Search.setIndex({docnames:["api/index_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/io","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","build_and_install/build_en","build_and_install/build_from_source_en","build_and_install/docker_install_en","build_and_install/index_en","build_and_install/pip_install_en","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/csp","design/dist_refactor/distributed_architecture","design/dist_refactor/multi_cpu","design/dist_refactor/parameter_server","design/error_clip","design/evaluator","design/executor","design/file_manager/README","design/file_manager/pfs/pfsclient","design/float16","design/fluid","design/fluid_compiler","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/refactorization","design/register_grad_op","design/regularization","design/releasing_process","design/scope","design/selected_rows","design/simple_op_design","design/speech/deep_speech_2","design/support_new_device","design/switch","design/switch_kernel","design/tensor_array","design/var_desc","dev/contribute_to_paddle_en","dev/index_en","dev/new_layer_en","dev/new_op_en","dev/new_op_kernel_en","dev/use_eigen_en","dev/write_docs_en","getstarted/index_en","getstarted/quickstart_en","howto/cluster/cmd_argument_en","howto/cluster/fluid_cluster_train_en","howto/cluster/index_en","howto/cluster/introduction_en","howto/cluster/multi_cluster/fabric_en","howto/cluster/multi_cluster/index_en","howto/cluster/multi_cluster/k8s_aws_en","howto/cluster/multi_cluster/k8s_en","howto/cluster/multi_cluster/openmpi_en","howto/cluster/multi_cluster/src/k8s_data/README","howto/cluster/multi_cluster/src/k8s_train/README","howto/cluster/preparations_en","howto/cmd_parameter/arguments_en","howto/cmd_parameter/detail_introduction_en","howto/cmd_parameter/index_en","howto/cmd_parameter/use_case_en","howto/index_en","howto/optimization/cpu_profiling_en","howto/optimization/gpu_profiling_en","howto/read_source","howto/rnn/index_en","howto/rnn/rnn_config_en","index_en","mobile/cross_compiling_for_android_en","mobile/cross_compiling_for_ios_en","mobile/cross_compiling_for_raspberry_en","survey/cluster_bootstrapping_tools"],envversion:50,filenames:["api/index_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/io.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","build_and_install/build_en.md","build_and_install/build_from_source_en.rst","build_and_install/docker_install_en.rst","build_and_install/index_en.rst","build_and_install/pip_install_en.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/csp.md","design/dist_refactor/distributed_architecture.md","design/dist_refactor/multi_cpu.md","design/dist_refactor/parameter_server.md","design/error_clip.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/fluid_compiler.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/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/speech/deep_speech_2.md","design/support_new_device.md","design/switch.md","design/switch_kernel.md","design/tensor_array.md","design/var_desc.md","dev/contribute_to_paddle_en.md","dev/index_en.rst","dev/new_layer_en.rst","dev/new_op_en.md","dev/new_op_kernel_en.md","dev/use_eigen_en.md","dev/write_docs_en.rst","getstarted/index_en.rst","getstarted/quickstart_en.rst","howto/cluster/cmd_argument_en.md","howto/cluster/fluid_cluster_train_en.md","howto/cluster/index_en.rst","howto/cluster/introduction_en.md","howto/cluster/multi_cluster/fabric_en.md","howto/cluster/multi_cluster/index_en.rst","howto/cluster/multi_cluster/k8s_aws_en.md","howto/cluster/multi_cluster/k8s_en.md","howto/cluster/multi_cluster/openmpi_en.md","howto/cluster/multi_cluster/src/k8s_data/README.md","howto/cluster/multi_cluster/src/k8s_train/README.md","howto/cluster/preparations_en.md","howto/cmd_parameter/arguments_en.md","howto/cmd_parameter/detail_introduction_en.md","howto/cmd_parameter/index_en.rst","howto/cmd_parameter/use_case_en.md","howto/index_en.rst","howto/optimization/cpu_profiling_en.md","howto/optimization/gpu_profiling_en.rst","howto/read_source.md","howto/rnn/index_en.rst","howto/rnn/rnn_config_en.rst","index_en.rst","mobile/cross_compiling_for_android_en.md","mobile/cross_compiling_for_ios_en.md","mobile/cross_compiling_for_raspberry_en.md","survey/cluster_bootstrapping_tools.md"],objects:{"paddle.v2":{image:[11,0,0,"-"]},"paddle.v2.image":{batch_images_from_tar:[11,1,1,""],center_crop:[11,1,1,""],left_right_flip:[11,1,1,""],load_and_transform:[11,1,1,""],load_image:[11,1,1,""],load_image_bytes:[11,1,1,""],random_crop:[11,1,1,""],resize_short:[11,1,1,""],simple_transform:[11,1,1,""],to_chw:[11,1,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"]},objtypes:{"0":"py:module","1":"py:function"},terms:{"00m":124,"03m":124,"0424m":124,"0473v3":5,"055ee37d":112,"0630u":124,"06u":124,"0810u":124,"0957m":124,"0_cudnn5":27,"0_cudnn5_avx_mkl":[28,30],"0_cudnn7_avx_mkl":30,"0ab":4,"0rc":117,"0rc1":87,"0rc2":87,"0x10f256d50":61,"0x7ffe4de00110":61,"100gb":124,"100gi":112,"10g":44,"10m":124,"1150u":124,"11\u5b9e\u73b0\u4e86c":71,"11e6":113,"124n":124,"12gb":65,"13m":113,"1490u":124,"1550u":124,"16u":124,"173n":124,"1770u":124,"18ad":112,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":113,"197u":124,"1gb":124,"1st":18,"210u":124,"211839e770f7b538e2d8":5,"215n":124,"228u":124,"2520u":124,"2680u":124,"279n":124,"27m":124,"285m":124,"2863m":124,"28m":124,"2977m":124,"2cbf7385":112,"2nd":18,"302n":124,"30u":124,"328n":124,"32u":124,"32x32":10,"331n":124,"3320u":124,"365e":112,"36u":124,"3710m":124,"3768m":124,"387u":124,"38u":124,"3920u":124,"39u":124,"3rd":130,"4035m":124,"4090u":124,"4096mb":119,"4279m":124,"43u":124,"448a5b355b84":113,"4560u":124,"4563m":124,"45u":124,"4650u":124,"4726m":124,"473m":113,"4gb":119,"50bd":112,"50gi":112,"514u":124,"525n":124,"526u":124,"536u":124,"5460u":124,"5470u":124,"54u":124,"5690m":124,"573u":124,"578n":124,"5798m":124,"586u":124,"58s":113,"5969m":124,"5_cudnn5_avx_mkl":30,"5_cudnn5_avx_openbla":[30,105],"6080u":124,"6140u":124,"6305m":124,"639u":124,"64m":69,"655u":124,"6780u":124,"6810u":124,"682u":124,"6970u":124,"6ce9":112,"6th":10,"704u":124,"7090u":124,"72u":124,"73u":124,"75u":124,"760u":124,"767u":124,"783n":124,"784u":124,"78m":124,"7eamaa":10,"7kb":113,"8250u":124,"8300u":124,"830n":124,"849m":124,"861u":124,"8661m":124,"892m":124,"901n":124,"90u":124,"918u":124,"9247m":124,"924n":124,"9261m":124,"9330m":124,"94u":124,"9530m":124,"983m":124,"988u":124,"997u":124,"99u":124,"9a235":130,"9f18":113,"\u4e00\u4e2a\u5178\u578b\u7684chunk\u5982\u4e0b\u6240\u793a":53,"\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u7531\u5927\u91cf\u7684\u53c2\u6570\u7ec4\u6210":37,"\u4e00\u4e2achunk\u7531\u6240\u5728\u7684\u6587\u4ef6\u504f\u79fb":53,"\u4e00\u4e2aposix\u517c\u5bb9\u7684\u6587\u4ef6\u7cfb\u7edf":53,"\u4e00\u822c\u4e0d\u5141\u8bb8\u518d\u4ece":87,"\u4e00\u822c\u7531mkl":67,"\u4e0a\u4f20\u5230cloud\u6216\u8005\u4e0b\u8f7d\u5230\u672c\u5730\u7684\u65f6\u95f4\u53ef\u80fd\u6bd4\u8f83\u957f":53,"\u4e0a\u4f20\u65b9\u6cd5":87,"\u4e0a\u6ce8\u518c\u4e00\u4e0b":53,"\u4e0a\u8ff0paddlepaddl":87,"\u4e0b\u4e00\u4e2awheel\u5305\u9700\u8981\u66f4\u65b0\u7248\u672c\u53f7\u624d\u53ef\u4ee5\u4e0a\u4f20":87,"\u4e0b\u5b58\u653e\u516c\u5171\u6570\u636e\u96c6\u5408":38,"\u4e0b\u62c9\u6846\u4e2d\u627e\u5230\u751f\u6210\u76843\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6":87,"\u4e0b\u8f7d":53,"\u4e0b\u8f7d\u5230\u672c\u5730":53,"\u4e0b\u8f7d\u5f97\u5230":87,"\u4e0b\u9762\u5206\u522b\u4ecb\u7ecd\u67d0\u4e00\u7c7b\u6587\u4ef6\u7684\u5b9e\u73b0\u65b9\u5f0f":71,"\u4e0d\u4e00\u81f4\u7684\u7531pfsclient\u4e0b\u8f7d\u6216\u8005\u4f20\u8f93chunk\u5b8c\u6210":53,"\u4e0d\u4f7f\u7528\u9759\u6001\u5e93":70,"\u4e0d\u4f7f\u7528c":70,"\u4e0d\u4f7f\u7528swig":70,"\u4e0d\u53ef\u4ee5\u66f4\u6539":87,"\u4e0d\u540c":67,"\u4e0d\u540c\u7248\u672c\u7684\u7f16\u8bd1\u5668\u4e4b\u95f4":70,"\u4e0d\u540c\u8bed\u8a00\u7684\u63a5\u53e3\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u6027":70,"\u4e0d\u5728":71,"\u4e0d\u5bb9\u6613\u51fa\u9519":53,"\u4e0d\u5d4c\u5165\u5176\u4ed6\u8bed\u8a00\u89e3\u91ca\u5668":70,"\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":70,"\u4e0d\u663e\u793a\u7684\u5199\u6bcf\u4e2a\u7c7b\u5177\u4f53\u5305\u542b\u4ec0\u4e48":70,"\u4e0d\u7528mount\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u6570\u636e":38,"\u4e0e":67,"\u4e0e\u4e4b\u76f8\u5bf9\u7684\u662flocal":53,"\u4e0e\u5176\u4ed6\u7b2c\u4e09\u65b9\u5e93\u4e00\u6837":67,"\u4e0e\u529f\u80fd\u5206\u652f\u4e0d\u540c\u7684\u662f":87,"\u4e0e\u53ef\u80fd\u6709\u7684":87,"\u4e0ebatch":66,"\u4e14\u589e\u52a0\u4e00\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00":70,"\u4e14\u8c03\u7528\u65f6\u4e0d\u80fd\u629b\u51fa\u5f02\u5e38\u6216\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef":71,"\u4e14c99\u652f\u6301bool\u7c7b\u578b\u548c\u5b9a\u957f\u6574\u6570":70,"\u4e14c99\u76f8\u5bf9\u4e8ec11\u4f7f\u7528\u66f4\u52a0\u5e7f\u6cdb":70,"\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303pep":87,"\u4e2a\u6027\u5316\u63a8\u8350":87,"\u4e2d":[66,67,70,71],"\u4e2d\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u5fc5\u8981\u7684\u63a5\u53e3\u548c\u51fd\u6570":67,"\u4e2d\u5199\u5165json\u5185\u5bb9":37,"\u4e2d\u5b8c\u5168\u4e00\u81f4":70,"\u4e2d\u5b9e\u73b0\u4e86\u4e00\u4e2amerge\u7684\u65b9\u6cd5":67,"\u4e2d\u5b9e\u73b0\u7684\u7ed3\u6784\u4f53":71,"\u4e2d\u5bf9\u5e94\u7684layer\u5904":66,"\u4e2d\u5f15\u5165\u7684":66,"\u4e2d\u63d0\u4f9b\u4e00\u4e2a\u4e0emkl\u6709\u5173\u7684\u603b\u5f00\u5173":67,"\u4e2d\u6839\u636e":66,"\u4e2d\u6dfb\u52a0":66,"\u4e2d\u6dfb\u52a0\u4e00\u4e2a":67,"\u4e2d\u7684\u7248\u672c\u4fe1\u606f":87,"\u4e2d\u8fd0\u884c\u4efb\u52a1\u7684\u89d2\u5ea6":38,"\u4e3a":[66,67],"\u4e3a\u4e86\u5c3d\u53ef\u80fd\u5c11\u7684\u5728\u7236\u7c7blayer\u4e2d\u6dfb\u52a0\u53d8\u91cf\u6216\u8005\u51fd\u6570":67,"\u4e3a\u4e86\u5e94\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898":53,"\u4e3a\u4e86\u66b4\u9732\u7684\u63a5\u53e3\u5c3d\u91cf\u7b80\u5355":71,"\u4e3a\u4e86\u66f4\u597d\u7684\u7b26\u5408paddlepaddle\u7684\u4ee3\u7801\u98ce\u683c":67,"\u4e3a\u4e86\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u591a\u6b21\u8c03\u7528":66,"\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347paddlepaddle\u5728\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\u7684\u8ba1\u7b97\u901f\u5ea6":67,"\u4e3b\u8981\u529f\u80fd\u5305\u62ec":53,"\u4e3b\u8981\u5305\u62ec":67,"\u4e3b\u8981\u5305\u62ec\u4e86\u6df1\u5ea6\u5b66\u4e60\u76f8\u5173\u7684\u6570\u5b66\u539f\u8bed\u4e0e\u64cd\u4f5c":67,"\u4e3b\u8981\u9488\u5bf9paddlepaddle\u5728\u91cd\u6784\u4e4b\u524d\u7684\u4ee3\u7801\u6846\u67b6\u4ee5\u53cav1\u7684api":67,"\u4e4b\u5916\u7684\u6240\u6709\u5934\u6587\u4ef6":71,"\u4e5f\u4e0d\u4f7f\u7528\u5176\u4ed6\u52a8\u6001\u5e93":70,"\u4e5f\u4e0d\u5e94\u8be5\u62a5\u9519":71,"\u4e5f\u4e0d\u751f\u6210":71,"\u4e5f\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u955c\u50cf":87,"\u4e5f\u5c31\u662f\u8bf4\u8f93\u51fa\u7684\u7ed3\u679c\u4e0d\u4f1a\u5728\u539f\u6765\u7684\u6570\u636e\u4e0a\u7d2f\u52a0":67,"\u4e66\u5199":70,"\u4eba\u8138\u8bc6\u522b":38,"\u4ec5\u4ec5\u4f7f\u7528":70,"\u4ec5\u4f1a\u5728\u652f\u6301avx2\u6307\u4ee4\u96c6\u53ca\u4ee5\u4e0a\u7684\u673a\u5668\u624d\u4f7f\u7528mkl":67,"\u4ece":87,"\u4ece\u78c1\u76d8\u6587\u4ef6\u4e2d\u52a0\u8f7duuid\u6587\u4ef6\u540d\u7684\u68c0\u67e5\u70b9\u5feb\u7167\u6587\u4ef6":37,"\u4ece\u800c\u907f\u514d\u4e86packing\u5197\u4f59":66,"\u4eceetcd\u4e2d\u8bfb\u53d6\u8282\u70b9":37,"\u4ed6\u4e3b\u8981\u5305\u542b\u4e86\u5b9e\u9645\u66b4\u9732\u7684\u7c7b\u578b\u7ed3\u6784":71,"\u4ed6\u662f\u5c06":71,"\u4ed6\u7684\u76ee\u6807\u662f\u4f7f\u7528c":70,"\u4ee3\u7801\u751f\u6210\u7684\u7b26\u53f7\u53ef\u80fd\u4e0d\u4e00\u81f4":70,"\u4ee3\u8868\u8fd9\u4e2alayer\u662f\u7528\u4e8e\u8dd1\u5728mkl":67,"\u4ee3\u8868\u8fd9\u4e2ashard\u7684\u6700\u5927index":38,"\u4ee3\u8868shard\u7684index":38,"\u4ee5\u4e0a\u4ee3\u7801\u7684reader\u8f93\u51fa\u7684data":38,"\u4ee5\u4e0a\u547d\u4ee4\u4f1a\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u751f\u6210100\u4e2a\u6587\u4ef6":38,"\u4ee5\u4e0b":38,"\u4ee5\u4e0b\u7b80\u79f0rnn":66,"\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7684\u7cbe\u529b\u653e\u5230\u903b\u8f91\u672c\u8eab\u4e0a":53,"\u4ee5\u53ca":66,"\u4ee5\u53canumpi":38,"\u4ee5\u6b64\u8fbe\u5230\u6700\u597d\u7684\u6027\u80fd":67,"\u4ee5\u793a\u533a\u5206":[66,67],"\u4efb\u610f\u65f6\u523b\u53ea\u53ef\u80fd\u540c\u65f6\u6709\u4e00\u53f0\u670d\u52a1\u5668\u6545\u969c":37,"\u4f18\u5316\u524d":66,"\u4f18\u5316\u540e":66,"\u4f1a\u4ee5":[66,67],"\u4f1a\u4f7f\u7528\u76f8\u540c\u7684\u539f\u6570\u636e":66,"\u4f1a\u5148\u4e34\u65f6\u4fdd\u5b58\u5728":67,"\u4f1a\u5728":67,"\u4f1a\u5728\u7f16\u8bd1paddlepaddle\u7684\u65f6\u5019\u4e0b\u8f7d\u5e76\u7f16\u8bd1mkl":67,"\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7248\u672cpython\u5728\u4e00\u4e2a\u8fdb\u7a0b\u91cc\u7684bug":70,"\u4f1a\u5f15\u5165":67,"\u4f1a\u628acpu\u7684buffer\u5bf9\u9f50\u4e3a4096":67,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u5728":67,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":66,"\u4f1a\u76f4\u63a5\u62a5\u9519\u9000\u51fa":70,"\u4f1a\u81ea\u52a8\u4f7f\u7528mklml\u5e93\u4f5c\u4e3apaddlepaddle\u7684cblas\u548clapack\u5e93":67,"\u4f1a\u81ea\u52a8\u6839\u636e\u786c\u4ef6\u914d\u7f6e":67,"\u4f1a\u88abpickle\u5e8f\u5217\u5316\u6210\u5b57\u7b26\u4e32":38,"\u4f20\u5165":38,"\u4f46":71,"\u4f46\u4e0d\u66b4\u9732":71,"\u4f46\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u5f52\u6d4b\u8bd5":87,"\u4f46\u6240\u6709fork\u7684\u7248\u672c\u5e93\u7684\u6240\u6709\u5206\u652f\u90fd\u76f8\u5f53\u4e8e\u7279\u6027\u5206\u652f":87,"\u4f46\u662f\u53c8\u8fc7\u4e8e\u7410\u788e":71,"\u4f46\u662f\u5728mkl":67,"\u4f46\u662f\u5728paddlepaddle\u4e2d":67,"\u4f46\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u9700\u8981\u4efb\u4f55\u8f6c\u6362":67,"\u4f46\u662f\u6ce8\u610f\u7684\u662f":67,"\u4f46\u662f\u89e3\u91ca\u6027\u8bed\u8a00":70,"\u4f5c\u4e3a\u53e6\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":67,"\u4f5c\u4e3a\u5b58\u50a8\u7cfb\u7edf":38,"\u4f5c\u4e3a\u7c7b\u53e5\u67c4":70,"\u4f7f\u7528":[67,71,87],"\u4f7f\u7528\u4e0b\u9762\u547d\u4ee4":38,"\u4f7f\u7528\u52a8\u6001\u5e93":70,"\u4f7f\u7528\u540c\u6837\u7684\u8bad\u7ec3\u6570\u636eblock":37,"\u4f7f\u7528\u667a\u80fd\u6307\u9488\u7684\u539f\u56e0\u662f":71,"\u4f7f\u7528\u7684\u53c2\u6570\u4e0epaddlepaddle\u7533\u8bf7\u7684buffer\u5171\u7528\u4e00\u5757\u5185\u5b58":67,"\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84\u7684\u5f15\u7528\u65b9\u5f0f":71,"\u4f7f\u7528\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5b8c\u6210\u5bf9\u65b0\u6570\u636e\u7684\u9884\u6d4b":37,"\u4f7f\u7528\u9759\u6001\u5e93\u548c\u52a8\u6001\u5e93\u96be\u5ea6\u5dee\u4e0d\u591a":70,"\u4f7f\u7528c":71,"\u4f7f\u7528c99\u505a\u63a5\u53e3":70,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c11\u7684\u539f\u56e0\u662f":70,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c89":70,"\u4f7f\u7528regress":87,"\u4f7f\u7528swig\u53ea\u652f\u6301cpython\u89e3\u91ca\u5668":70,"\u4f7f\u7528swig\u9700\u8981\u591a\u8bed\u8a00\u7ed1\u5b9a\u7684\u5f00\u53d1\u4eba\u5458\u719f\u7ec3\u638c\u63e1swig\u914d\u7f6e":70,"\u4f7f\u7528void":70,"\u4f8b\u5982":[38,70,71,87],"\u4f8b\u5982\u5728deepspeech2":66,"\u4f8b\u5982\u5bf9\u4e8ejava\u6216\u8005python":70,"\u4f8b\u5982\u5bf9\u4e8ejava\u6765\u8bf4":70,"\u4f8b\u5982\u5bf9\u4e8epython":70,"\u4f8b\u5982c":70,"\u4f8b\u5982java\u4e0epython\u7684\u9519\u8bef\u5904\u7406\u662f\u76f4\u63a5\u6254\u51fa\u6765except":70,"\u4f8b\u5982python\u53ef\u4ee5\u4f7f\u7528":70,"\u4f8b\u5982python\u7684":70,"\u4f8b\u5982rnn":66,"\u4f9d\u6b21\u7c7b\u63a8":87,"\u4fbf\u662f\u5c06\u9759\u6001\u5e93\u52a0\u5165jvm\u4e2d":70,"\u4fee\u590d\u6240\u6709bug\u540e":87,"\u4fee\u590ddocker\u7f16\u8bd1\u955c\u50cf\u95ee\u9898":87,"\u4fee\u6539":[67,87],"\u4fee\u6539\u6210":87,"\u505a\u53ea\u8bfb\u6302\u8f7d":38,"\u505a\u5982\u4e0b\u51e0\u4e2a\u64cd\u4f5c":87,"\u505a\u63a5\u53e3":70,"\u505c\u6b62\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":37,"\u5145\u5206\u53d1\u6325\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":66,"\u5145\u5206\u5c55\u73b0\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":67,"\u5148\u5b8c\u6210\u5bf9\u6743\u91cd\u7684packing\u64cd\u4f5c":66,"\u5148\u5b9e\u73b0\u6a21\u578b\u63a8\u65ad\u7684api":71,"\u5171\u4eab\u5185\u5b58":67,"\u5171\u4eab\u540c\u4e00\u4e2a\u6743\u91cd":66,"\u5176\u4e2d":[70,87],"\u5176\u4ed6\u51fd\u6570\u5747\u8fd4\u56de":71,"\u5176\u4ed6\u7528\u6237\u7684fork\u7248\u672c\u5e93\u5e76\u4e0d\u9700\u8981\u4e25\u683c\u9075\u5b88":87,"\u5176\u8f6c\u6362\u6b21\u6570\u51cf\u5c11\u81f3":66,"\u5177\u4f53\u4f7f\u7528\u65b9\u6cd5\u4e3a":71,"\u5177\u4f53\u539f\u56e0\u53c2\u8003":71,"\u5177\u4f53\u53ef\u4ee5\u53c2\u8003mkl":67,"\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u6bd4\u5982":[66,67],"\u5177\u4f53\u7684\u5b8c\u6210\u72b6\u6001\u53ef\u4ee5\u53c2\u89c1":67,"\u5177\u4f53\u8bf7\u53c2\u8003":71,"\u5185\u90e8\u5b58\u50a8":67,"\u5185\u90e8\u9a71\u52a8python\u89e3\u91ca\u5668\u8fdb\u884c\u6a21\u578b\u914d\u7f6e\u89e3\u6790\u548c\u6570\u636e\u8bfb\u53d6":70,"\u518d\u5728\u6bcf\u4e00\u4e2aapi\u4e2d\u81ea\u5df1\u68c0\u67e5\u7c7b\u578b":70,"\u518d\u57fa\u4e8e":87,"\u518d\u628a\u5df2\u8f6c\u6362\u4e3apacked\u683c\u5f0f\u7684\u6570\u636e\u4f20\u9012\u7ed9\u90a3\u4e9b\u590d\u7528\u540c\u4e00\u6570\u636e\u7684gemm":66,"\u5199\u4ee3\u7801":70,"\u5199\u5165\u5feb\u7167\u6570\u636e":37,"\u51fd\u6570":[66,67],"\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u8f6c\u6362":38,"\u51fd\u6570\u540d\u4e3a":71,"\u51fd\u6570\u547d\u540d":70,"\u5206\u522b\u4ee3\u8868\u8f93\u5165\u6570\u636e":67,"\u5206\u522b\u5bf9\u5e94capi":87,"\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1":37,"\u5206\u652f":87,"\u5206\u652f\u4e00\u65e6\u5efa\u7acb":87,"\u5206\u652f\u4e2d":87,"\u5206\u652f\u4e3a\u5f00\u53d1":87,"\u5206\u652f\u4e3a\u6bcf\u4e00\u6b21release\u65f6\u5efa\u7acb\u7684\u4e34\u65f6\u5206\u652f":87,"\u5206\u652f\u4e3a\u7a33\u5b9a":87,"\u5206\u652f\u529f\u80fd\u7684\u5c01\u95ed":87,"\u5206\u652f\u5408\u5165":87,"\u5206\u652f\u5408\u5165master\u5206\u652f":87,"\u5206\u652f\u540c\u6b65\u4e3b\u7248\u672c\u5e93\u7684":87,"\u5206\u652f\u540d\u4e3a":87,"\u5206\u652f\u5b58\u5728\u7684\u65f6\u5019":87,"\u5206\u652f\u6d3e\u751f\u51fa\u65b0\u7684\u5206\u652f":87,"\u5206\u652f\u7684\u7248\u672c\u90fd\u662f\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u7684\u7248\u672c":87,"\u5206\u652f\u7684\u7248\u672c\u90fd\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5":87,"\u5206\u7247":37,"\u5219\u4f7f\u7528\u542f\u52a8\u53c2\u6570\u5b9a\u4e49\u7684\u521d\u59cb\u5316\u65b9\u6cd5\u521d\u59cb\u5316\u53c2\u6570":37,"\u5219\u5ffd\u7565":37,"\u5219\u628a\u53e6\u4e00\u4e2a\u6162\u901f\u7684kill\u6389":37,"\u5219\u76f4\u63a5\u5f15\u5165\u53e6\u4e00\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":71,"\u5219\u9700\u8981\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u68c0\u67e5\u70b9":37,"\u521b\u5efa":67,"\u5220\u9664\u78c1\u76d8\u76ee\u5f55\u4e2d\u4e0d\u662f\u5f53\u524duuid\u7684\u5feb\u7167\u6587\u4ef6":37,"\u5230":37,"\u5230\u7b2c\u4e8c\u6b65":87,"\u524d\u540e\u7684\u7f51\u7edc\u6027\u80fd":66,"\u529f\u80fd":53,"\u529f\u80fd\u7684\u6b63\u786e\u6027\u5305\u62ec\u9a8c\u8bc1paddlepaddle\u76ee\u524d\u7684":87,"\u52a8\u6001\u5e93":70,"\u5305\u542b\u4e86\u67d0\u79cd\u7c7b\u578b\u7684\u7c7b\u578b\u5b9a\u4e49\u548c\u66b4\u9732\u7684\u5168\u90e8\u51fd\u6570":71,"\u5305\u62ec":[38,66,67],"\u5305\u62ec\u6743\u91cdw\u548c\u504f\u7f6eb":37,"\u5305\u62ecmkl":67,"\u534f\u540c\u5b8c\u6210releas":87,"\u5355\u4e2a\u503c":38,"\u5355\u70b9\u6545\u969c":37,"\u5373":71,"\u5373\u4f7f\u7528":71,"\u5373\u4f7f\u7528\u6237\u76f4\u63a5\u5f15\u7528\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":71,"\u5373\u4f7fc":71,"\u5373\u4f8b\u5982":71,"\u5373\u4fbfpaddl":71,"\u5373\u5b8c\u6210\u67d0\u4e00\u4e2a\u4efb\u52a1\u7684\u6700\u5c11\u51fd\u6570":71,"\u5373\u66b4\u9732":71,"\u5373\u8868\u793a\u4e0d\u9700\u8981\u8f6c\u6362":67,"\u5373\u8fd9\u4e2a\u52a8\u6001\u5e93\u662f\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u4efb\u4f55\u6587\u4ef6\u7684":70,"\u539f\u6765\u7684\u65b9\u6848":67,"\u53c2\u6570":70,"\u53c2\u8003":[53,70],"\u53c2\u8003\u4e0b\u56fe":87,"\u53c8\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8f6c\u6362":67,"\u53cc\u5411\u9a8c\u8bc1":53,"\u53d1\u578b\u7248":87,"\u53d1\u5e03\u5230dockerhub":87,"\u53d1\u5e03docker\u955c\u50cf\u53ea\u9700\u8981\u5bf9\u81ea\u52a8push\u7684\u955c\u50cf\u6253\u4e0a":87,"\u53d8\u91cf\u6765\u533a\u5206layer\u7684\u5c5e\u6027":67,"\u53ea\u5bf9\u7279\u6b8a\u5728\u7ebf\u7cfb\u7edf\u8003\u8651\u4e24\u53f0\u4ee5\u4e0a\u540c\u65f6\u6545\u969c\u7684\u5bb9\u707e":37,"\u53ea\u66b4\u9732\u6982\u5ff5\u7684\u63a5\u53e3":71,"\u53ea\u80fd\u8c03\u7528paddle\u7684\u52a8\u6001\u5e93":70,"\u53ea\u9700\u8981\u6062\u590d\u8fd9\u53f0\u8282\u70b9":37,"\u53ef\u4ee5":87,"\u53ef\u4ee5\u51cf\u5c0f\u7cfb\u7edf\u590d\u6742\u6027":37,"\u53ef\u4ee5\u5728\u4efb\u4f55\u673a\u5668\u4e0a\u6267\u884c\u7684":70,"\u53ef\u4ee5\u5728\u6b64\u9875\u9762\u7684":87,"\u53ef\u4ee5\u628a\u672c\u5730\u7684\u6570\u636e\u4e0a\u4f20\u5230\u5b58\u50a8\u96c6\u7fa4\u4e2d":38,"\u53ef\u4ee5\u6709\u6548\u7684\u907f\u514dparamet":37,"\u53ef\u4ee5\u7528":53,"\u53ef\u4ee5\u7528\u4ee5\u4e0b\u6307\u4ee4":38,"\u53ef\u4ee5\u7ee7\u7eed\u5728\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f\u63d0\u4ea4\u4ee3\u7801":87,"\u53ef\u4ee5\u901a\u8fc7\u9636\u6bb5\u6027\u7684\u4fdd\u5b58\u6bcf\u4e2aparamet":37,"\u53ef\u80fd\u4f1a\u9020\u6210\u7f51\u7edc\u62e5\u585e":37,"\u53f3\u4fa7\u7684":87,"\u5404\u6b21\u524d\u5411\u4e4b\u95f4\u4e5f\u90fd\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u6743\u91cd":66,"\u540c\u4e00\u6b21\u524d\u5411":66,"\u540c\u65f6":[66,67],"\u540c\u65f6\u4f1a\u5f00\u542fintel":67,"\u540c\u65f6\u518d\u5c06":87,"\u540c\u65f6\u53c8\u5c3d\u53ef\u80fd\u5c11\u7684\u727a\u7272mkl":67,"\u540c\u65f6\u63d0\u8d77":87,"\u540c\u65f6\u6570\u636e\u683c\u5f0f\u5c31\u662f":67,"\u540d\u5b57\u4fee\u9970":70,"\u540e\u5411":66,"\u540e\u5411\u65f6\u590d\u7528\u5df2\u7ecf\u8f6c\u6362\u8fc7\u7684\u6743\u91cd":66,"\u5411\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6":37,"\u5411paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u63d0\u4ea4":87,"\u5426\u5219\u5f97\u628apaddle\u9759\u6001\u5e93\u94fe\u63a5\u5230\u89e3\u91ca\u5668\u91cc":70,"\u542f\u52a8\u4e00\u4e2a\u65b0\u7684\u7ebf\u7a0b\u5f00\u59cb\u4fdd\u5b58\u68c0\u67e5\u70b9":37,"\u548c":[38,66,67,70,71,87],"\u548c\u672a\u6765\u53ef\u80fd\u8fd8\u4f1a\u7528\u5230":67,"\u548c\u79bb\u7ebf\u6570\u636e\u7684\u65b9\u5f0f":38,"\u54ea\u4e2atrainer\u5148\u5b8c\u6210block\u7684\u8bad\u7ec3":37,"\u56e0\u4e3a\u8fd9\u6837\u505a\u4e5f\u6ca1\u6cd5\u4fdd\u8bc1\u6d88\u9664\u968f\u673a\u6027":37,"\u56e0\u4e3aswig\u5728\u7b2c\u4e09\u65b9\u8bed\u8a00\u4e2d\u66b4\u9732\u7684\u51fd\u6570\u540d":70,"\u56e0\u6b64":66,"\u56fe\u50cf\u5206\u7c7b":87,"\u5728":[66,67,71,87],"\u5728\u4e00\u4e2a\u4e0d\u53ef\u4e2d\u65ad\u5e76\u7f3a\u5c11\u5907\u4efd\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d":37,"\u5728\u4e0a\u56fe\u4e2d\u663e\u793a\u4e86\u5728\u4e00\u4e2a\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5e94\u7528":38,"\u5728\u4f7f\u7528twine\u4e0a\u4f20\u4e4b\u524d":87,"\u5728\u51fa\u73b0\u5355\u70b9\u6545\u969c\u65f6":37,"\u5728\u5b9e\u73b0\u6bcf\u4e2a\u5b50\u7c7b\u7684\u65f6\u5019\u5c31\u4e0d\u9700\u8981\u5173\u5fc3\u5206\u652f\u7684\u4e8b\u60c5\u4e86":67,"\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d":71,"\u5728\u5bf9\u5e94\u7684":66,"\u5728\u5c42\u521d\u59cb\u5316\u7684\u65f6\u5019":66,"\u5728\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d":38,"\u5728\u5f02\u6784\u96c6\u7fa4\u4e2d":37,"\u5728\u5f15\u5165\u5176\u4ed6\u7c7b\u578b\u7684\u5934\u6587\u4ef6\u65f6":71,"\u5728\u5feb\u7167\u5199\u5165\u5b8c\u6210\u540e":37,"\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d":37,"\u5728\u6709\u666e\u901a\u7684cpu":67,"\u5728\u672c\u6587\u6863\u4e2d":53,"\u5728\u673a\u7fa4\u4e0a\u8fd0\u884c\u8f6c\u6362\u7a0b\u5e8f":38,"\u5728\u6837\u4f8b\u4e2d":71,"\u5728\u7528\u6237\u4f7f\u7528c":71,"\u5728\u7b2c\u4e8c\u4e2atab":87,"\u5728\u7ebf\u6a21\u578b\u9884\u6d4b\u670d\u52a1":38,"\u5728\u8bad\u7ec3\u7ed3\u675f\u7684\u65f6\u5019\u518d\u4fdd\u5b58\u4e3apaddlepaddle\u7684\u683c\u5f0f":67,"\u5728\u8bc4\u5ba1\u8fc7\u7a0b\u4e2d":87,"\u5728\u8fd9\u4e2a":87,"\u5728\u8fd9\u4e2a\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":70,"\u5728\u8fd9\u4e2a\u9636\u6bb5\u7684\u4ee3\u7801\u6b63\u5728\u7ecf\u5386\u56de\u5f52\u6d4b\u8bd5":87,"\u5728\u8fd9\u4e9b\u5934\u6587\u4ef6\u4e2d":71,"\u5728\u8fd9\u4e9b\u6587\u4ef6\u4e2d":71,"\u5728\u91cd\u6784\u524d\u7684paddlepaddle\u4e2d":67,"\u5728\u95ee\u9898\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u6bd4\u8f83\u5c0f\u7684\u65f6\u5019":66,"\u5728batch":66,"\u5728c":70,"\u5728c\u7684\u5934\u6587\u4ef6":70,"\u5728packing\u4e0a\u7684\u8017\u65f6":66,"\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":38,"\u5728paramet":37,"\u5728rnn\u7684\u60c5\u51b5\u4e0b":66,"\u5