid:51,solut:[68,124],solv:[29,31,57,80],some:[2,6,8,13,15,21,28,29,31,32,33,37,38,39,41,42,48,50,51,52,56,57,60,64,65,66,67,72,73,74,75,78,80,81,84,87,88,89,99,100,101,102,106,108,110,115,116,118,120,121,122,124,127,129],some_c_api_funct:63,some_inst:63,some_op:[55,65,89],some_python_class:62,somecppclass:62,somedata:28,somegotyp:62,someth:[2,31,37,74,98,99,105],sometim:[8,71,75,98,106],somewhat:39,somewher:84,soon:34,sophist:100,sort:[8,14,21,89,105,110,116],sort_by_length:89,sourc:[8,14,30,33,47,49,51,59,61,63,66,75,80,97,98,105,108,110,111,121,126,129],source_dict_dim:[66,97],source_dict_s:66,source_language_word:[66,97],space:[7,8,48,74,78,82,97,98,106],space_seperated_tokens_from_dictionary_according_to_seq:7,space_seperated_tokens_from_dictionary_according_to_sub_seq:7,span:71,spars:[2,6,8,10,13,21,37,100,102,108,110,116,129],sparse_binary_vector:[2,13,129],sparse_binary_vector_sequ:13,sparse_float_vector:[2,13],sparse_float_vector_sequ:13,sparse_non_value_slot:13,sparse_remot:37,sparse_upd:[6,37],sparse_value_slot:13,sparseparam:100,sparseprefetchrowcpumatrix:100,spatial:8,spatial_scal:8,speak:[57,97],spec:[110,111],specfii:116,special:[8,21,31,39,48,55,64,66,67,76,101,126,129],specialvartypeinfer:55,specif:[1,21,28,31,33,34,47,66,80,84,87,98,101,118,120,129],specifi:[1,2,7,8,18,21,29,30,37,38,39,42,43,44,45,47,51,61,71,74,76,77,79,84,86,89,92,97,98,99,100,102,103,105,110,116,120,121,127,128,129],speech:8,speed:[8,9,48,61,68,69,91,124],speedup:71,spefici:128,sphinx:[62,103],split:[2,8,13,21,41,43,49,54,66,77,80,89,108,110,118,126,128,129],split_count:[108,110],spread:31,sql:1,sqrt:[20,21],sqrt_x:21,squar:[8,10,11,21,53],square_error_cost:107,srand:116,src:[33,60,108],src_backward:97,src_embed:[66,97],src_forward:97,src_primitive_desc:60,src_root:4,src_word_id:[66,97],src_word_vec:66,srl:14,ssd:8,ssh:[110,111,112,122],ssh_server:109,sstabl:29,stabil:[8,30,57,101],stabl:[83,110],stack:[45,80,89,110,129],stackexchang:8,stage:[33,40,49,51,57,60,77,90,109,120],stale:[34,79],stamp:106,standalon:120,standard:[6,13,20,21,49,80,82,94,98,105,126],stanford:[14,30,111],star:33,start:[8,9,21,28,31,33,34,37,38,39,41,42,66,68,70,71,76,77,91,92,94,97,98,105,106,109,112,116,119,126],start_mpi_train:112,start_op_idx:31,start_pass:[115,116],start_po:8,start_pserv:116,startup:[21,34,42,49,110],startup_program:[18,21,23],stat:[106,116],state:[8,9,18,23,32,34,44,45,65,66,71,84,89,97,111,116,127],state_act:[8,9],statem:57,statement:[49,52,57,100,110],static_cast:[60,102],staticinput:[8,97],statist:[8,18,20,44,71,116,129],statset:106,statu:[42,66,106,110,111],status:111,std:[28,33,37,53,55,56,60,62,63,71,73,80,81,84,86,87,88,100,101,102,116],stdbuf:108,stderr:109,stdout:[13,109],step:[4,8,9,11,21,23,30,32,34,39,44,49,51,52,58,66,69,70,74,76,78,80,86,89,91,92,97,99,100,105,106,108,110,111,112,120,122,124,129],step_gradi:31,step_id:89,step_input:89,step_net:32,step_output:89,step_scop:80,stepnet:[32,65,80,84],still:[31,38,41,49,57,76,81,94,102,128],stirng:74,stmt1482205552000:110,stmt1482205746000:110,stochast:[10,34,38,41,69,108],stop:[8,98,109,111,116],stop_gradi:21,storag:[46,48,108,110,111],store:[7,8,14,21,28,30,32,33,37,45,53,55,61,64,66,70,72,74,76,79,80,81,82,84,89,100,101,102,103,108,110,111,112,116,121,122,126,128,129],str:[15,18,21,28,31,42,89,118],straight:[72,75,85],straightforward:60,strategi:[2,11,34,74,78,116],stream:[13,60,71,87],stream_:87,streamid:25,street:8,strength:127,strict:[75,108],stride:[8,9,21,60,64],stride_h:21,stride_i:8,stride_w:21,stride_x:8,string:[1,2,7,8,13,15,21,25,28,31,32,38,47,53,56,61,71,72,73,74,79,80,81,84,85,86,90,100,101,110,116],strip:[105,129],strongli:108,struct:[38,39,46,48,55,56,63,64,71,81,86,88],structur:[31,32,38,49,51,61,66,72,74,80,85,109,110,126,129],sts:110,stuff:99,stun:2,style:[2,8,80,86,91],sub:[7,8,13,29,31,41,43,51,57,65,68,70,74,76,97,100,120,129],sub_block:31,sub_nest_seq:8,sub_sequ:[2,8],subclass:[23,74],subcommand:47,subgradi:10,subgraph:[51,78],submiss:76,submit:[60,80,103,108,110,115,116],subnet0:110,subnet:[29,110],subobjectpath:111,subscript:21,subsequ:[8,68],subsequenceinput:8,subset:[21,100],substanti:128,succ:57,succeed:[38,111],success:[8,39,110,111,128],successfulcr:111,successfulli:[101,128],successor:116,sucess:57,sucessor:57,sudo:[98,110],suffer:30,suffici:116,suffix:[18,42,94,108],suggest:[8,33,99,106],suit:124,suitabl:[85,116],sum:[8,10,31,32,35,55,74,77,97,100],sum_op:31,sum_x:21,sume:21,summar:[51,71,129],summari:71,summat:21,sumopgradmak:81,sun:20,supercomput:57,suppli:[21,85],support:[6,7,8,10,11,13,15,21,30,32,34,41,42,43,49,50,51,57,60