searchindex.js 199.6 KB
Newer Older
1
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","design/api","design/auto_gradient_check","design/backward","design/block","design/build_system/README","design/cluster_train/README","design/cluster_train/checkpointing","design/cluster_train/data_dispatch","design/cluster_train/large_model_dist_train","design/cluster_train/master_server","design/cluster_train/pserver_client","design/cluster_train/remote_parameter_updater","design/cluster_train/save_model","design/cluster_train/submit-job","design/concurrent_programming","design/csp","design/dist_refactor/distributed_architecture","design/dist_refactor/multi_cpu","design/dist_refactor/parameter_server","design/error_clip","design/evaluator","design/executor","design/file_manager/README","design/file_manager/pfs/pfsclient","design/float16","design/fluid","design/fluid_compiler","design/functions_operators_layers","design/gan_api","design/graph","design/graph_survey","design/if_else_op","design/infer_var_type","design/kernel_hint_design","design/memory_optimization","design/mkl/mkl_packed","design/mkl/mkldnn","design/mkl/mkldnn_fluid","design/model_format","design/multi_language_interface/00.why_plain_c","design/multi_language_interface/01.inference_implementation","design/operator_kernel_type","design/ops/rnn","design/ops/sequence_decoder","design/optimizer","design/paddle_nccl","design/parameter_average","design/parameters_in_cpp","design/profiler","design/program","design/prune","design/python_api","design/reader/README","design/refactorization","design/register_grad_op","design/regularization","design/releasing_process","design/scope","design/selected_rows","design/simple_op_design","design/speech/deep_speech_2","design/support_new_device","design/switch","design/switch_kernel","design/tensor_array","design/var_desc","getstarted/build_and_install/build_from_source_en","getstarted/build_and_install/docker_install_en","getstarted/build_and_install/index_en","getstarted/build_and_install/pip_install_en","getstarted/index_en","howto/deep_model/rnn/index_en","howto/deep_model/rnn/rnn_config_en","howto/dev/build_en","howto/dev/contribute_to_paddle_en","howto/dev/new_layer_en","howto/dev/new_op_en","howto/dev/new_op_kernel_en","howto/dev/use_eigen_en","howto/dev/write_docs_en","howto/index_en","howto/optimization/cpu_profiling","howto/optimization/gpu_profiling_en","howto/read_source","howto/usage/cluster/cluster_train_en","howto/usage/cluster/fabric_en","howto/usage/cluster/fluid_cluster_train_en","howto/usage/cluster/k8s_aws_en","howto/usage/cluster/k8s_en","howto/usage/cluster/openmpi_en","howto/usage/cluster/src/k8s_data/README","howto/usage/cluster/src/k8s_train/README","howto/usage/cmd_parameter/arguments_en","howto/usage/cmd_parameter/detail_introduction_en","howto/usage/cmd_parameter/index_en","howto/usage/cmd_parameter/use_case_en","index_en","mobile/cross_compiling_for_android_en","mobile/cross_compiling_for_ios_en","mobile/cross_compiling_for_raspberry_en","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","design/api.md","design/auto_gradient_check.md","design/backward.md","design/block.md","design/build_system/README.md","design/cluster_train/README.md","design/cluster_train/checkpointing.md","design/cluster_train/data_dispatch.md","design/cluster_train/large_model_dist_train.md","design/cluster_train/master_server.md","design/cluster_train/pserver_client.md","design/cluster_train/remote_parameter_updater.md","design/cluster_train/save_model.md","design/cluster_train/submit-job.md","design/concurrent_programming.md","design/csp.md","design/dist_refactor/distributed_architecture.md","design/dist_refactor/multi_cpu.md","design/dist_refactor/parameter_server.md","design/error_clip.md","design/evaluator.md","design/executor.md","design/file_manager/README.md","design/file_manager/pfs/pfsclient.md","design/float16.md","design/fluid.md","design/fluid_compiler.md","design/functions_operators_layers.md","design/gan_api.md","design/graph.md","design/graph_survey.md","design/if_else_op.md","design/infer_var_type.md","design/kernel_hint_design.md","design/memory_optimization.md","design/mkl/mkl_packed.md","design/mkl/mkldnn.md","design/mkl/mkldnn_fluid.md","design/model_format.md","design/multi_language_interface/00.why_plain_c.md","design/multi_language_interface/01.inference_implementation.md","design/operator_kernel_type.md","design/ops/rnn.md","design/ops/sequence_decoder.md","design/optimizer.md","design/paddle_nccl.md","design/parameter_average.md","design/parameters_in_cpp.md","design/profiler.md","design/program.md","design/prune.md","design/python_api.md","design/reader/README.md","design/refactorization.md","design/register_grad_op.md","design/regularization.md","design/releasing_process.md","design/scope.md","design/selected_rows.md","design/simple_op_design.md","design/speech/deep_speech_2.md","design/support_new_device.md","design/switch.md","design/switch_kernel.md","design/tensor_array.md","design/var_desc.md","getstarted/build_and_install/build_from_source_en.rst","getstarted/build_and_install/docker_install_en.rst","getstarted/build_and_install/index_en.rst","getstarted/build_and_install/pip_install_en.rst","getstarted/index_en.rst","howto/deep_model/rnn/index_en.rst","howto/deep_model/rnn/rnn_config_en.rst","howto/dev/build_en.md","howto/dev/contribute_to_paddle_en.md","howto/dev/new_layer_en.rst","howto/dev/new_op_en.md","howto/dev/new_op_kernel_en.md","howto/dev/use_eigen_en.md","howto/dev/write_docs_en.rst","howto/index_en.rst","howto/optimization/cpu_profiling.md","howto/optimization/gpu_profiling_en.rst","howto/read_source.md","howto/usage/cluster/cluster_train_en.md","howto/usage/cluster/fabric_en.md","howto/usage/cluster/fluid_cluster_train_en.md","howto/usage/cluster/k8s_aws_en.md","howto/usage/cluster/k8s_en.md","howto/usage/cluster/openmpi_en.md","howto/usage/cluster/src/k8s_data/README.md","howto/usage/cluster/src/k8s_train/README.md","howto/usage/cmd_parameter/arguments_en.md","howto/usage/cmd_parameter/detail_introduction_en.md","howto/usage/cmd_parameter/index_en.rst","howto/usage/cmd_parameter/use_case_en.md","index_en.rst","mobile/cross_compiling_for_android_en.md","mobile/cross_compiling_for_ios_en.md","mobile/cross_compiling_for_raspberry_en.md","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":108,"03m":108,"0424m":108,"0473v3":5,"055ee37d":113,"0630u":108,"06u":108,"0810u":108,"0957m":108,"0_cudnn5":92,"0_cudnn5_avx_mkl":[93,95],"0_cudnn7_avx_mkl":95,"0ab":4,"0rc":110,"0rc1":82,"0rc2":82,"0x10f256d50":56,"0x7ffe4de00110":56,"100gb":108,"100gi":113,"10g":39,"10m":108,"1150u":108,"11\u5b9e\u73b0\u4e86c":66,"11e6":114,"124n":108,"12gb":60,"13m":114,"1490u":108,"1550u":108,"16u":108,"173n":108,"1770u":108,"18ad":113,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":114,"197u":108,"1gb":108,"1st":18,"210u":108,"211839e770f7b538e2d8":5,"215n":108,"228u":108,"2520u":108,"2680u":108,"279n":108,"27m":108,"285m":108,"2863m":108,"28m":108,"2977m":108,"2cbf7385":113,"2nd":18,"302n":108,"30u":108,"328n":108,"32u":108,"32x32":10,"331n":108,"3320u":108,"365e":113,"36u":108,"3710m":108,"3768m":108,"387u":108,"38u":108,"3920u":108,"39u":108,"3rd":124,"4035m":108,"4090u":108,"4096mb":119,"4279m":108,"43u":108,"448a5b355b84":114,"4560u":108,"4563m":108,"45u":108,"4650u":108,"4726m":108,"473m":114,"4gb":119,"50bd":113,"50gi":113,"514u":108,"525n":108,"526u":108,"536u":108,"5460u":108,"5470u":108,"54u":108,"5690m":108,"573u":108,"578n":108,"5798m":108,"586u":108,"58s":114,"5969m":108,"5_cudnn5_avx_mkl":95,"5_cudnn5_avx_openbla":[95,96],"6080u":108,"6140u":108,"6305m":108,"639u":108,"64m":64,"655u":108,"6780u":108,"6810u":108,"682u":108,"6970u":108,"6ce9":113,"6th":10,"704u":108,"7090u":108,"72u":108,"73u":108,"75u":108,"760u":108,"767u":108,"783n":108,"784u":108,"78m":108,"7eamaa":10,"7kb":114,"8250u":108,"8300u":108,"830n":108,"849m":108,"861u":108,"8661m":108,"892m":108,"901n":108,"90u":108,"918u":108,"9247m":108,"924n":108,"