747\u4f1a\u88ab\u5b89\u88c5\u5230includ":71,"\u5747\u662f\u5728":71,"\u57fa\u4e8e\u7c98\u6027\u4f1a\u8bdd\u7684\u8d1f\u8f7d\u5747\u8861\u529f\u80fd":53,"\u5916\u90e8\u5b58\u50a8":67,"\u591a\u4e2a\u503c":38,"\u591a\u4e2aparamet":37,"\u591a\u6b21\u8c03\u7528":66,"\u5927\u591a\u6570\u8bed\u8a00\u90fd\u652f\u6301\u4f7f\u7528c\u8bed\u8a00api":70,"\u5982\u56fe\u4e2dtrainer":37,"\u5982\u679c\u4e0a\u9762\u4e24\u6b65\u51fa\u73b0\u9519\u8bef":37,"\u5982\u679c\u4e0d\u9700\u8981\u5916\u90e8\u5b58\u50a8\u7528\u4e8e\u8f6c\u6362":67,"\u5982\u679c\u4f7f\u7528swig\u6211\u4eec\u9700\u8981\u5c06\u5728interface\u6587\u4ef6\u91cc":70,"\u5982\u679c\u5728\u4f7f\u7528mkl":67,"\u5982\u679c\u5931\u8d25":87,"\u5982\u679c\u5b58\u5728\u6570\u636e\u6392\u5217\u683c\u5f0f\u4e0d\u4e00\u6837\u7684\u60c5\u51b5\u65f6":67,"\u5982\u679c\u5b58\u5728\u67d0\u4e9btrainer\u6267\u884c\u901f\u5ea6\u8fc7\u6162\u4f1a\u5f71\u54cd\u6574\u4f53\u96c6\u7fa4\u7684\u901f\u5ea6":37,"\u5982\u679c\u5df2\u7ecf\u6b63\u5728\u6267\u884c\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":37,"\u5982\u679c\u662f\u5176\u5b83\u7c7b\u578b":38,"\u5982\u679c\u6709bugfix\u7684\u884c\u4e3a":87,"\u5982\u679c\u67d0\u4e00\u4e2a\u7c7b\u578b\u9700\u8981\u5f15\u7528\u53e6\u4e00\u4e2a\u7c7b\u578b":71,"\u5982\u679c\u67d0\u4e00\u4e2apaddl":71,"\u5982\u679c\u67d0\u4e00\u4e2apaddle\u6982\u5ff5\u5fc5\u987b\u8981\u66b4\u9732":71,"\u5982\u679c\u6ee1\u8db3\u6761\u4ef6":37,"\u5982\u679c\u7528\u6237\u8981\u628apaddle\u7684\u9759\u6001\u5e93":70,"\u5982\u679c\u8981\u4e0a\u4f20gpu\u7248\u672c\u7684\u5305":87,"\u5982\u679c\u8c03\u7528\u9759\u6001\u5e93\u53ea\u80fd\u5c06\u9759\u6001\u5e93\u4e0e\u89e3\u91ca\u5668\u94fe\u63a5":70,"\u5982\u679c\u9700\u8981\u624b\u52a8\u7f16\u8bd1":87,"\u5982\u679cmkl":67,"\u5982\u679cparamet":37,"\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5b9a\u4e49\u597d\u7684\u63a5\u53e3":67,"\u5b57\u6bb5\u8bbe\u4e3a":87,"\u5b57\u7b26\u4e32":38,"\u5b58\u50a8":38,"\u5b66\u4e60\u6210\u672c\u9ad8":70,"\u5b83\u4eec\u4e3b\u8981\u662f\u7528\u4e8e":67,"\u5b83\u4eec\u7684\u6587\u4ef6\u540d\u662f":38,"\u5b83\u53ea\u4f1a\u5305\u62ec\u751f\u6210\u597d\u7684\u52a8\u6001\u5e93\u548c\u5934\u6587\u4ef6":67,"\u5b83\u8d1f\u8d23\u51b3\u5b9a\u7f16\u8bd1\u65f6\u662f\u5426\u4f7f\u7528mklml\u548cmkl":67,"\u5b89\u88c5\u540e\u7684\u76ee\u5f55\u7ed3\u6784\u4e3a":71,"\u5b8c\u6210\u4e00\u4e2a\u4f20\u8f93\u52a8\u4f5c\u5b8c\u6210\u7684\u65f6\u95f4\u4e5f\u6bd4\u8f83\u77ed":53,"\u5b8c\u6210\u5e38\u7528layer\u7684mkl":67,"\u5b8c\u6210\u5e38\u89c1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edcvgg":67,"\u5b8c\u6210\u6570\u636e\u7684\u9884\u5904\u7406":38,"\u5b8c\u6210\u81ea\u52a8\u5316\u4e8c\u8fdb\u5236\u7f16\u8bd1":87,"\u5b9a\u4e49":67,"\u5b9a\u4e49\u4e00\u4e9b\u9664\u4e86layer\u548cmemory\u76f8\u5173\u7684\u7c7b\u548c\u51fd\u6570":67,"\u5b9e\u73b0\u5177\u4f53\u7684\u51fd\u6570\u529f\u80fd\u5373\u53ef":67,"\u5b9e\u73b0\u7b80\u5355":70,"\u5bf9\u4e8e\u4e0d\u540c\u8bed\u8a00":70,"\u5bf9\u4e8e\u540c\u4e00\u6bb5c":70,"\u5bf9\u4e8e\u540c\u6837\u8bbe\u7f6e\u7684\u7f51\u7edc\u6a21\u578b":66,"\u5bf9\u4e8e\u591a\u8bed\u8a00\u63a5\u53e3":70,"\u5bf9\u4e8e\u5927\u591a\u6570\u8bed\u8a00":70,"\u5bf9\u4e8e\u5e8f\u5217\u957f\u5ea6":66,"\u5bf9\u4e8e\u6709\u53c2\u6570\u7684\u5c42":67,"\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u65b0\u52a0\u7684rnn":66,"\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b":71,"\u5bf9\u4e8e\u6bcf\u79cdc":71,"\u5bf9\u65b0\u7684\u6743\u91cd\u8fdb\u884c\u8f6c\u6362\u7528\u4e8e\u4e0b\u6b21\u8fed\u4ee3":66,"\u5bf9\u6bd4":70,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u4e0e\u76f8\u5bf9\u5e94\u7684paddlepaddle\u539f\u6709lay":66,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u81ea\u8eab":66,"\u5bf9\u8f93\u5165\u53c2\u6570\u7684\u5b89\u5168\u6027\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u5224\u65ad":71,"\u5bf9\u8fd9\u4e2a\u7248\u672c\u7684\u63d0\u4ea4":87,"\u5bfb\u627e\u6709\u6ca1\u6709\u5176\u4ed6\u53ef\u4ee5\u4f18\u5316\u7684\u53ef\u80fd":67,"\u5bfc\u51fa\u8fd9\u4e9b\u63a5\u53e3":71,"\u5c06":87,"\u5c06\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u62c6\u5206\u6210\u591a\u4efd":37,"\u5c06\u5927\u91cf\u7684":70,"\u5c06\u65b0\u5206\u652f\u7684\u7248\u672c\u6253\u4e0atag":87,"\u5c06master\u5206\u652f\u7684\u5408\u5165commit\u6253\u4e0atag":87,"\u5c0f\u4e8e\u67d0\u4e2a\u6bd4\u8f83\u5c0f\u7684\u9608\u503c\u8ba4\u4e3a\u901a\u8fc7":67,"\u5c31\u9700\u8981\u5bf9\u8fd9\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00\u589e\u52a0\u4e00\u4e9b\u5b9a\u4e49":70,"\u5de5\u5177\u4e0a\u4f20\u5373\u53ef":87,"\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4":37,"\u5e73\u5747\u6545\u969c\u7387":37,"\u5e76\u4e14\u4f1a\u5199\u597d":67,"\u5e76\u4e14\u4f7f\u7528":71,"\u5e76\u4e14\u53ea\u9700\u8981\u5728\u5fc5\u8981\u7684\u65f6\u5019\u8f6c\u6362\u8fd9\u79cd\u683c\u5f0f":67,"\u5e76\u4e14\u5728\u5e38\u89c1\u7684\u5e73\u53f0\u4e0a":70,"\u5e76\u4e14\u5f53\u7f16\u8bd1\u65f6":66,"\u5e76\u4e14\u628a\u7cfb\u7edf\u751f\u6210\u7684ca":53,"\u5e76\u4e14\u628a\u7ed3\u679c\u8fd4\u56depfsclient\u7aef":53,"\u5e76\u4e14\u8ba9\u63a5\u53e3\u8131\u79bb\u5b9e\u73b0\u7ec6\u8282":70,"\u5e76\u4e14\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u5171\u7528\u4e00\u5757\u5185\u5b58":67,"\u5e76\u5220\u9664":87,"\u5e76\u5220\u9664\u66f4\u65e9\u7684\u5feb\u7167":37,"\u5e76\u52a0\u8f7d\u5176\u4e2d\u7684\u53c2\u6570":37,"\u5e76\u53d1\u5e03\u5230pypi":87,"\u5e76\u5728\u6bcf\u6b21\u6743\u91cd\u66f4\u65b0\u540e":66,"\u5e76\u5728\u96c6\u7fa4\u4e2d\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u4efb\u52a1":38,"\u5e76\u5c06":87,"\u5e76\u5c06c":71,"\u5e76\u628a\u5feb\u7167\u4fdd\u5b58\u5230\u8fd9\u4e2a\u76ee\u5f55\u4e0b":37,"\u5e76\u628a\u7ed3\u679c\u653e\u5230\u5f53\u524d\u5c42\u7684":67,"\u5e76\u6ca1\u6709paddle\u7279\u522b\u9700\u8981\u7684\u7279\u6027":70,"\u5e76\u6dfb\u52a0\u5934\u6587\u4ef6":66,"\u5e76\u88ab\u5b58\u50a8\u5728\u8bf8\u5982hadoop":38,"\u5e76\u9002\u5e94github\u7684\u7279\u6027\u505a\u4e86\u4e00\u4e9b\u533a\u522b":87,"\u5e76\u91cd\u65b0\u6253\u5305wheel\u5305":87,"\u5efa\u8bae":87,"\u5f00\u53d1\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u6837\u4f8b\u4ee3\u7801":71,"\u5f00\u53d1\u8005\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801":87,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4e2d":87,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4f7f\u7528":87,"\u5f00\u5934":[66,67],"\u5f00\u59cb\u63d0\u4f9b\u670d\u52a1":37,"\u5f15\u5165\u4e86\u4ee5\u4e0b\u56db\u4e2aapi":66,"\u5f15\u5165\u4e86\u7c7b\u578b\u7684\u5934\u6587\u4ef6":71,"\u5f39\u51fa\u4e0b\u9762\u7684\u9009\u62e9\u6846":87,"\u5f53\u529f\u80fd\u5206\u652f\u5f00\u53d1\u5b8c\u6bd5\u540e":87,"\u5f53\u53ea\u505a\u63a8\u65ad":66,"\u5f53\u5f00\u542f":67,"\u5f53\u6253\u5f00":67,"\u5f53\u6570\u636e\u683c\u5f0f\u4e0epaddlepaddle\u9ed8\u8ba4\u7684":67,"\u5f53\u7136\u8fd9\u4e24\u8005\u4e5f\u53ef\u4ee5\u76f8\u7b49":67,"\u5f53\u7528\u6237\u4f7f\u7528\u5b8c\u8fd9\u4e2a\u53c2\u6570\u540e":71,"\u5f53\u7f51\u7edc\u51fa\u73b0\u5206\u652f\u4e14\u5728":67,"\u5f53destination\u6587\u4ef6\u4e0d\u5b58\u5728\u6216\u8005\u5927\u5c0f\u548csource\u6587\u4ef6\u4e0d\u4e00\u81f4\u65f6":53,"\u5f88\u96be\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":70,"\u5f97\u4f7f\u7528":70,"\u5fc5\u8981":71,"\u5fc5\u987b\u5206\u522b\u4e0e":67,"\u60c5\u611f\u5206\u6790":87,"\u6211\u4eec\u4e5f\u53ef\u4ee5\u786e\u5b9a\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u7c7b\u578b":71,"\u6211\u4eec\u4e5f\u5c06mklml\u5373":67,"\u6211\u4eec\u4f1a\u4fdd\u8bc1":67,"\u6211\u4eec\u4f1a\u5728\u7f51\u7edc\u8bad\u7ec3\u4e4b\u524d\u628a\u683c\u5f0f\u8f6c\u6362\u4e3amkl":67,"\u6211\u4eec\u4f1a\u5bf9\u6bd4\u5982\u4e0b2\u4e2a\u65b9\u9762":66,"\u6211\u4eec\u4f1a\u628amkl":67,"\u6211\u4eec\u4f1a\u6dfb\u52a0":[66,67],"\u6211\u4eec\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":70,"\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528\u5df2\u6709\u7684":67,"\u6211\u4eec\u53ef\u4ee5\u5148\u5b8c\u6210\u5bf9\u539f\u6570\u636e\u7684packing\u64cd\u4f5c":66,"\u6211\u4eec\u603b\u7ed3\u51fa\u4e00\u4e9b\u7279\u522b\u9700\u8981\u6ce8\u610f\u7684\u70b9":67,"\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u8f6c\u6362\u65b9\u5f0f":38,"\u6211\u4eec\u63d0\u51fa\u4e86chunk\u7684\u6982\u5ff5":53,"\u6211\u4eec\u6700\u7ec8\u7684\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165python\u6216\u8005\u5176\u4ed6\u4efb\u4f55\u8bed\u8a00\u7684\u89e3\u91ca\u5668":70,"\u6211\u4eec\u8ba1\u5212\u5c06":66,"\u6211\u4eec\u8ba1\u5212\u5c06\u82f1\u7279\u5c14\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6570\u5b66\u5e93":67,"\u6211\u4eec\u8bbe\u8ba1\u8bf4\u660e\u4e86\u540d\u4e3afilemanager\u7cfb\u7edf":53,"\u6211\u4eec\u9009\u62e9":38,"\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u65b0\u5f15\u5165\u7684gemm":66,"\u6211\u4eec\u90fd\u63d0\u4f9bpython\u7684\u8f6c\u6362\u5e93":38,"\u6216\u8005":[67,70,71],"\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":37,"\u6216\u8005\u7528tuple\u8868\u793a\u7684\u591a\u4e2a\u503c":38,"\u6216\u8005\u7531\u5b83\u4eec\u7ec4\u6210\u7684list":38,"\u6216activ":67,"\u6240\u4ee5":[67,87],"\u6240\u4ee5\u4e00\u4e2a\u7248\u672c\u53f7\u7684wheel\u5305\u53d1\u5e03\u4e4b\u540e":87,"\u6240\u4ee5\u4e0d\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898":67,"\u6240\u4ee5\u5728":67,"\u6240\u4ee5\u5728\u5199\u5165\u5feb\u7167\u7684\u8fc7\u7a0b\u4e2d":37,"\u6240\u4ee5\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a":67,"\u6240\u4ee5\u6574\u4f53\u4e0a":67,"\u6240\u4ee5\u6dfb\u52a0\u4e86\u5bf9\u5e94\u7684":67,"\u6240\u4ee5\u7528\u6237\u9700\u8981\u9996\u5148\u5728":53,"\u6240\u4ee5\u9700\u8981\u5f15\u5165\u4e00\u4e2a\u8f6c\u6362\u65b9\u6cd5":67,"\u6240\u6709\u4e0e\u7c7b\u578b\u76f8\u5173\u7684\u51fd\u6570":71,"\u6240\u6709\u5916\u90e8\u7684\u8f6c\u6362\u5de5\u4f5c\u90fd\u4f1a\u5728reset\u7cfb\u5217\u51fd\u6570\u4e2d\u90fd\u51c6\u5907\u597d":67,"\u6240\u6709\u7684":66,"\u6240\u6709\u7684\u63a5\u53e3\u5747\u4e3ac\u63a5\u53e3":71,"\u6240\u6709\u76f8\u5173\u7684":66,"\u6240\u6709\u7c7b\u578b\u540d\u4e3a":71,"\u6240\u6709mkl":67,"\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":70,"\u624d\u80fd\u66f4\u597d\u7684\u53d1\u6325mkl":67,"\u6253\u5f00\u8fd9\u4e2a\u7f16\u8bd1\u9009\u9879":71,"\u6267\u884c":87,"\u628a":38,"\u628a\u4e4b\u524d\u793a\u4f8b\u4e2d\u8f6c\u6362\u5b8c\u6bd5\u7684random":38,"\u6307\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u540e\u5f97\u5230\u7684\u6240\u6709\u53c2\u6570":37,"\u6309\u94ae":87,"\u63a5\u53e3":[70,71],"\u63a5\u53e3\u5c42\u505a\u8fc7\u591a\u5c01\u88c5":71,"\u63a5\u53e3\u662f":38,"\u63a5\u6536\u5904\u7406pfsclient\u7aef\u7684\u6587\u4ef6\u7ba1\u7406\u8bf7\u6c42":53,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mkl":67,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mklml\u5e93":67,"\u63a7\u5236\u7528\u6237\u6743\u9650":38,"\u63d0\u4f9b\u4e03\u5c42\u534f\u8bae\u7684\u53cd\u5411\u4ee3\u7406":53,"\u63d0\u4f9b\u5e38\u7528\u7684\u547d\u4ee4\u884c\u7ba1\u7406\u547d\u4ee4\u7ba1\u7406\u6587\u4ef6\u548c\u76ee\u5f55":53,"\u63d0\u4f9b\u7528\u6237\u7ba1\u7406\u6587\u4ef6\u7684\u547d\u4ee4":53,"\u63d0\u4f9b\u7ed9paddle\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e":38,"\u652f\u6301\u5927\u6587\u4ef6\u7684\u65ad\u70b9\u4e0a\u4f20":53,"\u6570\u636e":53,"\u6570\u636e\u8bfb\u53d6\u5747\u4ea4\u7531\u5176\u4ed6\u8bed\u8a00\u5b8c\u6210":70,"\u6570\u636e\u957f\u5ea6\u53ca\u6821\u9a8c\u503c\u7ec4\u6210":53,"\u6570\u636e\u96c6\u9700\u8981\u9884\u5148\u88ab\u8f6c\u6362\u6210paddlepaddle\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f7f\u7528\u7684\u5b58\u50a8\u683c":38,"\u6570\u636e\u9884\u5904\u7406\u4efb\u52a1":38,"\u6587\u4ef6":70,"\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":53,"\u6587\u4ef6\u5185\u5bb9\u4e3a":70,"\u6587\u4ef6\u540d\u4e3a\u6b64uuid":37,"\u6587\u4ef6\u5bf9\u5e94\u7684data":38,"\u6587\u4ef6\u7684\u4e0a\u4f20\u548c\u4e0b\u8f7d\u90fd\u662f\u901a\u8fc7\u5bf9chunk\u7684\u64cd\u4f5c\u6765\u5b9e\u73b0\u7684":53,"\u65b0\u624b\u5165\u95e8\u7ae0\u8282":87,"\u65b0\u7248\u672c":67,"\u65b9\u4fbf\u6d4b\u8bd5\u4eba\u5458\u6d4b\u8bd5paddlepaddle\u7684\u884c\u4e3a":87,"\u65b9\u4fbf\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3":53,"\u65b9\u4fbf\u7528\u6237\u5728python\u7aef\u9009\u62e9\u662f\u5426\u542f\u7528\u8fd9\u4e2a\u529f\u80fd":66,"\u65b9\u4fbf\u7528\u6237\u9009\u62e9\u4f7f\u7528mkl":67,"\u65b9\u5f0f\u7c7b\u4f3c\u4e8e":67,"\u65e0\u6cd5\u505a\u5230\u5bf9\u4e8e\u5404\u79cd\u8bed\u8a00\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u7684\u9002\u914d":70,"\u65e0\u8bba\u5728\u672c\u5730\u8fd8\u662f\u5728\u4e91\u7aef":38,"\u65e0\u8bba\u662f\u4ece":38,"\u65e0\u8bba\u662f\u5728\u672c\u5730\u6216\u662f\u4e91\u7aef\u8f6c\u6362":38,"\u65e0\u8bba\u662f\u91cd\u6784\u524d\u7684layer\u8fd8\u662f\u91cd\u6784\u540e\u7684op":67,"\u65f6":[37,66,67],"\u65f6\u4e00\u8d77\u66f4\u65b0":67,"\u662f":[53,67],"\u662f\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3\u7684\u4ee3\u7801\u751f\u6210\u5668":70,"\u662f\u4e00\u4e2a\u7c7b\u578b\u7684\u6807\u5fd7":71,"\u662f\u4e0d\u5e38\u89c1\u7684\u505a\u6cd5":70,"\u662f\u5404\u4e2a\u5b9e\u73b0\u4e2d\u5171\u4eab\u7684\u5934\u6587\u4ef6":71,"\u662f\u5426\u6253\u5f00":66,"\u662f\u56e0\u4e3ac99\u652f\u6301":70,"\u662f\u5bf9\u7528\u6237\u6587\u4ef6\u5b58\u50a8\u7a7a\u95f4\u7684\u62bd\u8c61":53,"\u662f\u6307":71,"\u662f\u7528\u6237\u4f7f\u7528c":71,"\u662fc":71,"\u663e\u5f97\u76f8\u5bf9\u6765\u8bf4\u8f83\u4e3a\u8017\u65f6":66,"\u6682\u65f6\u4e0d\u8003\u8651\u591a\u4e2aparamet":37,"\u66b4\u9732\u8fd9\u4e2a\u6982\u5ff5\u5fc5\u8981\u51fd\u6570":71,"\u6700\u540e\u5220\u9664":87,"\u6700\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662fexcept":70,"\u6709\u6548\u63d0\u5347paddlepaddle\u5728\u82f1\u7279\u5c14\u67b6\u6784\u4e0a\u7684\u6027\u80fd":[66,67],"\u6709\u6807\u51c6\u7684":70,"\u6709\u7684\u65f6\u5019":70,"\u672c\u5217\u8868\u8bf4\u660epaddlepaddle\u53d1\u7248\u4e4b\u524d\u9700\u8981\u6d4b\u8bd5\u7684\u529f\u80fd\u70b9":87,"\u672c\u6587\u6863\u63cf\u8ff0paddl":71,"\u673a\u5668\u7ffb\u8bd1":87,"\u6765\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u4ece\u4e2d\u95f4\u72b6\u6001\u91cd\u65b0\u542f\u52a8":37,"\u6765\u51b3\u5b9a\u662f\u5426\u5f00\u542fmkl":66,"\u6765\u5b9e\u73b0":67,"\u6765\u786e\u4fdd\u628a":70,"\u6765\u8868\u793apaddle\u5185\u90e8\u7c7b":70,"\u6765\u8bbf\u95ee\u7528\u6237\u81ea\u5df1\u7684\u6570\u636e":38,"\u6765\u8fdb\u884c\u8ba8\u8bba":71,"\u67e5\u770blatest":87,"\u6807\u51c6\u8868\u793apaddlepaddle\u7248\u672c\u53f7":87,"\u683c\u5f0f\u4e0d\u5339\u914d\u65f6":67,"\u68c0\u67e5\u70b9\u4fdd\u5b58\u7a0b\u5e8f\u6d41\u7a0b":37,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\u901a\u8fc7\u5b9a\u671f\u5411\u78c1\u76d8\u4e0a\u4fdd\u5b58\u4e00\u4efd\u5b58\u50a8\u5728paramet":37,"\u6a21\u578b\u6570\u636e\u68c0\u67e5\u70b9\u7684\u5b9e\u73b0":37,"\u6a21\u578b\u914d\u7f6e\u89e3\u6790":70,"\u6b21\u8fed\u4ee3\u6267\u884c\u7684\u8f6c\u6362\u6b21\u6570\u4e3a":66,"\u6b64\u65f6\u6bcf\u4e2a\u5c0f\u5206\u652f\u7684":67,"\u6b64\u65f6master\u5c06\u8d1f\u8d23\u542f\u52a8\u4e00\u4e2a\u65b0\u7684train":37,"\u6bcf\u4e00\u4e2a":87,"\u6bcf\u4e00\u4e2a\u6587\u4ef6\u662f\u6570\u636e\u96c6\u7684\u4e00\u4e2ashard":38,"\u6bcf\u4e2a":67,"\u6bcf\u4e2a\u503c\u7684\u7c7b\u578b\u53ef\u4ee5\u662f\u6574\u5f62":38,"\u6bcf\u4e2a\u6d4b\u8bd5\u4f1a\u5bf9\u6bd4paddlepaddle\u4e2dcpu\u7b97\u51fa\u7684\u7ed3\u679c\u4e0emkl":67,"\u6bcf\u4e2adata":38,"\u6bcf\u4e2amkldnnlayer\u90fd\u5305\u542b\u7528\u4e8e\u5185\u90e8\u5b58\u50a8\u548c\u5916\u90e8\u5b58\u50a8\u7684\u4e00\u7cfb\u5217mkldnnmatrix":67,"\u6bcf\u4e2aparamet":37,"\u6bcf\u4e2ashard\u5206\u522b\u5b58\u50a8\u5728\u5176\u4e2d\u4e00\u53f0paramet":37,"\u6bcf\u6b21\u8c03\u7528\u65f6\u5bf9\u539f\u6570\u636e\u7684\u91cd\u590dpacking\u4fbf\u6210\u4e3a\u4e86\u5197\u4f59":66,"\u6bcf\u6b21\u8f93\u51fa\u4e00\u4e2adata":38,"\u6bcf\u969410\u5206\u949f":37,"\u6bd4\u5982":[38,67],"\u6bd4\u5982\u53ef\u80fd\u4f1a\u7528openmp\u6539\u8fdbsgd\u7684\u66f4\u65b0\u6027\u80fd":67,"\u6bd4\u5982\u5c06":87,"\u6bd4\u5982\u6bcf\u969410\u5206\u949f\u6700\u65b0\u7684\u5feb\u7167":37,"\u6bd4\u5982\u6d41\u5f0f\u6570\u636e\u5904\u7406":38,"\u6bd4\u5982imagenet\u8fd9\u4e2a\u6570\u636e\u96c6\u53ef\u80fd\u88ab\u5206\u62101000\u4e2ashard":38,"\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":66,"\u6ce8":[37,87],"\u6ce8\u518clayer\u7684\u65f6\u5019\u4fdd\u8bc1":[66,67],"\u6ce8\u610f":67,"\u6d4b\u8bd5\u5206\u4e3a\u6bcf\u4e2alayer":67,"\u6d4b\u8bd5\u672c\u6b21release\u7684\u6b63\u786e\u6027":87,"\u6d4b\u8bd5\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u4f1a\u5728":67,"\u6d6e\u70b9\u578b\u6570\u636e":38,"\u6df1\u5165paddlepaddl":67,"\u6dfb\u52a0":66,"\u6dfb\u52a0\u7684\u76f8\u5173\u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b":[66,67],"\u6fc0\u6d3b\u51fd\u6570\u662f\u72ec\u7acb\u4e8e":67,"\u70b9\u51fb":87,"\u7136\u540e\u5728\u524d\u5411":66,"\u7136\u540e\u5728etcd\u7684":37,"\u7136\u540e\u5c31\u53ef\u4ee5\u5e76\u53d1\u5199\u5165\u591a\u4e2achunk":53,"\u7136\u540e\u624d\u80fd\u4f7f\u7528pfsclient":53,"\u7136\u540e\u6309\u7167\u4e0a\u8ff0\u7684\u65b9\u6cd5":87,"\u7136\u540e\u70b9\u51fb":87,"\u7248\u672c\u5206\u652f":87,"\u7248\u672c\u53f7":87,"\u7248\u672c\u53f7\u5bf9\u5e94\u7684tag\u5373\u53ef":87,"\u7248\u672c\u53f7rc":87,"\u7248\u672cfork\u51fa\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f":87,"\u7279\u6709\u7684\u8bbe\u5907id":67,"\u73b0\u9636\u6bb5\u7684\u4f18\u5316\u4e3b\u8981\u9488\u5bf9":66,"\u73b0\u9636\u6bb5paddle\u6709\u4e00\u4e2a\u95ee\u9898\u662f":70,"\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u901a\u5e38\u4f53\u79ef\u5f88\u5927":38,"\u751f\u4ea7\u73af\u5883\u7684\u65e5\u5fd7\u6570\u636e\u4f1a\u901a\u8fc7\u5b9e\u65f6\u6d41\u7684\u65b9\u5f0f":38,"\u751f\u6210\u5404\u79cd\u8bed\u8a00\u7684\u7ed1\u5b9a\u4ee3\u7801":70,"\u751f\u6210\u6587\u6863":70,"\u751f\u6210\u7684":38,"\u751f\u6210\u7ed9\u5b9a":38,"\u751f\u6210api\u6587\u6863":70,"\u751f\u6210pfsclient\u548cpfsserver\u7684\u6846\u67b6\u90e8\u5206":53,"\u7528":53,"\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":67,"\u7528\u4e8e\u7ba1\u7406mkl":67,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528\u76f8\u5173\u529f\u80fd":66,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528mkl":67,"\u7528\u4e8emkl":[66,67],"\u7528\u6237\u4e0a\u4f20\u6570\u636e\u540e":38,"\u7528\u6237\u4e5f\u53ef\u4ee5\u4e0a\u4f20label":38,"\u7528\u6237\u53ef\u4ee5\u5b89\u5168\u7684\u91ca\u653e\u67d0\u4e2ac":71,"\u7528\u6237\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u6570\u636e\u5206\u4eab\u7ed9\u522b\u4eba":38,"\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e2a\u52a8\u6001\u5e93\u6765\u5f15\u5165paddl":71,"\u7528\u6237\u5728\u672c\u5730\u8f6c\u6362\u597d\u518d\u4e0a\u4f20":38,"\u7528\u6237\u6587\u4ef6\u53ef\u80fd\u662f\u6bd4\u8f83\u5927\u7684":53,"\u7528\u6237\u901a\u8fc7c":71,"\u7531\u4e8e\u5728\u73b0\u6709\u7684\u67d0\u4e9b\u60c5\u51b5\u4e0b":66,"\u7531\u4e8e\u5bf9parameters\u7684\u66f4\u65b0\u9700\u8981\u83b7\u53d6parameters\u5185\u5b58\u7684":37,"\u7531\u4e8e\u96c6\u7fa4\u4e2d\u540c\u65f6\u5b58\u5728\u4e24\u53f0\u673a\u5668\u6545\u969c\u7684\u6982\u7387\u6781\u4f4e":37,"\u7531\u4e8ec":70,"\u7531\u4e8echunk\u6bd4\u8f83\u5c0f":53,"\u7531\u4e8emkl":67,"\u7531\u4e8epypi":87,"\u7531\u5206\u652f\u5904\u7684layer\u8d1f\u8d23\u6c42\u548c":67,"\u7533\u8bf7\u7528\u6237\u7a7a\u95f4":53,"\u7684\u4e00\u4e2a\u5b50\u96c6":67,"\u7684\u4fe1\u606f":67,"\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u7b80\u5355\u7f51\u7edc\u7684\u6574\u4f53\u6d4b\u8bd5":67,"\u7684\u547d\u540d\u98ce\u683c\u5e76\u4e0d\u80fd\u9002\u5e94\u5176\u4ed6\u7b2c\u4e09\u65b9\u8bed\u8a00":70,"\u7684\u57fa\u672c\u903b\u8f91":67,"\u7684\u5934\u6587\u4ef6":70,"\u7684\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5185\u90e8\u5b58\u50a8\u5c31\u53ef\u4ee5\u4e86":67,"\u7684\u60c5\u51b5\u4e0b":66,"\u7684\u63a5\u53e3\u6837\u5f0f":70,"\u7684\u6570\u636e\u6d41\u56fe":38,"\u7684\u65f6\u5019":67,"\u7684\u683c\u5f0f\u59cb\u7ec8\u662f":67,"\u7684\u683c\u5f0f\u5b58\u50a8":67,"\u7684\u6982\u5ff5":67,"\u7684\u6e90\u7801\u91cc\u4f7f\u7528\u4e86":70,"\u7684\u7248\u672c":87,"\u7684\u7ed3\u679c":66,"\u7684\u7f29\u5199":53,"\u7684\u7f51\u7edc\u6a21\u578b":66,"\u7684\u89c4\u8303":70,"\u7684\u89d2\u5ea6":38,"\u7684\u914d\u7f6e\u5199\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d":38,"\u7684flag":[66,67],"\u7684vanilla":66,"\u76ee\u524d\u53ea\u8003\u8651":67,"\u76ee\u524d\u53ea\u8003\u8651\u52a8\u6001\u6269\u5bb9trainer\u6570\u91cf":37,"\u76ee\u524d\u5728paddlepaddle\u4e2d":67,"\u76ee\u524d\u5728paddlepaddle\u4e2d\u6570\u636e\u90fd\u662f\u4ee5":67,"\u76ee\u524d\u5d4c\u5165python\u89e3\u91ca\u5668":70,"\u76ee\u524d\u6211\u4eec\u7528cephfs\u6765\u642d\u5efa":53,"\u76ee\u524d\u7684\u4f18\u5316":67,"\u76ee\u524dpaddle\u7684\u8fdb\u7a0b\u6a21\u578b\u662fc":70,"\u76ee\u524dpaddlepaddle\u91c7\u7528\u4e86":66,"\u76ee\u5f55\u4e0b":71,"\u76ee\u5f55\u4e0b\u5bf9\u5e94\u7684\u5730\u65b9":67,"\u76f4\u63a5\u4f7f\u7528c\u8bed\u8a00\u7684":70,"\u76f4\u63a5\u5220\u9664\u8fd9\u4e2a\u53c2\u6570\u5373\u53ef":71,"\u76f4\u63a5\u5bfc\u51fa\u5230c\u7684\u63a5\u53e3\u6bd4\u8f83\u56f0\u96be":70,"\u76f8\u5173\u5c42":66,"\u77e9\u9635\u5927\u5c0f\u662f":66,"\u793e\u533a\u53c2\u4e0e\u56f0\u96be":70,"\u793e\u533a\u8d21\u732e\u4ee3\u7801\u5b66\u4e60\u6210\u672c\u9ad8":70,"\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u53c2\u6570":37,"\u79bb\u7ebf\u6279\u5904\u7406":38,"\u7b2c\u4e00\u4e2atag\u4e3a":87,"\u7b2c\u4e09\u6b65\u5b8c\u6210\u540e":87,"\u7b2c\u4e8c\u4e2a\u4e3a":87,"\u7b49":[67,71],"\u7b49\u5168\u90e8\u9759\u6001\u5e93\u4e2d\u7684\u76ee\u6807\u6587\u4ef6\u5168\u90e8\u6253\u5305\u540e\u4ea7\u751f\u7684\u6587\u4ef6":71,"\u7b49\u5f85\u7f16\u8bd1\u5b8c\u6210\u540e":87,"\u7b49\u6587\u4ef6":71,"\u7c7b\u4f3c":71,"\u7c7b\u540d\u548cc":70,"\u7c7b\u578b":70,"\u7ed3\u8bba":70,"\u7edf\u4e00\u7528":38,"\u7f16\u8bd1\u5668\u6ca1\u6709":70,"\u7f16\u8bd1\u578b\u8bed\u8a00":70,"\u7f16\u8bd1\u65f6\u4f1a\u628a\u5bf9\u5e94\u7684\u5934\u6587\u4ef6\u548c\u5e93\u653e\u5728":67,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684docker\u53d1\u884c\u955c\u50cf":87,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684python":87,"\u7f16\u8bd1c":71,"\u800c\u4e0d\u5fc5\u5728\u610fpaddl":71,"\u800c\u4e0d\u652f\u6301pypy\u89e3\u91ca\u5668":70,"\u800c\u4e0d\u66b4\u9732\u6982\u5ff5\u7684\u5b9e\u73b0":71,"\u800c\u4e14\u5728\u4f20\u8f93\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u53ef\u80fd\u51fa\u73b0\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5":53,"\u800c\u51fa\u73b0\u9636\u6bb5\u6027\u7684\u8fd0\u884c\u505c\u6ede":37,"\u800c\u5728cpp\u91cc\u9762\u5b9e\u73b0\u8fd9\u4e2ac\u7684\u63a5\u53e3":70,"\u800c\u591a\u8bed\u8a00\u63a5\u53e3\u9700\u8981\u76f4\u63a5\u8bfb\u53d6\u751f\u6210\u7684\u4e8c\u8fdb\u5236":70,"\u800c\u5bf9\u4e8egolang":70,"\u800c\u5bf9\u4e8egolang\u9519\u8bef\u5904\u7406\u5e94\u8be5\u4f7f\u7528\u8fd4\u56de\u503c":70,"\u800c\u662f\u76f4\u63a5\u4fee\u6539paddl":71,"\u800c\u662f\u76f4\u63a5\u7528api\u7684\u63a5\u53e3\u8fdc\u7a0b\u8bbf\u95ee":38,"\u800cswig\u53ea\u80fd\u7b80\u5355\u7684\u66b4\u9732c":70,"\u81ea\u52a8\u6302\u8f7d\u5206\u5e03\u5f0f\u5b58\u50a8\u76ee\u5f55":37,"\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9700\u8981c":71,"\u826f\u597d\u7684\u6587\u6863":70,"\u8282\u7701\u4e86\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c":67,"\u83b7\u53d6\u6700\u65b0\u7684\u68c0\u67e5\u70b9\u7684\u6587\u4ef6uuid":37,"\u867d\u7136\u4e0d\u9f13\u52b1\u8fd9\u6837":71,"\u8868\u793a\u5bf9\u8f93\u5165\u6570\u636e":67,"\u89e3\u91ca\u578b\u8bed\u8a00\u53ea\u80fd\u8c03\u7528\u52a8\u6001\u5e93":70,"\u89e3\u91ca\u6027\u8bed\u8a00\u5b9e\u9645\u8fd0\u884c\u7684\u4e8c\u8fdb\u5236\u662f\u89e3\u91ca\u5668\u672c\u8eab":70,"\u8ba1\u5212\u5728":[66,67],"\u8ba1\u7b97\u8fd9\u4e2a\u6587\u4ef6\u7684md5":37,"\u8ba9paddle\u6838\u5fc3\u4e2d":71,"\u8bad\u7ec3\u4efb\u52a1\u7684\u8fd0\u884c\u53ef\u80fd\u4f1a\u5360\u6ee1trainer\u548cparamet":37,"\u8bad\u7ec3\u548c\u7eaf\u4f7f\u7528":87,"\u8bad\u7ec3\u6a21\u578b\u6b63\u786e\u6027":87,"\u8bb0\u5f55\u4e0b\u6240\u6709\u5931\u8d25\u7684\u4f8b\u5b50":87,"\u8bbe\u7f6e":71,"\u8bc6\u522b\u6570\u5b57":87,"\u8bcd\u5411\u91cf":87,"\u8be5\u6587\u4ef6\u5bf9\u76f8\u5173gemm":66,"\u8be5\u7c7b\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":67,"\u8be6\u7ec6\u8bbe\u8ba1":53,"\u8bed\u610f\u89d2\u8272\u6807\u6ce8":87,"\u8bf4\u660e":37,"\u8bf7\u53c2\u8003":71,"\u8f6c\u6362\u5185\u5b58\u7684\u5de5\u4f5c":67,"\u8f6c\u6362\u5197\u4f59":66,"\u8f6c\u6362\u51fd\u6570":67,"\u8f6c\u6362\u751f\u6210\u7684\u6587\u4ef6\u540d\u4f1a\u662f\u4ee5\u4e0b\u683c\u5f0f":38,"\u8f6c\u6362\u8017\u65f6":66,"\u8f93\u5165\u68af\u5ea6":67,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6":67,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6\u7684\u8f6c\u6362":67,"\u8fbe\u5230\u5bb9\u707e\u7684\u76ee\u7684":37,"\u8fc7\u7a0b\u4e2d\u6240\u6709\u65f6\u95f4\u6b65":66,"\u8fd1\u671f\u76ee\u6807":67,"\u8fd4\u56de\u7b2c\u4e8c\u6b65":87,"\u8fd8\u662f\u4ece":38,"\u8fd9\u4e00\u5c42\u8fdb\u884c\u5c01\u88c5":71,"\u8fd9\u4e00\u6570\u636e\u683c\u5f0f\u7684\u8f6c\u6362\u64cd\u4f5c":66,"\