,61,64,66,69,70,71,73,75,76,78,80,81,82,85,88,91,92,94,95,97,98,100,101,102,103,106,108,110,116,120,121,122,124],support_inplac:57,suppos:[9,21,33,43,50,85,100,129],suppress:[8,47],sure:[21,91,98,100,105,110],surpass:[8,20],sutibal:87,svs:86,swagger:46,swap_channel:128,swig:[4,40,62,63,91,120,121],swig_paddl:[4,127],switchop:32,sychron:68,symbol:[8,32,53,63,94],symbols_ready_:32,symbolt:[32,80],symlink:99,sync:[34,69,82,116,127],sync_with_cpp:105,syncflag:100,synchron:[34,38,60,68,71,108,110,116],syntax:[43,45,49,66,75],synthes:127,sys:128,sysroot:120,system:[32,33,34,39,41,46,50,51,57,59,76,78,91,92,94,101,103,105,108,111,120,129],t2b:126,tab:[94,129],tabl:[2,7,8,21,32,43,49,55,61,85,90,121,128,129],tablelookup:85,tablelookupgrad:85,tablelookupop:85,tableproject:8,tag:[7,14,83,92,97,108],tagtyp:7,tail:66,take:[2,4,7,8,9,13,21,28,29,31,32,33,34,41,43,45,48,51,52,54,55,57,60,64,69,72,73,74,75,80,81,87,88,89,91,97,98,99,100,101,105,106,108,110,111,127],taken:[2,8,53,57,64,76,89],talk:[39,122],tangl:105,tanh:[8,9,21,51,66,76,97,100],tanhactiv:9,tar:[15,28,110],tarbal:110,target:[8,14,21,23,28,31,32,33,45,51,53,67,73,76,79,80,91,97,101,120,121,122,126,129],target_block:31,target_dict_dim:97,target_dict_s:66,target_dictionary_dim:8,target_language_embed:8,target_language_word:97,target_link_librari:33,target_word:66,targetinlink:8,task:[2,7,8,61,66,71,76,86,97,118,126,128],task_queu:38,taskentri:38,taskqueu:38,tbd:[40,60],tcp:[110,116],teach:129,tear:106,technic:[31,34],techniqu:[21,57,97,100,105],technolog:[49,98],tee:111,tell:[34,38,39,66,86,92,106,120],templat:[50,60,86,87,101,102,111,124],tempor:[8,129],temporari:[18,31,42,45,57,69,74,125],ten:98,tensor:[21,30,33,43,48,49,51,53,55,56,60,61,64,65,66,77,78,79,85,88,89,90,101,107],tensor_arrai:43,tensor_array_read:89,tensor_array_s:89,tensor_array_stack:89,tensor_array_unstack:89,tensor_array_writ:89,tensor_data:61,tensor_s:30,tensor_test:33,tensor_to_check:30,tensorarrai:77,tensorarraydesc:89,tensordesc:[61,85],tensorflow:[32,43,49,51,54,76,78,82,89,102],term:[8,9,21,34,81,82],termin:111,terminolog:57,tese:1,tessorarrai:89,test100:14,test10:14,test1:36,test:[1,2,8,13,14,15,21,28,29,30,33,53,63,69,75,79,83,95,98,102,106,107,108,112,115,126,128,129],test_:101,test_all_data_in_one_period:111,test_check_grad_ingore_i:101,test_check_grad_ingore_x:101,test_check_grad_norm:101,test_check_output:101,test_data_dir:108,test_fcgrad:100,test_gpuprofil:106,test_layergrad:100,test_list:[2,129],test_mkldnn:59,test_mklpack:58,test_mul_op:[91,101],test_norm:101,test_pass:[115,116,118],test_period:[115,116,118],test_recurrent_op:99,test_wait:[115,116],testa:29,testb:29,testbilinearfwdbwd:106,testcas:101,testconfig:100,testfcgrad:100,testfclay:100,testlayergrad:100,testmodel_list:115,testmulop:101,testq:29,testresult:28,testsave_dir:115,testutil:100,text1:47,text:[1,2,7,9,13,29,61,65,71,110,126,129],text_conv:129,text_fil:13,tflop:106,tftp:124,tgz:[14,94],than:[2,4,6,7,8,9,21,31,34,42,43,49,50,51,74,80,82,89,91,97,98,100,108,110,120,124,128],thank:126,the_step:49,theano:49,thei:[2,8,18,20,26,29,31,33,34,39,41,43,47,49,51,52,56,57,66,67,71,74,78,79,80,86,89,90,97,98,99,100,101,102,106,108,110,115,128],them:[1,2,7,8,9,15,29,30,31,33,34,37,42,49,50,55,56,57,66,75,78,80,81,84,85,86,88,89,90,98,99,101,103,106,110,115,116,128,129],themselv:[31,33],theori:[49,106],therefor:[31,57,69],therein:[8,32],therun:128,theta:51,theta_d:51,theta_g:51,thi:[1,2,6,7,8,9,10,13,14,15,18,20,21,23,25,26,28,29,30,31,32,33,34,37,38,39,40,41,42,43,44,45,48,49,50,51,52,53,56,57,60,64,65,66,67,68,69,70,71,72,74,75,76,77,78,79,80,81,82,85,86,87,88,89,92,94,95,97,98,99,100,101,102,103,105,106,107,108,110,111,116,118,120,121,122,124,126,127,128,129],thin:55,thing:[2,51,76,80,87,106],think:[29,33],third:[8,34,53,101,105,106,120,121,122,128],third_parti:[8,59,120,121,122],thirt:98,those:[8,32,33,34,50,52,53,54,72,120,128],though:[89,124],thought:[33,106],thread:[43,71,77,100,105,106,116,118],thread_count:77,thread_id:71,thread_id_:71,thread_local_rand_use_global_se:[115,116],thread_pool:77,threadblocks:25,threadid:118,threadloc:106,threadpool:43,three:[2,7,8,21,30,31,34,44,48,49,52,60,66,67,70,71,72,75,87,116,120,127,128],threshold:[6,7,8,34,38,99,116],through:[4,8,31,33,34,38,40,44,57,67,69,79,97,100,101,103,106,107,108,121,126,127],throughout:[45,129],throughput:[106,108],thrust:80,thu:[2,8,21,41,44,53,57,100,110,125],tier:111,time:[2,8,9,11,13,21,28,29,30,33,34,38,41,49,50,55,57,58,64,65,66,68,71,74,75,76,78,80,81,85,86,89,90,91,97,98,102,105,106,111,116,118,124,129],timelin:[8,71,80,106],timeo:110,timeout:[34,38],timeout_sec:13,timestamp:[8,35],timestep:[2,8,84],tip:[120,121],titan:57,titl:14,tls:46,tmp:74,to_chw:15,to_no_sequ:8,to_sequ:8,to_tar:28,toadapt:88,todo:[7,13,14,32,34,38,41,66,86],toend:8,togeth:[2,8,9,13,28,31,89,97],token:[7,8,29,97,126],toler:[28,30,91,101],too:[14,30,43,60,64,88,89],took:124,tool:[71,91,94,97,98,105,110,120,122],toolchain:[105,120,121],top:[7,21,28,65,66,101,128],top_k:[7,21,66],top_level_rnn:65,topic:60,topk_generated_scor:66,topk_id:66,topk_indic:21,topk_out:21,topk_scor:66,toplevel:98,topolog:[29,34,53,57,61,70,76,79],topoloi:53,topolopi:28,torch:[32,49],toronto:14,total:[21,28,34,44,68,71,75,78,105,106,108,111,124,126],total_pass:75,tottim:105,trace:[32,51],track:[34,38,53,74],tractabl:8,tradit:[8,32,48],traffic:76,trail:13,train100:14,train10:14,train:[0,1,2,4,6,7,8,13,14,15,20,21,31,32,36,38,39,41,43,44,45,49,51,52,57,58,61,68,69,70,71,72,73,79,80,82,85,87,90,97,100,104,106,113,114,115,121,128],train_conf:126,train_config_dir:110,train_data:108,train_data_dir:108,train_id:110,train_list:[2,108,128,129],train_loop:49,trainabl:[8,61,74],traindot_period:115,trainer:[2,4,29,35,36,37,38,40,49,58,59,69,70,76,78,80,100,109,116,118,127,129],trainer_config:[1,2,110,111,129],trainer_config_help:[2,100,129],trainer_count:[95,108,110,111,115,116,118],trainer_cpu:42,trainer_cr:42,trainer_gpu:42,trainer_id:[108,110,116],trainer_intern:37,trainer_mem:42,trainer_packag:42,trainerid:41,trainerintern:129,training_machin:127,trainingtest_period:115,trainonebatch:37,trainonedatabatch:127,tran:[60,88,100,116],trane:2,transact:[34,38],transfer:[1,2,57,71],transform:[8,9,15,21,80,88,97,100,102,127,129],transform_param_attr:9,transformed_st:9,translat:[8,9,49,57,126],translation_id:66,translation_scor:66,transpar:[66,109],transpil:[43,49],transport:116,transpos:[8,15,100,127],transposedfullmatrixproject:8,travel:2,travers:[31,52,57],travi:99,treat:[8,32,39,57],treatment:[39,48],tree:[8,32,43,45,49,74,107,116,122],trg_dic_siz:66,trg_embed:[66,97],triain:1,trick:66,tricki:62,trigger:[41,70],trim:8,trivial:[2,66,89],trn:129,true_block:[32,54,72],true_imag:75,true_label:75,true_neg:44,true_posit:44,true_read:75,truth:[7,8,21,129],tst:129,tune:[6,104,105,129],tuninglog_barrier_abstract:115,tupl:[2,8,9,13,14,15,18,21,28,31,74,75],ture:8,turn:[8,21,74,75,92,127],tutori:[91,92,97,100,101,105,106,110,112,113,114,121,125,128,129],twice:[51,78],twine:83,two:[1,2,7,8,9,21,29,31,39,40,41,42,43,44,47,48,49,51,52,55,57,61,64,66,69,71,72,75,76,79,80,81,82,84,85,86,89,90,97,101,102,106,109,110,118,120,122,126,127,128,129],txt:[2,33,42,47,58,59,100,103,108,110,112,129],type:[2,7,8,9,11,13,14,15,18,21,23,28,29,31,32,34,37,38,41,42,46,47,48,55,56,60,61,62,63,65,66,72,73,74,75,80,81,82,85,86,87,88,90,95,97,98,100,102,108,110,111,116,118,121,128,129],type_nam:86,typedef:[39,48,62,63,64,87],typeid:86,typenam:[50,86,87,101,102],typic:[4,7,76,106,121],ubuntu:[83,94,95,105],ubyt:75,uci:14,uci_h:95,ufldl:[8,21],uid:111,uint16_t:48,uint32:[46,61],uint32_t:71,uint64:[61,62],uint64_t:62,unawar:39,unbalanc:116,unbound:[57,97],unclear:41,uncreat:31,under:[33,38,68,78,88,91,92,102,103,108,109,110],underli:66,understand:[20,49,74,105,106,124,126],understand_senti:97,undeterminist:106,unidirect:8,unifi:[45,53,85,99],uniform:[6,8,13,20,36,51,74,75,116,127],uniform_random:74,uniniti:31,uniqu:[29,32,34,41,42,60,64,74,84,101,108,110,116],unique_nam:74,unique_name_gener:74,unique_ptr:[81,84,87,100],unit:[8,9,21,33,69,71,82,87,91,97,98,102],unittest:[63,99,101],unittestcheckgrad_ep:115,unk:[85,90,126],unk_idx:129,unknown:[8,21],unless:21,unlik:[8,66,101],unnecessari:[31,99],unordered_map:84,unpack:89,unrol:65,unseen:82,unseg:8,unsign:[39,48],unstack:89,unstack_from:89,unsupervis:51,unsupport:101,until:[34,39,49,57,77,78,84,110],unzip:120,updat:[6,8,10,23,31,34,38,39,46,48,51,65,66,67,68,69,70,76,84,89,94,100,105,108,116,118],update_equ:28,update_hook:6,update_memori:32,update_op:67,updatecallback:100,updatestack:110,upgrad:[68,94,125],upload:[34,42,46,83,108],upon:34,upper:8,upstream:99,uri:110,url:[13,14,99],usag:[1,2,7,8,9,15,28,48,54,70,101,106,108,121,126,127],use:[1,2,4,6,7,8,9,11,13,14,15,20,21,23,26,28,29,30,32,33,34,40,45,48,51,53,55,56,57,60,64,66,67,68,70,71,74,76,77,78,79,84,85,86,88,89,90,91,92,94,95,97,98,99,100,101,103,105,106,108,110,111,116,118,120,121,122,126,127,128,129],use_cpu:56,use_cudnn:56,use_eigen_bla:120,use_eigen_for_bla:[120,121],use_etcd:28,use_global_stat:8,use_gpu:[95,108,111,115,116,118,127,128,129],use_mkl_pack:58,use_mkldnn:[8,56,59],use_nesterov:23,use_old_updat:[37,115,116],use_peephol