9261m":108,"9330m":108,"94u":108,"9530m":108,"983m":108,"988u":108,"997u":108,"99u":108,"9a235":124,"9f18":114,"\u4e00\u4e2a\u5178\u578b\u7684chunk\u5982\u4e0b\u6240\u793a":48,"\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u7531\u5927\u91cf\u7684\u53c2\u6570\u7ec4\u6210":32,"\u4e00\u4e2achunk\u7531\u6240\u5728\u7684\u6587\u4ef6\u504f\u79fb":48,"\u4e00\u4e2aposix\u517c\u5bb9\u7684\u6587\u4ef6\u7cfb\u7edf":48,"\u4e00\u822c\u4e0d\u5141\u8bb8\u518d\u4ece":82,"\u4e00\u822c\u7531mkl":62,"\u4e0a\u4f20\u5230cloud\u6216\u8005\u4e0b\u8f7d\u5230\u672c\u5730\u7684\u65f6\u95f4\u53ef\u80fd\u6bd4\u8f83\u957f":48,"\u4e0a\u4f20\u65b9\u6cd5":82,"\u4e0a\u6ce8\u518c\u4e00\u4e0b":48,"\u4e0a\u8ff0paddlepaddl":82,"\u4e0b\u4e00\u4e2awheel\u5305\u9700\u8981\u66f4\u65b0\u7248\u672c\u53f7\u624d\u53ef\u4ee5\u4e0a\u4f20":82,"\u4e0b\u5b58\u653e\u516c\u5171\u6570\u636e\u96c6\u5408":33,"\u4e0b\u62c9\u6846\u4e2d\u627e\u5230\u751f\u6210\u76843\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6":82,"\u4e0b\u8f7d":48,"\u4e0b\u8f7d\u5230\u672c\u5730":48,"\u4e0b\u8f7d\u5f97\u5230":82,"\u4e0b\u9762\u5206\u522b\u4ecb\u7ecd\u67d0\u4e00\u7c7b\u6587\u4ef6\u7684\u5b9e\u73b0\u65b9\u5f0f":66,"\u4e0d\u4e00\u81f4\u7684\u7531pfsclient\u4e0b\u8f7d\u6216\u8005\u4f20\u8f93chunk\u5b8c\u6210":48,"\u4e0d\u4f7f\u7528\u9759\u6001\u5e93":65,"\u4e0d\u4f7f\u7528c":65,"\u4e0d\u4f7f\u7528swig":65,"\u4e0d\u53ef\u4ee5\u66f4\u6539":82,"\u4e0d\u540c":62,"\u4e0d\u540c\u7248\u672c\u7684\u7f16\u8bd1\u5668\u4e4b\u95f4":65,"\u4e0d\u540c\u8bed\u8a00\u7684\u63a5\u53e3\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u6027":65,"\u4e0d\u5728":66,"\u4e0d\u5bb9\u6613\u51fa\u9519":48,"\u4e0d\u5d4c\u5165\u5176\u4ed6\u8bed\u8a00\u89e3\u91ca\u5668":65,"\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":65,"\u4e0d\u663e\u793a\u7684\u5199\u6bcf\u4e2a\u7c7b\u5177\u4f53\u5305\u542b\u4ec0\u4e48":65,"\u4e0d\u7528mount\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u6570\u636e":33,"\u4e0e":62,"\u4e0e\u4e4b\u76f8\u5bf9\u7684\u662flocal":48,"\u4e0e\u5176\u4ed6\u7b2c\u4e09\u65b9\u5e93\u4e00\u6837":62,"\u4e0e\u529f\u80fd\u5206\u652f\u4e0d\u540c\u7684\u662f":82,"\u4e0e\u53ef\u80fd\u6709\u7684":82,"\u4e0ebatch":61,"\u4e14\u589e\u52a0\u4e00\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00":65,"\u4e14\u8c03\u7528\u65f6\u4e0d\u80fd\u629b\u51fa\u5f02\u5e38\u6216\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef":66,"\u4e14c99\u652f\u6301bool\u7c7b\u578b\u548c\u5b9a\u957f\u6574\u6570":65,"\u4e14c99\u76f8\u5bf9\u4e8ec11\u4f7f\u7528\u66f4\u52a0\u5e7f\u6cdb":65,"\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303pep":82,"\u4e2a\u6027\u5316\u63a8\u8350":82,"\u4e2d":[61,62,65,66],"\u4e2d\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u5fc5\u8981\u7684\u63a5\u53e3\u548c\u51fd\u6570":62,"\u4e2d\u5199\u5165json\u5185\u5bb9":32,"\u4e2d\u5b8c\u5168\u4e00\u81f4":65,"\u4e2d\u5b9e\u73b0\u4e86\u4e00\u4e2amerge\u7684\u65b9\u6cd5":62,"\u4e2d\u5b9e\u73b0\u7684\u7ed3\u6784\u4f53":66,"\u4e2d\u5bf9\u5e94\u7684layer\u5904":61,"\u4e2d\u5f15\u5165\u7684":61,"\u4e2d\u63d0\u4f9b\u4e00\u4e2a\u4e0emkl\u6709\u5173\u7684\u603b\u5f00\u5173":62,"\u4e2d\u6839\u636e":61,"\u4e2d\u6dfb\u52a0":61,"\u4e2d\u6dfb\u52a0\u4e00\u4e2a":62,"\u4e2d\u7684\u7248\u672c\u4fe1\u606f":82,"\u4e2d\u8fd0\u884c\u4efb\u52a1\u7684\u89d2\u5ea6":33,"\u4e3a":[61,62],"\u4e3a\u4e86\u5c3d\u53ef\u80fd\u5c11\u7684\u5728\u7236\u7c7blayer\u4e2d\u6dfb\u52a0\u53d8\u91cf\u6216\u8005\u51fd\u6570":62,"\u4e3a\u4e86\u5e94\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898":48,"\u4e3a\u4e86\u66b4\u9732\u7684\u63a5\u53e3\u5c3d\u91cf\u7b80\u5355":66,"\u4e3a\u4e86\u66f4\u597d\u7684\u7b26\u5408paddlepaddle\u7684\u4ee3\u7801\u98ce\u683c":62,"\u4e3a\u4e86\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u591a\u6b21\u8c03\u7528":61,"\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347paddlepaddle\u5728\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\u7684\u8ba1\u7b97\u901f\u5ea6":62,"\u4e3b\u8981\u529f\u80fd\u5305\u62ec":48,"\u4e3b\u8981\u5305\u62ec":62,"\u4e3b\u8981\u5305\u62ec\u4e86\u6df1\u5ea6\u5b66\u4e60\u76f8\u5173\u7684\u6570\u5b66\u539f\u8bed\u4e0e\u64cd\u4f5c":62,"\u4e3b\u8981\u9488\u5bf9paddlepaddle\u5728\u91cd\u6784\u4e4b\u524d\u7684\u4ee3\u7801\u6846\u67b6\u4ee5\u53cav1\u7684api":62,"\u4e4b\u5916\u7684\u6240\u6709\u5934\u6587\u4ef6":66,"\u4e5f\u4e0d\u4f7f\u7528\u5176\u4ed6\u52a8\u6001\u5e93":65,"\u4e5f\u4e0d\u5e94\u8be5\u62a5\u9519":66,"\u4e5f\u4e0d\u751f\u6210":66,"\u4e5f\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u955c\u50cf":82,"\u4e5f\u5c31\u662f\u8bf4\u8f93\u51fa\u7684\u7ed3\u679c\u4e0d\u4f1a\u5728\u539f\u6765\u7684\u6570\u636e\u4e0a\u7d2f\u52a0":62,"\u4e66\u5199":65,"\u4eba\u8138\u8bc6\u522b":33,"\u4ec5\u4ec5\u4f7f\u7528":65,"\u4ec5\u4f1a\u5728\u652f\u6301avx2\u6307\u4ee4\u96c6\u53ca\u4ee5\u4e0a\u7684\u673a\u5668\u624d\u4f7f\u7528mkl":62,"\u4ece":82,"\u4ece\u78c1\u76d8\u6587\u4ef6\u4e2d\u52a0\u8f7duuid\u6587\u4ef6\u540d\u7684\u68c0\u67e5\u70b9\u5feb\u7167\u6587\u4ef6":32,"\u4ece\u800c\u907f\u514d\u4e86packing\u5197\u4f59":61,"\u4eceetcd\u4e2d\u8bfb\u53d6\u8282\u70b9":32,"\u4ed6\u4e3b\u8981\u5305\u542b\u4e86\u5b9e\u9645\u66b4\u9732\u7684\u7c7b\u578b\u7ed3\u6784":66,"\u4ed6\u662f\u5c06":66,"\u4ed6\u7684\u76ee\u6807\u662f\u4f7f\u7528c":65,"\u4ee3\u7801\u751f\u6210\u7684\u7b26\u53f7\u53ef\u80fd\u4e0d\u4e00\u81f4":65,"\u4ee3\u8868\u8fd9\u4e2alayer\u662f\u7528\u4e8e\u8dd1\u5728mkl":62,"\u4ee3\u8868\u8fd9\u4e2ashard\u7684\u6700\u5927index":33,"\u4ee3\u8868shard\u7684index":33,"\u4ee5\u4e0a\u4ee3\u7801\u7684reader\u8f93\u51fa\u7684data":33,"\u4ee5\u4e0a\u547d\u4ee4\u4f1a\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u751f\u6210100\u4e2a\u6587\u4ef6":33,"\u4ee5\u4e0b":33,"\u4ee5\u4e0b\u7b80\u79f0rnn":61,"\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7684\u7cbe\u529b\u653e\u5230\u903b\u8f91\u672c\u8eab\u4e0a":48,"\u4ee5\u53ca":61,"\u4ee5\u53canumpi":33,"\u4ee5\u6b64\u8fbe\u5230\u6700\u597d\u7684\u6027\u80fd":62,"\u4ee5\u793a\u533a\u5206":[61,62],"\u4efb\u610f\u65f6\u523b\u53ea\u53ef\u80fd\u540c\u65f6\u6709\u4e00\u53f0\u670d\u52a1\u5668\u6545\u969c":32,"\u4f18\u5316\u524d":61,"\u4f18\u5316\u540e":61,"\u4f1a\u4ee5":[61,62],"\u4f1a\u4f7f\u7528\u76f8\u540c\u7684\u539f\u6570\u636e":61,"\u4f1a\u5148\u4e34\u65f6\u4fdd\u5b58\u5728":62,"\u4f1a\u5728":62,"\u4f1a\u5728\u7f16\u8bd1paddlepaddle\u7684\u65f6\u5019\u4e0b\u8f7d\u5e76\u7f16\u8bd1mkl":62,"\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7248\u672cpython\u5728\u4e00\u4e2a\u8fdb\u7a0b\u91cc\u7684bug":65,"\u4f1a\u5f15\u5165":62,"\u4f1a\u628acpu\u7684buffer\u5bf9\u9f50\u4e3a4096":62,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u5728":62,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":61,"\u4f1a\u76f4\u63a5\u62a5\u9519\u9000\u51fa":65,"\u4f1a\u81ea\u52a8\u4f7f\u7528mklml\u5e93\u4f5c\u4e3apaddlepaddle\u7684cblas\u548clapack\u5e93":62,"\u4f1a\u81ea\u52a8\u6839\u636e\u786c\u4ef6\u914d\u7f6e":62,"\u4f1a\u88abpickle\u5e8f\u5217\u5316\u6210\u5b57\u7b26\u4e32":33,"\u4f20\u5165":33,"\u4f46":66,"\u4f46\u4e0d\u66b4\u9732":66,"\u4f46\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u5f52\u6d4b\u8bd5":82,"\u4f46\u6240\u6709fork\u7684\u7248\u672c\u5e93\u7684\u6240\u6709\u5206\u652f\u90fd\u76f8\u5f53\u4e8e\u7279\u6027\u5206\u652f":82,"\u4f46\u662f\u53c8\u8fc7\u4e8e\u7410\u788e":66,"\u4f46\u662f\u5728mkl":62,"\u4f46\u662f\u5728paddlepaddle\u4e2d":62,"\u4f46\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u9700\u8981\u4efb\u4f55\u8f6c\u6362":62,"\u4f46\u662f\u6ce8\u610f\u7684\u662f":62,"\u4f46\u662f\u89e3\u91ca\u6027\u8bed\u8a00":65,"\u4f5c\u4e3a\u53e6\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":62,"\u4f5c\u4e3a\u5b58\u50a8\u7cfb\u7edf":33,"\u4f5c\u4e3a\u7c7b\u53e5\u67c4":65,"\u4f7f\u7528":[62,66,82],"\u4f7f\u7528\u4e0b\u9762\u547d\u4ee4":33,"\u4f7f\u7528\u52a8\u6001\u5e93":65,"\u4f7f\u7528\u540c\u6837\u7684\u8bad\u7ec3\u6570\u636eblock":32,"\u4f7f\u7528\u667a\u80fd\u6307\u9488\u7684\u539f\u56e0\u662f":66,"\u4f7f\u7528\u7684\u53c2\u6570\u4e0epaddlepaddle\u7