u8fd9\u4e00\u6982\u5ff5\u4e0d\u518d\u7410\u788e":71,"\u8fd9\u4e09\u4e2a\u5206\u652f":87,"\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":66,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u7684\u8fde\u63a5\u53c2\u6570\u4e0epaddle\u7684\u5176\u4ed6\u4e8c\u8fdb\u5236":71,"\u8fd9\u4e2a\u53c2\u6570\u4e5f\u4e0d\u4f1a\u4e00\u5e76\u5220\u9664":71,"\u8fd9\u4e2a\u5934\u6587\u4ef6\u4e0d\u5047\u8bbe\u5176\u4ed6\u6587\u4ef6\u7684\u5f15\u7528\u987a\u5e8f":71,"\u8fd9\u4e2a\u63a5\u53e3\u9700\u8981\u505a\u5230":70,"\u8fd9\u4e2a\u6587\u4ef6\u5177\u6709\u72ec\u7279\u7684\u8bed\u6cd5":70,"\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u9664\u4e86":71,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u4e2d\u7684\u53e6\u4e00\u4e2a\u9879\u76ee\u662f":71,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u5305\u542b\u4e24\u4e2a\u9879\u76ee":71,"\u8fd9\u4e2a\u9009\u62e9":[66,67],"\u8fd9\u4e2a\u9759\u6001\u5e93\u5305\u542b\u4e86paddle\u7684\u5168\u90e8\u7b26\u53f7":71,"\u8fd9\u4e2ainstance\u53ef\u4ee5\u662f\u5355\u4e2a\u503c":38,"\u8fd9\u4e9b\u4f1a\u5728":[66,67],"\u8fd9\u4e9b\u51fd\u6570\u4f1a\u6839\u636e\u8f93\u5165\u53c2\u6570\u91cd\u65b0\u8bbe\u7f6e\u5185\u90e8\u548c\u5916\u90e8\u5b58\u50a8":67,"\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":38,"\u8fd9\u4e9b\u955c\u50cf\u4e5f\u53ef\u4ee5\u4ece":87,"\u8fd9\u5bf9\u4e8e\u901a\u5e38\u7684java\u7684\u5f00\u53d1\u8005\u6765\u8bf4":70,"\u8fd9\u662f\u56e0\u4e3a":70,"\u8fd9\u6837":71,"\u8fd9\u6837\u4e0b\u4e00\u4e2acpu":67,"\u8fd9\u6837\u4fdd\u8bc1":87,"\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728\u4e91\u7aef\u6267\u884c\u591a\u79cd\u6570\u636e\u7c7b\u8ba1\u7b97\u4efb\u52a1":38,"\u8fd9\u6837\u5df2\u7ecf\u4f20\u8f93\u6210\u529f\u7684\u90e8\u5206\u5c31\u4e0d\u7528\u91cd\u65b0\u4f20\u8f93\u4e86":53,"\u8fd9\u6837\u5e26\u6765\u7684\u597d\u5904\u5c31\u662f\u4e0d\u9700\u8981\u4e00\u76f4\u6e05\u7a7amemori":67,"\u8fd9\u6837\u65e2\u4f7f\u5f97\u6700\u7ec8\u4fdd\u5b58\u7684\u53c2\u6570\u683c\u5f0f\u4e0epaddlepaddle\u4e00\u81f4":67,"\u8fd9\u90fd\u9700\u8981\u8fd9\u4e2a\u63a5\u53e3\u6309\u7167\u7ea6\u5b9a\u4fd7\u6210\u7684\u89c4\u5219\u6765\u6ce8\u91ca\u5b8c\u5907":70,"\u8fd9\u91cc":67,"\u8fd9\u91cc\u7684dockerimage\u4f5c\u4e3a\u7f16\u8bd1\u73af\u5883\u4ee5\u652f\u6301\u66f4\u591a\u7684linux":87,"\u8fd9\u91cc\u9009\u62e90":87,"\u8fd9\u91cc\u9700\u8981\u7528\u6237\u989d\u5916\u6ce8\u610f":37,"\u8fdb\u4e00\u6b65\u4f18\u5316":67,"\u8fdb\u5165":87,"\u8fdb\u800c\u8fdb\u884c\u4ee3\u7801\u8bc4\u5ba1":87,"\u9009\u62e9\u662f\u5426\u7f16\u8bd1mkl":67,"\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u7248\u672c":87,"\u900f\u4f20\u7528\u6237\u8eab\u4efd\u7684\u529e\u6cd5":53,"\u901a\u5e38":71,"\u901a\u5e38\u5305\u542b\u4e00\u4e2acpu\u7248\u672c\u548c\u4e00\u4e2agpu\u7248\u672c":87,"\u901a\u5e38\u6307\u5c06\u4e00\u4e2a\u6574\u4f53\u62c6\u5206\u6210\u591a\u4efd\u7684\u5176\u4e2d\u7684\u4e00\u4efd":37,"\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9bapi":66,"\u901a\u8fc7\u6a21\u578b\u63a8\u65adapi\u7684\u5b9e\u73b0\u4f5c\u4e3a\u4e00\u4e2a\u6837\u4f8b":71,"\u903b\u8f91\u5212\u4e0a\u6587\u4ef6\u5206\u5757\u7684\u5355\u4f4d":53,"\u9075\u5faa\u4ee5\u4e0b\u6d41\u7a0b":87,"\u90a3\u4e48":71,"\u90a3\u4e48\u5bf9\u5e94\u7684\u5185\u90e8\u5b58\u50a8\u4e5f\u4f1a\u4e0e\u5b83\u4eec\u5171\u4eab\u5185\u5b58":67,"\u90a3\u4e48\u5c31\u4f1a\u4f7f":67,"\u90fd\u4e0d\u4f1a\u60f3\u8981\u77e5\u9053next":67,"\u90fd\u662f\u4e94\u4f4d\u7684\u6570\u5b57":38,"\u90fd\u662f\u4ee5ext\u5f00\u5934":67,"\u90fd\u662fabi\u8c03\u7528\u6807\u51c6\u7684":70,"\u90fd\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":66,"\u914d\u7f6e\u7684\u65b9\u6cd5\u53c2\u8003":53,"\u91ca\u653e\u5bf9paramters\u5185\u5b58\u7684\u9501\u5b9a":37,"\u91cc\u6240\u6709\u7684\u7b26\u53f7\u90fd\u5199\u5165\u81ea\u5df1\u7684\u7a0b\u5e8f\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u91cc":70,"\u91cc\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u5206\u652f":87,"\u91cc\u9762\u6dfb\u52a0":67,"\u91cd\u5199\u7236\u7c7blayer\u7684":67,"\u91cd\u547d\u540d\u6210":70,"\u94fe\u63a5\u5230\u81ea\u5df1\u7684\u7a0b\u5e8f\u91cc":70,"\u9519\u8bef\u5904\u7406":70,"\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662f\u8fd4\u56de\u503c":70,"\u9519\u8bef\u5904\u7406\u7684\u65b9\u5f0f\u4e5f\u4e0d\u5c3d\u76f8\u540c":70,"\u9664\u6784\u9020\u67d0\u79cd\u7c7b\u578b\u7684\u51fd\u6570":71,"\u96c6\u6210\u5230":66,"\u96c6\u6210\u5230paddlepaddl":67,"\u9700\u8981":38,"\u9700\u8981\u4fee\u6539build":87,"\u9700\u8981\u53ef\u4ee5\u8de8\u5e73\u53f0\u6267\u884c":53,"\u9700\u8981\u5728cmake\u7684\u65f6\u5019":71,"\u9700\u8981\u5c06bugfix\u7684\u5206\u652f\u540c\u65f6merge\u5230":87,"\u9700\u8981\u5f15\u7528":71,"\u9700\u8981\u6709\u7a33\u5b9a\u7684\u5bfc\u51fa\u7b26\u53f7":70,"\u9700\u8981\u6ce8\u610f\u7684\u662f":[67,87],"\u9700\u8981\u7d2f\u52a0\u4e0d\u540clayer\u4f20\u8fc7\u6765\u7684\u68af\u5ea6":67,"\u9700\u8981\u88ab\u66b4\u9732\u5230\u5176\u4ed6\u8bed\u8a00":71,"\u9700\u8981\u91cd\u547d\u540dwheel\u5305\u4e2dplatform\u76f8\u5173\u7684\u540e\u7f00":87,"\u9ed8\u8ba4256k":53,"\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a":66,"abstract":[45,52,56,77,86,88,99,119],"api\u4e2d\u4f7f\u7528":70,"api\u5bfc\u51fa\u7684\u52a8\u6001\u5e93":71,"api\u5bfc\u51fa\u7684\u9759\u6001\u5e93":71,"api\u63a5\u53d7\u7684\u7c7b\u578b\u5168\u662f":71,"api\u63a5\u53e3":53,"api\u63a5\u53e3\u7684\u53c2\u6570\u8f6c\u53d1\u7ed9":71,"api\u65f6":71,"api\u65f6\u6240\u552f\u4e00\u9700\u8981\u5f15\u5165\u7684\u5934\u6587\u4ef6":71,"api\u662f\u591a\u8bed\u8a00api\u7684\u57fa\u7840\u90e8\u5206":71,"api\u66b4\u9732\u7684\u7c7b\u578b":71,"api\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f1a\u88ab\u5b89\u88c5\u5230":71,"api\u7684\u5b9e\u4f8b":71,"api\u7684\u5b9e\u73b0\u7ec6\u8282":71,"api\u7684\u63a5\u53e3":71,"api\u7684\u65f6\u5019\u63a8\u8350paddle\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":71,"api\u7684\u7f16\u8bd1\u9009\u9879\u9ed8\u8ba4\u5173\u95ed":71,"api\u76ee\u5f55\u7ed3\u6784\u5982\u4e0a\u56fe\u8868\u6240\u793a":71,"api\u83b7\u5f97\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u5b9e\u4f8b":71,"apis\u505a\u4e86\u5c01\u88c5":66,"block\u6784\u6210\u4e00\u4e2amodel":37,"book\u4e2d\u6240\u6709\u7ae0\u8282\u529f\u80fd\u7684\u6b63\u786e\u6027":87,"boolean":[18,52,54,62,70,93],"break":[9,35,91,93,95,96],"bugfix\u5206\u652f\u4e5f\u662f\u5728\u5f00\u53d1\u8005\u81ea\u5df1\u7684fork\u7248\u672c\u5e93\u7ef4\u62a4":87,"bugfix\u5206\u652f\u9700\u8981\u5206\u522b\u7ed9\u4e3b\u7248\u672c\u5e93\u7684":87,"byte":[9,11,53,69],"c99\u662f\u76ee\u524dc\u6700\u5e7f\u6cdb\u7684\u4f7f\u7528\u6807\u51c6":70,"c\u6709\u6807\u51c6\u7684abi":70,"c\u8bed\u8a00\u662f\u6709\u5bfc\u51fa\u7b26\u53f7\u7684\u6807\u51c6\u7684":70,"case":[4,18,39,45,46,47,52,56,65,71,77,81,83,84,93,99,100,107,112,120,124,127,132],"char":41,"ci\u73af\u5883\u4f7f\u7528":87,"ci\u7f16\u8bd1wheel\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u5c06docker\u955c\u50cfpush\u5230dockerhub":87,"class":[1,2,3,4,5,6,7,9,10,13,14,15,18,21,25,31,34,45,46,47,50,51,55,56,57,58,60,61,63,65,70,74,75,79,80,84,85,86,88,89,90,92,95,100,101,102,118,125],"compute\u51fd\u6570":66,"const":[34,39,41,55,57,63,64,78,79,81,85,88,90,92,94,95,99,100,101,102],"core\u4e2d\u7684\u6a21\u578b\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u53c2\u6570":71,"core\u4e2d\u8fd9\u4e00\u7c7b\u578b\u63a5\u53e3\u7684\u667a\u80fd\u6307\u9488":71,"core\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u5b9e\u4f8b":71,"core\u6982\u5ff5":71,"data\u5230\u5206\u5e03\u5f0f\u5b58\u50a8\u8865\u5145\u8bad\u7ec3\u6570\u636e":38,"default":[2,3,4,5,6,7,9,10,11,17,18,19,22,25,26,27,28,30,31,34,35,45,46,50,59,63,69,72,73,81,82,88,89,90,93,96,97,100,101,106,110,112,113,119,121,123,129,130,131,132],"device\u5c31\u80fd\u62ff\u5230\u6b63\u786e\u7684\u6570\u636e":67,"dnn\u4e09\u8005\u5173\u7cfb\u5982\u4e0b\u8868":67,"dnn\u4e2d\u7684":67,"dnn\u4e2d\u7684\u6392\u5217\u65b9\u5f0f\u4e0d\u6b62\u8fd9\u4e00\u79cd":67,"dnn\u4f1a\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":67,"dnn\u4f1a\u7528\u5230":67,"dnn\u5171\u540c\u4f7f\u7528":67,"dnn\u524d\u540e\u7684cnn\u7f51\u7edc\u6027\u80fd":67,"dnn\u5728\u53d1\u5e03":67,"dnn\u5b9e\u73b0":67,"dnn\u5e0c\u671b\u7684\u683c\u5f0f":67,"dnn\u6570\u636e\u7684\u4e0d\u540c\u683c\u5f0f\u4ee5\u53ca\u76f8\u4e92\u4e4b\u95f4\u7684\u8f6c\u6362":67,"dnn\u7684":67,"dnn\u7684\u5e93\u76ee\u524d\u53ea\u6709\u52a8\u6001\u5e93":67,"dnn\u7684\u6027\u80fd":67,"dnn\u7684\u60c5\u51b5\u4e0b":67,"dnn\u7684\u64cd\u4f5c\u90fd\u662f\u76f4\u63a5\u8986\u76d6\u7684\u5f62\u5f0f":67,"dnn\u7684\u6d4b\u8bd5":67,"dnn\u7684\u73af\u5883\u4e0b":67,"dnn\u7684\u76f8\u5173\u529f\u80fd":67,"dnn\u7684\u7ed3\u679c":67,"dnn\u7684\u9ad8\u6027\u80fd\u683c\u5f0f\u4e0epaddlepaddle\u539f\u6709\u7684":67,"dnn\u7684layer":67,"dnn\u7684layers\u90fd\u4f1a\u7ee7\u627f\u4e8e":67,"enum":[39,41,46,72,79,80,89,90,96,101],"export":[28,56,61,103,106],"final":[4,5,18,32,33,47,61,73,74,91,95,99,100],"float":[2,3,4,6,9,18,19,50,55,63,90,92,94,99,100,101,102,121,124],"function":[4,5,9,10,18,19,23,31,33,34,36,40,41,42,44,45,46,47,50,51,55,57,60,63,68,73,74,77,78,79,80,81,83,84,85,86,88,90,95,99,100,101,102,106,107,119,123,124,127,132],"golang\u53ef\u4ee5\u4f7f\u7528":70,"golang\u7684":70,"gpu\u7b49":87,"h\u5e76\u4e0d\u56f0\u96be":70,"images\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u7684":38,"import":[3,4,30,31,34,35,45,46,49,57,59,61,62,68,73,74,80,88,91,100,105,106,107,112,124,127,131],"ingress\u9700\u8981\u628apfsclient\u7684\u8eab\u4efd\u4fe1\u606f\u4f20\u7ed9pfsserv":53,"instance\u4e0e\u751f\u6210\u6570\u636e\u96c6\u65f6":38,"instance\u5305\u6db5\u4e24\u4e2a\u503c":38,"instance\u662f\u4e00\u6a21\u4e00\u6837\u7684":38,"int":[2,3,4,5,9,10,11,18,19,33,34,39,40,41,44,45,46,48,62,63,66,67,68,70,71,79,80,82,83,89,90,92,95,96,99,101,102,106,121],"interface\u6587\u4ef6\u7684\u5199\u6cd5\u975e\u5e38":70,"layer\u65f6":67,"layer\u7684\u540e\u9762\u63a5\u6709cpu":67,"list\u4f5c\u4e3a\u68c0\u67e5\u5217\u8868":87,"long":[4,5,9,18,46,124],"mkl\u5e93\u7684":66,"mklml\u4ee5\u53camkl":67,"mklml\u53ef\u4ee5\u4e0emkl":67,"mklml\u7684\u5e93\u76ee\u524d\u90fd\u662f\u52a8\u6001\u5e93":67,"mode\u4e0b\u7684\u7ed3\u679c":66,"model\u505a\u5206\u652f\u7ba1\u7406":87,"ndarray\u7c7b\u578b\u7684\u503c\u548c\u6574\u578b\u7684\u503c":38,"new":[4,9,18,26,32,33,34,35,36,39,40,41,42,43,46,47,50,55,56,65,66,68,72,74,77,82,83,84,86,90,91,95,97,98,105,112,113,132],"note\u7684\u4e66\u5199":87,"null":[61,99,119],"op\u7684\u4fe1\u606f":67,"openmp\u7528\u4e8e\u63d0\u9ad8mklml\u7684\u6027\u80fd":67,"org\u76ee\u524d\u9075\u5faa":87,"packed\u4f18\u5316\u540elayer\u7684\u6d4b\u8bd5":66,"packed\u76f8\u5173\u529f\u80fd":66,"paddle\u4e00\u4e2a\u52a8\u6001\u5e93\u53ef\u4ee5\u5728\u4efb\u4f55linux\u7cfb\u7edf\u4e0a\u8fd0\u884c":70,"paddle\u5185\u5d4c\u7684python\u89e3\u91ca\u5668\u548c\u5916\u90e8\u4f7f\u7528\u7684python\u5982\u679c\u7248\u672c\u4e0d\u540c":70,"paddle\u5185\u90e8\u7684\u7c7b\u4e3ac":70,"paddle\u7684\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u5305\u62ec\u4e00\u4e0b\u51e0\u4e2a\u65b9\u9762":70,"paddle\u7684\u7c7b\u578b\u5168\u90e8\u9000\u5316\u6210":71,"paddle\u7684\u94fe\u63a5\u65b9\u5f0f\u6bd4\u8f83\u590d\u6742":70,"paddle\u7684c":71,"paddle\u8bad\u7ec3\u4efb\u52a1":38,"paddle\u8def\u5f84\u4e0b":71,"paddle\u9700\u8981\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3":70,"paddle\u9700\u8981\u66b4\u9732\u7684api\u5f88\u591a":71,"paddle\u9759\u6001\u5e93\u94fe\u63a5\u590d\u6742":70,"paddle_\u7c7b\u578b\u540d":71,"paddle_\u7c7b\u578b\u540d_\u51fd\u6570\u540d":71,"paddlepaddle\u4e2d\u7684cudnn\u90e8\u5206\u4f7f\u7528\u7684\u4e5f\u662f":67,"paddlepaddle\u4f7f\u7528git":87,"paddlepaddle\u5f00\u53d1\u8fc7\u7a0b\u4f7f\u7528":87,"paddlepaddle\u63d0\u4f9b\u4e13\u7528\u7684":38,"paddlepaddle\u6bcf\u6b21\u53d1\u65b0\u7684\u7248\u672c":87,"paddlepaddle\u6bcf\u6b21\u53d1\u7248\u672c\u9996\u5148\u8981\u4fdd\u8bc1paddlepaddl":87,"paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u9075\u5faa":87,"paddlepaddle\u7684activation\u4f1a\u76f4\u63a5\u4f7f\u7528":67,"patch\u53f7":87,"patch\u53f7\u52a0\u4e00":87,"pfsclient\u9700\u8981\u548cingress\u4e4b\u95f4\u505a\u53cc\u5411\u9a8c\u8bc1":53,"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":53,"pfsserver\u63d0\u4f9brest":53,"public":[10,18,34,55,58,63,79,85,88,90,91,92,95,99,100,101,102,106,112,113],"py\u4e2d":87,"pypi\u4e0a\u7684package\u540d\u79f0\u4e3apaddlepaddle\u548cpaddlepaddl":87,"pypi\u4e0d\u652f\u6301\u8986\u76d6\u4e0a\u4f20":87,"reader\u7684\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u4e00\u81f4\u7684":38,"reader\u8f93\u51fa\u7684data":38,"resnet\u7684mkl":67,"return":[2,3,4,5,7,9,10,11,17,18,19,23,25,31,32,33,34,38,39,41,44,45,46,51,55,57,58,59,61,63,64,65,68,73,74,75,79,80,81,85,88,90,92,95,99,100,101,102,107,112,127],"rnn\u90e8\u5206\u4e2d":66,"s3\u4e4b\u7c7b\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u4e4b\u4e0a":38,"server\u4e4b\u4e0a":37,"server\u4e4b\u95f4\u7684\u7f51\u7edc\u5e26\u5bbd":37,"server\u4f1a\u6682\u505c\u53c2\u6570\u66f4\u65b0\u5e76\u7b49\u5f85":37,"server\u4f1a\u83b7\u53d6parameters\u5185\u5b58\u7684":37,"server\u5185\u5b58\u4e2d\u7684\u6a21\u578b\u6570\u636e\u7684\u5b8c\u6574\u955c\u50cf":37,"server\u540c\u6b65\u7684\u4fdd\u5b58\u4e00\u4e2a\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u5168\u5c40\u68c0\u67e5\u70b9":37,"server\u5728\u96c6\u7fa4\u4e2d\u542f\u52a8\u540e":37,"server\u6545\u969c\u540e\u88abkubernetes\u91cd\u65b0\u542f\u52a8":37,"server\u6b64\u65f6\u8fd8\u9700\u8981\u901a\u8fc7\u7f51\u7edc\u8bbf\u95ee\u5206\u5e03\u5f0f\u5b58\u50a8\u4ee5\u4fdd\u5b58\u5feb\u7167":37,"server\u751f\u6210\u4e00\u4e2auuid":37,"server\u7684\u5355\u70b9\u6216\u591a\u70b9\u540c\u65f6\u6545\u969c":37,"server\u7684\u6570\u636e\u5feb\u7167":37,"server\u7684\u68c0\u67e5\u70b9\u5404\u81ea\u72ec\u7acb\u4fdd\u5b58":37,"server\u7b2c\u4e00\u6b21\u542f\u52a8\u6216\u4efb\u610f\u65f6\u95f4paramet":37,"short":[4,5,55,59,82,88,91,95,100],"static":[25,41,71,88,90,112,130,132],"super":[82,99],"swig\u652f\u6301\u7684\u8bed\u8a00\u6216\u8005\u89e3\u91ca\u5668\u6709\u5c40\u9650":70,"swig\u66b4\u9732\u7684\u63a5\u53e3\u4fdd\u7559\u4e86c":70,"swig\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u80fd\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":70,"swig\u76f4\u63a5\u8bfb\u53d6c":70,"swig\u9700\u8981\u5199\u4e00\u4e2ainterface\u6587\u4ef6":70,"switch":[34,71,112],"tag\u4e3a":87,"tag\u53ef\u4ee5\u662flatest\u6216latest":87,"tag\u7684\u66f4\u65b0\u65f6\u95f4\u662f\u5426\u5728\u4e0a\u8ff0\u7f16\u8bd1wheel\u5305\u5b8c\u6210\u540e\u662f\u5426\u6700\u65b0":87,"throw":112,"true":[2,3,4,5,6,7,9,10,11,17,18,19,21,25,31,33,34,39,56,62,66,75,80,81,82,83,87,90,95,99,106,112,119,121,127],"try":[26,28,30,35,36,39,40,41,56,61,65,68,83,88,91,107,124,130],"type\u5b57\u6bb5\u5747\u4e0d\u5c3d\u76f8\u540c":71,"var":[17,18,33,34,45,46,50,57,58,60,62,75,80,81,82,84,88,93,94,95,103],"void":[34,39,41,52,55,57,58,63,68,69,70,71,80,81,89,90,92,94,99,100,101,102],"wheel\u5305":87,"while":[2,4,9,34,43,46,56,61,64,65,74,77,78,83,86,88,92,100,102,119,127],AGE:[112,113],AWS:[9,38,111,115,116],Abs:18,Added:91,And:[3,4,6,9,10,11,18,25,39,43,44,52,59,61,72,76,79,83,88,92,112,121,127],But:[4,5,9,18,30,32,58,64,72,79,88,97,109,132],EOS:4,For:[3,4,5,6,9,18,25,27,28,31,33,34,40,41,42,44,45,47,50,51,56,57,58,60,63,65,69,72,73,74,77,78,79,80,81,82,83,84,85,86,89,90,91,92,94,96,97,99,100,101,102,105,107,118,119,121,123,124,127,129,131,132],IDE:[26,130],IDs:[10,18,43,46,74],IPs:106,IRs:47,Into:112,Its:[3,4,57,89,100,112,127],K8s:132,NMS:4,NOT:[18,82,100],Not:[30,31,36,65,91,132],OPs:[47,49,107],One:[3,5,18,25,32,43,69,72,88,91,94,99,119,127],Ops:[84,86,90,100],PFS:53,PRs:103,QoS:113,Such:[63,82,91,95],TLS:[31,53,112],That:[4,9,28,76,119,121],The:[1,2,3,4,5,6,9,10,11,17,18,19,22,25,26,28,30,31,32,33,35,36,40,42,43,44,46,47,49,50,51,54,55,57,61,64,65,68,69,71,73,74,76,77,79,80,81,82,83,86,88,89,90,91,92,94,95,96,97,99,100,101,102,103,107,109,110,111,112,113,117,119,121,123,124,125,127,129],Their:[4,36],Then:[4,5,18,27,28,30,45,47,58,63,65,76,79,81,99,107,109,112,113,114,123,124,127],There:[3,4,10,18,25,31,34,35,36,41,43,44,46,47,54,55,56,61,65,72,73,74,77,78,79,82,86,88,89,92,100,112,124,129,130],These:[3,11,18,27,33,34,50,55,60,75,86,89,90,91,111,121],Use:[3,9,18,27,31,48,54,83,84,91,99,106,108,112,119,120,123,124,131],Used:[5,21,84,92],Uses:[65,130],Using:[18,26,29,36,56,77,83,84,86,88,102,111,113],VMs:26,VPS:112,WITH:131,Will:[9,25],With:[4,5,45,50,56,76,80,91,95],YES:44,Yes:[26,28,67],___fc_layer_0__:112,__align__:55,__cuda_align__:55,__device__:55,__doc__:90,__file__:44,__forceinline__:55,__fp16:55,__global__:55,__gradient_machines__:25,__hadd:55,__half:55,__half_raw:55,__impl__:90,__init__:[50,51,59,65,75,82,95,99,123],__main__:59,__metaclass__:100,__name__:59,__param_conf__:25,__rnn_step__:127,__tmp_params__:25,__va_args__:85,__x:55,_addup_repetitive_outputs_:33,_append_backward_ops_:[33,50],_append_backward_vars_:33,_binari:35,_create_global_var:82,_def:65,_dtype:61,_filer:68,_filter:68,_fwd:68,_fwd_pd:68,_input:68,_librari:35,_link:5,_live_in:65,_live_out:65,_loss:59,_op:[61,100],_output:68,_presucessor:65,_program:65,_proj:4,_remove_no_grad_branch_:33,_reorder_input:68,_source_language_embed:127,_src_input:68,_sucessor:65,_target_language_embed:127,_test:35,_update_op:51,_use:65,_value_index:61,a75:55,a_op:100,a_prev:91,aaaaa:38,aaaaaaaaaaaaa:112,abbrevi:11,abc:4,abi:129,abil:59,abl:[4,31,33,46,47,63,75,79,82,132],about:[5,11,18,28,30,32,34,35,44,49,54,57,65,73,83,88,90,91,92,100,105,112,118,119,123,124,129,131],abov:[3,4,18,26,28,29,31,32,33,34,35,36,40,45,46,47,55,56,57,58,60,68,73,74,75,76,77,79,80,82,90,91,93,94,95,97,100,101,102,105,107,112,113,123,124,129,132],abs:[5,32,59],abs_numerical_grad:32,absolut:[28,32,129,131],acc:47,acceler:[4,28,37,67,76,77,121],accept:[2,4,9,18,31,84,129],access:[4,5,18,30,31,35,40,43,44,45,46,47,82,106,127],accessmod:112,accessor:82,accord:[3,4,11,18,32,33,41,47,49,60,74,84,95,100,106,118,119,121],accordingli:[3,4,99],account:[84,97,132],accoust:91,accrodingli:39,accumul:[14,36,41,51,76,77,91],accur:[32,43,79],accuraci:[3,51,91,99],achiev:[49,76,77,91,92,124],ack:119,acl2016:10,acquir:56,across:[4,9,33,47,73,91],act1:61,act2:61,act:[4,5,18,19,34,47,61,74,82,95,105,107,125,127],act_output:90,act_typ:61,actgat:18,action:[46,112],activ:[5,18,19,24,35,61,65,74,79,82,86,90,99,102,103,105,119,127],activi:5,actnod:18,actual:[4,18,39,50,56,59,61,68,72,77,90,92,94,102],actual_layout:68,adagrad:[77,89],adagradoptim:[20,75],adam:[31,41,47,59],adamaxoptim:20,adamoptim:20,adapt:[3,6,18,25,79,94],add:[4,5,9,18,22,23,25,26,27,32,33,34,35,39,43,46,47,49,51,55,58,62,64,75,77,81,82,84,86,88,92,93,97,99,100,102,121,124,125,131],add_activ:82,add_bia:82,add_depend:35,add_execut:35,add_input:[73,99],add_memori:73,add_output:73,add_scalar:[34,74,80],add_sum:82,add_test:[35,99],add_two:[34,73],add_unittest_without_exec:99,addattr:[90,100],addbia:99,addcom:[90,100],added:[3,4,10,18,25,34,49,50,55,72,76,77,86,97,99,100,101],adding:[86,97],addinput:[90,100],addit:[4,5,33,46,76,79,84,86,95,100,102,107],addition:73,addmemori:68,addop:[58,102],addoutput:100,addprimit:68,addprimitivedesc:68,addr:36,address:[28,36,41,45,47,107,110,114,117,119,124,132],addrow:99,addtolay:4,addtyp:90,adjust:[33,50],admin:132,administr:[26,43,132],adopt:[55,59],advanc:[32,119,124,127],advantag:[32,55,56,77,83,117],adversari:[59,83],advic:124,affect:[4,18,34],affili:74,afford:40,aforement:35,after:[4,5,10,11,18,27,28,33,34,35,40,41,43,47,48,49,50,52,54,55,65,68,76,78,79,82,91,97,99,100,101,102,110,112,113,117,119,121,123,127,129,130],aftern:79,again:[31,32,36,77,124],against:112,age:10,agg_level:4,aggreg:[51,76,112],ago:35,ahead:91,aid:124,alex:18,alexnet_pass1:121,alexnet_pass2:121,algo:68,algorithm:[4,6,18,33,40,50,65,68,74,77,86,91,94,127],alia:[1,2,4,16,18,20,23],alias:18,align:[4,5,9],all:[2,3,4,17,18,19,25,26,28,31,33,34,35,36,39,41,43,44,45,46,47,48,50,52,54,56,59,60,61,64,65,68,69,71,72,73,74,75,76,77,79,80,82,84,90,91,92,99,102,106,107,109,110,112,113,118,119,121,124,125,127,129,130,131,132],all_output_nam:33,alloc:[2,41,44,65,68,92,99,102,121,125],allow:[31,41,45,47,50,56,77,86,97,99,112,119,124],allow_only_one_model_on_one_gpu:[118,119,121],allreduc:76,almost:[18,26,110],along:[4,11,18,19],alpha:[18,35,86],alreadi:[18,22,28,35,36,56,68,82,88,110,112,119,124,131],alreali:118,also:[4,5,10,18,21,26,27,28,30,31,33,34,35,39,42,46,47,55,56,58,59,60,61,64,65,72,73,74,77,78,79,80,81,82,83,86,88,90,91,92,95,96,99,100,103,107,109,113,117,124,127,129,132],altern:[100,123],although:[22,33,76],altogeth:132,alwai:[4,5,18,25,35,46,69,89,112,119],amazon:[112,113],amazonaw:112,amazonec2fullaccess:112,amazonelasticfilesystemfullaccess:112,amazonroute53domainsfullaccess:112,amazonroute53fullaccess:112,amazons3fullaccess:112,amazonvpcfullaccess:112,ambigu:[83,91],amd64:112,amd:72,amend:97,amodei:91,among:[18,112],amort:76,amount:[18,124],analys:79,analysi:[79,123,124],analyz:65,ancestor:[80,82],andd:112,andrew:65,android:131,android_abi:129,android_api:129,android_arm_neon:129,android_native_api_level:129,android_standalone_toolchain:129,android_toolchain:129,ani:[4,5,9,18,21,26,27,31,35,36,41,43,44,45,46,47,52,55,56,63,65,69,74,76,77,82,83,85,86,91,94,100,102,107,112,114,124,131],annoi:110,announc:55,anoth:[4,9,18,25,26,31,33,34,44,46,56,57,68,74,82,88,90,92,94,112,119],anroid_arm_mod:129,ans:112,answer:[45,56,97,112],anthor:18,anymor:76,anyth:[9,74,83,112],anytim:59,anywai:[123,129],apach:67,apart:18,api:[10,25,27,30,31,33,35,41,42,44,45,51,53,58,59,61,73,78,79,84,87,95,96,99,100,106,107,111,112,123,124,128,129,130,131,132],api_shar:35,api_test:35,api_trainer_config_helpers_lay:127,apiserv:112,apivers:[112,113],app:130,appar:33,appear:[45,56,60,92],appel:65,append:[18,25,33,50,51,74,82,83,91,97,99,106,127],append_backward:[33,75,123],append_batch_s:18,append_clip_op:50,append_gradient_machin:25,append_op:[50,64,82],append_oper:82,appl:130,appleyard:124,appli:[4,18,23,59,60,76,79,88,99,127],applic:[22,45,46,55,56,57,60,82,84,97,100,111,112,113,123,124,132],applyl1:39,appoint:100,appreci:[91,97],approach:[4,47,48,49,76,77,78,86,91,129,131,132],approxim:[18,77],apt:[28,123],arbitrari:[4,47,69,102],arch:129,archetectur:91,architectur:[27,55,91,109,129,130],archiv:[10,18,70,71],area:59,arg:[3,5,15,22,33,61,75,90,100,118],arg_nam:4,argmax:18,argu:81,argument:[4,9,11,18,22,27,33,34,39,40,47,75,78,81,82,97,99,108,119,120,127],arithmet:55,arm64:[129,130],arm64_standalone_toolchain:129,arm:[55,129,130,131],arm_standalone_toolchain:129,armeabi:129,armv7:[55,130],armv8:55,arn:112,around:[4,43,65,82,112,132],arrai:[2,4,9,11,18,25,41,45,46,60,74,80,82,83,84,95,100],arrang:[18,95],arrari:18,array_to_lod_tensor:65,arrow:59,articl:[10,18,26,57,60,107,113,131],artifact:[30,87,112],artifici:65,arxiv:[5,18,59,91],as_row_vector:4,as_step_input:34,asap:101,asgd:77,ask:[26,33,36,43],asr:91,assgin:65,assign:[3,4,19,33,40,45,48,50,55,57,76,91,102,106,107,112,117,119,132],assigne:91,assignmemt:65,associ:[78,85,102],assum:[3,4,18,28,34,47,68,107,121,127],assumpt:47,ast:45,astyp:[83,100],asyc:36,async:[36,49,118],async_count:119,async_lagged_grad_discard_ratio:119,async_lagged_ratio_default:[118,119],async_lagged_ratio_min:[118,119],asynchron:[36,46,76,79,109,119],atom:48,att_seq:5,attach:5,attend:5,attended_sequ:5,attenion:5,attent:[4,5,19],attr1:4,attr2:4,attr:[2,4,5,18,34,45,61,64,68,80,81,82,90,100,127],attr_map:90,attrdesc:80,attribu:68,attribut:[4,5,18,24,33,34,49,50,64,80,82,84,88,90,95,99,100],attributemap:100,attrproto:90,attrtyp:[80,90,100],attrvalu:90,auc:[51,118],aucvalidationlay:119,audio:91,augment:91,authent:112,author:[10,53,91,112],auto:[27,34,39,48,57,68,70,81,84,88,94,95,97,99,100,102,124],autom:[111,112],automat:[4,18,27,31,33,41,47,49,50,58,75,84,90,91,97,99,100,107,110,112,118,119,123,127,130],avail:[10,30,36,41,49,55,56,65,112,132],ave:22,averag:[3,4,7,14,18,22,25,40,119],average_test_period:[118,119],avg:[107,124],avg_cost:[47,107,125],avg_loss_valu:107,avg_x:18,avgpool:4,avoid:[18,27,32,34,36,46,47,64,68,76,77,78,124],avx2:27,avx:[27,28],awai:56,await:113,awar:[26,31,45,46,51,57,73,82,112,123],awk:114,awni:91,aws:53,aws_account_id:112,awsaccountid:112,awskeymanagementservicepowerus:112,axi:[4,18],axiom:46,axis:4,b363:113,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:113,ba5f:112,back:[4,18,25,28,33,36,47,55,59,77,100],background:[3,4,86,91,106],background_id:[3,4],backpropag:[32,33],backward:[1,4,5,18,23,32,34,39,41,50,59,66,67,75,77,78,81,85,86,93,99,119,121,125,127],backward_first:127,backward_op:32,backwardactiv:99,baidu:[18,56,91,113],bake:47,balanc:[49,76,112,119],bandwidth:[55,76],bare:[107,113,132],barrier:[109,119],barrierstatset:124,basci:61,base:[3,4,7,9,10,18,26,31,40,50,51,55,56,63,68,72,75,76,77,79,84,85,86,92,95,99,100,112,119,123,124,125,127,129,130],baseactiv:5,baseerrorclipattr:50,baseev:25,baselin:91,basematrix:99,basenam:3,basepoolingtyp:[4,5],basestr:[2,3,4,5,7,25],bash:[26,27,28,112,113,117],basic:[4,25,47,61,68,79,80,84,85,