:21,use_sparse_remote_updat:37,used:[1,2,4,7,8,9,10,11,13,14,15,20,21,25,28,29,30,32,33,34,40,41,45,48,49,51,53,57,65,66,69,70,71,74,75,76,79,80,82,84,86,87,89,91,94,97,98,100,101,102,105,106,110,115,116,118,120,121,122,126,128,129],useful:[1,2,8,9,30,48,57,84,88,97,100,118,120,129],usegpu:[100,127],user:[1,2,6,8,9,13,14,15,18,20,23,25,26,28,29,30,31,32,33,36,38,41,42,43,44,45,47,50,51,52,53,55,56,60,64,66,67,68,69,71,74,75,76,77,78,79,80,81,82,84,86,87,88,89,92,99,103,105,108,110,115,116,120,124,128,129],user_info:14,user_nam:36,usercert:36,userinfo:14,userkei:36,usernam:36,uses:[2,8,34,41,43,48,57,64,65,66,70,71,76,87,88,91,94,97,98,99,100,102,103,108,110,116,120,128,129],using:[1,2,4,6,8,9,13,21,28,29,31,32,33,34,38,39,41,42,45,47,48,49,50,51,53,55,57,65,67,69,72,75,76,81,82,84,86,87,88,91,92,93,94,95,97,99,100,101,102,103,106,108,110,111,112,116,118,120,122,125,126,127,128,129],usr:[91,92,108,110,116],usrdict:126,usrmodel:126,usual:[8,28,31,42,57,64,71,72,82,87,99,101,105,106,110,116,118],utf:126,util:[4,58,59,68,97,100,101,106,124],uuid:[35,41],v7a:120,v8a:120,val:31,valid:[8,15,75,80,84,101,110,121,128],valu:[2,4,6,7,8,11,13,14,15,20,21,25,28,30,31,32,34,43,44,53,54,57,59,61,65,66,67,69,70,72,74,76,79,80,84,85,86,89,90,97,100,101,110,116,118,120,121,127,128],value1:116,value2:116,value_:85,value_evalu:7,value_rang:13,valueerror:[21,53],values_:89,vanilla:97,var_nam:31,varabl:78,vardesc:[32,52,72,74,80,85],vardescbuild:32,vari:[106,110],variabl:[2,10,13,14,18,20,21,23,29,30,32,43,44,45,51,52,53,54,55,64,65,66,67,69,72,73,76,78,79,81,82,85,86,89,100,101,105,107,108,110,111,120,121],variablenamemap:101,varialbl:51,varianc:[8,128],variant:[8,55,64,87,89],varibal:31,varibl:53,varienc:89,varient:89,variou:[32,48,57,82,120],varproto:86,vars_:[32,84],vartyp:[21,85,90],vartypeinfer:55,vec1:8,vec2:8,vec:88,veclib:121,vecter:21,vector:[2,8,9,13,14,21,29,32,37,39,53,54,60,65,66,71,74,80,81,85,89,97,100,102,126,129],vectorenable_parallel_vector:115,veloc:23,vendor:33,verb:14,verbos:[47,99],veri:[2,8,11,33,38,43,45,49,50,51,57,60,66,70,75,78,82,84,87,89,97,105,106,109,129],verifi:[32,100,121],version:[8,9,31,33,42,47,49,51,53,54,61,66,76,83,91,92,95,98,100,105,106,108,110,111,115,116,120,121,122,126],versu:29,vertic:[8,128],vgg:[9,22],via:[21,31,34,93,99,106,110,121,124,129],view:[8,61,64],vim:92,viriabl:108,virtual:[55,56,81,87,98],virtualenv:98,visibl:[41,84],visit:[28,31],visual:[8,66,106],vlog:[37,99],voc_dim:129,voila:95,volum:[103,111],volumemount:[110,111],volumn:110,vutbr:14,w_f:21,wai:[2,7,9,29,31,39,41,45,49,56,57,66,69,74,75,79,82,89,97,98,99,100,118],wait:[34,39,77,108,116],walk:[4,121,127],wangkuiyi:33,want:[2,8,29,42,43,44,51,56,64,69,71,73,75,79,82,84,87,88,89,91,92,98,99,100,103,105,108,116,118,120,122,126,128,129],warn:[28,47],warp:[8,106],warpctc:8,wast:68,watch:34,wbia:[110,128],weav:49,web:[103,105],websit:[103,129],weight:[7,8,9,10,20,21,26,58,61,82,97,100,116,118,128],weight_act:9,weightlist:100,weights_:100,weights_primitive_desc:60,weights_t:100,welcom:33,well:[21,31,42,49,50,51,76,79,82,85,100,110,116,129],were:[7,33,49],west:110,wget:120,wgt:60,what:[6,8,33,49,51,66,74,76,78,86,88,101,105,124,129],whatev:[98,108],wheel:94,when:[1,2,6,7,8,10,13,18,21,28,30,31,32,33,34,37,38,39,42,43,44,45,47,48,49,53,66,68,69,70,71,72,74,76,78,80,87,89,91,93,97,98,99,100,101,102,103,105,106,108,110,111,116,118,120,121,124,126,127],whenev:[74,99],where:[2,8,9,10,20,21,29,31,32,34,41,43,49,52,64,65,66,69,72,76,80,82,87,89,97,100,101,105,106,107,116,118,126,128],wherea:[32,38,50,54,87],whether:[7,8,15,21,28,30,31,32,45,71,75,85,89,91,92,100,101,116,121,127],which:[1,2,4,6,7,8,9,13,14,15,21,28,29,30,31,32,33,34,36,38,39,41,42,43,45,48,49,50,51,53,55,57,60,61,64,65,66,67,68,70,72,73,74,75,76,77,78,79,80,81,84,85,86,88,89,91,94,97,98,99,100,101,102,105,106,108,109,110,116,118,120,121,124,127,128,129],whichev:127,while_grad:57,while_loop:[66,89],while_op:31,whileloop:89,whileop:32,whl:91,who:[31,50,52,68,74,99,126,128],whoever:39,whole:[2,7,13,31,51,54,57,62,63,65,68,73,86,99,108,110,111,124,129],whose:[2,8,13,21,30,31,34,41,65,80,81,86,89,97],why:[9,30,63,98],wide:[33,51,94,109,112],width:[7,8,13,15,21,37,62,75,100,101],wiki:[8,33],wikipedia:[8,14],wilder:2,window:[8,11,14,69,92,98,120],wirt:53,wise:[8,15,21,78,80,102],wish:[91,94,103,108],with_avx:[91,92,108,120,121],with_bia:86,with_c_api:[91,120,121,122],with_doc:91,with_doubl:[91,100,108],with_dso:91,with_golang:[91,120],with_gpu:[91,98,108,120,121],with_mkl:[58,59,91,120],with_mkldnn:59,with_mklml:59,with_profil:106,with_python:[91,108,120,121],with_