533\u8bf7\u7684buffer\u5171\u7528\u4e00\u5757\u5185\u5b58":62,"\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84\u7684\u5f15\u7528\u65b9\u5f0f":66,"\u4f7f\u7528\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5b8c\u6210\u5bf9\u65b0\u6570\u636e\u7684\u9884\u6d4b":32,"\u4f7f\u7528\u9759\u6001\u5e93\u548c\u52a8\u6001\u5e93\u96be\u5ea6\u5dee\u4e0d\u591a":65,"\u4f7f\u7528c":66,"\u4f7f\u7528c99\u505a\u63a5\u53e3":65,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c11\u7684\u539f\u56e0\u662f":65,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c89":65,"\u4f7f\u7528regress":82,"\u4f7f\u7528swig\u53ea\u652f\u6301cpython\u89e3\u91ca\u5668":65,"\u4f7f\u7528swig\u9700\u8981\u591a\u8bed\u8a00\u7ed1\u5b9a\u7684\u5f00\u53d1\u4eba\u5458\u719f\u7ec3\u638c\u63e1swig\u914d\u7f6e":65,"\u4f7f\u7528void":65,"\u4f8b\u5982":[33,65,66,82],"\u4f8b\u5982\u5728deepspeech2":61,"\u4f8b\u5982\u5bf9\u4e8ejava\u6216\u8005python":65,"\u4f8b\u5982\u5bf9\u4e8ejava\u6765\u8bf4":65,"\u4f8b\u5982\u5bf9\u4e8epython":65,"\u4f8b\u5982c":65,"\u4f8b\u5982java\u4e0epython\u7684\u9519\u8bef\u5904\u7406\u662f\u76f4\u63a5\u6254\u51fa\u6765except":65,"\u4f8b\u5982python\u53ef\u4ee5\u4f7f\u7528":65,"\u4f8b\u5982python\u7684":65,"\u4f8b\u5982rnn":61,"\u4f9d\u6b21\u7c7b\u63a8":82,"\u4fbf\u662f\u5c06\u9759\u6001\u5e93\u52a0\u5165jvm\u4e2d":65,"\u4fee\u590d\u6240\u6709bug\u540e":82,"\u4fee\u590ddocker\u7f16\u8bd1\u955c\u50cf\u95ee\u9898":82,"\u4fee\u6539":[62,82],"\u4fee\u6539\u6210":82,"\u505a\u53ea\u8bfb\u6302\u8f7d":33,"\u505a\u5982\u4e0b\u51e0\u4e2a\u64cd\u4f5c":82,"\u505a\u63a5\u53e3":65,"\u505c\u6b62\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":32,"\u5145\u5206\u53d1\u6325\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":61,"\u5145\u5206\u5c55\u73b0\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":62,"\u5148\u5b8c\u6210\u5bf9\u6743\u91cd\u7684packing\u64cd\u4f5c":61,"\u5148\u5b9e\u73b0\u6a21\u578b\u63a8\u65ad\u7684api":66,"\u5171\u4eab\u5185\u5b58":62,"\u5171\u4eab\u540c\u4e00\u4e2a\u6743\u91cd":61,"\u5176\u4e2d":[65,82],"\u5176\u4ed6\u51fd\u6570\u5747\u8fd4\u56de":66,"\u5176\u4ed6\u7528\u6237\u7684fork\u7248\u672c\u5e93\u5e76\u4e0d\u9700\u8981\u4e25\u683c\u9075\u5b88":82,"\u5176\u8f6c\u6362\u6b21\u6570\u51cf\u5c11\u81f3":61,"\u5177\u4f53\u4f7f\u7528\u65b9\u6cd5\u4e3a":66,"\u5177\u4f53\u539f\u56e0\u53c2\u8003":66,"\u5177\u4f53\u53ef\u4ee5\u53c2\u8003mkl":62,"\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u6bd4\u5982":[61,62],"\u5177\u4f53\u7684\u5b8c\u6210\u72b6\u6001\u53ef\u4ee5\u53c2\u89c1":62,"\u5177\u4f53\u8bf7\u53c2\u8003":66,"\u5185\u90e8\u5b58\u50a8":62,"\u5185\u90e8\u9a71\u52a8python\u89e3\u91ca\u5668\u8fdb\u884c\u6a21\u578b\u914d\u7f6e\u89e3\u6790\u548c\u6570\u636e\u8bfb\u53d6":65,"\u518d\u5728\u6bcf\u4e00\u4e2aapi\u4e2d\u81ea\u5df1\u68c0\u67e5\u7c7b\u578b":65,"\u518d\u57fa\u4e8e":82,"\u518d\u628a\u5df2\u8f6c\u6362\u4e3apacked\u683c\u5f0f\u7684\u6570\u636e\u4f20\u9012\u7ed9\u90a3\u4e9b\u590d\u7528\u540c\u4e00\u6570\u636e\u7684gemm":61,"\u5199\u4ee3\u7801":65,"\u5199\u5165\u5feb\u7167\u6570\u636e":32,"\u51fd\u6570":[61,62],"\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u8f6c\u6362":33,"\u51fd\u6570\u540d\u4e3a":66,"\u51fd\u6570\u547d\u540d":65,"\u5206\u522b\u4ee3\u8868\u8f93\u5165\u6570\u636e":62,"\u5206\u522b\u5bf9\u5e94capi":82,"\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1":32,"\u5206\u652f":82,"\u5206\u652f\u4e00\u65e6\u5efa\u7acb":82,"\u5206\u652f\u4e2d":82,"\u5206\u652f\u4e3a\u5f00\u53d1":82,"\u5206\u652f\u4e3a\u6bcf\u4e00\u6b21release\u65f6\u5efa\u7acb\u7684\u4e34\u65f6\u5206\u652f":82,"\u5206\u652f\u4e3a\u7a33\u5b9a":82,"\u5206\u652f\u529f\u80fd\u7684\u5c01\u95ed":82,"\u5206\u652f\u5408\u5165":82,"\u5206\u652f\u5408\u5165master\u5206\u652f":82,"\u5206\u652f\u540c\u6b65\u4e3b\u7248\u672c\u5e93\u7684":82,"\u5206\u652f\u540d\u4e3a":82,"\u5206\u652f\u5b58\u5728\u7684\u65f6\u5019":82,"\u5206\u652f\u6d3e\u751f\u51fa\u65b0\u7684\u5206\u652f":82,"\u5206\u652f\u7684\u7248\u672c\u90fd\u662f\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u7684\u7248\u672c":82,"\u5206\u652f\u7684\u7248\u672c\u90fd\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5":82,"\u5206\u7247":32,"\u5219\u4f7f\u7528\u542f\u52a8\u53c2\u6570\u5b9a\u4e49\u7684\u521d\u59cb\u5316\u65b9\u6cd5\u521d\u59cb\u5316\u53c2\u6570":32,"\u5219\u5ffd\u7565":32,"\u5219\u628a\u53e6\u4e00\u4e2a\u6162\u901f\u7684kill\u6389":32,"\u5219\u76f4\u63a5\u5f15\u5165\u53e6\u4e00\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":66,"\u5219\u9700\u8981\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u68c0\u67e5\u70b9":32,"\u521b\u5efa":62,"\u5220\u9664\u78c1\u76d8\u76ee\u5f55\u4e2d\u4e0d\u662f\u5f53\u524duuid\u7684\u5feb\u7167\u6587\u4ef6":32,"\u5230":32,"\u5230\u7b2c\u4e8c\u6b65":82,"\u524d\u540e\u7684\u7f51\u7edc\u6027\u80fd":61,"\u529f\u80fd":48,"\u529f\u80fd\u7684\u6b63\u786e\u6027\u5305\u62ec\u9a8c\u8bc1paddlepaddle\u76ee\u524d\u7684":82,"\u52a8\u6001\u5e93":65,"\u5305\u542b\u4e86\u67d0\u79cd\u7c7b\u578b\u7684\u7c7b\u578b\u5b9a\u4e49\u548c\u66b4\u9732\u7684\u5168\u90e8\u51fd\u6570":66,"\u5305\u62ec":[33,61,62],"\u5305\u62ec\u6743\u91cdw\u548c\u504f\u7f6eb":32,"\u5305\u62ecmkl":62,"\u534f\u540c\u5b8c\u6210releas":82,"\u5355\u4e2a\u503c":33,"\u5355\u70b9\u6545\u969c":32,"\u5373":66,"\u5373\u4f7f\u7528":66,"\u5373\u4f7f\u7528\u6237\u76f4\u63a5\u5f15\u7528\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":66,"\u5373\u4f7fc":66,"\u5373\u4f8b\u5982":66,"\u5373\u4fbfpaddl":66,"\u5373\u5b8c\u6210\u67d0\u4e00\u4e2a\u4efb\u52a1\u7684\u6700\u5c11\u51fd\u6570":66,"\u5373\u66b4\u9732":66,"\u5373\u8868\u793a\u4e0d\u9700\u8981\u8f6c\u6362":62,"\u5373\u8fd9\u4e2a\u52a8\u6001\u5e93\u662f\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u4efb\u4f55\u6587\u4ef6\u7684":65,"\u539f\u6765\u7684\u65b9\u6848":62,"\u53c2\u6570":65,"\u53c2\u8003":[48,65],"\u53c2\u8003\u4e0b\u56fe":82,"\u53c8\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8f6c\u6362":62,"\u53cc\u5411\u9a8c\u8bc1":48,"\u53d1\u578b\u7248":82,"\u53d1\u5e03\u5230dockerhub":82,"\u53d1\u5e03docker\u955c\u50cf\u53ea\u9700\u8981\u5bf9\u81ea\u52a8push\u7684\u955c\u50cf\u6253\u4e0a":82,"\u53d8\u91cf\u6765\u533a\u5206layer\u7684\u5c5e\u6027":62,"\u53ea\u5bf9\u7279\u6b8a\u5728\u7ebf\u7cfb\u7edf\u8003\u8651\u4e24\u53f0\u4ee5\u4e0a\u540c\u65f6\u6545\u969c\u7684\u5bb9\u707e":32,"\u53ea\u66b4\u9732\u6982\u5ff5\u7684\u63a5\u53e3":66,"\u53ea\u80fd\u8c03\u7528paddle\u7684\u52a8\u6001\u5e93":65,"\u53ea\u9700\u8981\u6062\u590d\u8fd9\u53f0\u8282\u70b9":32,"\u53ef\u4ee5":82,"\u53ef\u4ee5\u51cf\u5c0f\u7cfb\u7edf\u590d\u6742\u6027":32,"\u53ef\u4ee5\u5728\u4efb\u4f55\u673a\u5668\u4e0a\u6267\u884c\u7684":65,"\u53ef\u4ee5\u5728\u6b64\u9875\u9762\u7684":82,"\u53ef\u4ee5\u628a\u672c\u5730\u7684\u6570\u636e\u4e0a\u4f20\u5230\u5b58\u50a8\u96c6\u7fa4\u4e2d":33,"\u53ef\u4ee5\u6709\u6548\u7684\u907f\u514dparamet":32,"\u53ef\u4ee5\u7528":48,"\u53ef\u4ee5\u7528\u4ee5\u4e0b\u6307\u4ee4":33,"\u53ef\u4ee5\u7ee7\u7eed\u5728\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f\u63d0\u4ea4\u4ee3\u7801":82,"\u53ef\u4ee5\u901a\u8fc7\u9636\u6bb5\u6027\u7684\u4fdd\u5b58\u6bcf\u4e2aparamet":32,"\u53ef\u80fd\u4f1a\u9020\u6210\u7f51\u7edc\u62e5\u585e":32,"\u53f3\u4fa7\u7684":82,"\u5404\u6b21\u524d\u5411\u4e4b\u95f4\u4e5f\u90fd\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u6743\u91cd":61,"\u540c\u4e00\u6b21\u524d\u5411":61,"\u540c\u65f6":[61,62],"\u540c\u65f6\u4f1a\u5f00\u542fintel":62,"\u540c\u65f6\u518d\u5c06":82,"\u540c\u65f6\u53c8\u5c3d\u53ef\u80fd\u5c11\u7684\u727a\u7272mkl":62,"\u540c\u65f6\u63d0\u8d77":82,"\u540c\u65f6\u6570\u636e\u683c\u5f0f\u5c31\u662f":62,"\u540d\u5b57\u4fee\u9970":65,"\u540e\u5411":61,"\u540e\u5411\u65f6\u590d\u7528\u5df2\u7ecf\u8f6c\u6362\u8fc7\u7684\u6743\u91cd":61,"\u5411\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6":32,"\u5411paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u63d0\u4ea4":82,"\u5426\u5219\u5f97\u628apaddle\u9759\u6001\u5e93\u94fe\u63a5\u5230\u89e3\u91ca\u5668\u91cc":65,"\u542f\u52a8\u