91,95,99],batch:[4,5,9,11,14,18,19,25,31,34,36,38,39,46,47,51,52,56,59,62,72,73,74,76,77,91,95,97,99,107,112,113,119],batch_id:[25,59],batch_im:59,batch_images_from_tar:11,batch_label:59,batch_norm:[59,91],batch_norm_lay:5,batch_norm_typ:4,batch_read:[38,83],batch_ref:18,batch_siz:[9,18,47,59,66,74,107],batch_szi:59,batch_z:59,batchnorm:[18,59,91],batchsiz:[4,99],bazel:35,bbbbb:38,bbox:3,bcd:4,bcebo:10,bcm2708:131,bdist_wheel:87,beacus:61,beam:[4,18,119,127],beam_gen:[4,127],beam_search:[25,74,127],beam_siz:[4,18,74,118,119,121,127],becaus:[3,4,10,26,31,32,34,35,36,41,55,74,78,82,83,86,88,89,93,94,95,96,99,102,107,112,121,123,127,129],becom:[18,48,49,88,92,124],been:[4,5,18,26,33,35,40,46,56,97],befor:[4,5,18,27,28,33,36,43,46,50,54,57,60,72,77,78,79,83,86,97,100,101,112,123,129,130,132],begin:[3,4,18,22,33,39,41,51,54,60,74,76,99,106],beginiter:[25,31],beginn:127,beginpass:[25,31],begintrain:31,behavior:[18,46,124],behind:[56,95,107],being:[18,33,43,50,56,81,83,102,123],belong:[3,4,47,88],below:[18,27,30,34,36,41,47,49,55,56,69,78,83,86,95,96,99,106,109,112,117,124,127,129,130],benchmark:[69,91],benefit:[5,43,44,74],besid:[4,10,21,30,47,65,72,76],best:[26,28,35,68,119],besteffort:113,beta1:6,beta2:6,beta:[18,59],better:[5,35,56,65,68,74,94,112,130,132],between:[3,4,11,18,25,28,33,35,36,41,47,49,55,56,68,71,76,78,85,88,100,102,112],bgr:11,bi_gru:5,bi_lstm:5,bia:[4,5,18,74,82,99,127],bias:[4,18,99],bias_attr:[4,5,18,82,127],bias_initi:18,bias_param_attr:5,biases_:99,biasparameter_:99,biassiz:99,bidi:113,bidirect:[4,5,91,127],big:[45,49,65,124,132],bigger:[18,36],bilinear:4,bilinear_interpol:4,bilinearfwdbwd:124,bin:[28,106,112,113,117],binari:[3,4,9,18,26,27,29,30,35,44,47,55,57,59,69,112,123,124],bind:[45,46,55,58,88,92],bioinf:18,bit:55,bitcod:130,bla:[28,130],black:[59,130],blank:[4,18,112,130],blob:10,block0:65,block1:65,block2:65,block:[4,18,33,37,39,41,45,46,47,48,49,50,51,52,56,63,65,72,73,75,92,96,99,100,102,119,124],block_expand:91,block_i:[4,18],block_id:[45,52],block_x:[4,18],blockdesc:[23,34,60,82,84],blockdescbind:63,blockingcount:48,blueprint:74,bn_bias_attr:5,bn_layer_attr:5,bn_param_attr:5,book:[10,84,91,103,125,127],book_distribut:107,booktitl:10,bool:[2,3,4,5,6,7,9,10,11,17,18,25,34,55,62,64,66,67,68,81,82,89,90,95,96,99,101,119,121],boost:[72,91,92,101],boot:[4,18,127,132],boot_bia:4,boot_bias_active_typ:4,boot_lay:127,boot_stat:95,boot_with_const_id:4,bootstrapp:132,borrow:[59,95],bos_id:[4,127],both:[1,2,4,5,11,18,22,31,34,35,36,43,46,47,49,55,56,59,63,65,72,74,76,79,81,89,91,92,99,100,102,103,107,109,112,124,127,130],bottl:76,bottleneck:[79,124],bottom:[25,91],bound:[4,18,65],boundari:47,boundri:3,box:[4,59,124],brace:[34,60],brain:43,branch:[4,18,30,31,34,35,47,56,62,80,87,93,97,100,103],breadth:119,break_if:95,brief:[35,41,55,92,102],briefli:124,bring:[56,65,102],broadcast:[18,36,76,84,132],broken:97,browser:[28,103,112,123],bsd:[26,46,76],bsp:46,bucket_nam:112,buddy_alloc:97,buf:39,buf_siz:[9,47,107],buffer:[9,39,46,68,69,77,83,88,119,125],buffer_s:[9,46],buffered_read:83,bufsiz:9,bug:[97,112],build:[4,10,17,28,30,35,44,47,60,61,65,67,77,86,87,90,91,97,100,105,107,112,115,116,117,119,123,128],build_android:129,build_dict:10,build_model:59,builder:97,buildtool:87,built:[26,27,30,35,45,47,55,57,65,72,76,90,91,95,123,129,131,132],bulk:46,bunch:[69,117,124],button:[97,103,112],c11:70,c703c041:97,c99:71,c99e:112,cach:[27,55],cacul:[5,51,106],caff:[34,56],caffe2:[34,45,46,56],calcul:[3,4,5,18,28,32,33,36,41,48,51,55,65,99,109,119,121,124,127],calcut:65,calendar:79,call:[3,4,5,9,18,22,25,26,31,32,33,34,39,40,41,42,44,45,46,47,50,57,59,60,65,73,74,75,79,82,84,85,88,90,92,95,99,100,101,102,105,107,112,117,119,123,124,127],callabl:[2,4,9,10,17],callback:[50,99],caller:[32,112,123],can:[2,3,4,5,9,10,11,17,18,19,21,22,25,26,27,28,29,30,31,32,33,34,35,36,39,40,43,44,45,46,47,49,50,52,55,56,57,58,59,60,61,63,64,65,68,72,73,74,75,76,77,79,80,81,82,83,84,85,86,90,92,94,95,96,97,99,100,101,102,103,105,106,107,109,110,111,112,113,114,117,118,119,121,123,124,127,129,130,131,132],cancel:43,candid:[4,18,74,91],candidate_activ:18,cannot:[84,88,94,95,99,100],cantain:61,capabl:[55,78,84],capac:[86,112],capi:[27,70],capi_prvi:71,caption:74,captur:[4,110],card:[76,107,117],care:[5,28,44,65,83,91,92,118,119,132],carefulli:[91,119],caret:25,carpedm20:59,carri:18,cast:[55,94],cast_to_op_attr:90,cat:[9,11,28,114],categor:100,categori:[4,10,36],categorig:10,categoryfil:113,caus:[30,36,54,100],caution:[112,113],cbla:66,cc_:35,cc_binari:35,cc_test:35,cclient:42,cde:4,cdn:10,cduadevicecontext:[72,92],ceil:4,ceil_mod:4,cell:[4,5,18],cell_activ:18,cell_t_prev:18,cell_valu:18,center:11,center_crop:11,cento:[27,30,105,132],central:[86,107],ceph:[9,38,113],cephf:[38,44,53],cer:91,certain:[18,64,72,75,79,88,92,101,118],certif:[31,53,112],cffi:70,cfg:[65,113],cgo:70,ch1:46,ch2:46,chain:[9,33,60,99],challeng:[4,32,36,56,62,92],chan:46,chanc:[31,55,99],chang:[4,10,27,35,40,44,47,56,68,78,80,83,85,87,88,91,97,99,100,102,106,107,112,119,124,127,129],changes:68,channel:[4,5,11,18,45,124],channel_shar:4,chapter:[73,74,91,107],chapter_data:73,chapter_out:73,charact:[46,91],characterist:121,check:[9,27,30,33,34,35,50,68,81,84,93,97,100,103,112,117,119,121],check_align:9,check_attr:90,check_eq:99,check_grad:[32,100],check_l:99,check_output:100,check_sparse_distribution_batch:[118,119],check_sparse_distribution_in_pserv:[118,119],check_sparse_distribution_ratio:[118,119],check_sparse_distribution_unbalance_degre:[118,119],check_styl:97,checker:[32,84],checkgrad:119,checkgrad_ep:119,checkmark:132,checkout:97,checkpoint:[49,81],checksum:53,child:34,china:28,chines:103,chip:56,chmod:112,choic:[18,28,35,56],choos:[18,26,27,28,29,46,64,101,119,129],chosen:[18,59,72],chunk:[18,40,53],chunk_ev:14,chunk_schem:[3,14,18],chunktyp:3,chw:11,circl:60,circular:46,circumst:92,cite:10,claim:112,claimnam:112,clang:[55,70,97,129],clarifi:[3,18],clariti:74,classdim:18,classic:[4,65,91],classif:[4,18,60,121],classifi:[4,59],classification_error_evalu:3,classification_evalu:3,claster:112,clean:[26,27,34,35,52,78,84,97],clear:[3,22,35,74,78,88,94,131],clearer:[78,82],clearli:88,cli:112,click:[30,97,103,112,123,124],client:[18,39,42,84],clip:[2,5,119],clip_op:50,clip_op_desc:50,clipbynorm:18,clock:4,clone:[4,26,27,97,103,123,129,131],close:[46,83,97],close_channel:46,cloud:[35,36,44,53,54,84,132],cloud_read:9,cludform:112,cluster:[9,25,31,34,36,41,47,91,106,108,109,113,117,118,119],cluster_test_fil:106,cluster_train:110,cluster_train_fil:106,cluster_train_v2:[110,111,114],cm469:112,cmake:[26,27,71,97,99,100,103,107,123,124,129,130],cmake_build_typ:[123,129,130,131],cmake_c:130,cmake_install_prefix:129,cmake_system_nam:[129,130,131],cmakelist:[35,66,67,99],cmatrix:[70,71],cmd:113,cmu:18,cname:112,cnn:[4,18,113],coars:58,code:[4,9,26,27,28,30,31,33,35,43,46,47,49,52,55,58,59,60,64,69,72,75,77,78,79,81,83,84,85,86,90,95,98,99,100,101,102,103,105,106,107,112,113,124,127],codebas:[84,97],coeff:4,collabor:36,collect:[4,10,25,79],collectbia:99,color:11,colour:10,column:[3,4,18,60,83,99,123],column_evalu:3,com:[4,5,10,18,26,27,28,35,59,87,97,103,112,113,123,125,129,131,132],combin:[3,4,5,9,25,65,75,84,88],come:[47,51,65,80,91,95],comma:[18,22,25,41,107,119],command:[9,22,26,27,28,30,35,39,44,54,97,99,100,103,105,107,108,110,112,113,114,115,116,117,122,123,124,129,130,131],commandlin:124,comment:[18,35,61,90,91,97,100],commit:[35,97],common:[11,38,86,92,99,118,127],commonli:[54,86,121,123,124,127,131],commun:[36,41,42,46,47,49,76,97,99,106,107,112],compani:56,compar:[26,32,35,45,84,99,100],comparison:[35,56,101],compat:[19,55,58,76],compil:[4,26,35,47,56,61,63,65,72,76,85,89,90,96,99,103,117],complaint:35,complet:[4,5,10,18,25,29,33,34,36,40,41,50,53,60,69,72,84,99,100,102,107,112,113,123,132],complex:[5,18,43,46,65,74,84,124,127],complic:[4,47,58,83,94,95],compon:[46,47,61,91,95,96,99,101],compos:[9,19,31,46,58,61,73,82,84],composenotalign:9,composit:58,compress:40,compris:33,compromis:26,comput:[4,5,14,18,19,22,26,28,31,32,36,46,47,49,52,55,56,57,61,65,69,72,75,76,77,79,85,88,91,92,94,96,97,99,100,101,107,111,112,117,121,123,124,125,127,129,130,131],computation:[4,127],computationgraph:61,con:76,concat:[59,127],concaten:[4,5,18,59,73,95],concentr:84,concept:[3,31,45,46,56,58,59,61,68,73,74,77,78,80,88,95,96,127],conceptu:[46,52,56,59,61],concern:[31,46,51,130],concis:[59,95],conckerneltrac:22,conclud:100,concret:[84,92,100],concurr:[36,43,49,79,109],concurrentremoteparameterupdat:119,cond:[18,34,56,62,80],condit:[4,18,40,47,56,62,68,91,93,113,127],condtion:59,conduct:124,conf:[4,110],conf_paddle_gradient_num:112,conf_paddle_n:112,conf_paddle_port:112,conf_paddle_ports_num:112,conf_paddle_ports_num_spars:112,confid:4,confidence_threshold:4,config:[2,4,22,38,54,74,99,112,113,118,119,132],config_:[39,119],config_arg:[118,119,121],config_bas:[3,4,25],config_lay:99,config_len:41,config_pars:[66,67,99],config_proto:41,configmap:47,configur:[0,4,18,25,26,33,39,41,43,44,47,49,56,61,64,82,91,92,94,97,99,100,102,105,106,107,119,124,126,129,131,132],confirm:54,conflict:[88,97],confus:[11,59,64],congest:119,conll:10,connect:[5,18,44,45,47,49,91,99,106,107,112,113,117,132],connectionist:[4,18],consequ:[4,5],consid:[3,4,26,33,81,92,121,124,132],consider:[4,5,72,91],consist:[3,4,10,11,18,40,46,57,69,80,83,84,85,90,91,96,100],consol:[112,124],consolid:[34,103],constant:[4,18,61,63,64,72,99,100],constantiniti:[16,18],constraint:88,construct:[3,18,31,52,61,65,73,82,84,88,90,101,127],constructbackwardgraph:60,constructoptimizationgraph:60,constructor:[18,50,55,79,82,84,88,90,99,100],consum:[36,123],consumpt:65,contact:43,contain:[3,4,5,7,9,10,11,18,25,26,29,30,31,33,34,40,52,59,61,68,69,72,78,79,82,84,85,88,89,90,91,95,96,100,106,107,112,114,117,127,130],container:111,containerport:112,content:[18,41,54,69,74,103,113],content_dir:103,content_len:41,context:[4,5,10,18,19,50,68,88,89,92,100,102,125,127],context_attr:5,context_len:[4,5],context_proj_layer_nam:5,context_proj_param_attr:5,context_project:5,context_start:[4,5],contin:112,continu:[3,33,36,69,91,109,119,129],contrast:[4,18],contrib:86,contribut:[26,86,91,98],contributor:84,control:[2,34,45,46,93,112,113,119,132],controlflowgraph:65,conv2d:[59,101],conv:[5,18,59,68,94],conv_act:5,conv_batchnorm_drop_r:5,conv_bias_attr:5,conv_filter_s:5,conv_fwd:68,conv_layer_attr:5,conv_num_filt:5,conv_op:4,conv_pad:5,conv_param_attr:5,conv_pool_2:47,conv_strid:5,conv_with_batchnorm:5,conveni:[31,33,61,75,90,91],convent:[18,33,41,97,100],converg:110,convers:[55,56],convert:[10,18,38,47,48,49,55,56,57,68,83,85,91,107],convlay:4,convlut:91,convlution2d:18,convolut:[4,5,9,18,19,59,72,82,92],convolution2d:18,convolution_algorithm_opt:68,convoper:4,convproject:4,convtranslay:4,convtransproject:4,cool:97,cooper:91,coordin:[36,41],copi:[18,25,27,31,40,43,54,60,73,74,76,77,95,97,106,112,114],copy_from:50,copyvariablewithtensor:94,core:[2,18,26,33,61,64,71,77,78,95,119,125],coreo:[112,132],corespond:18,corner:84,corpu:[10,91],correct:[4,18,32,33,55,76,99,100,101,112],correctli:[3,9,33,55,59,99],corresond:55,correspend:18,correspoind:31,correspond:[4,17,18,19,31,33,34,35,50,55,61,62,68,72,73,74,82,84,85,86,90,92,93,99,100,101,102,123,130],correspondingli:130,corss_entropi:31,cortex:55,cos:[4,90],cosin:[4,18,90],cosineop:90,cosineopproto:90,cosineopprotomak:90,cost:[18,25,31,33,47,60,75,76,80,81,94,107,119,125],cost_id:4,cost_np:81,could:[4,9,25,26,31,32,40,45,46,47,48,49,55,56,57,73,75,77,78,80,82,83,85,93,101,110,112,123,124,129],count:[3,18,36,44,51,81,83,91,106,107,113,119,121,124],counter:[14,22,36,40,48,60],cours:[3,26,44,72],covari:4,cover:[56,91,102],cp27:30,cp27m:[30,87],cp27mu:[30,87],cpp:[32,39,58,66,67,70,71,78,84,96,99,101,124],cprofil:123,cprofilev:123,cpu:[2,4,22,26,27,28,32,44,55,64,72,77,78,79,84,86,87,92,94,100,101,102,113,119,123,124,125],cpu_avx_mkl:[28,30],cpu_avx_openbla:[30,105],cpu_kernel:64,cpu_noavx_openbla:30,cpu_ns_:79,cpu_per_pserv:47,cpu_per_train:47,cpudevicecontext:[72,92,100,101],cpuelapsedu:79,cpuengin:67,cpuinfo:28,cpuplac:[22,47,64,68,72,92,94,100,101,102,107,125],cpusparsematrix:71,crash:[36,110,119,124],creat:[2,9,10,18,23,25,26,28,31,32,34,36,41,45,48,50,51,52,53,54,55,56,58,59,60,68,72,73,75,76,77,78,82,85,86,91,97,99,100,103,105,106,107,114,119,129,132],create_backward_pass:75,create_bias_paramet:99,create_block:82,create_doc_str:90,create_input_paramet:99,create_local_scop:52,create_oper:58,create_optimization_pass:75,create_paramet:82,create_python_ops_creatation_funct:90,create_rnn:34,create_rnn_op:73,create_tmp_var:82,create_tmp_vari:82,create_var:82,create_whileloop:95,creategradientoper:85,creatememori:68,createop:90,createoper:34,createprimitivedesc:68,createstack:112,createvari:34,creation:[58,112],creationd:112,creator:[9,10,38,84,85],creator_:85,credenti:54,crf:[92,94],critic:[59,123],crlf:97,crop:[11,92],crop_grad:92,crop_siz:11,crope:11,cropgradkernel:92,cropkernel:92,cross:[4,18,82,100],cross_compil:131,cross_entropi:[4,31,47,59,65,94],cross_entropy_with_selfnorm:4,crt:53,csc:99,csr:99,csv:22,ctc:[3,18],ctc_error_evalu:91,ctc_evalu:3,ctest:[26,27,100],ctor:82,ctrl:[26,110],ctx:[68,94,100,102],cubla:[72,101],cublas_handle_:92,cublashandle_t:92,cuda7:[30,105],cuda8:[27,28,30],cuda:[22,26,28,30,35,57,72,79,84,92,100,101,107,117,119,124],cuda_context:57,cuda_dir:[118,119],cuda_fp16:55,cuda_so:28,cudaconfigurecal:124,cudadevicecontext:[57,72,92,100],cudadevicegetattribut:124,cudaelapsedu:79,cudaevent_t:79,cudaeventcr:124,cudaeventcreatewithflag:124,cudafre:124,cudagetdevic:124,cudagetdevicecount:124,cudagetdeviceproperti:124,cudagetlasterror:124,cudahostalloc:124,cudalaunch:124,cudamalloc:124,cudamemcpi:124,cudaplac:[22,72,92,94,101],cudaprofilerstart:124,cudaprofilerstop:124,cudaruntimegetvers:124,cudasetdevic:124,cudasetupargu:124,cudastream_t:92,cudastreamcr:124,cudastreamcreatewithflag:124,cudastreamsynchron:124,cudeviceget:124,cudevicegetattribut:124,cudevicegetcount:124,cudevicegetnam:124,cudevicetotalmem:124,cudnn:[4,7,18,35,64,68,72,92,94,101,119],cudnn_batch_norm:4,cudnn_conv:4,cudnn_conv_workspace_limit_in_mb:[118,119],cudnn_convt:4,cudnn_dir:[118,119],cudnn_kernel:64,cudnnavginclpadpool:4,cudnnavgpool:4,cudnnconvopkernel:101,cudnnv5:27,cudrivergetvers:124,cuinit:124,cumtim:123,cumul:4,cur_mem:74,curl:112,curli:[34,60],current:[4,18,26,28,30,33,34,35,36,39,41,45,49,51,56,64,72,73,74,77,78,79,82,88,94,95,99,103,106,107,110,112,119,127,130],current_block:[80,82],current_endpoint:107,current_oper:80,current_word:127,curv:31,custom:[31,44,55,59,74,77,84,91,99,112],custom_batch_read:83,custom_neg_class:18,cut:[9,95],cut_lin:9,cutoff:10,cv2:11,cxx:130,cxx_compil:[129,130,131],cxx_flag:130,cxxabi_1:30,cycl:36,cyclic:4,cython:70,d3e0:112,d_b0:59,d_b1:59,d_b2:59,d_block:59,d_f:59,d_g:59,d_h0:59,d_h0_bn:59,d_h0_relu:59,d_h1:59,d_h1_bn:59,d_h1_relu:59,d_h2:59,d_loss:59,d_loss_fak:59,d_loss_real:59,d_optim:59,d_step:59,d_t:59,d_w0:59,d_w1:59,d_w2:59,daili:97,dandroid_abi:129,dandroid_arm_mod:129,dandroid_arm_neon:129,dandroid_standalone_toolchain:129,dangl:26,dario:91,darwin:112,dash:59,dat:38,data:[0,3,10,11,17,25,31,32,34,38,39,40,46,49,51,53,55,56,59,60,61,63,64,65,68,69,72,73,74,75,76,77,78,80,82,84,86,88,89,90,91,92,95,96,99,100,102,105,106,107,109,114,115,118,119,121,124,125,127],data_feed:12,data_fil:11,data_i:59,data_lay:39,data_layout:18,data_layout_:94,data_read:[9,83],data_reader_creator_random_imag:83,data_shar:95,data_typ:[9,10,69,89,91,94,96,101,105,127],data_type_:[64,72,94],data_x:59,databas:10,datacent:[38,54],datacenter1:38,datacenter2:38,datacenter_1:38,datacenter_2:38,datacenter_nam:38,datadim:4,datafeed:[107,125],dataflow:61,dataflow_analysi:65,datalayout:94,dataparallel:47,dataprovider_convert:91,datasci:4,dataset:[0,18,38,44,47,77,83,91,105,107,109,119,123,127],dataset_nam:11,datatransform:94,datatyp:[10,18,64,68,89,91,94,96],date:106,dcgan:59,dcmake_install_prefix:[129,130,131],dcmake_system_nam:[129,130,131],dcs:10,dcuda_arch_nam:27,dcudnn_root:27,ddim:[72,92,102],dead:36,deal:[33,132],debug:[28,32,33,47,54,56,82,97,123],debug_str:61,decai:[6,23],decar:9,decayedadagradoptim:20,decayr:39,decent:40,decid:[31,43,59,69,77,85,86,89],declar:[18,34,59,73],decod:[4,5,18,91,127],decoder_boot:127,decoder_dim:74,decoder_group_nam:127,decoder_input:[74,127],decoder_mem:[74,127],decoder_prev:5,decoder_s:127,decoder_st:[5,127],deconv:[4,59],deconvolut:4,decor:[9,99],decrement:48,decrementcount:48,decrypt:112,deduc:84,deep:[4,18,28,33,43,46,52,59,60,65,67,79,84,86,91,92,107,124,130],deeper:[28,57],deepspeech2:66,def:[4,9,31,32,33,38,44,50,51,58,59,61,64,65,73,74,75,82,83,90,95,99,100,127],def_block:59,defalut:[18,22,119,121],default_block:59,default_devic:121,default_initi:18,default_main_program:[17,107,125],default_param_attr:82,default_st:95,default_startup_program:[107,125],default_valu:121,defaultdict:65,defaultinfervartyp:63,defect:78,defer:43,defin:[4,5,9,25,31,33,34,35,36,43,45,48,49,50,55,56,57,58,59,61,64,65,72,73,76,80,82,83,84,88,90,92,95,99,102,106,107,110,119,123,125,127],definit:[28,33,34,36,40,47,52,57,64,80,85,90,95,100,123,125],definiton:58,degener:18,degre:4,deivc:101,delai:[77,92,102,119],delet:[18,44,53,97],deletestack:112,delimit:3,deliv:132,delta:[4,32],delv:4,demand:[36,92],demo:[4,10,84,110,113,115],demolish:113,demonstr:[102,127],denot:[18,100,121],dens:[4,9,41,42,89,91,99,112],dense_arrai:9,dense_vector:[9,105],dense_vector_sequ:9,densescann:91,dep:35,depart:91,depend:[18,26,28,34,35,36,44,46,47,49,61,76,81,89,100,106,109,121,129,130,131,132],dependent_var:81,deploi:[4,110,121,132],deploy:[61,69,84,110,111,112,130,132],deprec:[4,91],depth:[34,56,91],dequeu:49,deriv:[1,31,47,50,62,75,129],desc:[34,50,68,69,82,90,95],desc_:34,descend:[18,95],descent:[4,36,77,109],descproto:69,describ:[17,31,33,34,35,40,45,47,52,57,64,68,69,73,74,78,80,82,84,89,90,94,96,99,100,101,102,112,113],describestack:112,describestackev:112,describestackresourc:112,descripotor:68,descript:[3,10,27,30,34,35,63,67,69,72,85,89,91,94,96,97,100,106,112,120],descriptor:[46,68,94],deseri:[25,69,78],deserializ:84,desgin:60,design:[4,9,18,33,39,64,65,70,77,79,86,100,132],desir:[9,36,47,77,112,113],destin:[18,41,54],destroi:[34,52],destruct:88,destructor:[79,99],det_output:3,detail:[2,3,4,5,6,10,18,26,27,32,33,40,44,47,49,54,56,59,61,65,68,69,72,73,79,82,86,88,92,94,95,96,99,100,101,102,103,105,107,110,112,113,120,121,123,124,127,131,132],detect:[18,27,63,97,129],detection_evalu:3,detection_output:3,determin:[4,9,18,34,47,65,72,84,99],dev:[26,28,84,123,129,132],dev_ctx:[34,68,79],devel:87,develop:[28,30,33,35,56,63,78,79,82,85,87,91,97,102,103,106,118,119,123,125,128,130,131],deverlop:119,deviat:2,devic:[2,28,32,45,47,51,55,61,67,68,72,76,78,79,84,94,100,102,119,125,130],device_:79,device_context:[68,100],device_count:18,device_typ:18,devicecontext:[34,72,79,100,101],deviceid:[67,121],deviceid_:67,deviceplac:92,devid:[4,119],devot:91,devtools2:27,dhcp:132,diagnos:110,diagon:18,diagram:[73,109],diamond:59,dic:11,dict:[3,10,25,33,82,106,114],dict_fil:3,dict_siz:[10,18,39,74],dictionari:[3,4,10,18,25,31,32,82,121],did:[28,78],diff_mat:32,differ:[3,4,18,22,25,28,32,33,34,35,36,41,43,47,48,49,50,51,52,55,56,59,61,62,65,68,72,74,76,77,79,81,85,88,91,93,94,95,96,99,100,101,102,106,108,109,110,112,113,119,123,127,130],differenti:58,difficult:[3,26,32,56],dig:[28,112,124],digit:[4,106],digraph:61,dilat:[4,18,68],dilation_h:18,dilation_i:4,dilation_w:18,dim0:100,dim1:100,dim:[4,9,18,19,21,39,68,69,73,84,89,92,96,99,100,102],dim_:[92,102],dimens:[1,4,5,7,9,18,19,21,59,84,89,91,92,95,99,100,102,121],dimension:[4,18,99,102,127],dimes:4,dios_arch:130,dios_enable_bitcod:130,dios_platform:130,dios_use_veclib_for_bla:130,dir:129,direcit:91,direct:[4,5,11,18,56,65,77,91,123],directli:[5,27,29,35,42,44,47,55,64,78,90,94,95,110,113,129],director:100,directori:[4,17,26,27,28,35,38,43,53,54,92,102,103,106,110,113,114,119,124,129,130,131],dirnam:17,disabl:[18,79],disadvantag:[77,82],discard:[9,36,40,74,119],discount:4,discov:36,discoveri:112,discrep:124,discret:4,discrim:59,discuss:[31,34,40,41,42,47,68,91],disk:[26,69,113],dispatch:[47,78,110,111,119],dispens:18,displac:18,displai:[44,54,97],dissimilar:18,dist:[27,87],dist_train:[31,44],distanc:[3,4,18],distinguish:[35,110],distribut:[4,18,30,34,40,41,42,43,45,46,51,57,76,84,91,96,106,109,110,111,113,115,116,122,132],distribute_test:[118,119],distributedli:[47,99],distributetranspil:107,disucss:31,div:18,divid:[4,6,18,33,51,90,96,118,123],divisor:18,diy_beam_search_prob_so:[118,119],django:103,dnn:[27,68,91],dns:112,do_forward_backward:83,doc:[9,61,73,95,100,102,103,106],doc_cn:103,dockefil:26,docker:[27,29,87,97,103,112,115,116,117,132],docker_build:31,docker_clust:[110,114],docker_push:31,dockerfil:[26,129,131],dockerhub:28,document:[4,5,18,26,27,32,47,53,60,73,74,79,84,91,97,98,100,101,102,107,117,121,130],doe:[5,18,26,30,36,40,41,43,44,45,47,49,52,55,61,65,73,78,82,84,85,86,99,100,102,124,125],doesn:[2,4,9,26,28,31,34,45,46,83,97,113,123,124,129,130],doing:[39,43,47,60,124],domain:112,don:[5,26,27,28,31,35,58,60,65,83,91,97,100,103,112],done:[3,4,5,33,35,36,40,41,47,48,63,65,69,77,85,86,91,97,112,123,124],dot:[4,5,19,100,119],dot_period:[119,121],dotmuloper:4,dotmulproject:4,doubl:[18,27,47,55,60,79,94,100,101,119],down:[91,124],download:[10,27,28,30,35,36,39,43,53,106,109,130,132],dozen:35,draw:74,drive:88,driver:[28,107,117],drop:[4,5,18,19,74],drop_rat:2,drope:18,dropout:[2,5,19,99],dropout_prob:18,dropout_r:[4,18,19],drpi_arm_neon:131,drpi_toolchain:131,drwxr:113,ds2:91,dst:[41,68],dst_primitive_desc:68,dtoh:124,dtype:[18,46,47,61,82,107,125],due:[40,43,59,65,74,82,123],dummi:[25,40],dump:69,duplic:[18,49],durat:[40,124],dure:[4,5,17,18,33,34,36,40,43,44,51,56,65,76,77,79,82,84,91,96,99,100,112,118,119,132],duse_eigen_for_bla:129,dwith_c_api:[71,129,130,131],dwith_distribut:107,dwith_doc:107,dwith_gpu:[27,107,131],dwith_profil:124,dwith_python:[71,107,131],dwith_swig_pi:[71,107,129,130,131],dwith_test:[27,100,130],dwith_tim:124,dynam:[18,27,41,71,73,82,83,119,124],dynamic_cast:99,dynamic_recurrent_op:95,dyogatam:18,e2e:132,each:[3,4,5,7,9,10,18,19,25,32,33,35,36,39,40,41,43,44,45,46,47,50,51,52,57,60,63,65,68,72,73,74,76,78,79,81,82,83,84,85,88,89,90,91,92,93,94,95,96,99,101,106,107,109,110,112,117,119,121,123,127,132],each_feature_vector:1,each_time_step_output:1,eager:56,earli:[55,57,97,100],eas:[9,63,100],easi:[32,33,74,77,83,84,86,97,99,110],easier:[26,31,49,55,56,83,93,95,97,99],easili:[31,59,76,79,83,85,88,92],echo:28,edg:[11,65],edit:[3,18,26,28,46,112],editdist:18,editor:[26,82],edu:[10,18,112,113],eeoi3ezpr86c:112,effect:[4,18,25,27,112,119,130],effici:[4,26,47,69,83,91,92,99,127],effort:[47,91],efg:4,efs:112,efs_dns_nam:112,efsvol:112,egd:65,eigen:[55,72,77,84,86,92,100,129,130],eigen_device_:92,eigen_test:102,eigen_use_gpu:100,eigenmatrix:102,eigenscalar:102,eigentensor:102,eigenvector:102,either:[4,5,9,18,25,29,31,47,59,62,63,73,77,86,124,130],elabor:91,elb:112,elbapis:112,electr:65,electron:113,elem_dim:4,elememt:4,element:[3,4,5,9,11,18,25,32,40,46,49,61,74,84,100,102],element_typ:[41,101],elementari:84,elementwis:[18,19],elif:[31,90,93],elliott:10,els:[26,27,28,31,39,44,46,47,49,50,56,59,62,63,64,65,88,90,93,99,100],elsewher:79,emac:26,email:97,emailweixu:35,emb1:39,emb2:39,emb:113,embed:[31,34,39,49,63,74,89,95,106,127],embedding_lay:39,embedding_nam:[4,127],embedding_s:[4,127],emphas:124,empir:[4,18],emplace_back:99,emploi:[33,50,90,127],empti:[3,9,18,33,36,46,74,100],emul:55,enabl:[2,4,18,26,34,35,40,45,49,50,61,79,97,106,112,119,124,130],enable_grad_shar:[118,119],enable_parallel_vector:119,enableonstart:22,enc_proj:[5,127],enc_seq:5,enc_vec:127,encapsul:41,encod:[5,40,74,127],encoded_proj:[5,127],encoded_sequ:[5,127],encoded_vector:127,encoder_ctx:74,encoder_ctx_expand:74,encoder_ctx_proj:74,encoder_dim:74,encoder_last:4,encoder_out_seq:74,encoder_s:127,encount:[18,39],encourag:[47,52],encrypt:112,encrypt_decrypt:112,end2end:132,end:[3,4,10,18,22,25,26,30,33,34,47,50,57,61,65,74,78,79,83,88,91,93,97,119,127],end_id:18,end_pass:31,end_po:4,endforwardbackward:25,endian:69,endif:[72,79],enditer:[25,31],endpass:[25,31],endpoint:[9,18,38,112],endtrain:31,enforc:130,engin:[44,67,68,91,124],english:[4,10,91,103],enjoi:28,enough:[26,33,34,64,65,72],enqueu:49,ensembl:5,ensur:[26,28,30,36,68,76,88,99,130],enter:[34,52],enterpris:84,entir:[4,5,10,41,43,100],entiti:[3,34,88],entranc:52,entri:[9,18,26,40,44,63,97,99,112,129],entropi:[4,18,82],entry_point:44,enumer:[1,72],env:[103,112,123],environ:[26,27,30,31,47,97,106,111,112,113,118,119,123,124,130],environmenterror:106,eos_id:[4,127],epoch:59,epol:46,epsilon:[4,6,18],equal:[4,5,18,19,36,95,100,101,119],equat:[3,4,5,6,18,65,100],equip:127,equival:[31,34,45,46,50,56,62,90,132],erlang:46,error:[2,3,4,5,18,31,32,40,54,55,56,68,88,91,99,100,110,112,119],error_clip:50,error_clip_callback:50,error_clipping_threshold:2,errorclipbyvalu:50,espeaci:18,especi:[4,5,17,26,67],essenc:[31,33],essenti:[4,31,52,55,102],establish:45,estim:[4,18,