rdma:[108,120,121],with_style_check:[91,99],with_swig_pi:[91,120,121],with_test:[91,101],with_tim:[106,108],within:[8,38,49,121],without:[7,8,23,31,34,39,71,74,75,78,80,101,105,108,112],wloop:89,wmt14:97,wmt_shrinked_data:14,won:[106,108,128],wonder:2,word2vec:[42,108],word:[2,7,8,14,31,52,55,57,65,66,78,80,86,89,97,108,118],word_dict:[108,112,129],word_dim:129,word_id:2,word_idx:14,word_vector:129,word_vector_dim:[8,66,97,126],words_freq_sort:14,work:[2,4,8,13,21,29,32,33,34,45,48,49,56,67,69,71,74,76,92,97,98,99,100,103,105,106,108,110,111,116,124,129],worker:[78,90,110],workercount:110,workflow:[80,110],workspac:[99,108,109,116],world:108,wors:127,worth:107,would:[28,32,33,34,41,49,50,51,52,60,67,69,70,74,75,76,77,78,85,89,92,98,99,105,110,120,124,127,129],wouldn:[49,52],wrap:[49,50,51,68,124],wrapper:[9,33,50,68,69,76,81,89,106],write:[2,13,21,29,34,41,43,48,49,50,53,55,60,67,69,74,75,76,78,80,81,87,89,98,104,108,110],write_lock:35,write_to_arrai:57,writer:[29,74],written:[21,25,31,32,43,45,51,61,69,80,81,85,91,92,101,102,105,109],wrong:[2,75],wrote:[53,78],wsize:110,www:14,x64:[120,122],x86:121,x86_64:[120,121],x_first_step:21,x_last_step:21,x_neg:30,x_num_col_dim:21,x_po:30,x_t:21,x_t_data:21,xarg:[7,92,100,112],xavier:20,xavieriniti:21,xcode:121,xcodebuild:121,xgbe0:116,xgbe1:116,xiangyu:20,xmap_read:13,xpu:49,xrang:[30,49,51,71,75,95,100],xx_layer:56,xxx:[29,89,128],xxxx:35,xxxxxxxxx:110,xxxxxxxxxx:110,xxxxxxxxxxxxx:110,xxxxxxxxxxxxxxxxxxx:110,y_dim:51,y_neg:30,y_num_col_dim:21,y_po:30,y_predict:[21,95,107],yaml:[33,109,110,112,124],yancey1989:42,yann:14,yapf:99,year:49,yeild:28,yep:[71,105],yet:[49,124],yield:[2,13,29,36,75,129],yoshua:20,you:[1,2,4,6,8,9,13,28,30,42,48,84,91,92,93,94,95,97,98,99,100,103,105,106,108,109,110,112,116,118,120,121,122,124,126,127,128,129],your:[2,8,13,28,29,33,37,42,47,80,91,93,94,98,99,100,103,106,108,109,110,118,120,121,122,124,129],your_access_key_id:110,your_secrete_access_kei:110,your_source_root:63,yourself:91,yuang:49,yuyang18:[13,14],yuyang:105,z_dim:51,z_size:51,zero:[2,6,8,9,10,13,14,18,30,31,34,51,66,70,74,85,100,110,116,129],zhang:20,zhidao:126,zip:[14,74,120],zone:110,zxvf:110},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","Backward Building","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","Design Doc: Concurrent Programming with Fluid","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","Problem","Memory Optimization","Intel\u00ae MKL Packed on PaddlePaddle: Design Doc","Intel\u00ae MKL-DNN on PaddlePaddle: Design Doc","Design Doc: Add MKLDNN Kernel in Fluid Operator","Design Doc: Model Format","Paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0","C-API \u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863","Design Doc: The Keys of Operator Kernel Type","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>","Introduction","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","Background","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","Build PaddlePaddle 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":36,"\u4e0d\u4f7f\u7528":62,"\u4e0d\u4f7f\u7528swig\u8fd9\u79cd\u4ee3\u7801\u751f\u6210\u5668":62,"\u4e0d\u5bfc\u51fapaddle\u5185\u90e8\u7684\u7ed3\u6784\u4f53":62,"\u4e0d\u5f15\u7528\u5176\u4ed6\u52a8\u6001\u5e93":62,"\u4ec5\u4ec5\u4f7f\u7528void":62,"\u4ece\u5feb\u7167\u6062\u590d":35,"\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":62,"\u4f7f\u7528\u8f6c\u6362\u5e93":36,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":63,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5b9e\u73b0\u6587\u4ef6":63,"\u5206\u5757\u6587\u4ef6\u4f20\u8f93":46,"\u5206\u652f\u89c4\u8303":83,"\u52a0\u901f\u6267\u884c":35,"\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":62,"\u52a8\u6001\u6269\u5bb9":35,"\u539f\u56e0":62,"\u539f\u56e0\u5217\u8868":62,"\u53c2\u8003\u6587\u6863":46,"\u53d1\u5e03docker\u955c\u50cf":83,"\u53d1\u5e03wheel\u5305\u5230pypi":83,"\u540d\u8bcd\u89e3\u91ca":46,"\u57fa\u672c\u8981\u6c42":62,"\u5b9e\u73b0":62,"\u5b9e\u73b0\u65b9\u5f0f":63,"\u5bfc\u51fac":62,"\u5feb\u7167\u4fdd\u5b58\u7684\u8bbe\u8ba1\u5982\u4e0b":35,"\u6307\u9488\u4f5c\u4e3a\u7c7b\u578b\u7684\u53e5\u67c4":62,"\u63a8\u6d4b\u6267\u884c":35,"\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u9884\u5904\u7406job":36,"\u6587\u4ef6\u4f20\u8f93\u4f18\u5316":46,"\u6587\u4ef6\u8bbf\u95ee\u65b9\u5f0f":36,"\u6587\u4ef6\u8bbf\u95ee\u7684\u6743\u9650":36,"\u6587\u4ef6\u9884\u5904\u7406":36,"\u66b4\u9732\u63a5\u53e3\u539f\u5219":63,"\u672f\u8bed":35,"\u67b6\u6784\u56fe":46,"\u6846\u67b6\u751f\u6210":46,"\u6982\u5ff5\u89e3\u