4e00\u4e2a\u65b0\u7684\u7ebf\u7a0b\u5f00\u59cb\u4fdd\u5b58\u68c0\u67e5\u70b9":32,"\u548c":[33,61,62,65,66,82],"\u548c\u672a\u6765\u53ef\u80fd\u8fd8\u4f1a\u7528\u5230":62,"\u548c\u79bb\u7ebf\u6570\u636e\u7684\u65b9\u5f0f":33,"\u54ea\u4e2atrainer\u5148\u5b8c\u6210block\u7684\u8bad\u7ec3":32,"\u56e0\u4e3a\u8fd9\u6837\u505a\u4e5f\u6ca1\u6cd5\u4fdd\u8bc1\u6d88\u9664\u968f\u673a\u6027":32,"\u56e0\u4e3aswig\u5728\u7b2c\u4e09\u65b9\u8bed\u8a00\u4e2d\u66b4\u9732\u7684\u51fd\u6570\u540d":65,"\u56e0\u6b64":61,"\u56fe\u50cf\u5206\u7c7b":82,"\u5728":[61,62,66,82],"\u5728\u4e00\u4e2a\u4e0d\u53ef\u4e2d\u65ad\u5e76\u7f3a\u5c11\u5907\u4efd\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d":32,"\u5728\u4e0a\u56fe\u4e2d\u663e\u793a\u4e86\u5728\u4e00\u4e2a\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5e94\u7528":33,"\u5728\u4f7f\u7528twine\u4e0a\u4f20\u4e4b\u524d":82,"\u5728\u51fa\u73b0\u5355\u70b9\u6545\u969c\u65f6":32,"\u5728\u5b9e\u73b0\u6bcf\u4e2a\u5b50\u7c7b\u7684\u65f6\u5019\u5c31\u4e0d\u9700\u8981\u5173\u5fc3\u5206\u652f\u7684\u4e8b\u60c5\u4e86":62,"\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d":66,"\u5728\u5bf9\u5e94\u7684":61,"\u5728\u5c42\u521d\u59cb\u5316\u7684\u65f6\u5019":61,"\u5728\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d":33,"\u5728\u5f02\u6784\u96c6\u7fa4\u4e2d":32,"\u5728\u5f15\u5165\u5176\u4ed6\u7c7b\u578b\u7684\u5934\u6587\u4ef6\u65f6":66,"\u5728\u5feb\u7167\u5199\u5165\u5b8c\u6210\u540e":32,"\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d":32,"\u5728\u6709\u666e\u901a\u7684cpu":62,"\u5728\u672c\u6587\u6863\u4e2d":48,"\u5728\u673a\u7fa4\u4e0a\u8fd0\u884c\u8f6c\u6362\u7a0b\u5e8f":33,"\u5728\u6837\u4f8b\u4e2d":66,"\u5728\u7528\u6237\u4f7f\u7528c":66,"\u5728\u7b2c\u4e8c\u4e2atab":82,"\u5728\u7ebf\u6a21\u578b\u9884\u6d4b\u670d\u52a1":33,"\u5728\u8bad\u7ec3\u7ed3\u675f\u7684\u65f6\u5019\u518d\u4fdd\u5b58\u4e3apaddlepaddle\u7684\u683c\u5f0f":62,"\u5728\u8bc4\u5ba1\u8fc7\u7a0b\u4e2d":82,"\u5728\u8fd9\u4e2a":82,"\u5728\u8fd9\u4e2a\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":65,"\u5728\u8fd9\u4e2a\u9636\u6bb5\u7684\u4ee3\u7801\u6b63\u5728\u7ecf\u5386\u56de\u5f52\u6d4b\u8bd5":82,"\u5728\u8fd9\u4e9b\u5934\u6587\u4ef6\u4e2d":66,"\u5728\u8fd9\u4e9b\u6587\u4ef6\u4e2d":66,"\u5728\u91cd\u6784\u524d\u7684paddlepaddle\u4e2d":62,"\u5728\u95ee\u9898\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u6bd4\u8f83\u5c0f\u7684\u65f6\u5019":61,"\u5728batch":61,"\u5728c":65,"\u5728c\u7684\u5934\u6587\u4ef6":65,"\u5728packing\u4e0a\u7684\u8017\u65f6":61,"\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":33,"\u5728paramet":32,"\u5728rnn\u7684\u60c5\u51b5\u4e0b":61,"\u5747\u4f1a\u88ab\u5b89\u88c5\u5230includ":66,"\u5747\u662f\u5728":66,"\u57fa\u4e8e\u7c98\u6027\u4f1a\u8bdd\u7684\u8d1f\u8f7d\u5747\u8861\u529f\u80fd":48,"\u5916\u90e8\u5b58\u50a8":62,"\u591a\u4e2a\u503c":33,"\u591a\u4e2aparamet":32,"\u591a\u6b21\u8c03\u7528":61,"\u5927\u591a\u6570\u8bed\u8a00\u90fd\u652f\u6301\u4f7f\u7528c\u8bed\u8a00api":65,"\u5982\u56fe\u4e2dtrainer":32,"\u5982\u679c\u4e0a\u9762\u4e24\u6b65\u51fa\u73b0\u9519\u8bef":32,"\u5982\u679c\u4e0d\u9700\u8981\u5916\u90e8\u5b58\u50a8\u7528\u4e8e\u8f6c\u6362":62,"\u5982\u679c\u4f7f\u7528swig\u6211\u4eec\u9700\u8981\u5c06\u5728interface\u6587\u4ef6\u91cc":65,"\u5982\u679c\u5728\u4f7f\u7528mkl":62,"\u5982\u679c\u5931\u8d25":82,"\u5982\u679c\u5b58\u5728\u6570\u636e\u6392\u5217\u683c\u5f0f\u4e0d\u4e00\u6837\u7684\u60c5\u51b5\u65f6":62,"\u5982\u679c\u5b58\u5728\u67d0\u4e9btrainer\u6267\u884c\u901f\u5ea6\u8fc7\u6162\u4f1a\u5f71\u54cd\u6574\u4f53\u96c6\u7fa4\u7684\u901f\u5ea6":32,"\u5982\u679c\u5df2\u7ecf\u6b63\u5728\u6267\u884c\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":32,"\u5982\u679c\u662f\u5176\u5b83\u7c7b\u578b":33,"\u5982\u679c\u6709bugfix\u7684\u884c\u4e3a":82,"\u5982\u679c\u67d0\u4e00\u4e2a\u7c7b\u578b\u9700\u8981\u5f15\u7528\u53e6\u4e00\u4e2a\u7c7b\u578b":66,"\u5982\u679c\u67d0\u4e00\u4e2apaddl":66,"\u5982\u679c\u67d0\u4e00\u4e2apaddle\u6982\u5ff5\u5fc5\u987b\u8981\u66b4\u9732":66,"\u5982\u679c\u6ee1\u8db3\u6761\u4ef6":32,"\u5982\u679c\u7528\u6237\u8981\u628apaddle\u7684\u9759\u6001\u5e93":65,"\u5982\u679c\u8981\u4e0a\u4f20gpu\u7248\u672c\u7684\u5305":82,"\u5982\u679c\u8c03\u7528\u9759\u6001\u5e93\u53ea\u80fd\u5c06\u9759\u6001\u5e93\u4e0e\u89e3\u91ca\u5668\u94fe\u63a5":65,"\u5982\u679c\u9700\u8981\u624b\u52a8\u7f16\u8bd1":82,"\u5982\u679cmkl":62,"\u5982\u679cparamet":32,"\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5b9a\u4e49\u597d\u7684\u63a5\u53e3":62,"\u5b57\u6bb5\u8bbe\u4e3a":82,"\u5b57\u7b26\u4e32":33,"\u5b58\u50a8":33,"\u5b66\u4e60\u6210\u672c\u9ad8":65,"\u5b83\u4eec\u4e3b\u8981\u662f\u7528\u4e8e":62,"\u5b83\u4eec\u7684\u6587\u4ef6\u540d\u662f":33,"\u5b83\u53ea\u4f1a\u5305\u62ec\u751f\u6210\u597d\u7684\u52a8\u6001\u5e93\u548c\u5934\u6587\u4ef6":62,"\u5b83\u8d1f\u8d23\u51b3\u5b9a\u7f16\u8bd1\u65f6\u662f\u5426\u4f7f\u7528mklml\u548cmkl":62,"\u5b89\u88c5\u540e\u7684\u76ee\u5f55\u7ed3\u6784\u4e3a":66,"\u5b8c\u6210\u4e00\u4e2a\u4f20\u8f93\u52a8\u4f5c\u5b8c\u6210\u7684\u65f6\u95f4\u4e5f\u6bd4\u8f83\u77ed":48,"\u5b8c\u6210\u5e38\u7528layer\u7684mkl":62,"\u5b8c\u6210\u5e38\u89c1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edcvgg":62,"\u5b8c\u6210\u6570\u636e\u7684\u9884\u5904\u7406":33,"\u5b8c\u6210\u81ea\u52a8\u5316\u4e8c\u8fdb\u5236\u7f16\u8bd1":82,"\u5b9a\u4e49":62,"\u5b9a\u4e49\u4e00\u4e9b\u9664\u4e86layer\u548cmemory\u76f8\u5173\u7684\u7c7b\u548c\u51fd\u6570":62,"\u5b9e\u73b0\u5177\u4f53\u7684\u51fd\u6570\u529f\u80fd\u5373\u53ef":62,"\u5b9e\u73b0\u7b80\u5355":65,"\u5bf9\u4e8e\u4e0d\u540c\u8bed\u8a00":65,"\u5bf9\u4e8e\u540c\u4e00\u6bb5c":65,"\u5bf9\u4e8e\u540c\u6837\u8bbe\u7f6e\u7684\u7f51\u7edc\u6a21\u578b":61,"\u5bf9\u4e8e\u591a\u8bed\u8a00\u63a5\u53e3":65,"\u5bf9\u4e8e\u5927\u591a\u6570\u8bed\u8a00":65,"\u5bf9\u4e8e\u5e8f\u5217\u957f\u5ea6":61,"\u5bf9\u4e8e\u6709\u53c2\u6570\u7684\u5c42":62,"\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u65b0\u52a0\u7684rnn":61,"\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b":66,"\u5bf9\u4e8e\u6bcf\u79cdc":66,"\u5bf9\u65b0\u7684\u6743\u91cd\u8fdb\u884c\u8f6c\u6362\u7528\u4e8e\u4e0b\u6b21\u8fed\u4ee3":61,"\u5bf9\u6bd4":65,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u4e0e\u76f8\u5bf9\u5e94\u7684paddlepaddle\u539f\u6709lay":61,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u81ea\u8eab":61,"\u5bf9\u8f93\u5165\u53c2\u6570\u7684\u5b89\u5168\u6027\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u5224\u65ad":66,"\u5bf9\u8fd9\u4e2a\u7248\u672c\u7684\u63d0\u4ea4":82,"\u5bfb\u627e\u6709\u6ca1\u6709\u5176\u4ed6\u53ef\u4ee5\u4f18\u5316\u7684\u53ef\u80fd":62,"\u5bfc\u51fa\u8fd9\u4e9b\u63a5\u53e3":66,"\u5c06":82,"\u5c06\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u62c6\u5206\u6210\u591a\u4efd":32,"\u5c06\u5927\u91cf\u7684":65,"\u5c06\u65b0\u5206\u652f\u7684\u7248\u672c\u6253\u4e0atag":82,"\u5c06master\u5206\u652f\u7684\u5408\u5165commit\u6253\u4e0atag":82,"\u5c0f\u4e8e\u67d0\u4e2a\u6bd4\u8f83\u5c0f\u7684\u9608\u503c\u8ba4\u4e3a\u901a\u8fc7":62,"\u5c31\u9700\u8981\u5bf9\u8fd9\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00\u589e\u52a0\u4e00\u4e9b\u5b9a\u4e49":65,"\u5de5\u5177\u4e0a\u4f20\u5373\u53ef":82,"\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4":32,"\u5e73\u5747\u6545\u969c\u7387":32,"\u5e76\u4e14\u4f1a\u5199\u597d":62,"\u5e76\u4e14\u4f7f\u7528":66,"\u5e76\u4e14\u53ea\u9700\u8981\u5728\u5fc5\u8981\u7684\u65f6\u5019\u8f6c\u6362\u8fd9\u79cd\u683c\u5f0f":62,"\u5e76\u4e14\u5728\u5e38\u89c1\u7684\u5e73\u53f0\u4e0a":65,"\u5e76\u4e14\u5f53\u7f16\u8bd1\u65f6":61,"\u5e76\u4e14\u628a\u7cfb\u7edf\u751f\u6210\u7684ca":48,"\u5e76\u4e14\u628a\u7ed3\u679c\u8fd4\u56depfsclient\u7aef":48,"\u5e76\u4e14\u8ba9\u63a5\u53e3\u8131\u79bb\u5b9e\u73b0\u7ec6\u8282":65,"\u5e76\u4e14\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u5171\u7528\u4e00\u5757\u5185\u5b58":62,"\u5e76\u5220\u9664":82,"\u5e76\u5220\u9664\u66f4\u65e9\u7684\u5feb\u7167":32,"\u5e76\u52a0\u8f7d\u5176\u4e2d\u7684\u53c2\u6570":