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