91ca":36,"\u6a21\u5757":46,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9":35,"\u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863":63,"\u6d41\u7a0b\u4ecb\u7ecd":36,"\u751f\u6210sparse\u6587\u4ef6":46,"\u7528\u6237\u4f7f\u7528\u6d41\u7a0b":46,"\u76ee\u5f55\u7ed3\u6784":63,"\u76ee\u6807":46,"\u793a\u4f8b\u7a0b\u5e8f":36,"\u7b26\u53f7":62,"\u7c7b":62,"\u7f16\u8bd1\u9009\u9879":63,"\u7f29\u5bb9":35,"\u800c\u662f\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":62,"\u80cc\u666f":62,"\u8986\u76d6\u4e0d\u4e00\u81f4\u7684\u90e8\u5206":46,"\u8bad\u7ec3\u6570\u636e\u5b58\u50a8":36,"\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1":36,"\u8f6c\u6362\u5e93":36,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u4f7f\u7528c99\u6807\u51c6\u7684\u5934\u6587\u4ef6\u5bfc\u51fa\u4e00\u4e9b\u51fd\u6570":62,"\u8fdb\u884c\u8bad\u7ec3":36,"abstract":[68,76,77,78,79,124],"book\u4e2d\u6240\u6709\u7ae0\u8282":83,"case":[31,118],"class":[51,70,74,100],"filemanager\u8bbe\u8ba1\u6587\u6863":46,"final":56,"function":[33,50,51,74,126],"new":[87,100,101],"paddle\u52a8\u6001\u5e93\u4e2d":62,"paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0":62,"paddlepaddle\u53d1\u884c\u89c4\u8303":83,"paddlepaddle\u56de\u5f52\u6d4b\u8bd5\u5217\u8868":83,"return":75,"switch":[60,87],"tensor\u5230eigentensor\u7684\u8f6c\u6362":102,AWS:110,Abs:5,DNS:110,EFS:110,For:[33,111],KMS:110,Not:98,The:[32,39,43,45,49,51,52,54,55,64,67,70,80,81,122],Use:[32,72,103,108,111,118],Using:[33,39,94,109,112,120],With:42,about:51,absolut:66,access:110,account:110,accuraci:21,action:[58,59],activ:[5,8,59],adadelta:10,adagrad:10,adagradoptim:23,adam:10,adamax:10,adamaxoptim:23,adamoptim:23,add:[57,60,110],address:110,addto:8,advanc:87,adversari:127,aggreg:8,aggregatelevel:8,alalysi:37,algorithm:[30,34,65,73,76,129],all:[84,89],analog:43,analysi:[57,76],android:120,api:[0,3,58,59,63,67,69,74,82,86],appendix:[124,129],applic:3,approach:106,arbitrari:49,architectur:[71,76,97,129],argument:[47,75,108,115,118,120,122,129],arrai:30,array_length:21,array_read:21,array_to_lod_tensor:21,array_writ:21,asset:110,assign:21,associ:[84,110],assumpt:124,async:116,attent:97,attribut:[6,57,82],auc:7,auto:30,averag:69,avg:11,aws:110,backgraound:30,background:[58,78,79,87,88,89,90,101],backward:[31,49,52,80,101],base:[42,66,78],basepool:11,basic:[57,87,124],batch:75,batch_norm:[8,21],batch_siz:75,beam:66,beam_search:8,beam_search_decod:21,benchmark:[58,59],benefit:[78,80],between:[29,74,80,86,87],bidirectional_gru:9,bidirectional_lstm:9,bilinear_interp:8,binari:32,bind:101,bla:91,block:[32,51,52,72,74,80],block_expand:8,blockdesc:72,book:92,bool:91,bootstrap:124,bottleneck:105,brelu:5,bring:124,bucket:110,build:[31,51,80,91,93,98,103,111,120,121,122],built:106,cach:2,can:84,capi:63,capi_priv:63,cast:21,challeng:[31,73,78],chang:66,check:[8,30,100,109],checker:30,checkpoint:[34,35,41],chines:126,choic:56,choos:[33,110],chunk:7,cifar:14,classif:7,classification_error:7,classification_error_print:7,client:39,clip:8,close:30,cloudform:110,cluster:[40,108,109,110,112,118,124],cmake:[33,58,59,122],code:[42,74,99,105,107],column_sum:7,command:[108,117,118,129],commit:111,common:116,commun:116,compar:124,comparis:74,compat:49,compil:[32,48,49,72,80,91,101,107,120,121,122],complet:49,compos:75,comput:[32,52,60,80,82,102],con:124,concat:[8,21],concept:[74,80,110],concern:59,conclus:[41,53,124],concurr:43,condit:51,config:[3,118],configur:[27,97,104,110,121,129],conll05:14,connect:8,constantiniti:20,construct:52,contain:[92,111],content:[58,59,63,106,110],context_project:8,contribut:[99,103],control:[57,80],contruct:57,conv2d:21,conv2d_transpos:21,conv:8,conv_oper:8,conv_project:8,conv_shift:8,convert:[41,76,78],convolut:129,core:[30,74,110],corner:31,cos_sim:[8,21],cost:8,cpu:[77,118],creat:[31,75,79,80,84,110,111],create_arrai:21,creation:[38,69,82],creator:75,credenti:110,crf:8,crf_decod:8,cross:[120,121,122],cross_channel_norm:8,cross_entropi:21,cross_entropy_cost:8,cross_entropy_with_selfnorm_cost:8,ctc:8,ctc_error:7,cuda:[48,91],cudnn:91,cudnnavg:11,cudnnmax:11,current:[48,81],custom:75,data:[8,12,13,21,34,75,76,110,111,126,127,129],datafeed:[13,17],dataflow:57,dataprovid:[2,3,116],dataset:[12,14,34,38,108],datatyp:[13,64],decayedadagrad:10,decayedadagradoptim:23,decod:66,decor:75,deep:[32,49],defin:[101,110,129],definit:90,delet:110,demo:[51,110],dens:41,dep:94,depend:[51,91,94],deploi:42,deriv:100,describ:[49,67],descript:[47,80,116,127],design:[29,30,32,34,38,39,40,41,43,44,45,48,49,50,51,52,55,58,59,60,61,64,65,66,67,68,70,72,74,75,76,77,78,79,80,81,84