31,49,77],eta:113,etal:[10,18],etc:[3,9,18,27,34,46,47,51,68,76,77,83,88,91,101,111,112,118,121,132],etcd:[9,25,36,40,41,43],etcd_addr:41,etcd_endpoint:9,eth0:112,etyp:46,euclidean:4,eval:[3,34,51,59,84],eval_program:51,eval_result:51,evalu:[4,12,18,24,25,43,61,81,91,124,125],evaluate_difficult:3,even:[26,31,55,76,82,83,97,119,124,130],evenli:[41,112],event:[22,113],event_:79,event_block:79,event_handl:[25,31],eventkind:79,eventlist:79,eventu:[47,95],everi:[3,4,5,9,18,31,36,40,41,43,50,51,60,61,63,65,68,72,73,76,82,88,90,94,97,99,100,102,106,109,114,117,119,125,127],everyon:97,everyth:[47,49,59,129],everywher:26,evid:78,evolv:56,exactli:[4,5,112],exampl:[3,4,5,9,10,11,18,19,25,26,34,44,47,49,51,54,56,57,58,59,60,61,63,65,68,72,73,74,78,79,80,82,83,84,85,86,89,92,93,94,95,97,99,100,101,102,106,107,111,112,113,118,119,121,123,124,125,127,131],example_read:9,exceed:4,except:[4,10,21,23,43,45,56,60,79,91,95,121],excess:65,exchang:78,exclud:4,exclude_mod:4,exclude_param:25,excluded_chunk_typ:[3,14,18],exclus:18,exconv:4,exconvt:4,exdb:10,exe:[47,107,125],exec:119,execut:[4,18,22,26,35,36,40,44,45,46,47,51,52,57,59,61,65,68,76,79,85,96,99,112,123,124],executioncontext:[68,94,100,101,102],executor:[12,17,45,47,51,55,56,57,59,75,80,82,94,96,107,123,125],exist:[26,30,31,34,36,54,56,74,82,83,85,90,92,95,99,102,112,119,130],exit:[41,54,107,113,119],expand:[18,28,74,99],expand_a:4,expand_level:4,expandconvlay:4,expans:4,expect:[4,94,124],expected_desc:68,expected_kernel_kei:94,experi:[69,91,121],experienc:97,expert:35,expir:36,explain:[3,18,36,45,56,58,60,97,101,107,109,123],explan:[4,18,44,45,47,88,94],explicit:[79,95,99,101],explicitli:[31,47,52,100,102,130],explod:50,explor:[4,74,86],expon:4,exponenti:[1,18],expos:[33,42,46,68,69,92,95,112],express:[31,49,51,61,65,100,112],extend:[3,77,95],extens:[43,49,74,100,129],extent:71,extern:[35,67,70,71,84,91],external_librari:35,extingrad_:67,extinval_:67,extoutgrad_:67,extoutval_:67,extra:[2,4,5,21,47,86,92,132],extra_lay:25,extraattr:[2,121],extraattribut:4,extraattributenon:4,extract:[3,4,18,56,78,91,100,112],extralayerattribut:[2,5],extralayeroutput:5,extrem:[4,45,56,124],f120da72:113,f7e3:112,fa0wx:113,fabric:111,face:[35,86],fact:[18,45,56,76,80,82],factor:[2,4,6,18],factor_s:4,factori:70,fail:[36,40,74,100,113,119,121],failur:[36,41,100],fake:59,fake_imag:83,faked_imag:59,fall:[55,81],falloc:53,fals:[2,3,4,5,6,9,10,18,32,33,34,56,62,64,66,73,80,81,83,89,96,99,100,105,106,113,119,121,127],false_block:[34,62,80],false_label:83,false_neg:51,false_posit:51,false_read:83,familiar:46,fan_in:18,far:[50,95],fashion:47,fast:[4,40,56,124],faster:[4,5,18,28,36,56,124,127],fastest:56,fastli:97,fat:130,father:33,fault:[25,27,40,84],favorit:26,fbd1f2bb71f4:113,fc1:[61,99,121],fc1_bia:61,fc1_weight:61,fc2:[61,121],fc3:[61,121],fc4:121,fc8a365:112,fc8a:112,fc_act:5,fc_attr:5,fc_bias_attr:5,fc_layer:[82,90,99,121],fc_layer_nam:5,fc_mat:25,fc_op:90,fc_out:[18,34],fc_output:90,fc_param_attr:5,fc_without_b:34,fclayer:99,fcop:58,feasibl:77,featur:[1,4,9,10,18,33,47,55,61,76,79,91,97,119],feed:[5,17,25,31,47,60,73,86,107,125],feed_dict:59,feed_list:[13,107,125],feed_target_nam:17,feeded_var_nam:17,feeder:[9,47,107,125],feel:97,fetch:[10,36,39,47,81,99,125,127],fetch_list:[47,82,107,125],fetch_op:81,fetch_target:17,few:[26,35,36,46,47,65,77,83,89,91],fewer:[4,18,46,82],fft:91,fg0:4,field1:25,field2:25,field:[4,10,21,25,34,61,63,69,81,82,85,89,90,112,124],fifth:60,figur:[31,35,47,49,59,67,73,79,82,91,99,124,127],file:[3,4,9,10,11,17,22,25,26,28,30,31,33,35,36,38,40,41,43,44,46,53,54,56,57,61,69,71,83,84,91,92,96,97,99,100,101,102,105,106,107,110,114,119,125,127,129,130,131,132],file_typ:9,filelist:91,filenam:[11,38,82,123],fileoffset:53,filesystem:[43,44,47,53,112],fill:[4,36,40,72,82,112],fill_zero_grad:84,fill_zeros_like_op:33,filter:[4,5,17,18,50,68],filter_s:[4,5,18,19],filter_size_h:18,filter_size_i:4,filter_size_w:18,filter_strid:18,find:[4,18,27,30,34,36,43,46,55,61,68,74,88,94,107,114,124,129,130],find_var:32,findmemori:68,findop:34,findprimit:68,findprimitivedesc:68,findvar:[34,88],fine:[2,40,58],fingerprint:112,finish:[18,27,36,40,43,44,52,65,76,90,106,109,110,112,113],finit:99,finnal:28,first:[4,18,22,25,26,27,31,33,34,36,40,43,44,45,47,52,54,56,59,60,61,68,73,74,80,81,82,84,89,90,91,92,93,95,97,99,100,102,107,112,119,121,124,127,132],first_n:18,first_seq:127,firstli:[3,4,101],firstn:9,firstseen:113,fit:[10,17,55,64,65,69,74,84,107],fit_a_lin:107,five:[80,124],fix:[2,4,18,47,65,70,82,91,97,123],flag:[4,10,18,22,66,67,79,97,100,103,119],flatten0:61,flatten:[18,61,80,82,102],flexibl:[4,5,22,31,41,47,56,60,64,73,74,77,83,92,95,127],flip:11,flist:106,fliud:45,float16:46,float16_t:55,float32:[9,18,47,55,58,59,82,83,100,107,125],float64:18,float_16:18,float_to_half_rn:55,floor:4,flow:[18,34,45,46,73,79,87,93],fluid:[0,13,14,15,16,17,18,19,20,21,22,23,33,47,49,52,72,79,82,92,93,94,101,123],fluid_cuda_create_tensor:57,fluid_cuda_mult:57,fluid_cuda_read:57,fly:33,fmt:46,fnt03:112,focu:[46,61,123,124],focus:100,folder:[35,38,44,54,107,112],follew:18,follow:[3,4,5,6,9,10,11,18,19,25,26,27,28,30,31,32,33,34,35,36,40,44,45,46,47,49,52,55,56,57,58,59,60,61,62,63,65,68,72,73,74,76,77,79,80,81,82,83,84,85,86,88,89,90,91,92,93,94,95,97,99,100,102,103,105,107,112,113,114,115,116,121,123,124,125,127,129,130,131,132],footprint:57,forbid:31,forc:[76,82,94],force_cpu:[18,64],force_cudnn:64,force_load:70,forest:34,forev:46,forget:[6,18,31],forget_bia:18,fork:[4,97],form:[4,5,18,30,46,51,124],formal:94,format:[3,9,10,11,18,22,25,32,40,47,55,56,72,74,91,95,97,99,100,102,105,106,112,119],former:[31,35,56,65,77],formul:18,formula:[4,5,6,18,32,65],formular:4,forth:59,forward:[1,4,5,18,32,33,34,39,41,50,56,59,66,67,68,69,75,78,80,83,84,85,86,89,99,121,127],forward_infer:68,forward_list:79,forward_op:32,forward_proj:18,forward_train:68,forwardactiv:99,forwardbackward:25,found:[55,80,86,88,101,107,111,127,131],four:[3,18,46,51,56,60,68,72],fourth:18,foward:81,fp16:[55,84,96],fp32:[72,84,94,96],fp64:[72,96],fpga:[72,125],fpgadevicecontext:92,fpgaengin:67,fpgaplac:[72,92],frac:18,frame:[3,52,84,91,95],framework:[31,33,34,46,50,51,55,56,61,72,76,77,79,80,84,86,88,90,92,97,99,100,111,123,125,130],frank:10,free:[10,57,92,97,132],freememoryop:57,frequenc:[10,91,124],frequent:[40,83,84,86,92,110,129,130],fresh:43,friend:88,friendli:59,from:[3,4,5,9,10,11,14,17,18,22,25,26,28,30,32,33,34,35,36,38,39,40,41,45,46,47,49,50,51,54,55,56,58,59,60,61,62,64,65,68,73,74,75,76,78,80,82,83,84,85,88,91,92,93,94,95,97,99,100,101,102,106,107,109,111,112,113,119,121,123,124,127,129,130,132],from_no_sequ:4,from_sequ:4,from_tar:25,fromfil:83,front:[61,65],fuction:22,fulfil:124,full:[4,18,36,43,46,73,76,77,99,101,127,132],full_matrix_project:[5,127],fulli:[18,47,49,91,99,107,124,132],fullmatrixproject:4,fullsiz:39,fully_matrix_project:5,fullyconnect:[61,82],fullyconnectedlay:99,func:[9,40,45,57,85],funciton:[5,18],functor:[58,61],fundament:[46,49,55,84],funtion:18,further:[4,90,132],furthermor:18,futur:[4,18,43,47,55,65,73,84,129],future_context_s:18,fvs:90,fwd_desc:68,fwd_op:85,fwd_primit:68,fwd_primitive_desc:68,fwd_var:50,g_b0:59,g_b1:59,g_b2:59,g_block:59,g_command_config_arg:[66,67],g_h0:59,g_h0_bn:59,g_h0_relu:59,g_h1:59,g_h1_bn:59,g_h1_relu:59,g_h2:59,g_im:59,g_loss:59,g_optim:59,g_program:82,g_state:79,g_step:59,g_w0:59,g_w1:59,g_w2:59,gain:4,gan:31,gangliao:35,gap:119,gate:[4,5,18,19],gate_act:[4,5],gate_activ:18,gate_attr:4,gate_bias_attr:4,gate_param_attr:4,gate_recurr:4,gate_v:18,gatedrecurrentlay:66,gather:[4,18,33,65,76,78,99,100],gauss:2,gaussian_normal_random:59,gcc:[26,27,55,57,70,84,123,129,131],gcc_3:30,gcreators_:90,gemm:66,gemmconvkernel:101,gen:4,gender:10,gendrated_id:74,gener:[3,4,5,9,25,31,32,33,34,35,36,38,40,41,43,45,47,56,58,63,65,68,72,76,77,80,81,82,83,84,85,89,90,91,92,93,95,97,100,112,114,119,121,124,129,131],generated_id:74,generated_scor:74,generated_word_embed:4,generatedinput:[4,127],gereat:3,german:10,germani:10,get:[3,4,10,17,18,25,27,28,30,32,33,34,35,36,40,41,43,44,53,56,59,61,64,65,66,67,68,72,73,74,79,82,84,85,88,90,94,95,97,99,100,101,106,110,112,114,123,124,127,128],get_all_op_proto:90,get_block:82,get_config_arg:121,get_data:113,get_dict:10,get_dim:32,get_embed:10,get_float_el:32,get_grad:25,get_grad_op_desc:33,get_input_lay:99,get_lin:9,get_movie_title_dict:10,get_numeric_gradi:32,get_numerical_gradi:32,get_output:32,get_program:65,get_pserver_program:107,get_shap:25,get_startup_program:107,get_support:30,get_symbol:61,get_tensor:32,get_trainer_program:107,get_var:18,get_vari:34,get_word_dict:10,get_worker_addr:45,getactualkerneltyp:64,getattr:50,getbatchs:99,getdeviceid:101,geteigendevic:102,getengin:68,getenv:[31,44,106],getexpectedkerneltyp:[64,68,94],getinfervartyp:63,getinput:99,getinputgrad:99,getinputvalu:99,getkerneltyp:55,getkerneltypeforvar:94,getlayeroutput:25,getlibrari:68,getmat:39,getoptconfig:39,getoutputgrad:99,getoutputvalu:99,getparam:39,getparameterconfig:39,getparameterptr:99,getparameterspars:39,getparametersremot:39,getplac:[68,92,100,101,102],getsiz:99,gettask:40,gettempl:112,gettensor:94,gettranspos:99,getw:99,getweight:99,getwgrad:99,gist:5,git:[26,27,87,97,103,129,131],github:[5,10,18,26,27,35,59,72,87,97,103,123,125,129,131],give:[18,26,36,73,82,84,94,97,99,112,124],given:[4,9,18,19,25,33,41,43,46,49,50,56,58,59,74,83,86,95,99,119],glibc:[30,129,131],glibc_2:30,glibcxx_3:30,glide:35,global:[2,18,23,26,31,34,35,36,57,61,64,78,79,84,88,90,92,94,112,119,124],global_block:82,global_learning_r:2,global_pool:18,globalstat:124,globalstatinfo:124,glog:97,glog_v:97,glog_vmodul:97,gnueabihf:131,go_librari:35,go_test:35,goal:[46,49,55,60,76,84,91,124],gob:40,godep:35,godoc:70,goe:[5,36,56,62,88,125],going:[33,58,77,117,123,132],golang:35,good:[46,59,77,82,83,86,107,123,124,132],googl:[18,31,79,84,97,111,123,129],googleapi:112,googlenet:67,goroutin:[45,46],got:[64,88],gpg2:112,gpg:112,gprotos_:90,gpu:[2,4,7,22,26,27,30,32,44,46,51,55,65,72,76,77,78,79,84,86,87,92,94,101,102,105,106,107,117,122,125,132],gpu_id:[119,121],gpu_per_train:47,gpudevic:92,gpugpu_id:118,gpukernel:84,gpustarttimestamp:22,grab:36,grad:[32,33,41,50,67,82,89,119],grad_info_map:33,grad_n:50,grad_nam:50,grad_op:50,grad_op_class:84,grad_op_desc:50,grad_op_maker_:85,grad_op_typ:[84,85],grad_op_type_:85,grad_s_block:33,grad_share_block_num:[118,119],grad_to_var:[33,50],grad_var_nam:32,gradient:[2,3,4,6,18,23,25,36,40,46,48,50,60,63,75,76,77,78,82,84,89,100,106,107,109,119,123],gradient_clip:21,gradient_clipping_threshold:2,gradient_evalu:3,gradient_flat:32,gradient_machin:[25,71],gradientmachin:[25,71,78],gradientmachine_:39,gradopdescmak:[63,85],gradopdescmakerbas:85,gradopmak:85,gradual:124,grai:11,grain:58,gram:91,grandient:25,grant:112,graph:[4,18,25,33,34,35,36,45,46,47,48,49,51,56,59,73,76,77,80,102],great:[49,91,132],greater:[4,18,50,77,106],greaterthan:90,greedi:[18,91],green:[45,59],grep:[28,114],gridsize3d:22,groudtruth:127,ground:[3,4,18],group:[5,18,40,61,68,92,100,132],group_input1:127,group_input2:127,group_input:127,grouplen:10,grow:97,grpc:132,gru:[4,18,74,91,127],gru_bias_attr:5,gru_decod:127,gru_decoder_with_attent:127,gru_layer_attr:5,gru_memori:5,gru_out:74,gru_param_attr:5,gru_step:[74,127],gru_step_lay:5,grumemori:[5,127],gserver:[4,66,67,99],gsizex:124,gtx:65,guarante:[68,82,99],guard:39,guest:[26,30],gui:[123,124],guid:[22,53,65,84,97,99,107,112,113,124,127,130],gutmann10a:18,gzip:[40,113],h0_bn:59,h_0:18,h_f:18,h_prev:34,had:26,hadoop:31,half:[4,18,19,55,112],half_to_float:55,hand:[65,84,91,92,102,107,109],handi:35,handl:[9,31,33,44,45,47,61,65,68,72,78,83,88,92,95,101,125],handler:[25,34],hannun:91,happen:[18,40,90],hard:[26,47,56,74,91,95,112],hardshrink:18,hardsigmoid:18,hardwar:[26,56,57,92,101,124],has:[3,4,5,10,18,19,22,26,27,31,32,33,34,35,36,40,41,43,46,47,49,50,51,55,56,59,61,65,69,72,74,76,79,80,84,89,90,92,94,97,99,112,113,124,125,127,130,132],has_kei:[25,33,50],has_selected_colum:4,has_var_recurs:33,hasdependentvar:81,hash:[72,76],hasn:56,have:[4,5,9,18,19,22,26,27,28,31,32,33,34,35,36,40,41,43,44,46,47,49,50,52,55,56,57,58,59,60,64,65,68,69,72,73,74,76,77,78,79,80,82,83,84,85,88,89,91,92,94,96,99,100,101,106,112,119,121,124,127,130,131,132],haven:[26,56],hdf:[9,38],head:[19,97,100,106,114],header:[41,69,71,84,92,99,101,129,130,131],headip:114,heard:26,heavi:110,height:[4,9,11,18,34,70,83,99,100],height_:89,held:36,hello:31,help:[4,18,26,34,54,56,61,68,74,83,84,95,97,110,123],helper:[18,47,68,85,95,99],henc:[47,77,82,85,86,88],here:[2,3,4,5,9,18,19,21,27,28,30,31,35,36,42,46,49,50,52,54,56,60,61,68,72,73,83,86,90,97,100,101,103,106,107,110,112,113,118,121,127,130,131,132],heterogen:[47,49,79],heurist:[4,49,74,119],hidden:[4,5,18,75,82,112,127],hidden_dim:18,hidden_out:34,hidden_s:5,hidden_t_prev:18,hidden_v:18,hidden_valu:18,hierarch:[4,80,82,84,127],hierarchi:84,high:[2,55,76,91,92,99,111,132],higher:[58,73,95,97],highest:[9,34],highli:[10,91,95,121,127],him:31,hint:[64,123],histor:[58,101],histori:6,hl_get_sync_flag:99,hold:[31,33,36,40,42,46,55,59,61,63,65,88,90,92,94,102,107,112],holder_:[92,102],home:[28,38,54,112,113,114,123],honor:40,hook:2,hookattr:2,hookattribut:2,horizont:[4,11],host:[35,44,79,112,113,129,130,131],host_c:[129,130,131],hostfil:114,hostnam:112,hostpath:113,hostport:112,hot:18,hour:26,hourli:97,hous:[10,105],how:[2,4,18,26,31,34,36,40,45,46,47,52,54,56,58,61,64,68,73,74,78,79,86,90,94,101,107,109,112,113,119,123,127,128,131],howev:[4,5,18,32,33,43,46,47,52,56,65,72,77,78,82,83,85,86,89,90,91,92,94,112,118,119,127],howto:106,hpp:[55,70],html:10,htod:124,http:[4,5,10,18,26,27,28,35,44,59,87,97,103,112,113,123,125,129,131,132],hub:87,huber:4,huge:77,human:[4,79,91],hundr:101,hwc:11,hyp:18,hyper:[4,59,99],hyperparamet:[4,86],hyperplan:9,hypothesi:18,i1117:124,i386:130,iOS:131,iamfullaccess:112,iamusersshkei:112,icc:57,iclrworkshop2016:18,icml:91,ics:10,id_input:3,id_rsa:114,idea:[35,46,56,57,77,83,86,107,123],ideal:[47,94],ident:[4,18,85,100,112],identifi:[4,62,72,99],identityoffsetproject:4,identityproject:4,ids:[3,4,18,74,99],idx:[40,59,65,99],ies:54,if_els:93,if_else_op:33,ifdef:[72,79],ifels:[34,80],ifelseop:80,ignor:[4,17,18,119],ignored_token:18,iii:91,illustr:[3,18,36,41,46,47,58,73,99,124,127],im2col:18,im_siz:59,imag:[7,8,9,10,18,26,27,31,47,56,59,60,74,75,80,83,91,97,112,115,116,121,132],image_a:83,image_b:83,image_conv_lay:91,image_fil:83,image_h:18,image_lay:83,image_nam:31,image_path:83,image_reader_cr:83,image_w:18,imagenet:[4,38],imagepullpolici:112,imageri:4,images_reader_cr:83,imagin:60,img2label:11,img:[4,5],img_conv_lay:5,img_pool_lay:5,imgsiz:124,imgsizei:124,imgsizex:124,imikolov:106,immedi:[27,65,68,77,86,112],immutable_paramet:31,imper:45,imperfect:84,implement:[4,5,9,18,19,23,34,40,41,42,43,44,45,46,47,49,56,58,61,62,63,65,68,70,71,72,74,78,81,88,90,91,92,93,94,95,127],implemet:39,impli:35,implicitli:45,imposs:[74,132],impractic:94,improv:[4,48,49,65,84,91,112,123,124],in_fals:18,in_plac:18,in_tru:18,inarg:39,inbound:112,includ:[3,4,5,10,11,18,26,27,30,31,34,35,41,44,46,55,56,59,61,65,70,71,73,74,79,80,82,84,90,99,100,111,112,113,119,123,124,127,129,130,131],inclus:[18,74],incom:[45,64],incorpor:4,incorrect:4,increas:[36,40,55,109,119],increment:[46,51,60,65,119],incupd:99,inde:[9,46],independ:[4,18,32,33,41,48,88,92,132],index:[3,4,7,9,10,18,25,32,33,34,36,40,45,80,82,95,101,112],indexslot:4,indiact:18,indic:[3,4,10,18,21,33,34,41,52,59,73,80,85,89,92,95,110,112,129],indice_map:95,indices_map:95,individu:[36,76,112],industri:[36,69,132],ineffici:[78,94],infer:[0,11,17,18,31,33,34,36,51,56,62,63,64,65,66,70,72,81,82,84,89,91,94,105,130,131],infer_shap:82,infer_var_type_:63,inferenc:130,inferer:91,inferfac:63,inferior:43,infernec:131,infershap:[34,82,84,100,102],infershapecontext:[100,102],infervartypefn:63,info:[3,4,10,55,73,99,110,132],infom:4,inform:[4,10,18,25,34,44,54,61,64,65,68,69,72,73,76,82,86,88,89,97,99,100,102,112,119,123,124,129],infrastructur:[56,112],ingor:119,ingrad_:67,ingredi:[46,91],inherit:[22,34,75,84,92,100],ininst:31,init:[2,18,25,34,48,59,67,73,74,99,105,106,112,121],init_attr:82,init_batch_dim_idx:18,init_from_tar:25,init_model_path:[118,119,121],init_valu:18,initi:[2,4,5,10,12,18,21,25,33,35,40,45,47,48,49,51,60,73,76,77,82,86,90,95,99,100,105,119,125,127],initial_max:2,initial_mean:[2,4],initial_min:2,initial_std:[2,4],initialize_op_attr:82,initrd:132,inlcud:5,inlin:[92,101,102,112],inner:[4,99],inner_param_attr:5,inproj_attr:4,inproj_bias_attr:4,inproj_param_attr:4,input0:102,input1:[4,5,102],input2:4,input:[1,3,4,5,7,9,11,14,17,18,19,25,32,33,34,39,43,45,47,48,49,50,51,55,56,57,58,59,60,61,63,64,65,67,68,72,73,74,77,78,81,82,83,84,85,88,90,91,92,94,95,97,99,100,101,102,105,107,114,121,125,127],input_conf:4,input_data:99,input_data_target:99,input_dim_idx:18,input_dtyp:18,input_featur:1,input_hassub_sequence_data:99,input_id:4,input_imag:5,input_index:99,input_label:99,input_lay:99,input_loc:4,input_nam:31,input_proj_bias_attr:5,input_proj_layer_attr:5,input_seg:95,input_seq:[4,18],input_sequence_data:99,input_sequence_label:99,input_sparse_float_value_data:99,input_sparse_non_value_data:99,input_t:99,input_to_check:32,input_valu:32,input_var:[32,82],inputbuff:39,inputdef:99,inputgradi:85,inputlayers_:99,inputs_to_check:32,inputsizechang:68,inputtyp:9,insert:[18,33,50,57,76,81,84,85,97],insid:[3,5,28,33,36,47,49,50,51,64,68,78,79,83,84,85,112],inspir:79,instal:[4,18,26,27,28,44,67,87,97,103,105,113,117,123,128],install_android:129,instanc:[4,18,32,34,36,38,42,45,47,48,50,52,57,62,68,73,74,77,82,84,85,99,102,107,119,124,127],instance_ip:112,instanti:[36,52,125],instead:[4,5,7,26,32,33,35,39,44,45,46,47,55,56,60,61,91,97],instrins:55,instruct:[26,28,34,60,124,129],int16:96,int32:[18,72,80,95,96,119],int64:[18,47,53,72,89,94,96],int64_t:79,int8:72,integ:[3,4,9,18,40,44,45,46,55,70,74,99],integer_valu:9,integer_value_sequ:[9,74,91,127],integr:[3,18,27,132],intel:[56,72,92,101],intellig:65,inteloptimizedpaddl:67,intend:27,intens:91,inter:[4,18,47],interact:[4,28,47,112],intercept:4,interchang:[60,84],interconnect:76,interest:[45,55,76,124],interfac:[0,2,4,5,22,25,27,34,40,44,54,61,76,78,84,85,91,92,100,102,112,130,132],intergr:4,intermedi:[18,26,47,54,57,59,65,75,91,129,131],intern:[4,5,25,55,91,109,110,112,123],internel:67,internet:[35,36,132],interpret:[3,18,27,52,56,57,96,124],interv:18,inth:102,intrins:[45,52,55,131],introduc:[4,11,34,36,59,66,69,86,88,90,100,106,109,111,113,123],introduct:108,introductori:26,intuit:[43,84],inval_:67,invalid:[83,88],invent:56,invoc:[35,58,84],invok:[4,25,26,33,47,50,78,82,84,85,90,94,97,112,124],involv:[74,100],iob:3,ioe:3,ios:130,ios_arch:130,ios_deployment_target:130,ios_development_root:130,ios_enable_bitcod:130,ios_platform:130,ios_sdk_root:130,ios_use_veclib_for_bla:130,ipad:130,iphon:130,ips:112,ipt:[4,82,90,127],ipx:132,ipython:31,is_bia:18,is_color:11,is_cpu_plac:68,is_loc:25,is_mkldnn_librari:68,is_revers:18,is_scalar_condit:18,is_seq:[4,127],is_spars:18,is_stat:2,is_target:81,is_tensor:90,is_test:[18,68],is_traget:81,is_train:11,isinst:50,ismkldnnkernel:68,isn:124,isspars:99,issu:[18,26,28,30,35,59,91,97,124],issuecom:18,istag:87,item:[4,9,18,25,43,55,83,105,132],iter:[4,5,6,9,25,31,36,47,56,57,65,68,77,79,83,91,95],iter_multiple_input_and_param:82,its:[4,5,18,25,30,31,33,34,36,40,45,46,49,50,51,56,57,59,60,61,63,65,69,73,74,76,77,78,81,82,84,85,88,89,90,92,94,99,100,101,102,109,112,119,124],itself:[33,36,43,57,68,77,88],ivs:90,java:[34,70,80,84],jeremi:124,jku:18,jmlr:18,job:[10,28,33,43,45,47,50,84,106,107,109,111,118,119,121],job_desc:47,job_dispatch_packag:110,job_id:10,job_nam:[44,112],job_namespac:112,job_path:112,job_workspac:110,jobdesc:47,jobnam:47,jobpath:112,jobport0:112,jobport1:112,jobport2:112,jobport3:112,jobserv:44,join:36,jointli:5,journei:28,jpg:11,json:[61,91,112,113],jth:5,judg:4,juditski:77,jupyt:[28,44],just:[1,3,4,5,10,18,26,27,30,35,40,41,45,47,56,57,59,63,68,77,78,82,83,84,85,86,88,89,97,110,112,121,129],jx4xr:112,jypyt:31,k8s:[45,132],k8s_data:112,k8s_job:31,k8s_token:31,k8s_train:112,k8s_user:31,kafka:38,kcpu:79,kcuda:79,kcudnn:101,kdisabl:79,kebilinearinterpbw:124,kebilinearinterpfw:124,keep:[4,9,11,18,27,36,46,56,57,60,74,77,82,88,90,97,132],keep_dim:18,keep_top_k:4,kei:[10,11,19,22,25,26,32,33,34,36,38,40,53,55,64,68,84,85,90,91,95,97,100,124],kenlm:91,kept:[4,65,82],kera:86,kernel0:101,kernel1:101,kernel:[4,18,22,32,46,55,57,64,67,77,79,86,89,91,92,94,100,102,124],kernel_hint:64,kernel_type_for_var:94,kerneltyp:[64,68],key1:119,key2:119,key_pair_nam:112,keyid:112,keymetadata:112,keypair:112,keyserv:112,keystat:112,keyusag:112,keyword:[18,82,93],kforcecpu:64,kill:[36,112],kind:[28,31,32,36,42,47,50,57,60,64,68,75,76,79,92,94,96,101,112,113],kind_:79,kitten:18,kmark:79,kmkldnn:101,kms:112,knchw8c:72,knchw:72,knhwc:72,know:[18,31,40,45,65,69,97,99,106,112,123,124,129],knowledg:91,known:[33,34,46,56,58,73],kplain:101,kpoprang:79,kpushrang:79,kqueue:46,kriz:10,krizhevski:18,kselectedrow:89,ksimonyan:5,kstate:79,kube_cluster_tl:31,kube_ctrl_start_job:31,kube_get_workers_addr:45,kube_list_containers_in_job_and_return_current_containers_rank:31,kubeconfig:112,kubectl:[110,113,114],kuberent:[36,112],kubernet:[31,36,45,47,84,111,115,116,132],kubernetes_service_host:31,kusecudnn:64,kusemkldnn:64,kvp:22,kwarg:[5,6,9,14,18,21,51,61,82,90],kwd:[15,22],l1_rate:2,l1_regularization_op:86,l1decayregular:23,l2_rate:2,l2_regularization_op:86,l2_sim:4,l2decayregular:23,l93:39,label:[3,4,9,10,11,14,18,25,47,51,56,59,60,61,75,80,83,91,94,107,113,125],label_dim:4,label_fil:83,label_lay:83,label_path:83,lag:119,lambda:[18,45,50],lambdacost:4,lambdarank:4,lan:117,lang:10,languag:[4,10,19,45,46,56,60,65,79,84,88,91,93,121],larg:[7,10,18,47,49,50,65,69,77,91,97],larger:[2,3,4,65,93],larger_than:[34,62,80],largest:18,last:[3,4,5,18,33,50,65,73,79,80,119,127],last_seq:74,last_time_step_output:4,lastseen:113,latenc:[4,55,91,110,112],latent:4,later:[27,30,35,84,86,91,92,100,102,112],latest:[4,27,28,30,34,35,36,43,87,103,113,129,130],latter:[77,95,123],launch:[68,112,119],launcher:31,layer1:[4,5],layer2:4,layer3:4,layer:[2,3,5,7,9,12,24,25,33,34,39,45,46,47,49,56,59,60,62,75,77,80,83,84,86,90,91,92,95,98,105,107,118,119,125,127],layer_0:99,layer_attr:[4,121,127],layer_help:64,layer_num:121,layer_typ:[4,66,67],layerbas:99,layerconfig:99,layergradutil:99,layerhelp:[18,64,82],layermap:99,layeroutout:4,layeroutput:5,layout:[11,68,94],layout_:[64,72],layouttyp:64,lazi:[77,86],lbl:3,lead:[65,72,124],leaki:59,leakyrelu:18,learing_r:75,learn:[2,3,4,5,6,10,19,26,28,31,33,41,43,46,47,49,52,59,60,65,67,74,76,77,79,83,84,86,92,99,100,103,107,124,127,130],learnabl:[4,18,19,25],learning_r:[2,21,41,47,107,125],leas:36,least:[3,18,30,36,129],leav:[34,112],lectur:65,lecun:10,left:[4,18,34,102,130],left_right_flip:11,legaci:28,legal:90,len:[4,18,41,45,53,56,82,99,105],length:[4,5,9,10,11,18,41,55,66,69,73,74,84,91,95,113,119,127],leran:65,less:[4,18,31,50,107,132],less_equ:93,less_than:[31,65],lesser:18,let02:113,let:[3,4,18,31,34,43,45,46,57,58,60,64,68,72,73,74,75,85,92,94,100,107,112,123],level:[2,4,18,55,58,61,69,73,74,79,92,95,96,97,110,119,129],levenshtein:18,lgtest:35,lgtest_main:35,lib64:[28,119],lib:[27,28,71,106,123,129,130,131],libapi:35,libari:71,libc:30,libcuda:28,libgcc_:30,libgoogl:123,libiomp5:67,libmkldnn:67,libmklml_intel:67,libnvidia:28,libpaddl:[70,71,84,123],libpaddle_capi:71,libpaddle_gserv:71,libpaddle_math:71,libpython2:27,librari:[4,18,27,30,35,42,46,47,67,68,71,76,91,94,100,101,106,107,117,119,130,131],library_:72,library_typ:101,library_type_:94,librarydevicecontext:72,librarytyp:[94,101],libstdc:30,licens:[67,76],life:36,lifecycl:[79,132],lifetim:[30,88],lightweight:58,like:[3,4,9,10,18,26,27,30,33,34,35,36,39,44,45,46,52,56,57,58,59,60,61,63,68,72,76,77,82,83,84,85,86,88,89,91,93,94,95,97,106,111,112,118,121,123,124,125,127,129,130,131,132],limit:[4,9,18,56,65,69,74,84,86,119,124],linaro:131,line:[3,9,22,26,35,39,44,46,54,60,77,80,82,84,86,97,107,108,110,112,121,122,123,124],line_break:9,linear:[4,18,19,74,105],linearli:18,lineno:123,link1:55,link2:55,link:[4,5,18,30,35,53,54,88,100,112,132],linux:[9,26,28,30,46,53,97,112,117,131],linux_x86_64:[30,87],lipo:130,list:[3,4,5,9,11,18,22,23,25,26,31,33,34,35,40,44,45,52,54,56,59,72,75,78,79,82,85,88,95,99,100,105,106,107,112,119,121,123,127,131],listdir:106,listen:[36,45,47,106,107,119],listen_and_do:45,listen_and_serv:18,listenanddo:45,littl:[41,64,69,119],live:[100,125],live_in:65,live_out:65,load:[11,17,27,31,36,47,59,76,82,100,112,119],load_and_transform:11,load_file_nam:17,load_imag:11,load_image_byt:11,load_missing_parameter_strategi:[118,119,121],load_mnist:59,load_persist:107,loadsave_parameters_in_pserv:[39,118,119],loc:3,local:[2,18,25,26,27,28,32,34,36,42,43,46,60,65,73,80,82,84,97,110,113,118,119,123],local_scop:32,localhost:[28,103],localpath:54,locat:[4,18,25,35,56,72,79,92,95,99,106,127,131],lock:[35,36,40,41],lod:[18,46,69,73,89,95,96],lod_desc:[89,96],lod_expand:74,lod_level:[18,82,89,96],lod_rank_table_obj:18,lod_tensor:[18,73,89,96],lod_tensor_aarri:18,lod_tensor_arrai:18,lodrankt:18,lodtensor:[18,19,46,63,69,84,96],lodtensorarrai:18,lodtensordesc:[69,89],log:[30,40,47,54,59,99,106,110,112,113,114,119,131],log_barrier_abstract:119,log_barrier_lowest_nod:[118,119],log_barrier_show_log:[118,119],log_clip:[118,119],log_error_clip:[118,119],log_period:[113,119,121],log_period_serv:[118,119],logarithm:[1,18],logic:[43,47,49,50,59,63,75,76,78,88,95,100],login:[30,114],logist:18,logit:[18,59,94],longer:[36,47,65],look:[3,18,34,44,45,46,56,57,60,77,82,85,86,91,106,107,112,113,118,125],lookahead:[4,18,91],lookup:[18,63,74,125],lookup_t:65,loop:[32,34,56,65,79,83,88],loop_var:95,loss:[4,18,33,47,59,61,75,77,86,91,99],lot:[47,72,74,77,82,86,92,106,118,132],low:[4,75,76,91,92,95],low_rnn:73,lower:[4,18,55,73,74,97,110],lower_level_rnn:73,lowest:119,lpaddle_capi_shar:71,lpaddle_capi_whol:71,lrelu:59,lstm:[4,18,113,127],lstm_bias_attr:5,lstm_cell_attr:5,lstm_group:5,lstm_layer_attr:5,lstm_step:5,lstm_unit_op:18,lstmemori:[5,127],lstmemory_group:4,lstmlayer:66,lstmp:18,ltr:4,luckili:65,mac:[26,71,97,129],machin:[4,5,10,25,26,27,30,47,49,56,59,65,67,76,77,86,99,112,113,114,118,119,121,131,132],machine_transl:127,maco:[26,30,105,130],macro:[58,72,85,100],made:[10,36,41,56,127],mai:[4,5,18,22,27,28,32,34,47,51,55,57,64,65,68,76,79,83,84,88,91,94,102,103,106,112,124,131],main:[18,30,45,46,50,56,57,61,76,80,84,109,112,123],main_program:[17,18,33,51],mainli:[27,42,65,72,92,100,119],mainlin:30,maintain:[4,34,40,77,82,84,112],majel:35,major:[47,55,94,129],make:[3,4,18,26,27,31,33,34,35,36,40,41,43,46,47,48,55,56,60,73,74,77,78,82,83,84,86,91,95,97,99,100,101,107,109,112,123,124,129,130,131,132],make_chan:46,make_channel:46,make_ddim:102,make_function_oper:58,make_vari:90,maker:[84,85],malloc:[92,99],man:53,manag:[25,30,36,41,42,45,46,47,54,79,88,92,103,111],mandarin:[4,91],mandatori:130,mani:[5,11,26,33,35,40,45,46,56,59,64,65,74,78,79,82,84,85,88,89,90,93,94,95,119],manili:61,manipul:[56,82,85,110,130],manner:[4,77,86,91,92],mantain:65,manual:[47,75,77,85,110,129,130,132],manufactur:56,manylinux1:30,manylinux1_x86_64:[30,87],manylinux:87,map:[3,4,9,19,25,26,31,34,40,50,68,72,82,85,88,90,92,95,119,132],map_fn:95,map_read:9,mapper:9,mapreduc:[31,106],margin:18,mark:[10,33,49,59,60,73,74,79,88,123,127,132],marker:79,market:55,mask:[2,4,18],master:[10,31,43,84,87,119,131],mastermind:35,mat:[70,71],mat_cache_row:39,mat_norm:39,mat_normal_shar:39,mat_param_attr:5,mat_sparse_row:39,mat_sparse_row_auto_grow:39,mat_sparse_row_id:39,mat_sparse_row_prefetch:39,mat_sparse_row_prefetch_full_s:39,mat_value_shar:39,match:[18,30,35,55,93,124],matchbox:132,math:[5,18,67,70,84,97,99,100,124],mathemat:86,matirx:4,matmul:[34,61,73,95,100],matric:[18,99,127],matrix:[3,4,5,9,18,19,25,39,70,71,99,100,118,121,130],matrixptr:99,matrixtyp:71,mattyp:39,matur:111,max:[2,4,9,10,18,19,22,32,48,50,65,82,119,121,124],max_diff:32,max_id:[4,25],max_job_id:10,max_length:[4,74,127],max_movie_id:10,max_norm:18,max_relative_error:[32,100],max_seq_len:18,max_sort_s:4,max_user_id:10,max_x:18,maxframe_evalu:3,maxid:3,maxid_evalu:3,maxim:[4,50],maximum:[3,4,10,18,22,34,41,100,119,124,127],maxinum:7,maxoutfunctor:92,maxpool:4,mayb:[34,68,100],mchw:18,md5:[10,37],mean:[2,3,4,5,6,7,9,11,22,25,26,28,33,35,47,48,50,61,74,81,83,88,91,94,100,107,112,119,121,123,124,125,127,132],mean_op:18,mean_var_nam:4,meant:95,measur:[18,51,124],mechan:[4,5,19,33,42,51,68,82,85,101,112,127],mem:[4,18,34,44,74],mem_per_pserv:47,mem_per_train:47,member:[4,10,31,50,60,61,72,78,82,88,100],memcpi:[78,124],memor:4,memori:[5,18,26,33,34,39,40,44,55,57,67,68,69,72,74,77,79,84,94,97,99,102,113,119,121,124,125,127],memory_boot:5,memory_nam:4,memory_optim:65,memory_test:26,memory_threshold_on_load_data:119,memoryalloc:92,memorydesc:68,mention:[18,26,33,35,40,47,49,56,73,76,77,79],mere:5,merg:[4,18,41,43,48,51,67,73,76,78,97,103,119,130],messag:[18,34,45,46,52,56,57,60,69,79,80,81,82,84,85,89,96,97,113,119],metaclass:100,metadata:[53,112,113],metal:[107,132],metaphor:60,metaplotlib:31,method:[4,6,25,27,28,30,32,34,43,45,47,48,50,55,59,60,61,64,75,76,82,83,84,88,89,94,95,99,100,102,103,119,121,123,124],methodolog:77,metric:[51,79],microarchitectur:55,might:[4,26,34,35,45,46,56,65,80,91,97,99,112,123,129],mileag:124,million:[10,121],min:[2,4,18,22,48,50,82,112,121,124],min_block:34,min_count:49,min_desc:34,min_word_freq:10,mind:123,mini:[4,9,14,18,25,34,36,46,51,52,56,62,73],mini_batch:83,minibatch:[4,18,34,51,60,62,80],minim:[34,47,49,50,56,59,75,84,107,119,125,129,130,131],minimum:[4,18,22,91,107,130],minimun:119,minsizerel:[129,130,131],minu:85,minus_grad:85,minusgradop:85,minusop:85,minusopgradmak:85,minusopprotoandcheckermak:85,minut:[26,28,36,43,112],mirror:[28,35],mislead:41,mismatch:18,miss:[59,119],mistak:56,misus:101,mit:112,mix:[5,79,95,127],mixed_lay:5,mixed_layer_attr:5,mixedlayertyp:4,mixtur:123,mkdir:[27,54,103,112,114],mkl:[27,28,68,84,92,94,101],mkl_packed_:66,mkldnn:[4,67,72,94],mkldnn_:67,mkldnn_batch_norm:4,mkldnnactiv:67,mkldnnbase:67,mkldnnlayer:67,mkldnnmatrix:67,mkldnnstream:67,mkldnntester:67,mklml:67,mklpack:66,mklpackedgatedrecurrentlay:66,mklpackedgemm:66,mklpackedlstmlay:66,mklpackedrecurrentlay:66,mlp:61,mmt16_task1_test:10,mnist:[38,47,59,60,80,83,84,123],mnist_random_image_batch_read:83,mnist_train:83,mnist_train_batch_read:83,mobil:[55,56,65,84,103],mod:106,mode:[4,22,25,55,66,76,97,119],model:[0,4,5,10,17,18,19,25,33,34,36,37,45,47,49,50,51,60,65,66,75,76,77,84,86,91,94,95,97,99,103,105,107,109,112,119,122],model_list:[119,121],model_path:121,modelparallel:47,modern:65,modif:[29,91],modifi:[4,23,47,55,61,86,99,100,106,110,112,127],modul:[5,10,25,47,58,59,74,91,95,100,123],modular:74,modulo:4,moment:123,momentum:[2,18,88,101],momentumop:123,momentumoptim:20,mon:113,monitor:[46,79],mono:4,month:35,more:[3,4,5,9,10,18,22,26,27,28,31,32,33,35,36,40,43,44,46,47,49,54,55,56,57,58,60,64,65,68,72,73,74,75,79,82,83,84,86,91,92,93,95,99,100,101,102,103,105,106,107,109,113,121,123,124,125,127,131,132],mose:10,mosesdecod:10,most:[4,9,25,30,31,33,35,43,46,47,57,60,61,72,74,77,79,83,86,91,92,93,99,118,123,124,125,127,132],mostli:[55,132],motiv:84,mount:[28,44,106,112,113],mountpath:[112,113],move:[4,28,36,40,54,56,77,112,124,132],movement:124,movi:10,movidiu:56,movie_categori:10,movie_info:10,movie_review:10,movieinfo:10,moving_average_fract:4,moving_mean_nam:18,moving_variance_nam:18,mpi:[46,76,114],mpirun:114,mse:[56,60,75,80],much:[4,18,36,56,68,75,83,86,95,124],mul:[58,65,82,99,100],mul_grad:100,mul_op:[18,100],mul_ratio:4,mul_result:82,mulgradkernel:100,mulkernel:100,mulop:[58,100],mulopgrad:100,mulopmak:100,mult:[45,57],multi30k:10,multi:[4,19,51,76,78,94,99,107,110,118,119,123,132],multi_binary_label_cross_entropi:4,multidimension:18,multigradientmachin:78,multilingu:10,multimod:10,multinomi:4,multip:19,multipl:[3,4,5,9,14,18,19,25,31,32,40,41,43,45,46,47,49,51,56,57,58,64,76,79,84,91,94,96,99,100,106,109,112,119,121,123,127],multiple_input:82,multiple_param_attr:82,multipli:[3,4,18,45,99],multiprocess:9,must:[1,3,4,5,9,11,18,33,41,50,65,68,69,72,79,81,82,83,84,90,96,99,100,102,106,107,112,119,121,127,129,131],mutabl:[92,102],mutable_data:[68,92,100,102],mutex:46,mutuable_data:[92,102],mutual:18,mxnet:[34,45,46,56],my_cluster_nam:112,my_external_dns_nam:112,my_lib:106,myerrorclip:50,myfil:9,mypaddl:113,naiv:45,name:[2,3,4,5,7,11,17,18,21,22,25,26,28,30,31,32,33,34,36,38,39,41,44,45,47,51,55,58,61,64,67,68,69,71,72,74,79,80,82,84,87,89,90,95,96,99,100,101,105,106,107,113,115,116,119,121,124,125,127,130,132],name_:79,name_prefix:38,namespac:[34,62,70,82,99,100,113],nativ:[4,18,55,97],natur:[18,40,43,49,74,95,121],navig:103,ncall:123,nccl1:76,nccl2:76,ncclinit:76,nchw8:94,nchw8c:94,nchw:[4,18,67,72],ndarrai:[11,18,25,38],ndcg:4,ndcg_num:4,ndk:129,nearest:55,nearli:32,necess:95,necessari:[4,33,34,41,43,50,51,65,69,74,78,82,90,95,99,114],necessarili:[45,99],neck:76,need:[3,4,5,9,17,18,19,23,27,28,29,30,31,32,33,35,39,40,41,43,44,46,47,49,50,51,54,56,57,58,59,64,65,68,72,74,75,76,77,78,79,81,82,84,85,86,88,89,90,91,92,95,99,100,101,102,103,105,106,107,112,113,117,118,119,121,127,129,130,131,132],neg:[3,4,18],neg_distribut:4,neg_overlap:4,neg_pos_ratio:4,neglect:4,neighberhood:76,neither:4,neon:[55,129,131],ner:3,nervana:56,nessesari:91,nest:[4,9,33,34,79,80,96],net:[4,5,12,18,34,59,73,88],netop:[34,84],network:[2,3,4,9,18,19,24,25,31,32,33,34,36,39,47,49,51,59,61,65,66,67,73,75,77,79,82,83,86,88,90,91,92,94,96,99,100,102,105,106,107,109,119,124,132],network_config:121,networkadministr:112,neural:[4,5,9,18,25,31,33,34,36,47,61,65,66,67,73,77,86,88,92,94,96,102,105,107,109,119,124],neuralnetwork:78,neuron:[18,99],never:[9,65,83,88,112,113],new_block_idx:82,new_dim:18,new_op_and_kernel:101,new_op_desc:50,new_scop:94,new_stat:73,newblock:82,newbuff:68,newer:129,newest:41,newli:[55,130,132],newop:34,newopdesc:82,newprogram:82,newscop:94,newvardesc:82,next:[4,10,33,36,42,46,50,74,76,95,99,100,112,113,119,123,124,127],nextlay:67,nfs4:112,nfs:112,nfsver:112,ngram:10,nic:[118,119],nil:[40,46],nine:10,nlp:4,nltk:10,nms_threshold:4,nms_top_k:4,nnz:99,no_grad_dict:33,no_grad_set:[32,33,100],no_gradi:33,no_sequ:4,node1ip:114,node2ip:114,node3ip:114,node:[4,26,35,43,45,47,49,61,65,74,76,84,99,106,107,110,111,112,113,114,117,119,132],node_0:112,node_1:112,node_2:112,node_id:106,nodeattr:61,nodeentri:61,nodefil:110,nodesep:61,nohup:106,nois:[4,18,36,59,109],noisi:[4,59],non:[4,18,36,46,55,56,89,99,100,112,119],none:[2,3,4,5,6,7,11,13,14,17,18,19,21,22,23,25,31,32,33,34,46,50,51,59,61,62,73,74,75,80,82,90,95,107,125,127],noneedtran:68,nonlinear:99,nontranspos:18,nor:[26,45],norm:[5,18,59,72],norm_by_tim:[4,18],normal:[4,5,10,18,21,77,91,99,113,117,119,127],normaliniti:16,normliz:18,notat:[4,65],note:[2,4,5,7,10,11,18,25,27,28,31,33,34,39,40,44,65,69,72,76,83,84,92,94,100,102,103,106,107,112,119,121,124,130],notebook:[28,44],notest_dist_fit_a_lin:107,noteworthi:56,noth:[1,25,26,64,82,88,119],notic:[4,50,56,76,85,97,99,127],notif:97,notimplementederror:50,notin:94,notingradi:100,notion:95,notori:32,now:[9,33,35,36,46,49,59,69,72,77,84,85,86,88,107,112,119,130],np_arrai:9,nproc:26,nullptr:[68,79,85,88,99],num:[4,5,106,119],num_channel:[4,5],num_chunk_typ:[3,14,18],num_class:[4,5,18,61],num_col_dim:18,num_filt:[4,5,18,19],num_flatten_dim:18,num_gradient_serv:[106,118,119],num_head:19,num_hidden:61,num_input:97,num_neg_sampl:[4,18],num_or_sect:18,num_parameter_serv:31,num_pass:[25,113,118,119,121],num_per_batch:11,num_pserv:47,num_repeat:4,num_result:3,num_results_per_sampl:4,num_row:89,num_shard:38,num_step:95,num_total_class:18,num_train:47,num_true_class:18,number:[3,4,5,9,10,11,14,18,19,22,26,34,36,38,49,51,65,77,79,83,84,90,95,99,106,107,111,112,119,123],numchunktyp:3,numdevices_:121,numer:[4,100],numeric_grad:32,numerical_grad:32,numlogicaldevices_:121,numofallsampl:3,numofwrongpredict:3,numpi:[2,9,11,18,25,27,38,55,59,82,83,100],numreal:39,numsampl:124,numtagtyp:3,numtimeout:40,nv_:35,nv_gpu:26,nv_librari:35,nv_test:35,nvcc:[35,55,57],nvidia:[26,28,55,72,76,92,119,124],nvlink:76,nvprof:79,obei:3,object:[2,4,5,9,18,25,31,39,47,50,51,59,61,65,70,75,79,82,84,86,88,102,124],observ:[4,99,124],obtain:[4,18,43,77,92],obvious:[35,72,123],occup:65,occupi:[55,79],occur:[10,25,65],occurr:34,oct:113,odd:4,odoti:18,off:[26,27,28,71,107,117,129,130,131,132],offer:[34,84,90],offici:[4,35,97,103,112,129],offlin:[36,38,132],offset:[4,18,39],often:[4,39,61,65,72,97,106,123],ograd:99,old:[32,41,43,74,84,119],older:[18,56,129],omega:86,omit:18,omp_num_thread:123,ompi_comm_world_rank:106,onc:[4,36,40,45,47,49,51,56,60,77,93,97,99,103,112],one:[1,3,4,5,7,9,18,22,25,26,28,31,32,33,34,36,39,40,41,43,44,45,46,47,50,51,52,55,56,57,58,59,61,63,64,68,69,72,73,74,75,76,77,78,80,81,82,83,84,85,88,89,91,92,93,94,95,97,99,100,101,107,110,112,113,114,119,121,125,132],onehotcrossentropyopkernel:100,ones:[58,59,84,97],onli:[3,4,5,7,11,18,25,26,27,29,30,31,32,33,35,39,40,41,42,43,44,45,47,49,50,51,52,54,55,56,59,60,65,68,73,74,75,76,78,79,82,84,89,90,91,92,93,94,95,99,100,101,102,103,107,112,113,118,119,121,124,127,130,132],onlin:[4,6,36,38,65,83],only_cpu:32,onnx:56,onto:[18,47,49,112,114],op1:[65,94],op1_2_op2:94,op1_to_op2:94,op2:[65,94],op3:65,op_:100,op_check:100,op_class:[84,90],op_desc:[50,63,81],op_info:125,op_kei:68,op_maker_class:[84,90],op_proto:90,op_registri:125,op_siz:50,op_test:100,op_typ:[84,100,101],op_unique_kei:68,opattrcheck:100,opcreat:90,opdesc:[34,50,60,80,81,82,84,85,90,96],opdescbind:[63,85],opdescbuild:34,open:[4,11,18,31,38,56,59,67,83,97,111,112,123],openbla:[27,28,129],opencv:11,openmp:123,openmpi:111,opensourc:76,oper:[4,5,9,11,18,22,23,32,34,45,46,47,48,49,51,52,55,56,57,59,60,61,63,64,73,74,75,76,79,81,86,88,91,92,94,96,97,99,101,102,112,119,124,125,127,129],operand:[18,55],operator_grad:32,operator_list:79,operatorbas:[34,58,84,85,90,100],operatorwithkernel:[94,100],opinfo:[63,84,85],opinfomak:63,opinfomap:85,opkernel:102,opkernelbas:101,opkernelkei:84,opkerneltyp:[72,94,101],opmak:90,opposit:18,opproto:100,opprotoandcheckermak:[85,100],opprotomak:[90,100],opregist:90,opregistri:90,ops:[32,33,34,35,45,57,60,61,77,80,81,82,84,92,100,132],ops_:34,ops_test:35,opt:[27,31,75,81,90],opt_op_list:75,optest:100,optestmeta:100,optim:[2,12,23,24,25,32,33,47,48,49,57,59,76,77,78,80,84,86,89,91,99,107,109,123,124,125,129,131],optimis:75,optimize_op:107,optimize_op_attr:82,optimizer_mod:18,optimizer_op:107,option:[3,4,10,18,22,26,31,35,47,59,64,69,80,81,82,84,89,90,91,96,99,106,107,110,121,123,129,130,132],optmization_op_list:75,opts_np:81,optyp:[63,90],opwithkernel:89,order:[4,5,9,11,18,22,25,27,33,60,69,79,83,86,95,99,109,112,113,119,123,132],ordereddict:25,orderli:18,oregon:112,org:[3,4,5,10,18,38,53,59],organ:[3,4],orient:90,origin:[4,5,9,10,17,18,32,55,59,88,95,97,102],other:[3,4,5,9,18,22,26,27,34,36,41,45,54,55,56,57,63,65,68,72,73,77,81,86,88,90,91,92,94,97,107,109,112,113,121,123,125,127,129,130,131,132],otherchunktyp:3,otherwis:[4,9,10,11,18,22,25,31,33,36,41,43,59,63,68,83,91,97,110,121,127],our:[18,26,27,30,31,33,35,46,47,49,59,63,65,72,76,77,88,95,97,99,107,112,113,123,127,129],out:[4,18,25,31,34,35,40,43,47,50,56,61,65,68,73,74,82,94,100,102,105,112,113,114,119,123,124,127],out_dir:112,out_fals:18,out_left:4,out_mem:127,out_memori:5,out_right:4,out_size_i:4,out_size_x:4,out_tru:18,outer:4,outgrad_:67,outlier:4,outlin:120,outout_lay:25,outout_layer1:25,outout_layer2:25,output:[1,2,3,4,5,7,9,14,18,19,22,25,26,27,31,32,33,34,38,43,45,49,50,54,57,58,59,60,61,62,63,65,68,69,73,74,77,80,81,82,83,84,85,88,89,90,92,94,95,97,99,100,101,102,106,113,119,121,123,124,127,129],output_:[4,67,99],output_all_step:73,output_arg_nam:50,output_dim_idx:18,output_dtyp:18,output_fil:22,output_height:18,output_id:4,output_lay:[25,105],output_max_index:7,output_mem:[4,127],output_mod:22,output_nam:32,output_num:73,output_path:38,output_s:18,output_seg:95,output_width:18,outputbuff:39,outputgradi:85,outputh:4,outputw:4,outsid:[4,5,47,88],outupt:95,outv:99,outval_:67,over:[4,5,18,25,31,56,65,76,77,95,97,99,124],overal:[59,77,79,97,132],overfit:[18,86],overflow:18,overhead:124,overlap:[3,4,99],overlap_threshold:[3,4],overload:[55,64],overrid:[34,36,54,68,92,99,100,102],overview:[40,41,42,92],overwhelm:97,overwrit:[54,106],own:[4,18,33,41,43,50,52,61,63,75,76,77,86,90,100,106,110,112,129,130],owner:[26,97],pack:[95,129],packag:[9,10,27,28,40,44,45,58,67,87,97,100,112,123],pad:[5,18,68,91],pad_c:4,pad_h:4,pad_w:4,padding_attr:4,padding_down:18,padding_h:18,padding_i:4,padding_idx:18,padding_left:18,padding_right:18,padding_up:18,padding_w:18,padding_x:4,paddl:[1,2,3,4,5,6,7,9,10,11,13,14,15,16,17,18,19,20,21,22,23,25,26,27,28,30,31,34,35,36,38,44,47,54,57,58,59,62,66,67,68,69,70,71,73,74,78,80,84,86,87,90,91,92,95,97,99,100,101,103,105,106,107,110,112,113,114,117,119,121,123,124,125,127,129,132],paddle_begin_init_param:41,paddle_dir:100,paddle_element_typ:41,paddle_element_type_float32:41,paddle_element_type_float64:41,paddle_element_type_int32:41,paddle_element_type_int64:41,paddle_element_type_uint32:41,paddle_element_type_uint64:41,paddle_enforc:[34,68],paddle_enforce_eq:[100,102],paddle_error:[70,71],paddle_exampl:44,paddle_finish_init_param:41,paddle_get_param:41,paddle_gradi:41,paddle_init_num_gradient_serv:106,paddle_init_param:41,paddle_init_port:106,paddle_init_ports_num:106,paddle_init_ports_num_for_spars:106,paddle_init_pserv:106,paddle_init_trainer_count:106,paddle_init_trainer_id:106,paddle_init_use_gpu:106,paddle_job:44,paddle_manylinux_devel:27,paddle_matrix:[70,71],paddle_matrix_cr:71,paddle_matrix_get_shap:70,paddle_matrix_shap:70,paddle_new_etcd_pserver_cli:41,paddle_new_pserver_cli:41,paddle_on_cloud:44,paddle_output:113,paddle_paramet:41,paddle_pserver2:110,paddle_pserver_cli:41,paddle_pserver_client_releas:41,paddle_save_model:41,paddle_send_grad:41,paddle_train:[71,87,110],paddle_with_cuda:79,paddle_with_mkldnn:72,paddlepaddl:[4,5,9,10,11,18,25,26,29,35,36,38,41,42,43,44,45,47,53,54,58,59,60,62,64,69,73,74,75,78,79,82,83,84,88,95,96,97,99,100,101,105,106,109,110,111,114,115,116,117,123,124,127,132],paddlepaddle_gpu:30,paddlepaddlebook:28,paddlepaddlehub:28,page:[10,97,112],pair:[3,18,19,22,23,33,34,47,60,75,79,84],pairwis:4,pakcag:35,panic:46,paper:[4,10,18,59,91],para:39,paradigm:[45,52,84],paragraph:73,paragraph_data:73,paragraph_out:73,parallel:[18,26,45,46,47,49,76,79,84,94,106,109,111,112,113,119,121,124],parallel_for:45,parallel_nn:[2,118,119],paralleldo:48,parallelfor:45,paralleliz:91,param:[2,4,5,9,17,18,32,34,41,78,82,92,102],param_attr:[4,5,12,18,19,39,82,127],param_config_proto:41,param_initi:18,paramattr:[2,4,18,127],paramet:[3,4,5,6,7,9,10,11,17,18,19,22,23,24,27,32,33,34,35,37,39,43,45,47,48,50,52,54,56,57,59,60,61,63,69,73,75,76,80,83,88,90,91,95,97,99,100,101,102,105,109,110,121,122,125,130],parameter_block_s:[118,119],parameter_block_size_for_spars:[118,119],parameter_learning_r:2,parameter_list:[33,75],parameter_nam:[25,31],parameter_serv:31,parameter_valu:39,parameterattribut:[2,4,5,39],parameterclient_:39,parametermap:99,parametermutex_:39,parameters_:99,parameters_and_grad:[23,75],parameterserver2:39,parameterset:31,parameterupdat:78,parameterupdater_:39,parametr:4,params_grad:[75,107],paramt:112,paraspars:99,parent:[34,45,80,82,84,99],parent_:[34,88],parent_idx:82,parenthes:84,pars:[9,10,26,35,47,61,112,121],parser:9,part:[3,4,18,19,33,34,43,47,56,68,69,80,82,91,92,99,106,107,109,123,124,127,132],parti:[26,124,129,130,131],partial:[4,25],partial_sum:4,particip:100,particular:[60,69,84,91,94,124],partit:[36,38,47,49,84,109,112],pass:[4,18,25,33,34,36,46,50,51,56,59,65,69,75,77,78,81,82,83,84,86,88,91,93,95,97,99,106,107,110,112,113,119,124],pass_gener:4,pass_id:[25,47,107],pass_idx:83,pass_num:107,passtyp:99,password:114,past:[28,31,105,112],patch:[18,53],path:[3,9,10,11,17,25,27,28,36,40,41,44,65,74,83,91,106,112,113,119,121,129,130,131],path_to_paddlepaddle_working_directori:103,pattern:[10,36,70,77,86,112],paus:[36,43],pcie:76,pdf:[5,18],peephol:18,peer:76,pem:[31,38,112],pend:[36,40],peopl:26,pep425tag:30,pep8:97,per:[3,4,10,11,18,36,41,76,77,83,86,100,119],percal:123,perf_test:123,perfectli:91,perfom:[119,121],perform:[4,5,18,26,32,41,46,47,51,55,56,59,65,76,78,79,83,84,86,91,92,94,99,100,107,111,118,122,127,129,130,131],perftool:[79,123],period:[36,43,119],perl:10,perm:18,permiss:112,permut:18,peroid:[4,11],persist:[17,18,52,89,91,96,112],persistentvolum:112,persistentvolumeclaim:112,person:[3,31,64],perspect:[84,124],perturb:[32,99],pex:132,pfs:[38,54],pfsclient:38,pfspath:54,pgp:112,phase:[18,68,74,76,77,83,85,91,132],philosophi:[77,86],photo:59,phrase:18,physic:[130,132],pick:[18,112,130],pickl:[106,114],pictur:76,piec:[5,45,79,102,107],pil:[11,106],pillow:44,ping:97,pip:[27,29,87,97,103,105,123],pipe:9,pipelin:[51,91],piperead:9,pivot:68,pixel:[4,9,10,47],place:[13,15,18,22,33,34,36,43,47,49,52,64,68,76,84,94,99,102,107,124,125],place_:[64,72,92,94],place_typ:101,placehold:[59,92,102],placement:49,plain:[3,4,9,44,69,71,72],plan:[36,45,68,84,91,99,129],platform:[30,34,57,68,72,79,92,94,97,100,101,102,106,111,112,125,129,130,131],pleas:[2,4,5,6,10,11,18,26,27,28,30,31,36,40,41,42,45,46,57,61,72,73,82,83,84,91,92,96,97,99,100,102,103,107,112,117,123,127,129,130,131],plot:31,plu:4,plug:[76,77],pne:100,pnpairvalidationlay:119,pnpairvalidationpredict_fil:118,pod:[38,44,45,112,113],pod_nam:112,point:[18,26,34,36,44,46,55,65,68,76,92,97,100,102,123,124,129,132],pointer:[34,41,61,65,72,82,84,88,92,102],polar:10,polici:[18,112],polit:18,poll:46,pollut:43,polyak:77,ponit:61,pool3:99,pool:[5,18,24,48,65,91],pool_attr:5,pool_bias_attr:5,pool_layer_attr:5,pool_pad:[5,18],pool_siz:[4,5,18,19],pool_size_i:4,pool_strid:[5,18,19],pool_typ:[4,5,18,19],pooled_height:4,pooled_width:4,pooling_lay:5,pooling_typ:4,poolingtyp:7,pop:[34,52],popul:41,popular:[35,59,61,79],port:[18,35,45,106,107,112,113,118,119,123],port_num:118,portabl:61,portal:103,ports_num:[106,119],ports_num_for_spars:[39,106,118,119,121],pose:36,posit:[3,4,5,18],positive_label:3,possibl:[31,34,40,46,49,65,82,86,96,124],post:[44,53],postpon:86,potenti:[55,124],power:[55,65,76,91,102,132],ppo_workspac:103,pprof:123,practic:[99,127],pre:[4,5,10,27,31,41,64,65,97,112,113,129,131],pre_activ:82,pre_bia:82,pre_id:18,pre_mem:18,pre_stat:[73,95],preambl:82,precis:[3,14,18,27,51,55,77],precision_evalu:3,precompil:52,pred:[61,65],predecessor:65,predetermin:[4,119],predic:[10,17],predict:[3,4,18,25,47,86,105,119,127],predict_fil:119,predict_lay:25,predict_output_dir:[118,119],prediction1:25,prediction2:25,prefer:[56,64],prefetch:[39,99],prefix:[3,5,18,36,38,74,91,112],pregel:46,pregrad:99,prepand:82,prepar:[32,44,78,91,108,115,127],prepend:[18,82],prepend_oper:82,preprocess:[10,11,91,95,113],present:[31,33,34,79,95],preserv:54,prev_batch_st:[118,119],prev_cel:18,prev_cell_data:18,prev_hidden:18,prev_hidden_data:18,prevent:[6,18,31,36,40,43,50,86,123],preview:[84,103],previou:[4,5,18,22,25,33,36,49,54,73,74,99,112,119,123],previous:[4,113],previous_memori:34,price:[10,84,105],prim:68,primari:[56,60],primarili:[77,86],primer:97,primit:[55,67,68,76,95],primitive_desc:68,primitivedesc:68,principl:[18,31,35,72],print:[2,22,25,30,31,46,47,56,61,82,93,105,114,119,123],print_graphviz:61,print_phas:18,print_tensor_lod:18,print_tensor_nam:18,print_tensor_shap:18,print_tensor_typ:18,printallstatu:124,printer:3,println:46,printstatu:124,priorbox:4,prioriti:84,prite:3,privat:[34,71,79,82,88,89,90,92,95,97,102],privileg:[26,112],pro:76,prob:[3,25,105],probabalist:18,probabilist:4,probabl:[3,4,18,25,28,74,91,97,127],problem:[4,26,30,31,32,35,43,56,59,60,77,84,86],proc:28,proce:[9,28,36,83,112],procedur:[34,69,102,130],proceed:[10,18],process:[2,4,5,9,18,31,33,34,38,39,40,43,45,46,47,51,52,56,57,61,65,67,69,76,86,90,94,97,110,111,112,113,119,121,123,127],process_num:9,processor:[55,124],produc:[4,5,9,18,36,56,61,83],product:[4,5,18,19,44,56,99,112,113],productgraph:113,prof:123,profil:[12,54,79,91],profilerst:79,proflier:[79,124],program:[9,13,17,18,22,31,33,38,41,43,47,49,52,60,62,65,75,76,79,83,84,88,93,96,110,119,123,124],programdesc:[45,47,52,56,65,69,81,82,85,96],programm:[47,56,82],progress:[36,40,119],proj:4,proj_activ:18,proj_dim:18,proj_out:18,proj_siz:18,project:[4,5,18,19,44,71,91,99,100,127],promis:[4,5,74],prompt:[54,56,107],prone:31,pronunc:91,prop_kind:68,propag:[4,6,33,56,77,100,119,121],proper:[64,117],properli:[26,64,107],properti:[61,86,119],propos:[18,34,48,49,74,75,76,77,95],proprietari:67,protect:[55,90,99,100],proto:[7,46,64,69,72,80,84,90,96,100],proto_:90,protobuf:[25,34,44,45,47,52,56,57,60,61,65,69,80,82,84,85,90],protoc:[129,131],protocol:[3,119,125,132],provi:106,provid:[4,10,18,28,31,34,41,44,45,51,52,55,56,59,61,63,64,72,76,77,79,82,86,90,91,92,93,95,102,105,106,107,110,111,112,123,124,129,130,132],providermemory_threshold_on_load_data:118,provis:[112,132],prune:[4,17,34],ps_desir:36,pserver:[25,39,41,42,44,84,106,107,112,118,119],pserver_addr:41,pserver_cpu:44,pserver_endpoint:107,pserver_id:37,pserver_mem:44,pserver_num_thread:[39,118,119],pserver_prog:107,pserver_spec:25,pserver_startup:107,pserverstart_pserv:118,pseudo:[31,33,44,85,95],pseudocod:95,psize:99,ptr:[71,92],pub:[18,114],publish:129,pull:[35,84,87,97,129],purpos:[4,36,47,49,64,124],push:[34,52,56,79,87,97],push_back:99,put:[35,36,39,49,65,68,82,92,99,107,113,129],pvc:112,pwd:[26,27,28,103,129],pxe:132,pybind:[34,46,55],pypi:30,pyramid:4,pyramid_height:4,python2:123,python3:30,python:[10,18,25,26,27,28,30,31,34,42,46,51,52,56,58,59,60,61,64,70,74,78,79,84,87,92,95,97,103,105,106,107,114,125,127],pytorch:[56,79],qualcomm:55,queri:[3,4,19,112],query_id:3,quest:10,question:[4,31,45,49,90,107,112],queue:[46,49],quick:[61,104,119],quick_start:[44,112,113,115],quick_start_data:113,quickli:[74,82,84],quickstart:113,quit:[74,124],r14b:129,r_h_val:18,r_t:4,rais:[9,18,19,23,50,61,106],rajathkmp:59,ran:[49,124],rand:[59,119,121,124],random:[2,4,9,18,38,46,59,72,78,82,83,100,109,119],random_crop:11,random_imag:38,randomli:[11,18,43],randomnumberse:118,rang:[4,9,18,38,45,47,55,59,65,79,83,90,97,107,119,121],rank0:76,rank1:76,rank:[4,18,31,95,102,112],rank_tabl:18,rankdir:61,ranktabl:18,rapid:85,raspberry_pi:131,raspberrypi:131,raspbian:131,rate:[2,3,4,5,6,10,19,41,91,99],rather:[33,44,59,95,112],ratio:[4,119],raw:[4,18,69],rdma:119,rdma_tcp:[118,119],reach:[36,65,76,124],read:[9,11,18,25,26,28,31,33,36,38,45,46,47,49,56,57,83,84,91,95,103,109,112,117,127,129,132],read_from_arrai:65,read_from_realistic_imag:31,read_from_rng:31,read_lock:37,read_minibatch:56,read_mnist_imag:31,read_ranking_model_data:31,readabl:[79,84,123],reader:[0,10,25,38,47,55,59,60,80,91,106,107,123],reader_cr:38,reader_creator_bool:83,reader_creator_random_imag:[9,83],reader_creator_random_image_and_label:[9,83],readi:[36,46,112,113,132],readlockguard:39,readm:71,readwritebuffer_:39,readwritemani:112,real:[4,18,39,59,83,106],realist:31,realiti:91,realiz:[34,73],realli:[56,86],reaon:101,rearrang:18,reason:[5,31,32,36,46,56,97,107,113],recal:[3,14,18],receiv:[18,36,44,46,47,49,73,107],recent:[65,77],reciev:119,recognit:[4,91],recommend:[5,18,27,28,29,31,97,99,103,110,117,119,127,129],recompil:124,record:[9,22,40,68,79,90,112],recordev:79,recordio:[9,10,31,38,40],recov:[36,95],recover:84,recoveri:40,rectifi:4,recurr:[18,66,73,88,91],recurrent_group:[5,91,127],recurrent_lay:5,recurrent_op:95,recurrentgradientmachin:[71,74,95],recurrentgroup:3,recurrentlay:[66,119],recurs:[33,34,35,54,65,84],recv:[45,47,49,76,112],recvparametertyp:39,red:[59,123],redirect:9,reduc:[4,18,28,49,55,76,84,97,110,119,121,123],reduce_by_kei:84,reduce_mean:59,ref:18,ref_batch_dim_idx:18,refactor:[47,49,60,74,77,78,82,86,95],refer:[2,4,5,6,11,18,19,22,26,27,28,34,36,40,41,42,45,55,61,68,72,73,76,80,82,84,86,88,92,95,96,99,100,102,107,113,127,129,130],referenc:40,reflect:40,reformat:97,reformul:18,refrain:100,reg:90,regard:[18,132],region:[4,88,124],regist:[46,65,72,85,92,94,99,124],register_gpu_profil:124,register_lay:99,register_op:[58,84,85,90,100],register_op_cpu_kernel:[92,100],register_op_cuda_kernel:[92,100],register_op_kernel:101,register_op_without_gradi:[84,100],register_oper:[63,85],register_tim:39,register_timer_info:124,registerop:90,registr:[100,101,125],registri:[44,63,92,113,132],regress:4,regular:[2,12,18,21,33,99,112],reiniti:68,reinstal:27,rel:[5,18,32,43,86,100,129],relat:[36,43,44,55,72,79,88,94,97,113,123,130,131,132],relationship:[85,92],releas:[87,91,112,129,130,131],relev:100,reli:[32,45,74,75,77,86,100,123],reliabl:[36,86],relu1:61,relu2:61,relu:[4,59,61,65,99],relwithdebinfo:123,remain:[18,95],remaind:18,rememb:[4,97],remot:[2,35,39,47,84,97,99,112,119,121],remoteparameterupdat:[39,42,119],remov:[9,18,33,47,54,56,74,97,119,129,130],renam:[30,33,54,55],reorder:[18,68],reorder_primit:68,reorderlodtensorbyrankt:18,reorgan:4,repeat:[18,34,60,80,81,89,90,96,123],repeatedli:[60,65],replac:[18,35,40,63,77,85,91],repli:97,replic:47,replicaset:44,repo:[35,97,103,131],report:[40,55,56,79,124],reportdataset:40,repositori:[4,103,129],reprenset:18,repres:[4,5,18,33,34,40,45,47,49,50,56,61,69,72,74,77,82,84,86,89,92,95,96,99,112,127],represent:[4,18,41,47,57,59,60,65,72,74,89],reproduc:26,request:[35,36,39,43,45,84,87,97,112,113,132],requir:[3,4,26,30,31,33,36,41,43,44,47,49,50,54,55,61,65,67,73,77,79,80,81,84,86,89,90,91,96,97,99,100,103,106,112,113,129,131,132],requisit:65,rerun:100,research:[10,18,47,56],reserv:[18,54],reserveoutput:99,reset:[4,18,36,51],reset_program:51,resetingrad:67,resetinvalu:67,resetoutgrad:67,resetoutvalu:67,resetxxx:67,reshap:[32,83,102],reshape_s:4,resid:[18,26],residu:46,resiz:[11,39,92,100,102],resize_s:11,resize_short:11,resolv:[35,97,113],resourc:[47,52,76,79,92,101,112],respect:[18,19,32,50,55,59,73,99,119,127],respons:[4,39,46,47,51,59,76,77,78,86,112,113],rest:[18,34,44,53,57,94,132],restart:[36,41,112,113,132],restartpolici:[112,113],restor:[32,77],restrict:[86,88,119,123],result:[1,3,4,17,18,22,25,32,33,40,46,51,59,60,61,65,69,74,75,76,78,100,102,112,119,123,124,125],result_fil:3,resum:43,retain:102,retran:112,retriev:[26,34,74,88,99,113,123],retriv:106,return_seq:5,reuqest:87,reus:[34,43,74,83,84,99,100],rev:26,revamp:47,reveal:[31,123],revers:[4,5,10,18,33,127],review:[10,45,113],reviews_electronics_5:113,rewrit:[35,46,100],rgb:[4,11],rho:6,rid:56,right:[4,32,33,34,35,44,51,65,84,86,97,101],ring:76,risk:33,rkt:[26,44],rmsprop:77,rmspropoptim:77,rnn:[4,5,18,34,56,59,74,82,84,88,91,118,122],rnn_bias_attr:127,rnn_layer_attr:127,rnn_out:127,rnn_output:95,rnn_step:4,rnn_use_batch:[66,118,119],rnnalgorithm:74,rnnlm:10,rnnstep:95,roadmap:[91,95],robust:4,rocmplac:72,roi:4,role:[10,31,40,41,47,76,107,112],rollback:82,root:[6,7,33,76,112,113,130],rot:4,roughli:91,round:[55,76],routin:[55,67,76],row:[3,4,9,18,39,46,99],row_id:4,rows_:89,rpc:40,rpcserver:40,rpi:131,rpi_arm_neon:131,rpi_toolchain:131,rsize:112,rtk:132,rtype:9,rule:[3,18,33,47,50,56,60,99,112],run:[18,26,29,30,31,32,33,34,35,36,44,45,46,47,48,49,51,55,56,57,58,59,60,61,65,68,72,73,75,76,77,79,80,81,82,84,87,88,89,91,92,93,94,97,99,101,102,103,105,106,107,109,110,111,112,114,115,116,117,119,123,124,129,130,131,132],run_test:27,runinitfunct:124,runnabl:49,running_on_cloud:44,runserv:103,runtim:[22,28,34,45,46,47,63,73,84,96,101,110,129],runtime_table_:34,s_block:33,s_recurrent_group:127,safe:44,sai:[4,26,57,60,62,65,83,119,121],said:56,sake:99,same:[3,4,5,18,19,23,25,27,31,32,40,41,43,45,46,47,58,59,61,64,65,73,74,76,82,84,85,88,91,94,95,100,101,102,107,110,112,121,127],samping_id:4,sampl:[3,9,10,18,28,51,59,82,90,106,110,119,121],sample_id:3,sample_num:3,sample_weight:18,sampler:59,satifi:[3,65],satisfi:[30,35,68,89,112],save:[4,9,17,25,26,36,38,40,41,44,45,47,60,61,65,69,77,89,96,106,112,113,119,121],save_dir:[113,119,121],save_file_nam:17,save_only_on:[118,119],save_parameter_to_tar:25,save_persist:107,saving_period:[118,119],saving_period_by_batch:[118,119,121],scalabl:84,scalar:[4,18,33,34,62,93,95],scale:[1,19,47,49,77,85,90,91,100,111],scale_a:18,scale_b:18,scaleop:100,scaleopmak:[84,100],scalingproject:4,scan:[18,33,40,65,84],scatter:[4,33,76],scenario:[74,118],scene:118,schdule:112,schedul:[40,44,49,112],scheduler_factor:2,scheme:[3,6,39,86,100],scienc:65,scope:[15,32,45,48,52,57,94,125],score:[3,4,14,18,74],scorer:91,scp:114,script:[10,26,27,76,100,106,110,111,112,114,129],sdk:130,search:[4,18,27,36,88,119,127],second:[4,18,31,45,54,56,59,61,73,74,80,81,83,88,90,100,110],secret:112,section:[33,49,56,82,97,99,109,112,123,127],see:[4,5,10,18,31,33,36,45,46,49,55,56,82,91,97,100,102,107,112,123,124],seed:[18,119,124],seem:[30,35,46,55,56,91],seen:[19,86,100],segment:[3,18,73,95,102],sel:46,sel_fc:4,selcet:4,select:[4,18,74,112],selected_generation_scor:74,selected_id:[4,74],selected_indic:4,selected_row:[89,96],selected_rows_desc:[89,96],selected_scor:74,selectedrow:[63,96],selectiv:4,selector:113,self:[32,50,51,59,61,65,66,67,69,75,82,95,99,100],self_addr:45,selfnorm:4,semant:[10,31,74,87],semaphor:46,semat:31,send:[36,41,45,47,49,64,76,84,90,97,107,109,112,119],send_back_parameter_typ:39,send_var:18,sendbackparameterspars:39,sendbackparametertyp:39,sendparameterrequest:39,sendparameterrespons:39,sens:[77,86,97,123],sensit:4,sent:[31,41,45,47,84,90,96,113],sentenc:[4,10,56,73,74,95,127],sentence_input:95,separ:[3,17,18,22,41,47,58,77,85,86,106,107,119],seper:[18,95],seq0:18,seq1:18,seq2:18,seq3:18,seq:[4,10],seq_len:95,seq_pool:4,seq_silc:4,seq_text_print:3,seq_typ:9,seqtext_evalu:3,seqtoseq:4,seqtoseq_net:4,sequenc:[1,3,4,5,7,9,10,18,33,34,45,52,56,60,66,75,80,91,95,97,99],sequence_group:4,sequence_nest_group:4,sequencesoftmaxop:18,sequencestartposit:4,sequencetextprint:3,sequencetyp:4,sequenti:[4,34,45,46,127],seri:[5,30],serial:[25,34,40,69,78,84],serializ:[84,96],serv:[28,47,55,84,95,106,112,124],server:[18,27,31,35,39,42,43,47,57,76,84,99,109,110,117,118,132],server_endpoint:107,serverless:36,servic:[106,123,132],sess:[59,61,75],session:[61,75,81,124],set:[2,3,4,5,9,10,11,18,19,21,22,23,25,26,27,31,33,36,44,59,63,65,68,72,73,74,79,81,82,84,85,88,91,92,95,97,99,100,102,103,106,107,110,112,113,118,119,121,122,123,124,127,130,131],set_active_typ:99,set_attr:50,set_default_parameter_nam:2,set_drop_r:99,set_float_el:32,set_input:[4,50],set_output:50,set_siz:99,set_typ:[50,99],setdatatyp:89,setdefault:100,setp:112,setq:26,settup:99,setup:[47,77,87,99,100,132],seven:91,sever:[3,4,27,32,39,47,49,59,73,74,76,78,79,82,89,92,95,110,111,112,121],sexstant:132,sgd:[25,31,36,44,49,77,78,89,107,109,125],sgd_optim:[107,125],sgdasync_count:118,sgdoptim:20,shall:[33,35],shape:[3,4,9,18,19,25,32,33,34,47,59,62,72,73,80,82,84,89,91,92,100,102,107,125],shard:[36,37,38,39,40,41,43,47,49,109,112],share:[4,18,26,35,59,71,78,82,84,86,91,92,95,100,119,124],shared_bia:5,shared_bias:4,shared_librari:35,shared_ptr:[68,70,71,88,92,102],shef:10,shell:[28,112],shift:[4,18],shorten:4,shorter:11,shoul:32,should:[2,3,4,9,11,18,19,22,25,31,32,33,34,41,44,46,47,50,51,55,57,58,59,63,64,68,72,73,74,75,77,78,79,80,83,84,85,86,89,90,91,93,94,95,96,100,101,103,105,107,110,112,127,129],should_be_fals:31,should_be_tru:31,show:[3,6,26,30,33,34,36,46,54,56,62,65,69,73,76,77,80,93,95,102,109,112,113,119],show_check_sparse_distribution_log:[118,119],show_layer_stat:[118,119],show_parameter_stats_period:[113,118,119,121],shown:[4,18,31,47,51,76,79,91,99,102,112,124,127],shrink:99,shrink_rnn_memori:18,shrunk:50,shuffl:[9,47,107],sid:112,side:[4,18,25,47,51,65,78,102,109],sig:112,sigint:110,sigma:18,sigmod:90,sigmod_op:90,sigmod_output:90,sigmoid:[4,19,34,90,95,99],sigmoidactiv:5,sigmoidcrossentropywithlogit:18,sign:[53,69,112],signal:110,signatur:112,signific:[91,124],sima:10,similar:[4,18,34,45,46,47,49,52,56,74,77,79,83,84,86,91,92,94,95,100,112,123,132],similarli:[4,9,56,65,100],simpl:[1,3,4,5,9,10,18,25,45,49,55,57,60,61,65,73,77,80,86,88,90,91,95,107,119,124],simple_attent:127,simple_gru:127,simple_lstm:4,simple_rnn:[4,127],simple_transform:11,simpler:78,simplest:112,simpli:[4,11,28,31,41,47,105,124,127],simplifi:[31,74,82,90,91,99,113],simul:[56,130],simultan:112,sinc:[4,5,18,36,40,42,43,46,47,48,49,56,63,65,68,72,77,82,83,85,86,95,102,107,112,124,130,132],sincer:97,singl:[3,5,9,17,18,27,33,36,47,49,51,55,64,76,84,88,91,99,105,109,113,123],singleton:[45,48],sinlg:25,sit:[18,47],site:[35,112,123],sitten:18,sittin:18,situat:[33,81,94],size:[3,4,5,9,10,11,18,19,25,28,36,38,39,41,46,47,55,59,65,69,74,77,82,83,89,90,91,92,95,99,100,102,105,107,119,125,127,129,130,131],size_a:4,size_b:4,size_in_byt:68,size_t:[39,92,95,99],sizeof:34,skip:[33,83,97,110,112],slice0:18,slice1:18,slice2:18,slice3:18,slice:[4,18,45],sliceproject:4,slide:[4,6,10,36],slight:56,slightli:59,slope:[4,18],slopeinterceptlay:4,slow:124,slowli:[26,123],small:[4,10,18,32,45,57,59,67,74,97,99,119],small_messag:[118,119],smaller:[18,32,36,55,74,97],smart:88,smooth:4,smt:10,snap:113,snapdragon:55,snapshot:[37,43,112],snippet:[46,58,75,99,112,124,127],sock:44,sock_recv_buf_s:[118,119],sock_send_buf_s:[118,119],socket:119,soft:18,soft_label:18,softmax:[4,5,18,31,34,47,49,56,61,62,74,80,99,127],softmax_param_attr:5,softmax_selfnorm_alpha:4,softmaxoutput:61,softrelu:18,softwar:[55,79,124,132],solid:59,solut:[76,132],solv:[31,33,65,84],some:[2,4,9,11,18,25,31,33,34,35,39,40,41,43,44,46,47,49,50,55,57,58,59,60,64,65,68,72,73,74,75,80,81,82,83,84,85,88,92,94,95,97,99,100,101,102,106,112,118,119,121,124,129,130,131,132],some_c_api_funct:71,some_inst:71,some_lay:18,some_op:[63,73,95],some_python_class:70,somecppclass:70,somedata:25,somegotyp:70,someth:[26,33,39,82,97,123],sometim:[4,26,79,83,124],somewhat:41,somewher:88,soon:36,sophist:99,sort:[4,10,18,22,95,112,119,123],sort_by_length:95,sortagrad:91,sorted_kei:22,sourc:[4,10,18,26,32,35,54,56,59,67,69,71,74,83,84,111,112,113,123,127,130],source_dict_dim:[74,127],source_dict_s:74,source_language_word:[74,127],space:[3,4,26,49,55,82,86,91,124,127],space_seperated_tokens_from_dictionary_according_to_seq:3,space_seperated_tokens_from_dictionary_according_to_sub_seq:3,span:79,spars:[2,4,6,9,18,39,46,99,102,106,112,119],sparse_binary_vector:9,sparse_binary_vector_sequ:9,sparse_float_vector:9,sparse_float_vector_sequ:9,sparse_non_value_slot:9,sparse_remot:39,sparse_upd:[2,39],sparse_value_slot:9,sparseparam:99,sparseprefetchrowcpumatrix:99,spatial:4,spatial_scal:4,speak:127,spec:[112,113],specfii:119,specia:10,special:[4,10,18,33,41,47,55,57,63,72,74,75,100],specialvartypeinfer:63,specif:[10,18,19,25,26,33,35,36,47,50,54,57,74,84,88,92,100,107,121,129],specifi:[3,4,10,17,18,22,26,28,31,32,39,40,41,44,45,46,47,48,50,51,52,54,59,69,79,82,88,90,95,97,99,102,103,112,119,123,127,129,130],spectrogram:91,speech:[4,91],speed:[4,5,27,55,69,76,77,132],speedup:79,sphinx:[70,103],split:[4,9,19,43,45,48,56,62,74,84,95,106,109,112,121],split_count:[106,112],sport:18,spread:33,sqrt_x:18,squar:[4,6,7,61],square_error_cost:[107,125],srand:119,src:[35,68,106],src_backward:127,src_dict_siz:10,src_embed:[74,127],src_forward:127,src_lang:10,src_primitive_desc:68,src_word_id:[74,127],src_word_vec:74,sreializ:96,srl:10,ssd:4,ssh:[112,113,114,131],ssh_server:110,sstabl:31,stabil:[4,18,32,65,100],stabl:[87,112],stack:[18,52,84,95,112],stackexchang:4,stage:[35,42,48,59,65,68,91,96,110,129],stale:36,stamp:124,stand:18,standalon:129,standard:[2,9,18,26,30,46,56,84,86,91,123],stanford:[10,32,113],star:35,start:[4,5,10,18,25,26,27,28,30,33,35,36,39,40,41,43,44,46,47,48,74,76,78,79,110,114,119,123,124,127,128],start_mpi_train:114,start_op_idx:33,start_pass:[118,119],start_po:4,start_pserv:119,startup:[18,36,44,56,112],startup_program:18,stat:[119,124],state:[4,5,18,22,34,36,51,52,73,74,79,88,91,95,101,113,119,127],state_act:[4,5],statem:65,statement:[46,56,60,65,99,112],static_cast:[68,102],staticinput:[4,127],statist:[4,18,51,79,119],statmt:10,statset:124,statu:[18,44,74,112,113,124],status:113,std:[25,35,39,61,63,64,68,70,71,79,81,84,85,88,90,92,99,100,102,119],stdbuf:106,stderr:110,stdout:[9,110],step1:18,step:[4,5,7,18,27,28,32,34,36,41,46,47,49,51,56,59,60,66,74,77,78,82,84,90,91,95,97,99,105,109,112,113,114,123,124,127,129,131,132],step_gradi:33,step_id:95,step_input:95,step_net:34,step_output:95,step_scop:84,stepnet:[34,73,84,88],still:[30,33,40,43,47,56,65,85,102],stirng:82,stmt1482205552000:112,stmt1482205746000:112,stochast:[6,36,40,43,77,109],stop:[4,26,82,110,113,119],stop_gradi:[18,82],storag:[53,55,106,112,113],store:[3,4,10,18,25,32,34,35,39,52,61,63,69,72,74,78,80,82,84,85,86,88,95,99,100,102,103,106,109,112,113,114,119,130,131],str:[11,18,25,33,44,95,121],straight:[80,83,89],straightforward:68,strategi:[7,36,82,119],stream:[9,47,68,79,92,101],stream_:92,streamid:22,street:4,strict:[83,109],stride:[4,5,18,68,72,91],stride_h:18,stride_i:4,stride_w:18,stride_x:4,string:[3,4,9,10,11,18,22,25,33,34,40,54,61,64,69,79,80,81,82,84,85,88,89,90,96,99,100,112,119],strip:123,strongli:117,struct:[40,41,53,55,63,64,71,72,79,85,90,94,101],structur:[33,34,40,56,59,69,74,80,82,84,89,110,112],sts:112,stuff:97,style:[4,27,84,90],sub:[3,4,9,18,31,33,43,45,49,59,65,73,76,78,82,99,127,129],sub_block:33,sub_nest_seq:4,sub_sequ:4,subclass:82,subcommand:54,subgradi:6,subgraph:[49,59],submiss:47,submit:[68,84,103,111,112,118,119],subnet0:112,subnet:[31,112],subobjectpath:113,subscript:18,subsequ:[4,76],subsequenceinput:4,subset:[18,99],substitut:18,subtract:32,succ:65,succeed:[40,113],success:[4,41,112,113],successfulcr:113,successfulli:100,successor:119,sucess:65,sucessor:65,sudo:[26,112],suffer:32,suffici:119,suffix:[30,44,106],suggest:[4,35,97,124],suit:132,suitabl:[89,92,119],sum:[4,6,19,33,34,37,48,63,82,99,127],sum_op:33,sum_x:18,sume:18,summar:[18,59,79],summari:79,summat:18,sumopgradmak:85,supercomput:65,suppli:[18,89],support:[2,3,4,6,7,9,11,18,26,27,28,30,32,34,36,43,44,45,46,47,49,56,58,59,65,68,69,72,74,77,78,79,81,83,84,85,86,89,91,94,99,100,102,103,105,109,111,112,119,124,127,129,130,131,132],support_inplac:65,suppos:[5,18,19,35,45,58,89,99],suppress:[4,54],sure:[18,26,27,99,107,112,123],surpass:4,svs:90,swagger:53,swig:[27,42,70,71,129,130],switchop:34,sychron:76,symbol:[4,30,34,61,71],symbols_ready_:34,symbolt:[34,84],symlink:97,sync:[36,77,86,119],sync_with_cpp:123,syncflag:99,synchron:[36,40,46,68,76,79,109,112,119],syntax:[45,52,56,74,83],sysroot:129,system:[27,28,30,34,35,36,41,43,46,47,49,53,58,59,65,67,91,100,103,106,111,113,123,129],t_max:18,t_min:18,tab:30,tabl:[3,4,18,34,45,56,63,69,89,96,130],tablelookup:89,tablelookupgrad:89,tablelookupop:89,tableproject:4,tag:[3,10,28,87,117,127],tagtyp:3,tail:74,take:[3,4,5,9,18,25,26,27,31,33,34,35,36,43,45,46,47,50,52,55,57,59,60,62,63,65,68,72,77,80,81,82,83,84,85,92,94,95,97,99,100,101,106,107,112,113,117,123,124,127],taken:[4,50,61,65,72,95],talk:[41,57,131],tangl:123,tanh:[4,5,59,74,99,127],tanhactiv:5,tanhshrink:18,tar:[10,11,25,112],tarbal:112,target:[4,10,18,25,27,33,34,35,50,52,59,61,75,81,84,100,127,129,130,131],target_block:[33,50],target_dict_dim:127,target_dict_s:74,target_dictionary_dim:4,target_language_embed:4,target_language_word:127,target_link_librari:35,target_var:17,target_word:74,targetinlink:4,task13:91,task14:91,task1:10,task:[3,4,10,18,47,69,74,79,90,107,121,127],task_queu:40,taskentri:40,taskqueu:40,tbd:[42,68,91],tcp:[112,119],tear:124,technic:[33,36,107],techniqu:[18,65,99,123,127],technolog:[18,26,56],tee:113,tell:[22,28,36,40,41,74,90,124,129],templat:[58,68,90,92,100,101,102,113,132],tempor:[4,18,91],temporari:[33,44,52,65,77,82],tempori:65,ten:26,tensor:[19,32,35,45,46,48,49,55,56,57,59,61,63,64,68,69,72,73,74,89,95,96,100,125],tensor_arrai:45,tensor_array_read:95,tensor_array_s:95,tensor_array_stack:95,tensor_array_unstack:95,tensor_array_writ:95,tensor_data:69,tensor_in:94,tensor_s:32,tensor_test:35,tensor_to_check:32,tensorarrai:48,tensorarraydesc:95,tensordesc:[69,89],tensorflow:[34,45,46,47,49,56,59,62,86,95,102],term:[4,5,18,36,85,86,91],termin:113,terminolog:65,tessorarrai:95,test100:10,test10:10,test1:38,test:[4,9,10,11,18,25,26,31,32,35,61,71,77,83,87,102,105,106,107,114,118,124,125],test_:100,test_all_data_in_one_period:113,test_check_grad_ingore_i:100,test_check_grad_ingore_x:100,test_check_grad_norm:100,test_check_output:100,test_data_dir:106,test_fcgrad:99,test_gpuprofil:124,test_layergrad:99,test_mkldnn:67,test_mklpack:66,test_mul_op:[27,100],test_norm:100,test_pass:[118,119,121],test_period:[118,119,121],test_recurrent_op:97,test_wait:[118,119],testa:31,testb:31,testbilinearfwdbwd:124,testcas:100,testconfig:99,testfcgrad:99,testfclay:99,testlayergrad:99,testmodel_list:118,testmulop:100,testq:31,testresult:25,testsave_dir:118,testutil:99,text1:54,text:[3,5,9,18,31,69,73,79,91,112],text_fil:9,tflop:124,tftp:132,tgz:[10,30],than:[2,3,4,5,18,26,27,33,36,44,45,50,56,57,58,59,82,84,86,93,95,99,106,107,112,127,129,132],the_step:56,theano:56,thehalf:18,thei:[4,18,26,31,33,35,36,41,43,45,46,49,50,54,56,59,60,64,65,74,75,79,82,84,90,95,96,97,99,100,102,107,109,112,118,124,127],them:[3,4,5,11,18,26,31,32,33,35,36,39,44,46,49,50,56,57,58,63,64,65,74,82,83,84,85,88,89,90,94,95,96,97,100,103,107,112,118,119,124],themselv:[33,35],theori:[56,124],therefor:[33,65,77],therein:[4,18,34],theta:59,theta_d:59,theta_g:59,thi:[2,3,4,5,6,9,10,11,17,18,22,23,25,26,28,30,31,32,33,34,35,36,39,40,41,42,43,44,45,46,47,48,49,50,51,52,55,56,57,58,59,60,61,64,65,68,72,73,74,75,76,77,78,79,80,82,83,84,85,86,89,90,91,92,94,95,97,99,100,101,102,103,105,106,107,109,112,113,117,119,121,123,124,125,127,129,130,131,132],thin:63,thing:[47,59,84,92,124],think:[31,35,107],third:[4,18,36,61,100,123,124,129,130,131],third_parti:[4,67,129,130,131],thirt:26,those:[4,34,35,36,58,60,61,62,80,129],though:[95,132],thought:[18,35,124],thread:[45,46,48,79,99,106,119,121,123,124],thread_count:48,thread_id:79,thread_id_:79,thread_local_rand_use_global_se:[118,119],thread_pool:48,threadblocks:22,threadid:121,threadloc:124,threadpool:45,three:[3,4,10,18,19,32,33,36,46,51,55,56,57,60,68,74,75,78,79,80,83,91,92,119,129],threshold:[2,3,4,18,36,40,50,97,119],thresholdedrelu:18,through:[4,19,33,35,36,40,42,51,65,75,77,99,100,103,106,124,125,127,130],throughout:52,throughput:[106,124],thrust:84,thu:[4,18,43,51,61,65,91,99,112],tier:113,time:[4,5,7,9,18,22,25,26,27,31,32,35,36,40,43,46,47,49,50,56,58,63,65,66,72,73,74,76,79,82,83,84,85,89,90,91,95,96,102,113,119,121,123,124,127,132],timelin:[4,79,84,124],timeo:112,timeout:[36,40],timeout_sec:9,timer:22,timestamp:[4,37],timestep:[4,88],tip:[129,130],titan:65,titl:10,tls:53,tmp:82,to_chw:11,to_no_sequ:4,to_sequ:4,to_tar:25,todo:[3,9,10,34,36,40,43,74,90,91],toend:4,togeth:[4,5,9,25,33,95,107,127],token:[3,4,10,18,31,91,127],toler:[25,27,32,100],too:[10,32,45,46,50,68,94,95],took:132,tool:[26,27,30,79,107,111,112,123,127,129,131],toolchain:[123,129,130],toolkit:91,top:[3,18,25,73,74,91,100],top_k:[3,18,74],top_level_rnn:73,topic:68,topk_generated_scor:74,topk_id:74,topk_indic:18,topk_out:18,topk_scor:74,toplevel:26,topolog:[31,36,47,61,65,69,78],topoloi:61,topolopi:25,torch:[34,56],toronto:10,total:[18,22,25,36,49,51,76,79,83,106,111,113,123,124,132],total_pass:83,tottim:123,toward:56,trace:[34,57,59],track:[36,40,61,82],tractabl:4,tradit:[4,34,55,91],traffic:47,trail:9,train100:10,train10:10,train:[0,2,3,4,9,10,11,18,33,34,38,40,41,43,45,50,51,52,56,57,59,60,65,66,69,76,77,78,79,80,81,82,84,86,89,91,92,96,99,109,111,115,116,118,122,124,127,130],train_config_dir:112,train_data:106,train_data_dir:106,train_id:112,train_list:106,train_loop:56,train_read:[47,107],trainabl:[4,21,69,82],traindot_period:118,trainer:[31,37,38,39,40,42,47,49,57,66,67,77,78,84,99,107,109,110,119,121],trainer_config:[112,113],trainer_config_help:99,trainer_count:[105,106,112,113,118,119,121],trainer_cpu:44,trainer_cr:44,trainer_gpu:44,trainer_id:[106,112,119],trainer_intern:39,trainer_mem:44,trainer_packag:44,trainer_prog:47,trainerid:43,training_rol:107,trainingjob:47,trainingtest_period:118,trainonebatch:39,tran:[68,99,119],trans_var:94,transact:[36,40],transcript:91,transfer:[65,79],transform:[4,5,11,18,84,91,99,102,127],transform_param_attr:5,transformed_st:5,translat:[4,5,10,65],translation_id:74,translation_scor:74,transpar:[74,110],transpil:[45,107],transport:119,transpos:[4,11,99],transpose_i:18,transpose_x:18,transposedfullmatrixproject:4,travers:[33,60,65],travi:97,treat:[4,18,34,41,65],treatment:[41,55],tree:[4,34,45,52,56,82,119,125,131],trg_dic_siz:74,trg_dict_siz:10,trg_embed:[74,127],trick:74,tricki:70,trigger:[43,78],trim:4,trivial:[74,95],true_block:[34,62,80],true_imag:83,true_label:83,true_neg:51,true_posit:51,true_read:83,truth:[3,4,18],tune:[2,91,122,123],tuninglog_barrier_abstract:118,tupl:[4,5,9,10,11,18,25,33,82,83],ture:4,turn:[4,18,28,82,83],tutori:[22,27,28,99,100,112,114,115,116,123,124,127,130],twice:[49,59,107],twine:87,two:[3,4,5,18,19,27,31,33,41,42,43,44,45,46,47,51,54,55,56,57,59,60,63,65,69,72,74,77,79,80,83,84,85,86,88,89,90,91,94,95,96,100,102,110,112,121,124,127,129,131],txt:[35,44,54,66,67,99,103,106,112,114],type:[3,4,5,7,9,10,11,18,19,23,25,26,31,33,34,36,39,40,43,44,47,53,54,55,57,63,64,68,69,70,71,73,74,80,81,82,83,84,85,86,89,90,91,92,94,96,99,101,102,105,106,109,112,113,117,119,121,127,130],type_nam:90,typedef:[41,55,70,71,72,92,101],typeerror:50,typeid:90,typenam:[58,90,92,100,101,102],typic:[3,47,124,130],ubuntu:[30,87,105,123],ubyt:83,uci:10,uci_h:[105,107],ufldl:[4,18],uid:113,uint16_t:55,uint32:[53,69],uint32_t:79,uint64:[69,70],uint64_t:70,unawar:41,unbalanc:119,unbias:32,unblock:46,unbound:[65,127],unbuff:46,unchang:18,unclear:43,uncreat:33,under:[18,27,28,35,40,49,76,94,102,103,106,110,111,112],underli:[18,74],understand:[56,82,91,123,124,132],understand_senti:127,undeterminist:124,uni:91,unidirect:[4,91],unifi:[52,61,89,97],uniform:[2,4,9,18,38,59,82,83,119],uniform_random:82,uniforminiti:16,uniniti:33,uninstal:27,uniqu:[31,34,36,43,44,68,72,82,88,100,107,112,117,119],unique_nam:82,unique_name_gener:82,unique_ptr:[85,88,92,99],unit:[4,5,18,19,26,27,35,77,79,86,92,102,127],unitest:18,unittest:[71,97,100],unittestcheckgrad_ep:118,unix:46,unk:[10,89,96],unknown:[4,10,18,23],unless:18,unlik:[4,18,74,100],unnecessari:[33,91,97],unnorm:18,unordered_map:88,unpack:95,unrol:73,unscal:18,unseen:86,unseg:4,unsign:[41,55],unstack:95,unstack_from:95,unsupervis:59,unsupport:100,until:[36,41,46,48,49,56,65,88,107,112],unus:18,unzip:129,updat:[2,4,6,18,30,33,36,40,41,47,53,55,59,73,74,75,76,77,78,88,91,95,99,106,109,119,121,123],update_equ:25,update_hook:2,update_memori:34,update_op:75,updatecallback:99,updatestack:112,upgrad:[27,30,76],upload:[36,44,46,53,87,109],upon:36,upper:4,upstream:97,uri:112,url:[9,10,97],usag:[3,4,5,11,18,25,55,62,65,78,82,93,100,124,130],use:[2,3,4,5,7,9,10,11,18,22,25,26,27,28,30,31,32,34,35,36,42,46,47,48,49,52,55,59,61,63,64,65,68,72,74,75,76,78,79,82,88,89,90,91,94,95,96,97,99,100,101,103,105,106,109,112,113,119,121,123,124,127,129,130,131],use_cpu:64,use_cudnn:[18,19,64],use_eigen_bla:129,use_eigen_for_bla:[129,130],use_etcd:25,use_global_stat:4,use_gpu:[105,106,113,118,119,121],use_mkl_pack:66,use_mkldnn:[