32,"\u5e76\u53d1\u5e03\u5230pypi":82,"\u5e76\u5728\u6bcf\u6b21\u6743\u91cd\u66f4\u65b0\u540e":61,"\u5e76\u5728\u96c6\u7fa4\u4e2d\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u4efb\u52a1":33,"\u5e76\u5c06":82,"\u5e76\u5c06c":66,"\u5e76\u628a\u5feb\u7167\u4fdd\u5b58\u5230\u8fd9\u4e2a\u76ee\u5f55\u4e0b":32,"\u5e76\u628a\u7ed3\u679c\u653e\u5230\u5f53\u524d\u5c42\u7684":62,"\u5e76\u6ca1\u6709paddle\u7279\u522b\u9700\u8981\u7684\u7279\u6027":65,"\u5e76\u6dfb\u52a0\u5934\u6587\u4ef6":61,"\u5e76\u88ab\u5b58\u50a8\u5728\u8bf8\u5982hadoop":33,"\u5e76\u9002\u5e94github\u7684\u7279\u6027\u505a\u4e86\u4e00\u4e9b\u533a\u522b":82,"\u5e76\u91cd\u65b0\u6253\u5305wheel\u5305":82,"\u5efa\u8bae":82,"\u5f00\u53d1\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u6837\u4f8b\u4ee3\u7801":66,"\u5f00\u53d1\u8005\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801":82,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4e2d":82,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4f7f\u7528":82,"\u5f00\u5934":[61,62],"\u5f00\u59cb\u63d0\u4f9b\u670d\u52a1":32,"\u5f15\u5165\u4e86\u4ee5\u4e0b\u56db\u4e2aapi":61,"\u5f15\u5165\u4e86\u7c7b\u578b\u7684\u5934\u6587\u4ef6":66,"\u5f39\u51fa\u4e0b\u9762\u7684\u9009\u62e9\u6846":82,"\u5f53\u529f\u80fd\u5206\u652f\u5f00\u53d1\u5b8c\u6bd5\u540e":82,"\u5f53\u53ea\u505a\u63a8\u65ad":61,"\u5f53\u5f00\u542f":62,"\u5f53\u6253\u5f00":62,"\u5f53\u6570\u636e\u683c\u5f0f\u4e0epaddlepaddle\u9ed8\u8ba4\u7684":62,"\u5f53\u7136\u8fd9\u4e24\u8005\u4e5f\u53ef\u4ee5\u76f8\u7b49":62,"\u5f53\u7528\u6237\u4f7f\u7528\u5b8c\u8fd9\u4e2a\u53c2\u6570\u540e":66,"\u5f53\u7f51\u7edc\u51fa\u73b0\u5206\u652f\u4e14\u5728":62,"\u5f53destination\u6587\u4ef6\u4e0d\u5b58\u5728\u6216\u8005\u5927\u5c0f\u548csource\u6587\u4ef6\u4e0d\u4e00\u81f4\u65f6":48,"\u5f88\u96be\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":65,"\u5f97\u4f7f\u7528":65,"\u5fc5\u8981":66,"\u5fc5\u987b\u5206\u522b\u4e0e":62,"\u60c5\u611f\u5206\u6790":82,"\u6211\u4eec\u4e5f\u53ef\u4ee5\u786e\u5b9a\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u7c7b\u578b":66,"\u6211\u4eec\u4e5f\u5c06mklml\u5373":62,"\u6211\u4eec\u4f1a\u4fdd\u8bc1":62,"\u6211\u4eec\u4f1a\u5728\u7f51\u7edc\u8bad\u7ec3\u4e4b\u524d\u628a\u683c\u5f0f\u8f6c\u6362\u4e3amkl":62,"\u6211\u4eec\u4f1a\u5bf9\u6bd4\u5982\u4e0b2\u4e2a\u65b9\u9762":61,"\u6211\u4eec\u4f1a\u628amkl":62,"\u6211\u4eec\u4f1a\u6dfb\u52a0":[61,62],"\u6211\u4eec\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":65,"\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528\u5df2\u6709\u7684":62,"\u6211\u4eec\u53ef\u4ee5\u5148\u5b8c\u6210\u5bf9\u539f\u6570\u636e\u7684packing\u64cd\u4f5c":61,"\u6211\u4eec\u603b\u7ed3\u51fa\u4e00\u4e9b\u7279\u522b\u9700\u8981\u6ce8\u610f\u7684\u70b9":62,"\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u8f6c\u6362\u65b9\u5f0f":33,"\u6211\u4eec\u63d0\u51fa\u4e86chunk\u7684\u6982\u5ff5":48,"\u6211\u4eec\u6700\u7ec8\u7684\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165python\u6216\u8005\u5176\u4ed6\u4efb\u4f55\u8bed\u8a00\u7684\u89e3\u91ca\u5668":65,"\u6211\u4eec\u8ba1\u5212\u5c06":61,"\u6211\u4eec\u8ba1\u5212\u5c06\u82f1\u7279\u5c14\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6570\u5b66\u5e93":62,"\u6211\u4eec\u8bbe\u8ba1\u8bf4\u660e\u4e86\u540d\u4e3afilemanager\u7cfb\u7edf":48,"\u6211\u4eec\u9009\u62e9":33,"\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u65b0\u5f15\u5165\u7684gemm":61,"\u6211\u4eec\u90fd\u63d0\u4f9bpython\u7684\u8f6c\u6362\u5e93":33,"\u6216\u8005":[62,65,66],"\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":32,"\u6216\u8005\u7528tuple\u8868\u793a\u7684\u591a\u4e2a\u503c":33,"\u6216\u8005\u7531\u5b83\u4eec\u7ec4\u6210\u7684list":33,"\u6216activ":62,"\u6240\u4ee5":[62,82],"\u6240\u4ee5\u4e00\u4e2a\u7248\u672c\u53f7\u7684wheel\u5305\u53d1\u5e03\u4e4b\u540e":82,"\u6240\u4ee5\u4e0d\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898":62,"\u6240\u4ee5\u5728":62,"\u6240\u4ee5\u5728\u5199\u5165\u5feb\u7167\u7684\u8fc7\u7a0b\u4e2d":32,"\u6240\u4ee5\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a":62,"\u6240\u4ee5\u6574\u4f53\u4e0a":62,"\u6240\u4ee5\u6dfb\u52a0\u4e86\u5bf9\u5e94\u7684":62,"\u6240\u4ee5\u7528\u6237\u9700\u8981\u9996\u5148\u5728":48,"\u6240\u4ee5\u9700\u8981\u5f15\u5165\u4e00\u4e2a\u8f6c\u6362\u65b9\u6cd5":62,"\u6240\u6709\u4e0e\u7c7b\u578b\u76f8\u5173\u7684\u51fd\u6570":66,"\u6240\u6709\u5916\u90e8\u7684\u8f6c\u6362\u5de5\u4f5c\u90fd\u4f1a\u5728reset\u7cfb\u5217\u51fd\u6570\u4e2d\u90fd\u51c6\u5907\u597d":62,"\u6240\u6709\u7684":61,"\u6240\u6709\u7684\u63a5\u53e3\u5747\u4e3ac\u63a5\u53e3":66,"\u6240\u6709\u76f8\u5173\u7684":61,"\u6240\u6709\u7c7b\u578b\u540d\u4e3a":66,"\u6240\u6709mkl":62,"\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":65,"\u624d\u80fd\u66f4\u597d\u7684\u53d1\u6325mkl":62,"\u6253\u5f00\u8fd9\u4e2a\u7f16\u8bd1\u9009\u9879":66,"\u6267\u884c":82,"\u628a":33,"\u628a\u4e4b\u524d\u793a\u4f8b\u4e2d\u8f6c\u6362\u5b8c\u6bd5\u7684random":33,"\u6307\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u540e\u5f97\u5230\u7684\u6240\u6709\u53c2\u6570":32,"\u6309\u94ae":82,"\u63a5\u53e3":[65,66],"\u63a5\u53e3\u5c42\u505a\u8fc7\u591a\u5c01\u88c5":66,"\u63a5\u53e3\u662f":33,"\u63a5\u6536\u5904\u7406pfsclient\u7aef\u7684\u6587\u4ef6\u7ba1\u7406\u8bf7\u6c42":48,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mkl":62,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mklml\u5e93":62,"\u63a7\u5236\u7528\u6237\u6743\u9650":33,"\u63d0\u4f9b\u4e03\u5c42\u534f\u8bae\u7684\u53cd\u5411\u4ee3\u7406":48,"\u63d0\u4f9b\u5e38\u7528\u7684\u547d\u4ee4\u884c\u7ba1\u7406\u547d\u4ee4\u7ba1\u7406\u6587\u4ef6\u548c\u76ee\u5f55":48,"\u63d0\u4f9b\u7528\u6237\u7ba1\u7406\u6587\u4ef6\u7684\u547d\u4ee4":48,"\u63d0\u4f9b\u7ed9paddle\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e":33,"\u652f\u6301\u5927\u6587\u4ef6\u7684\u65ad\u70b9\u4e0a\u4f20":48,"\u6570\u636e":48,"\u6570\u636e\u8bfb\u53d6\u5747\u4ea4\u7531\u5176\u4ed6\u8bed\u8a00\u5b8c\u6210":65,"\u6570\u636e\u957f\u5ea6\u53ca\u6821\u9a8c\u503c\u7ec4\u6210":48,"\u6570\u636e\u96c6\u9700\u8981\u9884\u5148\u88ab\u8f6c\u6362\u6210paddlepaddle\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f7f\u7528\u7684\u5b58\u50a8\u683c":33,"\u6570\u636e\u9884\u5904\u7406\u4efb\u52a1":33,"\u6587\u4ef6":65,"\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":48,"\u6587\u4ef6\u5185\u5bb9\u4e3a":65,"\u6587\u4ef6\u540d\u4e3a\u6b64uuid":32,"\u6587\u4ef6\u5bf9\u5e94\u7684data":33,"\u6587\u4ef6\u7684\u4e0a\u4f20\u548c\u4e0b\u8f7d\u90fd\u662f\u901a\u8fc7\u5bf9chunk\u7684\u64cd\u4f5c\u6765\u5b9e\u73b0\u7684":48,"\u65b0\u624b\u5165\u95e8\u7ae0\u8282":82,"\u65b0\u7248\u672c":62,"\u65b9\u4fbf\u6d4b\u8bd5\u4eba\u5458\u6d4b\u8bd5paddlepaddle\u7684\u884c\u4e3a":82,"\u65b9\u4fbf\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3":48,"\u65b9\u4fbf\u7528\u6237\u5728python\u7aef\u9009\u62e9\u662f\u5426\u542f\u7528\u8fd9\u4e2a\u529f\u80fd":61,"\u65b9\u4fbf\u7528\u6237\u9009\u62e9\u4f7f\u7528mkl":62,"\u65b9\u5f0f\u7c7b\u4f3c\u4e8e":62,"\u65e0\u6cd5\u505a\u5230\u5bf9\u4e8e\u5404\u79cd\u8bed\u8a00\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u7684\u9002\u914d":65,"\u65e0\u8bba\u5728\u672c\u5730\u8fd8\u662f\u5728\u4e91\u7aef":33,"\u65e0\u8bba\u662f\u4ece":33,"\u65e0\u8bba\u662f\u5728\u672c\u5730\u6216\u662f\u4e91\u7aef\u8f6c\u6362":33,"\u65e0\u8bba\u662f\u91cd\u6784\u524d\u7684layer\u8fd8\u662f\u91cd\u6784\u540e\u7684op":62,"\u65f6":[32,61,62],"\u65f6\u4e00\u8d77\u66f4\u65b0":62,"\u662f":[48,62],"\u662f\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3\u7684\u4ee3\u7801\u751f\u6210\u5668":65,"\u662f\u4e00\u4e2a\u7c7b\u578b\u7684\u6807\u5fd7":66,"\u662f\u4e0d\u5e38\u89c1\u7684\u505a\u6cd5":65,"\u662f\u5404\u4e2a\u5b9e\u73b0\u4e2d\u5171\u4eab\u7684\u5934\u6587\u4ef6":66,"\u662f\u5426\u6253\u5f00":61,"\u662f\u56e0\u4e3ac99\u652f\u6301":65,"\u662f\u5bf9\u7528\u6237\u6587\u4ef6\u5b58\u50a8\u7a7a\u95f4\u7684\u62bd\u8c61":48,"\u662f\u6307":66,"\u662f\u7528\u6237\u4f7f\u7528c":66,"\u662fc":66,"\u663e\u5f97\u76f8\u5bf9\