,85,87,89],destroi:[84,110],detail:[37,116],detect:[7,8],detection_map:7,detection_output:8,develop:[80,98,104],devic:[87,118],devicecontext:87,dictionari:[75,126],differ:[80,87,108,118],directori:110,discrimin:51,discuss:[51,78],dispatch:[34,38],distribut:[29,34,37,42,76,108,110,116],dnn:59,doc:[29,32,34,38,39,40,41,43,45,48,49,50,52,55,58,59,60,61,64,68,70,72,74,75,76,77,78,79,80,81,85,87],docker:[42,92,98,111,120],document:[103,119],doe:75,dot_prod:8,dot_product_attent:9,dotmul_oper:8,dotmul_project:8,down:110,download:[110,111,126,128],dropout:[8,21],dure:[66,75],dylib:63,dynam:[34,89],dynamic_lstm:21,dynet:53,each:94,ec2:110,eigen:102,elast:110,elect:41,elementwise_add:21,elementwise_div:21,els:32,embed:[8,21,126,129],engin:51,enough:30,entri:75,environ:[42,120],eos:8,equat:100,eval:76,evalu:[7,18,44],event:[28,29,71],evolut:49,examin:105,exampl:[29,33,43,54,63,79,126,127],execut:[32,49,72,77,80],executor:[19,45],exp:5,expand:8,expandlevel:8,explain:30,extern:110,extract:[126,128],fabric:109,factor:8,factorization_machin:8,faq:[93,94],fault:34,featur:128,file:[32,105,110,111,129],fill_const:21,fill_constant_batch_size_lik:21,find:110,first_seq:8,float16:48,flow:57,fluid:[16,43,49,60,68,107],format:[32,34,61,129],forward:[52,101],frame:32,framework:[30,102],from:[29,41,86,91,93],full_matrix_project:8,fulli:8,functor:87,futur:49,gan:[51,127],gate:97,gated_unit:8,gener:[51,66,97,98,105,124,127],get:[95,111],get_output:8,give:75,global:[72,74],gotcha:98,gpu:[92,106,116,118],grad_op:31,gradient:[30,31,39,59,81,100],gradient_print:7,graident:30,graph:[52,53,57,78,80,82],group:[8,110],gru:[9,116],gru_group:9,gru_step:8,gru_unit:[9,21],grumemori:8,hand:106,handler:[29,62],happen:41,hardwar:48,helper:74,hierarchi:32,high:[67,69,82,86],how:[30,37,69,75,80,87,91,101,102,103,104,106],hsigmoid:8,huber_classification_cost:8,huber_regression_cost:8,iOS:121,iam:110,ident:5,identifi:105,identity_project:8,ifels:54,ifelseop:32,imag:[8,9,15,42,92,111,120],imagenet:128,imdb:14,img_cmrnorm:8,img_conv:8,img_conv_bn_pool:9,img_conv_group:[9,22],img_pool:8,imikolov:14,implement:[30,31,33,37,44,48,61,65,68,69,74,75,77,80,81,82,100,101,102,127],increment:21,infer:[28,120,129],infershap:[72,85],infervartyp:55,info:128,ingredi:29,ingress:46,init_hook:2,initi:[20,39,51,110,118],input_typ:2,insid:84,inspect:110,instal:[93,94,95,110,120,121,122,124,129],instanc:110,instead:75,integr:[87,110],intel:[58,59],interact:86,interfac:[12,13,15,30,34,39,40,45,67,75,79,84,128],intermedi:80,interpol:8,introduc:[66,89],introduct:[1,71,82,108,126,128],isn:75,issu:48,job:[34,42,109,110,111,112],join:8,kei:[58,64,110],kernel:[60,64,80],kill:109,kmax_sequence_scor:8,kube:110,kubectl:110,kubernet:[42,110,111],l1decayregular:26,l2_distanc:8,l2decayregular:26,lambda_cost:8,languag:[32,49],larg:37,last_seq:8,launch:[92,109,112],layer:[8,21,29,50,58,59,74,100,118],layout:64,learn:[32,49],learnabl:8,less_than:21,leval:86,level:[67,69,82,86],libpaddle_capi_shar:63,libpaddle_capi_whol:63,librari:[39,48,64,80,87,120],limit:76,line:[108,117,129],linear:5,linear_chain_crf:21,linear_comb:8,linux:[109,120],list:[35,75],live:57,local:[76,79,84,110,118],lod:66,lod_rank_t:21,lod_tensor_to_arrai:21,lodtensor:[65,66,89],lodtensordesc:90,log:[5,99,129],logic:38,logist:129,look:105,low:[69,82,86],lstm:[9,116],lstm_step:8,lstm_unit:21,lstmemori:8,lstmemory_group:9,lstmemory_unit:9,machin:[8,66],macro:80,main:51,make:57,manag:[33,108],map:[75,80],master:[34,38,42,43],math:[8,87],mathemat:30,matrix:[59,116],max:11,max_sequence_len:21,maxframe_print:7,maxid:8,maxid_print:7,maxout:8,mean:21,member:51,memori:[8,57,65,87],merge_lod_tensor:21,messag:86,method:66,might:51,migrat:80,mileston:80,mini:75,minibatch:13,misc:8,mix:[8,118],mkl:[58,59],mkldnn:60,mkldnn_helper:60,mkldnndevicecontext:60,mnist:[14,127],mobil:123,model:[2,3,27,29,37,39,41,49,51,61,66,96,97,109,118,126,127,128,129],modifi:111,modul:[80,87,102],momentum:10,momentumoptim:23,more:51,motiv:[31,45,61,68,73],movielen:14,msrainiti:20,mul:21,multi:77,multi_binary_label_cross_entropy_cost:8,multibox_loss:8,multipl:75,multiplex:8,mxnet:53,name:[84,110],nccl:68,nce:8,necess:74,necessari:80,need:[75,98,106],nest:65,net:22,network:[9,80,97,118,127,128,129],neural:[97,129],nlp:[9,116],non:2,norm:[8,82],normaliniti:20,note:30,numer:30,numpi:30,nvprof:106,nvvp:106,object:34,observ:[126,128],offset:66,ones:21,onli:[75,84],op_mak:80,openmpi:112,oper:[50,54,57,60,64,69,72,74,78,80,81,85,89,101],opinfomap:80,opkernel:[80,87,101],opproto:86,ops:82,optim:[10,23,34,39,52,57,67,74,104,129],option:[47,91,126],opwithkernel