4,64,67],use_old_updat:[39,118,119],use_peephol:18,use_sparse_remote_updat:39,used:[3,4,5,6,7,9,10,11,18,22,25,26,27,30,31,32,34,35,36,42,43,46,47,50,52,55,56,59,61,65,73,74,77,78,79,82,83,84,86,88,90,92,94,95,99,100,102,112,118,119,121,123,124,127,129,130,131],useful:[4,5,32,55,65,82,88,94,99,121,127,129],usegpu:99,user:[2,4,5,9,10,11,18,22,25,28,31,32,33,34,35,38,40,43,44,45,47,48,49,50,51,52,54,58,59,60,61,63,64,68,72,74,75,76,77,79,82,83,84,85,86,88,90,92,94,95,97,101,103,106,112,118,119,123,129,132],user_info:10,user_nam:38,usercert:38,userinfo:10,userkei:38,usernam:38,uses:[4,18,26,27,30,32,36,43,45,46,47,55,65,72,73,74,78,79,92,94,97,99,102,103,109,112,119,127,129],using:[2,4,5,9,10,14,18,25,27,28,29,30,31,32,33,34,35,36,40,41,43,44,46,47,52,54,55,56,58,59,61,63,65,73,75,77,80,82,83,85,86,88,90,91,92,97,99,100,101,102,103,105,106,112,113,114,117,119,121,124,127,129,131],usr:[27,28,106,112,119],usual:[4,18,25,33,44,65,72,79,80,86,92,97,100,112,119,121,123,124],util:[47,66,67,76,99,100,101,124,127,132],uuid:[37,43],v7a:129,v8a:129,val:33,valid:[4,10,11,18,83,84,88,100,112,130],valu:[2,3,4,7,9,10,11,18,19,22,25,32,33,34,36,45,46,50,51,61,62,65,67,69,73,74,75,77,78,80,84,88,89,90,93,95,96,99,100,101,107,112,119,121,127,129,130],value1:119,value2:119,value_:89,value_evalu:3,value_rang:9,valueerror:[18,19,61],values_:95,vanilla:127,var_nam:[33,94],var_recurs:50,vardesc:[34,60,80,82,84,89],vardescbuild:34,vari:[112,124],variabl:[6,9,10,17,18,19,31,32,34,45,46,47,49,50,51,52,57,59,60,61,62,63,72,73,74,75,77,80,81,85,86,89,90,91,94,95,99,100,101,106,111,112,113,123,125,129,130],variablenamemap:100,varialbl:59,varianc:4,variant:[4,63,72,92,95,101],varibal:33,varibl:61,varienc:95,varient:95,variou:[34,46,55,65,86,129],varproto:90,vars_:[34,88],vartyp:[18,89,96],vartypeinfer:63,vec1:4,vec2:4,vec2seq:91,veclib:130,vecter:18,vector:[4,5,9,10,18,31,34,39,41,61,62,68,73,74,79,82,84,85,89,91,93,95,99,102,127],vectorenable_parallel_vector:118,vendor:35,verb:10,verbos:[54,97],veri:[4,7,35,40,45,49,52,56,58,59,65,68,74,78,83,86,88,91,92,95,110,123,124,127],verifi:[34,99,130],version:[4,5,10,26,27,28,33,35,44,47,50,54,57,59,61,62,69,74,87,91,99,105,107,112,113,117,118,119,123,124,129,130,131],versu:31,vertic:4,vgg:5,via:[18,29,33,36,72,97,107,112,124,130,132],view:[4,69,72],vim:28,viriabl:106,virtual:[26,50,63,64,85,92,101],virtualenv:26,visibl:[43,88],vision:10,visit:[25,33],visual:[4,74,124],vl16:10,vlog:[39,97],vocabulari:91,voila:105,volum:[103,113],volumemount:[112,113],volumn:112,vutbr:10,w_f:18,wai:[3,5,18,26,31,33,41,43,46,52,56,64,65,74,77,82,83,86,95,97,99,121,127],wait:[36,41,46,48,101,106,107,109,119],walk:130,wang:18,wangkuiyi:35,want:[4,22,26,27,28,31,44,45,46,51,59,64,72,77,79,81,83,86,88,92,93,94,95,97,99,103,106,119,121,123,129,131],warn:[25,54],warp:[4,18,124],warp_ctc:91,warpctc:4,wast:76,watch:36,wbia:112,web:[103,123],websit:[10,103],weight:[3,4,5,6,18,19,21,23,66,69,86,99,119,121,127],weight_act:5,weightlist:99,weights_:99,weights_primitive_desc:68,weights_t:99,welcom:[35,91],well:[18,33,44,46,47,49,56,58,59,86,89,91,99,107,112,119],wer:91,were:[3,35,46,56],west:112,wget:129,wgt:68,what:[2,4,35,56,59,74,82,90,94,100,123,132],whatev:[26,106],wheel:30,when:[2,3,4,6,9,18,19,25,26,27,29,33,34,35,36,39,40,41,44,45,47,49,50,51,52,54,55,56,57,61,74,76,77,78,79,80,82,84,92,95,97,99,100,102,103,106,109,111,112,113,119,121,123,124,127,129,130,132],whenev:[18,82,91,97],where:[4,5,6,18,19,31,33,34,36,43,45,47,56,57,60,72,73,74,77,80,84,86,92,95,99,100,119,121,123,124,125,127],wherea:[18,34,40,58,62,92,93,96],whether:[3,4,11,18,25,27,28,32,33,34,52,79,83,89,95,99,100,119,130],which:[2,3,4,5,9,10,11,17,18,19,21,22,25,26,27,30,31,32,33,34,35,36,38,40,41,43,44,45,46,47,48,50,52,55,56,57,58,59,61,63,65,68,69,72,73,74,75,76,78,80,81,82,83,84,85,88,89,90,93,94,95,96,97,99,100,101,102,106,107,109,110,112,119,121,123,124,127,129,130,132],while_grad:65,while_loop:[74,95],while_op:[18,33],whileloop:95,whileop:34,white:91,whl:27,who:[33,58,60,76,82,97],whoever:41,whole:[3,9,33,59,62,65,70,71,73,76,81,90,91,97,109,112,113,132],whose:[4,9,18,32,33,36,43,50,73,84,85,90,95,127],why:[5,26,32,71],wide:[30,35,50,59,110,114],width:[3,4,9,11,18,39,70,83,99,100],wiil:18,wiki:[4,35],wikipedia:[4,10],window:[4,7,10,26,28,77,91,129],wirt:61,wise:[4,11,18,49,84,91,102],wish:[27,30,103,106,107],with_avx:[27,28,117,129,130],with_bia:90,with_c_api:[27,129,130,131],with_distribut:107,with_doc:27,with_doubl:[27,99,117],with_dso:27,with_golang:[27,129],with_gpu:[26,27,117,129,130],with_mkl:[27,66,67,129],with_mkldnn:67,with_mklml:67,with_profil:124,with_python:[27,117,129,130],with_rdma:[117,129,130],with_style_check:[27,97],with_swig_pi:[27,129,130],with_test:[27,100],with_tim:[117,124],within:[4,18,40,47,56,91,130],without:[3,4,33,36,41,46,79,82,83,84,91,100,106,114,123],wloop:95,wmt14:127,wmt16_files_mmt:10,wmt_shrinked_data:10,won:[109,124],word2vec:[44,106],word:[3,4,10,33,49,60,63,65,73,74,84,90,91,95,101,106,121,127],word_dict:[106,114],word_idx:10,word_vector_dim:[4,74,127],wordcount:91,words_freq_sort:10,work:[4,9,18,26,28,31,34,35,36,47,52,55,56,64,75,77,79,82,97,99,103,107,109,112,113,119,123,124,127,132],worker:[49,96,112],workercount:112,workflow:[84,112],workshop:10,workspac:[97,106,110,119],world:106,worri:32,worth:125,would:[22,25,26,28,34,35,36,43,46,47,48,49,56,58,59,60,68,75,77,78,82,83,89,91,95,97,107,112,123,129,132],wouldn:[56,60],wrap:[18,56,58,59,76,132],wrapper:[5,35,46,58,76,77,85,95,124],write:[9,18,26,31,36,43,45,46,47,49,55,56,57,58,61,63,68,75,77,82,83,84,85,92,95,98,106,111,112],write_lock:37,write_to_arrai:65,writer:[31,82],written:[18,22,27,28,33,34,45,49,52,59,69,77,84,85,89,100,102,110,123],wrong:83,wrote:61,wsize:112,www:[10,18],x64:[129,131],x86:130,x86_64:[129,130],x_first_step:18,x_last_step:18,x_neg:32,x_num_col_dim:18,x_po:32,x_reshap:18,x_t:18,x_t_data:18,x_transpos:18,xarg:[3,28,99,114],xavier:18,xavieriniti:[16,18],xcode:130,xcodebuild:130,xeon:101,xgbe0:119,xgbe1:119,xmap_read:9,xpu:56,xrang:[32,56,59,79,83,99,105],xx_layer:64,xxx:[31,95],xxxx:37,xxxxxxxxx:112,xxxxxxxxxx:112,xxxxxxxxxxxxx:112,xxxxxxxxxxxxxxxxxxx:112,y_dim:59,y_neg:32,y_num_col_dim:18,y_po:32,y_predict:[18,105,107,125],yaml:[35,110,112,114,132],yancey1989:44,yann:10,yapf:97,year:[10,56],yeild:25,yep:[79,123],yet:[56,91,132],yield:[9,31,38,83],you:[2,4,5,9,10,18,19,22,25,26,27,28,29,30,32,44,47,55,88,97,99,100,101,103,105,106,107,110,112,114,117,119,121,123,124,127,129,130,131,132],your:[4,9,10,25,26,27,29,30,31,35,39,44,54,84,97,99,103,106,107,110,112,117,121,124,129,130,131,132],your_access_key_id:112,your_secrete_access_kei:112,your_source_root:71,yourself:27,yuang:56,yuyang18:[9,10],yuyang:123,z_dim:59,z_size:59,zero:[2,4,5,6,9,10,32,33,36,46,59,74,78,82,89,99,112,119],zip:[10,82,129],zone:112,zxvf:112},titles:["API","Activation","Parameter Attribute","Evaluators","Layers","Networks","Optimizer","Pooling","Data Reader Interface and DataSets","Data Reader Interface","Dataset","Image Interface","Fluid","data_feeder","evaluator","executor","initializer","io","layers","nets","optimizer","param_attr","profiler","regularizer","Model Configuration","Training and Inference","Build using Docker","Build from Sources","Run in Docker Containers","Install and Build","Install Using pip","PaddlePaddle Design Doc","Auto Gradient Check 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","Design Doc: CSP in PaddlePaddle Fluid","Design Doc: Distributed Training Architecture","Design Doc: Execute the Program with Multi CPU","Design Doc: Parameter Server","Error Clip","Evaluator Design","Executor Design Doc","FileManager\u8bbe\u8ba1\u6587\u6863","PFSClient","Design Doc: float16","Design Doc: PaddlePaddle Fluid","PaddlePaddle Fluid: Towards a Compiled Programming Language","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: 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","DeepSpeech2 on PaddlePaddle: Design Doc","Design Doc: Supporting new Device/Library","Design Doc: Switch","Background","Design for TensorArray","Background","Contribute Code","Development","Write New Layers","How to write a new operator","Add Kernels for a New Device","How to use Eigen in Paddle","Contribute Documentation","GET STARTED","Quick Start","Command-line arguments","Fluid Distributed Training","Distributed Training","Introduction","Cluster Training Using Fabric","Use different clusters","Distributed PaddlePaddle Training on AWS with Kubernetes","PaddlePaddle On Kubernetes","Cluster Training Using OpenMPI","<no title>","<no title>","Preparations","Argument Outline","Detail Description","Set Command-line Parameters","Use Case","HOW TO","Profiling the Python Code","Tune GPU Performance","PaddlePaddle Fluid Source Code Overview","RNN Models","RNN Configuration","PaddlePaddle Documentation","Build PaddlePaddle for Android","Build PaddlePaddle for iOS","Build PaddlePaddle for Raspberry Pi","Cluster bootstrapping tool survey"],titleterms:{"\u4e0a\u4f20\u8bad\u7ec3\u6587\u4ef6":38,"\u4e0d\u4f7f\u7528":70,"\u4e0d\u4f7f\u7528swig\u8fd9\u79cd\u4ee3\u7801\u751f\u6210\u5668":70,"\u4e0d\u5bfc\u51fapaddle\u5185\u90e8\u7684\u7ed3\u6784\u4f53":70,"\u4e0d\u5f15\u7528\u5176\u4ed6\u52a8\u6001\u5e93":70,"\u4ec5\u4ec5\u4f7f\u7528void":70,"\u4ece\u5feb\u7167\u6062\u590d":37,"\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":70,"\u4f7f\u7528\u8f6c\u6362\u5e93":38,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":71,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5b9e\u73b0\u6587\u4ef6":71,"\u5206\u5757\u6587\u4ef6\u4f20\u8f93":53,"\u5206\u652f\u89c4\u8303":87,"\u52a0\u901f\u6267\u884c":37,"\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":70,"\u52a8\u6001\u6269\u5bb9":37,"\u539f\u56e0":70,"\u539f\u56e0\u5217\u8868":70,"\u53c2\u8003\u6587\u6863":53,"\u53d1\u5e03docker\u955c\u50cf":87,"\u53d1\u5e03wheel\u5305\u5230pypi":87,"\u540d\u8bcd\u89e3\u91ca":53,"\u57fa\u672c\u8981\u6c42":70,"\u5b9e\u73b0":70,"\u5b9e\u73b0\u65b9\u5f0f":71,"\u5bfc\u51fac":70,"\u5feb\u7167\u4fdd\u5b58\u7684\u8bbe\u8ba1\u5982\u4e0b":37,"\u6307\u9488\u4f5c\u4e3a\u7c7b\u578b\u7684\u53e5\u67c4":70,"\u63a8\u6d4b\u6267\u884c":37,"\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u9884\u5904\u7406job":38,"\u6587\u4ef6\u4f20\u8f93\u4f18\u5316":53,"\u6587\u4ef6\u8bbf\u95ee\u65b9\u5f0f":38,"\u6587\u4ef6\u8bbf\u95ee\u7684\u6743\u9650":38,"\u6587\u4ef6\u9884\u5904\u7406":38,"\u66b4\u9732\u63a5\u53e3\u539f\u5219":71,"\u672f\u8bed":37,"\u67b6\u6784\u56fe":53,"\u6846\u67b6\u751f\u6210":53,"\u6982\u5ff5\u89e3\u91ca":38,"\u6a21\u5757":53,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9":37,"\u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863":71,"\u6d41\u7a0b\u4ecb\u7ecd":38,"\u751f\u6210sparse\u6587\u4ef6":53,"\u7528\u6237\u4f7f\u7528\u6d41\u7a0b":53,"\u76ee\u5f55\u7ed3\u6784":71,"\u76ee\u6807":53,"\u793a\u4f8b\u7a0b\u5e8f":38,"\u7b26\u53f7":70,"\u7c7b":70,"\u7f16\u8bd1\u9009\u9879":71,"\u7f29\u5bb9":37,"\u800c\u662f\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":70,"\u80cc\u666f":70,"\u8986\u76d6\u4e0d\u4e00\u81f4\u7684\u90e8\u5206":53,"\u8bad\u7ec3\u6570\u636e\u5b58\u50a8":38,"\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1":38,"\u8f6c\u6362\u5e93":38,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u4f7f\u7528c99\u6807\u51c6\u7684\u5934\u6587\u4ef6\u5bfc\u51fa\u4e00\u4e9b\u51fd\u6570":70,"\u8fdb\u884c\u8bad\u7ec3":38,"abstract":[47,48,49,76,132],"book\u4e2d\u6240\u6709\u7ae0\u8282":87,"case":[33,121],"class":[59,78,82,99],"filemanager\u8bbe\u8ba1\u6587\u6863":53,"final":64,"function":[35,58,59,82],"new":[92,99,100,101],"paddle\u52a8\u6001\u5e93\u4e2d":70,"paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0":70,"paddlepaddle\u53d1\u884c\u89c4\u8303":87,"paddlepaddle\u56de\u5f52\u6d4b\u8bd5\u5217\u8868":87,"return":[82,83],"switch":[68,92,93],"tensor\u5230eigentensor\u7684\u8f6c\u6362":102,"while":18,AWS:112,Abs:1,DNS:112,E2E:107,EFS:112,For:[35,113],KMS:112,Not:26,The:[34,41,45,52,56,59,60,62,63,72,75,78,84,85,93,131],Use:[34,80,103,111,113,121],Using:[30,35,41,110,114,129],With:44,about:59,abs:18,absolut:74,access:112,account:112,accuraci:[14,18],action:[66,67],activ:[1,4,67],actor:46,adadelta:6,adagrad:[6,20],adam:[6,20],adamax:[6,20],add:[65,68,101,112],address:112,addto:4,advanc:92,aggreg:4,aggregatelevel:4,alalysi:39,algorithm:[32,36,47,73,81],all:[88,95],analog:45,analysi:[47,65],android:129,api:[0,47,66,67,71,75,77,82,86,90],append_regularization_op:23,appendix:132,approach:124,arbitrari:56,architectur:[47,79,127],argument:[54,83,106,118,121,129,131],arrai:32,array_length:18,array_read:18,array_to_lod_tensor:18,array_writ:18,asset:112,assign:18,associ:[88,112],assumpt:132,async:119,attent:127,attribut:[2,65,86],auc:3,auto:32,averag:77,avg:7,aws:112,background:[32,49,66,92,93,94,95,96,100,101],backward:[33,56,60,84,100],base:[44,74],basepool:7,basic:[65,92,132],batch:83,batch_norm:[4,18],batch_siz:83,beam:[74,91],beam_search:[4,18],beam_search_decod:18,benchmark:[66,67],benefit:[49,84],between:[31,46,82,84,90,92],bidirectional_gru:5,bidirectional_lstm:5,bilinear_interp:4,binari:34,bind:100,bla:27,block:[34,57,59,60,80,82,84],block_expand:4,blockdesc:80,blockguard:18,blockguardserv:18,blockguardwithcomplet:18,book:28,bool:27,bootstrap:132,bottleneck:123,brelu:[1,18],bring:132,bucket:112,build:[26,27,29,33,59,84,103,113,129,130,131],built:124,can:88,capi:71,capi_priv:71,cast:18,ceil:18,challeng:[33,49,81],chang:74,channel:46,check:[4,32,99,110],checkpoint:[36,37,43],choic:64,choos:[35,112],chunk:3,chunk_ev:18,chunkevalu:14,cifar:10,classif:3,classification_error:3,classification_error_print:3,client:41,clip:[4,18,50],clip_by_norm:18,close:32,cloudform:112,cluster:[42,107,110,111,112,114,121,132],cmake:[35,66,67,131],code:[44,57,82,97,123,125],column_sum:3,command:[106,120,121],commit:113,common:119,commun:119,compar:132,comparis:82,compat:56,compil:[27,34,55,57,80,84,100,125,129,130,131],complet:56,compos:83,comput:[34,60,68,84,86,102],con:132,concat:[4,18],concept:[82,84,112],concern:67,conclus:[43,61,132],concurr:[45,46],condit:59,conditionalblock:18,config:121,configur:[24,112,127,130],conll05:10,connect:4,constant:16,construct:60,contain:[28,113],content:[66,67,71,91,112,124],context:101,context_project:4,contribut:[97,103],control:[65,84],control_flow:18,contruct:65,conv2d:18,conv2d_transpos:18,conv:4,conv_oper:4,conv_project:4,conv_shift:4,convert:43,convolut:91,core:[32,82,112],corner:33,cos_sim:[4,18],cost:4,cpu:[48,121],creat:[33,46,83,84,88,112,113],create_arrai:18,create_global_var:18,create_paramet:18,create_tensor:18,creation:[40,77,86],creator:83,credenti:112,crf:4,crf_decod:[4,18],cross:[129,130,131],cross_channel_norm:4,cross_entropi:18,cross_entropy_cost:4,cross_entropy_with_selfnorm_cost:4,csp:46,ctc:[4,91],ctc_error:3,ctc_greedy_decod:18,cuda:[27,55],cuda_profil:22,cudnn:27,cudnnavg:7,cudnnmax:7,current:[55,85],custom:83,data:[4,8,9,18,36,47,83,94,112,113],data_feed:13,datafeed:[9,13],dataflow:65,dataprovid:119,dataset:[8,10,36,40,106],datatyp:[9,72],decayedadagrad:[6,20],decod:74,decor:83,deep:[34,56],deepspeech2:91,defin:[100,112],definit:96,delet:112,demo:[59,107,112],dens:43,dep:30,depend:[27,30,59,91],deploi:44,deriv:99,describ:[56,75],descript:[54,84,119],design:[31,32,34,36,40,41,42,43,45,46,47,48,49,51,52,55,56,58,59,60,63,66,67,68,69,72,73,74,75,76,78,80,82,83,84,85,88,89,91,92,93,95],destroi:[88,112],detail:[39,91,119],detect:3,detection_map:3,detection_output:4,develop:[26,84,98],devic:[18,92,101,121],devicecontext:92,dictionari:83,differ:[84,92,111,121],directori:112,discrimin:59,discuss:[49,59],dispatch:[36,40],distribut:[31,36,39,44,47,49,107,108,112,119],dnn:67,doc:[31,34,36,40,41,42,43,45,46,47,48,49,52,55,56,58,60,63,66,67,68,69,72,76,78,80,82,83,84,85,89,91,92,93],docker:[26,28,44,113,129],document:[103,128],doe:83,dot_prod:4,dot_product_attent:5,dotmul_oper:4,dotmul_project:4,down:112,download:[112,113],dropout:[4,18],dure:[74,83],dylib:71,dynam:[36,95],dynamic_gru:18,dynamic_lstm:18,dynamic_lstmp:18,dynamicrnn:18,dynet:61,each:30,ec2:112,edit_dist:18,eigen:102,elast:112,elect:43,elementwise_add:18,elementwise_div:18,elementwise_max:18,elementwise_min:18,elementwise_mul:18,elementwise_pow:18,elementwise_sub:18,els:34,elu:18,embed:[4,18],engin:59,enough:32,entri:83,environ:[44,129],eos:4,equat:99,error:50,evalu:[3,14,51],event:[25,31,79],evolut:56,examin:123,exampl:[31,35,45,46,62,71],execut:[34,48,56,80,84],executor:[15,52],exp:[1,18],expand:4,expandlevel:4,explan:32,extern:112,fabric:110,factorization_machin:4,faq:[29,30],fault:36,file:[34,112,113,123],fill_const:18,fill_constant_batch_size_lik:18,find:112,first_seq:4,float16:55,floor:18,flow:65,fluid:[12,45,46,56,57,68,76,107,125],format:[34,36,69],forward:[60,100],frame:34,framework:[32,101,102],from:[27,29,31,43,90],full_matrix_project:4,fulli:4,functor:92,futur:[56,91],gan:59,gate:127,gated_unit:4,gener:[26,57,59,74,123,127,132],get:[104,107,113],get_inference_program:17,get_output:4,get_plac:18,give:83,global:[80,82],global_scop:15,glu:19,gotcha:26,gpu:[28,119,121,124],grad_op:33,gradient:[32,33,41,67,85,99],gradient_print:3,graph:[60,61,65,84,86],group:[4,112],gru:[5,119],gru_group:5,gru_step:4,gru_unit:[5,18],grumemori:4,hand:124,handler:[31,70],happen:43,hard_shrink:18,hard_sigmoid:18,hardwar:55,have:107,helper:82,hierarchi:34,high:[75,77,86,90],how:[27,32,39,77,83,84,92,100,102,103,122,124],hsigmoid:4,huber_classification_cost:4,huber_regression_cost:4,iOS:130,iam:112,ident:1,identifi:123,identity_project:4,ifels:[18,62],ifelseop:34,im2sequ:18,imag:[4,5,11,28,44,113,129],imdb:10,img_cmrnorm:4,img_conv:4,img_conv_bn_pool:5,img_conv_group:5,img_pool:4,imikolov:10,implement:[32,33,35,39,48,50,51,55,69,73,76,77,82,83,84,85,86,99,100,101,102],increment:18,infer:[25,129],infershap:[80,89],infervartyp:63,ingredi:31,ingress:53,initi:[16,41,59,112,121],insid:88,inspect:112,instal:[29,30,107,112,129,130,131,132],instanc:112,instead:83,integr:[92,112],intel:[66,67],interact:90,interfac:[8,9,11,32,36,41,42,52,75,83,88],intermedi:84,interpol:4,introduc:[74,95,107],introduct:[79,86,107,109],isn:83,issu:55,job:[36,44,110,112,113,114],kei:[66,72,112],kernel:[68,72,84,101],kill:110,kmax_sequence_scor:4,kube:112,kubectl:112,kubernet:[44,112,113],l1decai:23,l2_distanc:4,l2_normal:18,l2decai:23,lambda_cost:4,languag:[34,57],larg:39,last_seq:4,launch:[28,110,114],layer:[4,18,31,58,66,67,82,99,121],layout:72,leaky_relu:18,learn:[34,56],less_than:18,leval:90,level:[75,77,86,90],libpaddle_capi_shar:71,libpaddle_capi_whol:71,librari:[41,55,72,84,92,129],limit:47,line:[106,120],linear:1,linear_chain_crf:18,linear_comb:4,linux:[110,129],list:[37,83],listenandserv:18,live:65,load:46,load_inference_model:17,load_param:17,load_persist:17,load_var:17,local:[47,88,112,121],lod:74,lod_rank_t:18,lod_tensor_to_arrai:18,lodtensor:[73,74,95],lodtensordesc:96,log:[1,18,97],logic:40,logsigmoid:18,look:123,low:[77,86,90],lstm:[5,119],lstm_step:4,lstm_unit:18,lstmemori:4,lstmemory_group:5,lstmemory_unit:5,machin:74,macro:84,main:59,make:65,manag:35,map:[83,84],master:[36,40,44,45],math:[4,92],mathemat:32,matmul:18,matrix:[67,119],max:7,max_sequence_len:18,maxframe_print:3,maxid:4,maxid_print:3,maxout:4,mean:18,member:59,memori:[4,65,73,92],merge_lod_tensor:18,messag:90,method:74,might:59,migrat:84,mileston:84,mini:83,minibatch:[9,46],mix:[4,121],mkl:[66,67],mkldnn:68,mkldnn_helper:68,mkldnndevicecontext:68,mnist:10,model:[24,31,39,41,43,46,56,59,69,74,110,121,126,127],modifi:113,modul:[84,92,102],momentum:[6,20],more:59,motiv:[33,46,52,69,76,81],movielen:10,mul:18,multi:[48,57],multi_binary_label_cross_entropy_cost:4,multibox_loss:4,multipl:83,multiplex:[4,18],mxnet:61,name:[88,112],nativ:57,nccl:76,nce:[4,18],necess:82,necessari:84,need:[26,83,124],nest:73,net:19,network:[5,84,121,127],neural:127,nlp:[5,119],non:107,norm:[4,86],normal:16,note:32,numer:32,numpi:32,nvprof:124,nvvp:124,object:36,offset:74,ones:18,onli:[83,88],op_mak:84,openmpi:114,oper:[58,62,65,68,72,77,80,82,84,85,89,95,100],opinfomap:84,opkernel:[84,92,100,101],opproto:90,ops:[18,86],optim:[6,20,36,41,60,65,75,82],option:[27,54],opwithkernel:84,order:54,org:103,origin:84,orthogon:88,other:67,out_prod:4,outlin:118,output:[110,112],overview:[43,50,52,66,67,84,88,91,125],pack:[66,74],packag:[30,35],pad:4,paddl:[39,76,83,88,102],paddlejob:44,paddlepaddl:[27,28,30,31,34,46,56,57,66,67,77,80,86,87,91,103,107,112,113,125,128,129,130,131],pair:112,paradigm:56,parallel_nn:121,paralleldo:18,param_attr:21,paramattr:21,paramet:[2,25,31,36,41,42,44,46,49,67,77,78,82,86,106,107,112,119,120],parameteraverageoptim:77,parent:88,part:60,partit:41,pass:[27,121],path:[43,54],penalti:86,perform:[77,119,123,124],persist:40,pfsclient:[53,54],pfsserver:53,pip:30,place:[65,72,92,101],placement:47,pnpair:3,point:[66,112],polici:65,pool2d:18,pool:[4,7],pose:[63,85],potenti:64,pow:18,power:4,precision_recal:3,prefetch:83,prelu:4,prepar:[106,107,110,112,114,117,130],principl:68,print:[3,18],privat:112,pro:132,problem:[51,63,64,65,72,75,85,94],procedur:132,process:[26,36,41,44,75,84],profil:[22,123,124],program:[28,34,45,46,48,56,57,80,82,106,107],programdesc:[57,80],project:35,propos:[63,85,86],protobuf:89,protomak:100,provid:83,prune:81,pserver:43,pull:28,python:[32,44,47,66,67,73,75,77,82,83,86,90,96,99,100,123],qualiti:84,queue:[36,40],quick:105,randomnumb:119,rank:3,rank_cost:4,raspberri:131,reader:[8,9,31,83],readi:107,realiz:84,reciproc:18,recoveri:36,recurr:[4,5,127],recurrent_group:4,recv:46,reduce_max:18,reduce_mean:18,reduce_min:18,reduce_sum:18,refactor:84,refer:[32,47,49,65,66,67,91,124],region:112,regist:[63,84,90,100,101],registr:[84,85],registri:84,regular:[23,41,86],rel:74,relat:[84,95],relu6:18,relu:[1,18],remark:100,remot:42,remoteexecutor:47,render:112,reorder_lod_tensor_by_rank:18,repeat:4,represent:[34,84],requir:[35,59],reset_profil:22,reshap:[4,18],resiz:4,result:[110,113],retri:40,reus:82,review:97,rmsprop:6,rnn:[73,95,119,126,127],rnnop:[34,73,84],roi_pool:4,rotat:4,round:18,route53:112,row:[89,91],row_conv:[4,18],row_l2_norm:4,rpc:46,run:[27,28,52,100,113,125],runtim:[30,44],sampl:4,sampling_id:4,save:43,save_inference_model:17,save_param:17,save_persist:17,save_var:17,scale:[4,18,36],scale_shift:4,scaled_dot_product_attent:19,scaling_project:4,scope:[34,73,84,88],scope_guard:15,script:[107,113],search:[74,91],secur:112,select:[41,46,89],selectedrow:89,selective_fc:4,semant:93,send:[18,46],sentiment:10,separ:84,seq_concat:4,seq_reshap:4,seq_slic:4,seqtext_print:3,sequenc:[74,127],sequence_conv:18,sequence_conv_pool:[5,19],sequence_expand:18,sequence_first_step:18,sequence_last_step:18,sequence_pool:18,sequence_reshap:18,sequence_softmax:18,sequencesoftmax:1,server:[36,40,41,44,46,49,106,107,112,119],servic:112,set:120,setup:[112,129],sextant:132,sgd:[20,119],shape:74,share:[31,33,65,88],should:88,shrink_memori:18,shuffl:83,sigmoid:[1,18],sigmoid_cross_entropy_with_logit:18,simpl:[74,127],simple_attent:5,simple_gru2:5,simple_gru:5,simple_img_conv_pool:[5,19],simple_lstm:5,singl:83,slice:107,slice_project:4,slope_intercept:4,small_vgg:5,smooth_l1_cost:4,soft_relu:18,softmax:1,softplu:18,softrelu:1,softshrink:18,softsign:[1,18],solut:[63,64,65,66,72,81,85,94],some:26,sourc:[27,29,125],spars:[41,42,43,89,121],specifi:121,split:18,split_lod_tensor:18,spp:4,sqrt:18,squar:[1,18],square_error_cost:[4,18],squarerootn:7,stack:34,standard:97,stanh:[1,18],start:[31,104,105,106,112,113],startup:113,statement:51,staticrnn:18,staticrnnmemorylink:18,step:[29,73],storag:86,store:36,strategi:65,style:97,sub_nested_seq:4,sub_seq:4,subcommond:54,submit:44,suffici:83,suitabl:35,sulut:68,sum:[3,7,18],sum_cost:4,sum_to_one_norm:4,summar:[31,45],summari:69,support:[55,76,92,95],survei:[55,61,86,132],swish:18,switch_scop:15,synopsi:54,syntax:46,system:[56,112],tabl:[71,91],table_project:4,tanh:[1,18],tanh_shrink:18,task:[36,40,91],tear:112,tecton:132,templat:112,tensor:[4,18,84,92,102],tensorarrai:[74,95],tensordesc:96,tensorflow:61,test:[27,66,67,68,97,99,100,119,121],text_conv_pool:5,theori:32,thi:88,think:59,three:95,thresholded_relu:18,time:125,timelin:43,timer:124,tip:124,todo:[37,38,48],togeth:88,toler:36,tool:[35,103,124,132],toolchain:131,topic:92,topk:18,toward:57,train:[25,28,31,36,39,42,44,47,75,83,106,107,108,110,112,113,114,119,121],trainer:[25,36,41,43,44,46,106,112],tran:4,trans_full_matrix_project:4,transform:94,translat:74,transpil:[47,48,49,57,65,76],transpos:18,tune:[119,124],ture:56,two:32,type:[27,46,72,100],uci_h:10,uniform:[16,95],unit:[66,67,68,97,99,100,119],unpack:74,updat:[31,42,43,103,107,112],usag:[33,50,73,74,83,102],use:[39,83,102],user:36,using:26,util:3,valu:82,value_print:3,vardesc:96,variabl:[33,65,82,84,88,96],vector:119,verifi:112,version:[30,45,55],vgg_16_network:5,volum:112,vpc:112,warp_ctc:4,warpctc:18,weightnormparamattr:21,what:[26,39,43,124],when:[43,88],whileguard:18,whl:30,why:[55,56,77,83,84,95,124],wmt14:10,wmt16:10,work:91,worker:45,workflow:97,wrapper:99,write:[97,99,100,101,103],www:103,xavier:16,yaml:113,your:[28,101],zero:18}})