u6765\u8bf4\u8f83\u4e3a\u8017\u65f6":61,"\u6682\u65f6\u4e0d\u8003\u8651\u591a\u4e2aparamet":32,"\u66b4\u9732\u8fd9\u4e2a\u6982\u5ff5\u5fc5\u8981\u51fd\u6570":66,"\u6700\u540e\u5220\u9664":82,"\u6700\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662fexcept":65,"\u6709\u6548\u63d0\u5347paddlepaddle\u5728\u82f1\u7279\u5c14\u67b6\u6784\u4e0a\u7684\u6027\u80fd":[61,62],"\u6709\u6807\u51c6\u7684":65,"\u6709\u7684\u65f6\u5019":65,"\u672c\u5217\u8868\u8bf4\u660epaddlepaddle\u53d1\u7248\u4e4b\u524d\u9700\u8981\u6d4b\u8bd5\u7684\u529f\u80fd\u70b9":82,"\u672c\u6587\u6863\u63cf\u8ff0paddl":66,"\u673a\u5668\u7ffb\u8bd1":82,"\u6765\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u4ece\u4e2d\u95f4\u72b6\u6001\u91cd\u65b0\u542f\u52a8":32,"\u6765\u51b3\u5b9a\u662f\u5426\u5f00\u542fmkl":61,"\u6765\u5b9e\u73b0":62,"\u6765\u786e\u4fdd\u628a":65,"\u6765\u8868\u793apaddle\u5185\u90e8\u7c7b":65,"\u6765\u8bbf\u95ee\u7528\u6237\u81ea\u5df1\u7684\u6570\u636e":33,"\u6765\u8fdb\u884c\u8ba8\u8bba":66,"\u67e5\u770blatest":82,"\u6807\u51c6\u8868\u793apaddlepaddle\u7248\u672c\u53f7":82,"\u683c\u5f0f\u4e0d\u5339\u914d\u65f6":62,"\u68c0\u67e5\u70b9\u4fdd\u5b58\u7a0b\u5e8f\u6d41\u7a0b":32,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\u901a\u8fc7\u5b9a\u671f\u5411\u78c1\u76d8\u4e0a\u4fdd\u5b58\u4e00\u4efd\u5b58\u50a8\u5728paramet":32,"\u6a21\u578b\u6570\u636e\u68c0\u67e5\u70b9\u7684\u5b9e\u73b0":32,"\u6a21\u578b\u914d\u7f6e\u89e3\u6790":65,"\u6b21\u8fed\u4ee3\u6267\u884c\u7684\u8f6c\u6362\u6b21\u6570\u4e3a":61,"\u6b64\u65f6\u6bcf\u4e2a\u5c0f\u5206\u652f\u7684":62,"\u6b64\u65f6master\u5c06\u8d1f\u8d23\u542f\u52a8\u4e00\u4e2a\u65b0\u7684train":32,"\u6bcf\u4e00\u4e2a":82,"\u6bcf\u4e00\u4e2a\u6587\u4ef6\u662f\u6570\u636e\u96c6\u7684\u4e00\u4e2ashard":33,"\u6bcf\u4e2a":62,"\u6bcf\u4e2a\u503c\u7684\u7c7b\u578b\u53ef\u4ee5\u662f\u6574\u5f62":33,"\u6bcf\u4e2a\u6d4b\u8bd5\u4f1a\u5bf9\u6bd4paddlepaddle\u4e2dcpu\u7b97\u51fa\u7684\u7ed3\u679c\u4e0emkl":62,"\u6bcf\u4e2adata":33,"\u6bcf\u4e2amkldnnlayer\u90fd\u5305\u542b\u7528\u4e8e\u5185\u90e8\u5b58\u50a8\u548c\u5916\u90e8\u5b58\u50a8\u7684\u4e00\u7cfb\u5217mkldnnmatrix":62,"\u6bcf\u4e2aparamet":32,"\u6bcf\u4e2ashard\u5206\u522b\u5b58\u50a8\u5728\u5176\u4e2d\u4e00\u53f0paramet":32,"\u6bcf\u6b21\u8c03\u7528\u65f6\u5bf9\u539f\u6570\u636e\u7684\u91cd\u590dpacking\u4fbf\u6210\u4e3a\u4e86\u5197\u4f59":61,"\u6bcf\u6b21\u8f93\u51fa\u4e00\u4e2adata":33,"\u6bcf\u969410\u5206\u949f":32,"\u6bd4\u5982":[33,62],"\u6bd4\u5982\u53ef\u80fd\u4f1a\u7528openmp\u6539\u8fdbsgd\u7684\u66f4\u65b0\u6027\u80fd":62,"\u6bd4\u5982\u5c06":82,"\u6bd4\u5982\u6bcf\u969410\u5206\u949f\u6700\u65b0\u7684\u5feb\u7167":32,"\u6bd4\u5982\u6d41\u5f0f\u6570\u636e\u5904\u7406":33,"\u6bd4\u5982imagenet\u8fd9\u4e2a\u6570\u636e\u96c6\u53ef\u80fd\u88ab\u5206\u62101000\u4e2ashard":33,"\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":61,"\u6ce8":[32,82],"\u6ce8\u518clayer\u7684\u65f6\u5019\u4fdd\u8bc1":[61,62],"\u6ce8\u610f":62,"\u6d4b\u8bd5\u5206\u4e3a\u6bcf\u4e2alayer":62,"\u6d4b\u8bd5\u672c\u6b21release\u7684\u6b63\u786e\u6027":82,"\u6d4b\u8bd5\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u4f1a\u5728":62,"\u6d6e\u70b9\u578b\u6570\u636e":33,"\u6df1\u5165paddlepaddl":62,"\u6dfb\u52a0":61,"\u6dfb\u52a0\u7684\u76f8\u5173\u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b":[61,62],"\u6fc0\u6d3b\u51fd\u6570\u662f\u72ec\u7acb\u4e8e":62,"\u70b9\u51fb":82,"\u7136\u540e\u5728\u524d\u5411":61,"\u7136\u540e\u5728etcd\u7684":32,"\u7136\u540e\u5c31\u53ef\u4ee5\u5e76\u53d1\u5199\u5165\u591a\u4e2achunk":48,"\u7136\u540e\u624d\u80fd\u4f7f\u7528pfsclient":48,"\u7136\u540e\u6309\u7167\u4e0a\u8ff0\u7684\u65b9\u6cd5":82,"\u7136\u540e\u70b9\u51fb":82,"\u7248\u672c\u5206\u652f":82,"\u7248\u672c\u53f7":82,"\u7248\u672c\u53f7\u5bf9\u5e94\u7684tag\u5373\u53ef":82,"\u7248\u672c\u53f7rc":82,"\u7248\u672cfork\u51fa\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f":82,"\u7279\u6709\u7684\u8bbe\u5907id":62,"\u73b0\u9636\u6bb5\u7684\u4f18\u5316\u4e3b\u8981\u9488\u5bf9":61,"\u73b0\u9636\u6bb5paddle\u6709\u4e00\u4e2a\u95ee\u9898\u662f":65,"\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u901a\u5e38\u4f53\u79ef\u5f88\u5927":33,"\u751f\u4ea7\u73af\u5883\u7684\u65e5\u5fd7\u6570\u636e\u4f1a\u901a\u8fc7\u5b9e\u65f6\u6d41\u7684\u65b9\u5f0f":33,"\u751f\u6210\u5404\u79cd\u8bed\u8a00\u7684\u7ed1\u5b9a\u4ee3\u7801":65,"\u751f\u6210\u6587\u6863":65,"\u751f\u6210\u7684":33,"\u751f\u6210\u7ed9\u5b9a":33,"\u751f\u6210api\u6587\u6863":65,"\u751f\u6210pfsclient\u548cpfsserver\u7684\u6846\u67b6\u90e8\u5206":48,"\u7528":48,"\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":62,"\u7528\u4e8e\u7ba1\u7406mkl":62,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528\u76f8\u5173\u529f\u80fd":61,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528mkl":62,"\u7528\u4e8emkl":[61,62],"\u7528\u6237\u4e0a\u4f20\u6570\u636e\u540e":33,"\u7528\u6237\u4e5f\u53ef\u4ee5\u4e0a\u4f20label":33,"\u7528\u6237\u53ef\u4ee5\u5b89\u5168\u7684\u91ca\u653e\u67d0\u4e2ac":66,"\u7528\u6237\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u6570\u636e\u5206\u4eab\u7ed9\u522b\u4eba":33,"\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e2a\u52a8\u6001\u5e93\u6765\u5f15\u5165paddl":66,"\u7528\u6237\u5728\u672c\u5730\u8f6c\u6362\u597d\u518d\u4e0a\u4f20":33,"\u7528\u6237\u6587\u4ef6\u53ef\u80fd\u662f\u6bd4\u8f83\u5927\u7684":48,"\u7528\u6237\u901a\u8fc7c":66,"\u7531\u4e8e\u5728\u73b0\u6709\u7684\u67d0\u4e9b\u60c5\u51b5\u4e0b":61,"\u7531\u4e8e\u5bf9parameters\u7684\u66f4\u65b0\u9700\u8981\u83b7\u53d6parameters\u5185\u5b58\u7684":32,"\u7531\u4e8e\u96c6\u7fa4\u4e2d\u540c\u65f6\u5b58\u5728\u4e24\u53f0\u673a\u5668\u6545\u969c\u7684\u6982\u7387\u6781\u4f4e":32,"\u7531\u4e8ec":65,"\u7531\u4e8echunk\u6bd4\u8f83\u5c0f":48,"\u7531\u4e8emkl":62,"\u7531\u4e8epypi":82,"\u7531\u5206\u652f\u5904\u7684layer\u8d1f\u8d23\u6c42\u548c":62,"\u7533\u8bf7\u7528\u6237\u7a7a\u95f4":48,"\u7684\u4e00\u4e2a\u5b50\u96c6":62,"\u7684\u4fe1\u606f":62,"\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u7b80\u5355\u7f51\u7edc\u7684\u6574\u4f53\u6d4b\u8bd5":62,"\u7684\u547d\u540d\u98ce\u683c\u5e76\u4e0d\u80fd\u9002\u5e94\u5176\u4ed6\u7b2c\u4e09\u65b9\u8bed\u8a00":65,"\u7684\u57fa\u672c\u903b\u8f91":62,"\u7684\u5934\u6587\u4ef6":65,"\u7684\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5185\u90e8\u5b58\u50a8\u5c31\u53ef\u4ee5\u4e86":62,"\u7684\u60c5\u51b5\u4e0b":61,"\u7684\u63a5\u53e3\u6837\u5f0f":65,"\u7684\u6570\u636e\u6d41\u56fe":33,"\u7684\u65f6\u5019":62,"\u7684\u683c\u5f0f\u59cb\u7ec8\u662f":62,"\u7684\u683c\u5f0f\u5b58\u50a8":62,"\u7684\u6982\u5ff5":62,"\u7684\u6e90\u7801\u91cc\u4f7f\u7528\u4e86":65,"\u7684\u7248\u672c":82,"\u7684\u7ed3\u679c":61,"\u7684\u7f29\u5199":48,"\u7684\u7f51\u7edc\u6a21\u578b":61,"\u7684\u89c4\u8303":65,"\u7684\u89d2\u5ea6":33,"\u7684\u914d\u7f6e\u5199\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d":33,"\u7684flag":[61,62],"\u7684vanilla":61,"\u76ee\u524d\u53ea\u8003\u8651":62,"\u76ee\u524d\u53ea\u8003\u8651\u52a8\u6001\u6269\u5bb9trainer\u6570\u91cf":32,"\u76ee\u524d\u5728paddlepaddle\u4e2d":62,"\u76ee\u524d\u5728paddlepaddle\u4e2d\u6570\u636e\u90fd\u662f\u4ee5":62,"\u76ee\u524d\u5d4c\u5165python\u89e3\u91ca\u5668":65,"\u76ee\u524d\u6211\u4eec\u7528cephfs\u6765\u642d\u5efa":48,"\u76ee\u524d\u7684\u4f18\u5316":62,"\u76ee\u524dpaddle\u7684\u8fdb\u7a0b\u6a21\u578b\u662fc":65,"\u76ee\u524dpaddlepaddle\u91c7\u7528\u4e86":61,"\u76ee\u5f55\u4e0b":66,"\u76ee\u5f55\u4e0b\u5bf9\u5e94\u7684\u5730\u65b9":62,"\u76f4\u63a5\u4f7f\u7528c\u8bed\u8a00\u7684":65,"\u76f4\u63a5\u5220\u9664\u8fd9\u4e2a\u53c2\u6570\u5373\u53ef":66,"\u76f4\u63a5\u5bfc\u51fa\u5230c\u7684\u63a5\u53e3\u6bd4\u8f83\u56f0\u96be":65,"\u76f8\u5173\u5c42":61,"\u77e9\u9635\u5927\u5c0f\u662f":61,"\u793e\u533a\u53c2\u4e0e\u56f0\u96be":65,"\u793e\u533a\u8d21\u732e\u4ee3\u7801\u5b66\u4e60\u6210\u672c\u9ad8":65,"\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u53c2\u6570":32,"\u79bb\u7ebf\u6279\u5904\u7406":33,"\u7b2c\u4e00\u4e2atag\u4e3a":82