:80,order:47,org:103,origin:80,orthogon:84,other:59,out_prod:8,outlin:115,output:[8,109,110],overview:[41,45,58,59,80,84,107,129],pack:[58,66],packag:[33,94],pad:8,paddl:[37,68,75,84,102],paddlejob:42,paddlepaddl:[29,32,49,58,59,69,72,76,82,83,91,92,94,103,107,110,111,119,120,121,122,126],pair:110,paradigm:49,parallel_nn:118,paramattr:24,paramet:[6,8,28,29,34,39,40,42,59,69,70,74,78,82,108,110,116,117,126,128],parameteraverageoptim:69,paraphras:126,parent:84,part:52,partit:39,pass:[91,118],path:[41,47],penalti:82,perform:[69,105,106,116],persist:38,pfsclient:[46,47],pfsserver:46,pip:94,place:[57,64,87],placement:76,platform:108,pnpair:7,point:[58,110],polici:57,pool2d:21,pool:[8,11],pose:[55,81],potenti:56,power:8,precision_recal:7,predict:[4,128],prefetch:75,prelu:8,prepar:[108,109,110,112,121,126,127],preprocess:[126,129],pretrain:126,principl:60,print:7,privat:110,pro:124,problem:[44,55,56,57,64,67,81,88],procedur:124,process:[34,39,42,67,80,98],profil:[25,105,106],program:[32,43,49,72,74,77,92,108],programdesc:72,project:33,propos:[55,81,82],protobuf:85,protomak:101,provid:[2,75,129],prune:73,pserver:41,pull:92,pydataprovider2:2,python:[4,30,42,58,59,65,67,69,74,75,76,82,86,90,100,101,105,128,129],qualiti:80,queue:[34,38],quick:[95,129],randomnumb:116,rank:7,rank_cost:8,raspberri:122,reader:[12,13,29,75],realiz:80,recoveri:34,recurr:[8,9,97,129],recurrent_group:8,reduce_max:21,reduce_mean:21,reduce_min:21,reduce_sum:21,ref:30,refactor:80,refer:[2,57,58,59,76,78,106],region:110,regist:[55,80,86,101],registr:[80,81],registri:80,regress:129,regular:[26,39,82],rel:66,relat:[80,89],relu:5,remark:101,remot:[40,79],render:110,repeat:8,represent:[32,80],requir:[33,51],reshap:[8,21],resiz:8,resnet:128,result:[109,111],retri:38,reus:74,review:99,revis:126,rmsprop:10,rnn:[65,89,96,97,116],rnnop:[32,65,80],roi_pool:8,rotat:8,route53:110,row:85,row_conv:8,row_l2_norm:8,run:[45,91,92,101,107,111],runtim:[42,76,94],sampl:8,sampling_id:8,save:41,scale:[8,21,34],scale_shift:8,scaling_project:8,scope:[32,65,80,84],script:111,search:66,secur:110,select:[39,85],selectedrow:85,selective_fc:8,sentiment:14,separ:80,seq_concat:8,seq_reshap:8,seq_slic:8,seqtext_print:7,sequenc:[66,97],sequence_conv:21,sequence_conv_pool:[9,22],sequence_expand:21,sequence_first_step:21,sequence_last_step:21,sequence_pool:21,sequence_softmax:21,sequencesoftmax:5,sequenti:2,server:[34,38,39,42,78,108,110,116],servic:110,session:[76,79],set:117,setup:[110,120],sextant:124,sgd:116,sgdoptim:23,shape:66,share:[29,31,57,84],should:84,shrink_memori:21,shuffl:75,sigmoid:[5,21],sigmoid_cross_entropy_with_logit:21,simpl:[66,97],simple_attent:9,simple_gru2:9,simple_gru:9,simple_img_conv_pool:[9,22],simple_lstm:9,singl:75,slice:8,slice_project:8,slope_intercept:8,small_vgg:9,smooth_l1_cost:8,softmax:5,softrelu:5,softsign:5,solut:[55,56,57,58,64,73,81,88],some:98,sourc:[91,93,107],spars:[39,40,41,85,118],specifi:[118,126],split_lod_tensor:21,spp:8,squar:5,square_error_cost:[8,21],squarerootn:11,stack:32,standard:[99,129],stanh:5,start:[29,95,108,110,111,129],startup:111,statement:44,step:[65,93],storag:82,store:34,strategi:57,structur:127,style:99,sub_nested_seq:8,sub_seq:8,subcommond:47,submit:42,suffici:75,suitabl:33,sulut:60,sum:[7,11,21],sum_cost:8,sum_to_one_norm:8,summar:[29,43],summari:[61,129],support:[48,68,87,89],survei:[48,53,82,124],synopsi:47,system:[49,110],tabl:63,table_project:8,tanh:5,task:[34,38],tear:110,tecton:124,templat:110,tensor:[8,80,87,102],tensorarrai:[66,89],tensordesc:90,tensorflow:53,test:[58,59,60,91,99,100,101,116,118],text_conv_pool:9,theori:30,thi:84,think:51,three:89,time:107,timelin:41,timer:106,tip:106,todo:[35,36,77],togeth:84,toi:127,toler:34,tool:[33,103,106,108,124],toolchain:122,topic:87,topk:21,toward:49,train:[28,29,34,37,40,42,67,75,76,92,108,109,110,111,112,116,118,126,127,129],trainer:[28,34,39,41,42,108,110],tran:8,trans_full_matrix_project:8,transfer:129,translat:66,transpil:[57,68,77],transpos:21,tune:[106,116],ture:49,tutori:126,two:30,type:[64,91,101],uci_h:14,uniform:89,uniforminiti:20,unit:[58,59,60,99,100,101,116],unpack:66,updat:[29,40,41,103,110],usag:[31,65,66,75,102,104],use:[37,75,102],user:[34,126],using:98,util:7,value_print:7,vardesc:90,variabl:[31,57,74,80,84,90],vector:116,verifi:110,version:[43,48,94],vgg_16_network:9,visual:128,volum:110,vpc:110,warp_ctc:8,weightdecayregular:26,what:[37,41,98,106],when:[41,84],whl:94,why:[48,49,69,75,80,89,106],wmt14:14,word:[126,129],worker:43,workflow:99,wrapper:100,write:[99,100,101,103,129],www:103,xavieriniti:20,yaml:111,your:92,zero:21,zoo:128}})