,"\u7b2c\u4e09\u6b65\u5b8c\u6210\u540e":82,"\u7b2c\u4e8c\u4e2a\u4e3a":82,"\u7b49":[62,66],"\u7b49\u5168\u90e8\u9759\u6001\u5e93\u4e2d\u7684\u76ee\u6807\u6587\u4ef6\u5168\u90e8\u6253\u5305\u540e\u4ea7\u751f\u7684\u6587\u4ef6":66,"\u7b49\u5f85\u7f16\u8bd1\u5b8c\u6210\u540e":82,"\u7b49\u6587\u4ef6":66,"\u7c7b\u4f3c":66,"\u7c7b\u540d\u548cc":65,"\u7c7b\u578b":65,"\u7ed3\u8bba":65,"\u7edf\u4e00\u7528":33,"\u7f16\u8bd1\u5668\u6ca1\u6709":65,"\u7f16\u8bd1\u578b\u8bed\u8a00":65,"\u7f16\u8bd1\u65f6\u4f1a\u628a\u5bf9\u5e94\u7684\u5934\u6587\u4ef6\u548c\u5e93\u653e\u5728":62,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684docker\u53d1\u884c\u955c\u50cf":82,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684python":82,"\u7f16\u8bd1c":66,"\u800c\u4e0d\u5fc5\u5728\u610fpaddl":66,"\u800c\u4e0d\u652f\u6301pypy\u89e3\u91ca\u5668":65,"\u800c\u4e0d\u66b4\u9732\u6982\u5ff5\u7684\u5b9e\u73b0":66,"\u800c\u4e14\u5728\u4f20\u8f93\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u53ef\u80fd\u51fa\u73b0\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5":48,"\u800c\u51fa\u73b0\u9636\u6bb5\u6027\u7684\u8fd0\u884c\u505c\u6ede":32,"\u800c\u5728cpp\u91cc\u9762\u5b9e\u73b0\u8fd9\u4e2ac\u7684\u63a5\u53e3":65,"\u800c\u591a\u8bed\u8a00\u63a5\u53e3\u9700\u8981\u76f4\u63a5\u8bfb\u53d6\u751f\u6210\u7684\u4e8c\u8fdb\u5236":65,"\u800c\u5bf9\u4e8egolang":65,"\u800c\u5bf9\u4e8egolang\u9519\u8bef\u5904\u7406\u5e94\u8be5\u4f7f\u7528\u8fd4\u56de\u503c":65,"\u800c\u662f\u76f4\u63a5\u4fee\u6539paddl":66,"\u800c\u662f\u76f4\u63a5\u7528api\u7684\u63a5\u53e3\u8fdc\u7a0b\u8bbf\u95ee":33,"\u800cswig\u53ea\u80fd\u7b80\u5355\u7684\u66b4\u9732c":65,"\u81ea\u52a8\u6302\u8f7d\u5206\u5e03\u5f0f\u5b58\u50a8\u76ee\u5f55":32,"\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9700\u8981c":66,"\u826f\u597d\u7684\u6587\u6863":65,"\u8282\u7701\u4e86\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c":62,"\u83b7\u53d6\u6700\u65b0\u7684\u68c0\u67e5\u70b9\u7684\u6587\u4ef6uuid":32,"\u867d\u7136\u4e0d\u9f13\u52b1\u8fd9\u6837":66,"\u8868\u793a\u5bf9\u8f93\u5165\u6570\u636e":62,"\u89e3\u91ca\u578b\u8bed\u8a00\u53ea\u80fd\u8c03\u7528\u52a8\u6001\u5e93":65,"\u89e3\u91ca\u6027\u8bed\u8a00\u5b9e\u9645\u8fd0\u884c\u7684\u4e8c\u8fdb\u5236\u662f\u89e3\u91ca\u5668\u672c\u8eab":65,"\u8ba1\u5212\u5728":[61,62],"\u8ba1\u7b97\u8fd9\u4e2a\u6587\u4ef6\u7684md5":32,"\u8ba9paddle\u6838\u5fc3\u4e2d":66,"\u8bad\u7ec3\u4efb\u52a1\u7684\u8fd0\u884c\u53ef\u80fd\u4f1a\u5360\u6ee1trainer\u548cparamet":32,"\u8bad\u7ec3\u548c\u7eaf\u4f7f\u7528":82,"\u8bad\u7ec3\u6a21\u578b\u6b63\u786e\u6027":82,"\u8bb0\u5f55\u4e0b\u6240\u6709\u5931\u8d25\u7684\u4f8b\u5b50":82,"\u8bbe\u7f6e":66,"\u8bc6\u522b\u6570\u5b57":82,"\u8bcd\u5411\u91cf":82,"\u8be5\u6587\u4ef6\u5bf9\u76f8\u5173gemm":61,"\u8be5\u7c7b\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":62,"\u8be6\u7ec6\u8bbe\u8ba1":48,"\u8bed\u610f\u89d2\u8272\u6807\u6ce8":82,"\u8bf4\u660e":32,"\u8bf7\u53c2\u8003":66,"\u8f6c\u6362\u5185\u5b58\u7684\u5de5\u4f5c":62,"\u8f6c\u6362\u5197\u4f59":61,"\u8f6c\u6362\u51fd\u6570":62,"\u8f6c\u6362\u751f\u6210\u7684\u6587\u4ef6\u540d\u4f1a\u662f\u4ee5\u4e0b\u683c\u5f0f":33,"\u8f6c\u6362\u8017\u65f6":61,"\u8f93\u5165\u68af\u5ea6":62,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6":62,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6\u7684\u8f6c\u6362":62,"\u8fbe\u5230\u5bb9\u707e\u7684\u76ee\u7684":32,"\u8fc7\u7a0b\u4e2d\u6240\u6709\u65f6\u95f4\u6b65":61,"\u8fd1\u671f\u76ee\u6807":62,"\u8fd4\u56de\u7b2c\u4e8c\u6b65":82,"\u8fd8\u662f\u4ece":33,"\u8fd9\u4e00\u5c42\u8fdb\u884c\u5c01\u88c5":66,"\u8fd9\u4e00\u6570\u636e\u683c\u5f0f\u7684\u8f6c\u6362\u64cd\u4f5c":61,"\u8fd9\u4e00\u6982\u5ff5\u4e0d\u518d\u7410\u788e":66,"\u8fd9\u4e09\u4e2a\u5206\u652f":82,"\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":61,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u7684\u8fde\u63a5\u53c2\u6570\u4e0epaddle\u7684\u5176\u4ed6\u4e8c\u8fdb\u5236":66,"\u8fd9\u4e2a\u53c2\u6570\u4e5f\u4e0d\u4f1a\u4e00\u5e76\u5220\u9664":66,"\u8fd9\u4e2a\u5934\u6587\u4ef6\u4e0d\u5047\u8bbe\u5176\u4ed6\u6587\u4ef6\u7684\u5f15\u7528\u987a\u5e8f":66,"\u8fd9\u4e2a\u63a5\u53e3\u9700\u8981\u505a\u5230":65,"\u8fd9\u4e2a\u6587\u4ef6\u5177\u6709\u72ec\u7279\u7684\u8bed\u6cd5":65,"\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u9664\u4e86":66,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u4e2d\u7684\u53e6\u4e00\u4e2a\u9879\u76ee\u662f":66,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u5305\u542b\u4e24\u4e2a\u9879\u76ee":66,"\u8fd9\u4e2a\u9009\u62e9":[61,62],"\u8fd9\u4e2a\u9759\u6001\u5e93\u5305\u542b\u4e86paddle\u7684\u5168\u90e8\u7b26\u53f7":66,"\u8fd9\u4e2ainstance\u53ef\u4ee5\u662f\u5355\u4e2a\u503c":33,"\u8fd9\u4e9b\u4f1a\u5728":[61,62],"\u8fd9\u4e9b\u51fd\u6570\u4f1a\u6839\u636e\u8f93\u5165\u53c2\u6570\u91cd\u65b0\u8bbe\u7f6e\u5185\u90e8\u548c\u5916\u90e8\u5b58\u50a8":62,"\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":33,"\u8fd9\u4e9b\u955c\u50cf\u4e5f\u53ef\u4ee5\u4ece":82,"\u8fd9\u5bf9\u4e8e\u901a\u5e38\u7684java\u7684\u5f00\u53d1\u8005\u6765\u8bf4":65,"\u8fd9\u662f\u56e0\u4e3a":65,"\u8fd9\u6837":66,"\u8fd9\u6837\u4e0b\u4e00\u4e2acpu":62,"\u8fd9\u6837\u4fdd\u8bc1":82,"\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728\u4e91\u7aef\u6267\u884c\u591a\u79cd\u6570\u636e\u7c7b\u8ba1\u7b97\u4efb\u52a1":33,"\u8fd9\u6837\u5df2\u7ecf\u4f20\u8f93\u6210\u529f\u7684\u90e8\u5206\u5c31\u4e0d\u7528\u91cd\u65b0\u4f20\u8f93\u4e86":48,"\u8fd9\u6837\u5e26\u6765\u7684\u597d\u5904\u5c31\u662f\u4e0d\u9700\u8981\u4e00\u76f4\u6e05\u7a7amemori":62,"\u8fd9\u6837\u65e2\u4f7f\u5f97\u6700\u7ec8\u4fdd\u5b58\u7684\u53c2\u6570\u683c\u5f0f\u4e0epaddlepaddle\u4e00\u81f4":62,"\u8fd9\u90fd\u9700\u8981\u8fd9\u4e2a\u63a5\u53e3\u6309\u7167\u7ea6\u5b9a\u4fd7\u6210\u7684\u89c4\u5219\u6765\u6ce8\u91ca\u5b8c\u5907":65,"\u8fd9\u91cc":62,"\u8fd9\u91cc\u7684dockerimage\u4f5c\u4e3a\u7f16\u8bd1\u73af\u5883\u4ee5\u652f\u6301\u66f4\u591a\u7684linux":82,"\u8fd9\u91cc\u9009\u62e90":82,"\u8fd9\u91cc\u9700\u8981\u7528\u6237\u989d\u5916\u6ce8\u610f":32,"\u8fdb\u4e00\u6b65\u4f18\u5316":62,"\u8fdb\u5165":82,"\u8fdb\u800c\u8fdb\u884c\u4ee3\u7801\u8bc4\u5ba1":82,"\u9009\u62e9\u662f\u5426\u7f16\u8bd1mkl":62,"\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u7248\u672c":82,"\u900f\u4f20\u7528\u6237\u8eab\u4efd\u7684\u529e\u6cd5":48,"\u901a\u5e38":66,"\u901a\u5e38\u5305\u542b\u4e00\u4e2acpu\u7248\u672c\u548c\u4e00\u4e2agpu\u7248\u672c":82,"\u901a\u5e38\u6307\u5c06\u4e00\u4e2a\u6574\u4f53\u62c6\u5206\u6210\u591a\u4efd\u7684\u5176\u4e2d\u7684\u4e00\u4efd":32,"\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9bapi":61,"\u901a\u8fc7\u6a21\u578b\u63a8\u65adapi\u7684\u5b9e\u73b0\u4f5c\u4e3a\u4e00\u4e2a\u6837\u4f8b":66,"\u903b\u8f91\u5212\u4e0a\u6587\u4ef6\u5206\u5757\u7684\u5355\u4f4d":48,"\u9075\u5faa\u4ee5\u4e0b\u6d41\u7a0b":82,"\u90a3\u4e48":66,"\u90a3\u4e48\u5bf9\u5e94\u7684\u5185\u90e8\u5b58\u50a8\u4e5f\u4f1a\u4e0e\u5b83\u4eec\u5171\u4eab\u5185\u5b58":62,"\u90a3\u4e48\u5c31\u4f1a\u4f7f":62,"\u90fd\u4e0d\u4f1a\u60f3\u8981\u77e5\u9053next":62,"\u90fd\u662f\u4e94\u4f4d\u7684\u6570\u5b57":33,"\u90fd\u662f\u4ee5ext\u5f00\u5934":62,"\u90fd\u662fabi\u8c03\u7528\u6807\u51c6\u7684":65,"\u90fd\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":61,"\u914d\u7f6e\u7684\u65b9\u6cd5\u53c2\u8003":48,"\u91ca\u653e\u5bf9paramters\u5185\u5b58\u7684\u9501\u5b9a":32,"\u91cc\u6240\u6709\u7684\u7b26\u53f7\u90fd\u5199\u5165\u81ea\u5df1\u7684\u7a0b\u5e8f\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u91cc":65,"\u91cc\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u5206\u652f":82,"\u91cc\u9762\u6dfb\u52a0":62,"\u91cd\u5199\u7236\u7c7blayer\u7684":62,"\u91cd\u547d\u540d\u6210":65,"\u94fe\u63a5\u5230\u81ea\u5df1\u7684\u7a0b\u5e8f\u91cc":65,"\u9519\u8bef\u5904\u7406":65,"\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662f\u8fd4\u56de\u503c":65,"\u9519\u8bef\u5904\u7406\u7684\u65b9\u5f0f\u4e5f\u4e0d\u5c3d\u76f8\u540c":65,"\u9664\u6784\u9020\u67d0\u79cd\u7c7b\u578b\u7684\u51fd\u6570":66,"\u96c6\u6210\u5230":61,"\u96c6\u6210\u5230paddlepaddl":62,"\u9700\u8981":33,"\u9700\u8981\u4fee\u6539build":82,"\u9700\u8981\u53ef\u4ee5\u8de8\u5e73\u53f0\u6267\u884c":48,"\u9700\u8981\u5728cmake\u7684\u65f6\u5019":66,"\u9700\u8981\u5c06bugfix\u7684\u5206\u652f\u540c\u65f6merge\u5230":82,"\u9700\u8981\u5f15\u7528":66,"\u9700\u8981\u6709\u7a33\u5b9a\u7684\u5bfc\u51fa\u7b26\u53f7":65,"\u9700\u8981\u6ce8\u610f\u7684\u662f":[62,82],"\u9700\u8981\u7d2f\u52a0\u4e0d\u540clayer\u4f20\u8fc7\u6765\u7684\u68af\u5ea6":62,"\u9700\u8981\u88ab\u66b4\u9732\u5230\u5176\u4ed6\u8bed\u8a00":66,"\u9700\u8981\u91cd\u547d\u540dwheel\u5305\u4e2dplatform\u76f8\u5173\u7684\u540e\u7f00":82,"\u9ed8\u8ba4256k":48,"\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a":61,"abstract":[40,47,51,72,81,83,101,119],"api\u4e2d\u4f7f\u7528":65,"api\u5bfc\u51fa\u7684\u52a8\u6001\u5e93":66,"api\u5bfc\u51fa\u7684\u9759\u6001\u5e93":66,"api\u63a5\u53d7\u7684\u7c7b\u578b\u5168\u662f":66,"api\u63a5\u53e3":48,"api\u63a5\u53e3\u7684\u53c2\u6570\u8f6c\u53d1\u7ed9":66,"api\u65f6":66,"api\u65f6\u6240\u552f\u4e00\u9700\u8981\u5f15\u5165\u7684\u5934\u6587\u4ef6":66,"api\u662f\u591a\u8bed\u8a00api\u7684\u57fa\u7840\u90e8\u5206":66,"api\u66b4\u9732\u7684\u7c7b\u578b":66,"api\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f1a\u88ab\u5b89\u88c5\u5230":66,"api\u7684\u5b9e\u4f8b":66,"api\u7684\u5b9e\u73b0\u7ec6\u8282":66,"api\u7684\u63a5\u53e3":66,"api\u7684\u65f6\u5019\u63a8\u8350paddle\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":66,"api\u7684\u7f16\u8bd1\u9009\u9879\u9ed8\u8ba4\u5173\u95ed":66,"api\u76ee\u5f55\u7ed3\u6784\u5982\u4e0a\u56fe\u8868\u6240\u793a":66,"api\u83b7\u5f97\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u5b9e\u4f8b":66,"apis\u505a\u4e86\u5c01\u88c5":61,"block\u6784\u6210\u4e00\u4e2amodel":32,"book\u4e2d\u6240\u6709\u7ae0\u8282\u529f\u80fd\u7684\u6b63\u786e\u6027":82,"boolean":[18,47,49,57,65,88],"break":[9,30,86,88,90,91],"bugfix\u5206\u652f\u4e5f\u662f\u5728\u5f00\u53d1\u8005\u81ea\u5df1\u7684fork\u7248\u672c\u5e93\u7ef4\u62a4":82,"bugfix\u5206\u652f\u9700\u8981\u5206\u522b\u7ed9\u4e3b\u7248\u672c\u5e93\u7684":82,"byte":[9,11,48,64],"c99\u662f\u76ee\u524dc\u6700\u5e7f\u6cdb\u7684\u4f7f\u7528\u6807\u51c6":65,"c\u6709\u6807\u51c6\u7684abi":65,"c\u8bed\u8a00\u662f\u6709\u5bfc\u51fa\u7b26\u53f7\u7684\u6807\u51c6\u7684":65,"case":[4,18,34,40,41,42,47,51,60,66,72,76,78,79,88,98,101,102,108,112,113,120,126],"char":36,"ci\u73af\u5883\u4f7f\u7528":82,"ci\u7f16\u8bd1wheel\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u5c06docker\u955c\u50cfpush\u5230dockerhub":82,"class":[1,2,3,4,5,6,7,9,10,13,14,15,18,21,25,26,29,40,41,42,45,46,50,51,52,53,55,56,58,60,65,69,70,74,75,79,80,81,83,84,85,87,90,102,103,104,109,118],"compute\u51fd\u6570":61,"const":[29,34,36,50,52,58,59,73,74,76,80,83,85,87,89,90,101,102,103,104],"core\u4e2d\u7684\u6a21\u578b\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u53c2\u6570":66,"core\u4e2d\u8fd9\u4e00\u7c7b\u578b\u63a5\u53e3\u7684\u667a\u80fd\u6307\u9488":66,"core\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u5b9e\u4f8b":66,"core\u6982\u5ff5":66,"data\u5230\u5206\u5e03\u5f0f\u5b58\u50a8\u8865\u5145\u8bad\u7ec3\u6570\u636e":33,"default":[2,3,4,5,6,7,9,10,11,17,18,19,22,25,26,29,30,40,41,45,54,58,64,67,68,76,77,83,84,85,88,91,92,93,95,99,100,102,103,107,110,111,113,114,119,121,123,124,125,126],"device\u5c31\u80fd\u62ff\u5230\u6b63\u786e\u7684\u6570\u636e":62,"dnn\u4e09\u8005\u5173\u7cfb\u5982\u4e0b\u8868":62,"dnn\u4e2d\u7684":62,"dnn\u4e2d\u7684\u6392\u5217\u65b9\u5f0f\u4e0d\u6b62\u8fd9\u4e00\u79cd":62,"dnn\u4f1a\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":62,"dnn\u4f1a\u7528\u5230":62,"dnn\u5171\u540c\u4f7f\u7528":62,"dnn\u524d\u540e\u7684cnn\u7f51\u7edc\u6027\u80fd":62,"dnn\u5728\u53d1\u5e03":62,"dnn\u5b9e\u73b0":62,"dnn\u5e0c\u671b\u7684\u683c\u5f0f":62,"dnn\u6570\u636e\u7684\u4e0d\u540c\u683c\u5f0f\u4ee5\u53ca\u76f8\u4e92\u4e4b\u95f4\u7684\u8f6c\u6362":62,"dnn\u7684":62,"dnn\u7684\u5e93\u76ee\u524d\u53ea\u6709\u52a8\u6001\u5e93":62,"dnn\u7684\u6027\u80fd":62,"dnn\u7684\u60c5\u51b5\u4e0b":62,"dnn\u7684\u64cd\u4f5c\u90fd\u662f\u76f4\u63a5\u8986\u76d6\u7684\u5f62\u5f0f":62,"dnn\u7684\u6d4b\u8bd5":62,"dnn\u7684\u73af\u5883\u4e0b":62,"dnn\u7684\u76f8\u5173\u529f\u80fd":62,"dnn\u7684\u7ed3\u679c":62,"dnn\u7684\u9ad8\u6027\u80fd\u683c\u5f0f\u4e0epaddlepaddle\u539f\u6709\u7684":62,"dnn\u7684layer":62,"dnn\u7684layers\u90fd\u4f1a\u7ee7\u627f\u4e8e":62,"enum":[34,36,41,67,74,75,84,85,91,103],"export":[51,56,93,105,110],"final":[4,5,18,27,28,42,56,68,69,86,90,101,102],"float":[2,3,4,6,9,18,19,45,50,58,85,87,89,101,102,103,104,108,121],"function":[4,5,9,10,18,19,23,26,28,29,31,35,36,37,39,40,41,42,45,46,50,52,55,58,63,68,69,72,73,74,75,76,78,79,80,81,83,85,90,98,101,102,103,104,107,108,110,112,119,126],"golang\u53ef\u4ee5\u4f7f\u7528":65,"golang\u7684":65,"gpu\u7b49":82,"h\u5e76\u4e0d\u56f0\u96be":65,"images\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u7684":33,"import":[3,4,26,29,30,40,41,44,52,54,56,57,63,68,69,75,83,86,95,96,98,102,108,110,112,113,125],"ingress\u9700\u8981\u628apfsclient\u7684\u8eab\u4efd\u4fe1\u606f\u4f20\u7ed9pfsserv":48,"instance\u4e0e\u751f\u6210\u6570\u636e\u96c6\u65f6":33,"instance\u5305\u6db5\u4e24\u4e2a\u503c":33,"instance\u662f\u4e00\u6a21\u4e00\u6837\u7684":33,"int":[2,3,4,5,9,10,11,18,19,28,29,34,35,36,39,40,41,43,57,58,61,62,63,65,66,74,75,77,78,84,85,87,90,91,101,103,104,110,121],"interface\u6587\u4ef6\u7684\u5199\u6cd5\u975e\u5e38":65,"layer\u65f6":62,"layer\u7684\u540e\u9762\u63a5\u6709cpu":62,"list\u4f5c\u4e3a\u68c0\u67e5\u5217\u8868":82,"long":[4,5,9,18,41,108],"mkl\u5e93\u7684":61,"mklml\u4ee5\u53camkl":62,"mklml\u53ef\u4ee5\u4e0emkl":62,"mklml\u7684\u5e93\u76ee\u524d\u90fd\u662f\u52a8\u6001\u5e93":62,"mode\u4e0b\u7684\u7ed3\u679c":61,"model\u505a\u5206\u652f\u7ba1\u7406":82,"ndarray\u7c7b\u578b\u7684\u503c\u548c\u6574\u578b\u7684\u503c":33,"new":[4,9,18,27,28,29,30,31,34,35,36,37,38,41,42,45,50,51,60,61,63,67,69,72,77,78,79,81,85,86,90,96,99,100,106,113,114,126],"note\u7684\u4e66\u5199":82,"null":[56,101,119],"op\u7684\u4fe1\u606f":62,"openmp\u7528\u4e8e\u63d0\u9ad8mklml\u7684\u6027\u80fd":62,"org\u76ee\u524d\u9075\u5faa":82,"packed\u4f18\u5316\u540elayer\u7684\u6d4b\u8bd5":61,"packed\u76f8\u5173\u529f\u80fd":61,"paddle\u4e00\u4e2a\u52a8\u6001\u5e93\u53ef\u4ee5\u5728\u4efb\u4f55linux\u7cfb\u7edf\u4e0a\u8fd0\u884c":65,"paddle\u5185\u5d4c\u7684python\u89e3\u91ca\u5668\u548c\u5916\u90e8\u4f7f\u7528\u7684python\u5982\u679c\u7248\u672c\u4e0d\u540c":65,"paddle\u5185\u90e8\u7684\u7c7b\u4e3ac":65,"paddle\u7684\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u5305\u62ec\u4e00\u4e0b\u51e0\u4e2a\u65b9\u9762":65,"paddle\u7684\u7c7b\u578b\u5168\u90e8\u9000\u5316\u6210":66,"paddle\u7684\u94fe\u63a5\u65b9\u5f0f\u6bd4\u8f83\u590d\u6742":65,"paddle\u7684c":66,"paddle\u8bad\u7ec3\u4efb\u52a1":33,"paddle\u8def\u5f84\u4e0b":66,"paddle\u9700\u8981\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3":65,"paddle\u9700\u8981\u66b4\u9732\u7684api\u5f88\u591a":66,"paddle\u9759\u6001\u5e93\u94fe\u63a5\u590d\u6742":65,"paddle_\u7c7b\u578b\u540d":66,"paddle_\u7c7b\u578b\u540d_\u51fd\u6570\u540d":66,"paddlepaddle\u4e2d\u7684cudnn\u90e8\u5206\u4f7f\u7528\u7684\u4e5f\u662f":62,"paddlepaddle\u4f7f\u7528git":82,"paddlepaddle\u5f00\u53d1\u8fc7\u7a0b\u4f7f\u7528":82,"paddlepaddle\u63d0\u4f9b\u4e13\u7528\u7684":33,"paddlepaddle\u6bcf\u6b21\u53d1\u65b0\u7684\u7248\u672c":82,"paddlepaddle\u6bcf\u6b21\u53d1\u7248\u672c\u9996\u5148\u8981\u4fdd\u8bc1paddlepaddl":82,"paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u9075\u5faa":82,"paddlepaddle\u7684activation\u4f1a\u76f4\u63a5\u4f7f\u7528":62,"patch\u53f7":82,"patch\u53f7\u52a0\u4e00":82,"pfsclient\u9700\u8981\u548cingress\u4e4b\u95f4\u505a\u53cc\u5411\u9a8c\u8bc1":48,"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":48,"pfsserver\u63d0\u4f9brest":48,"public":[10,18,29,50,53,58,74,80,83,85,86,87,90,101,102,103,104,110,113,114],"py\u4e2d":82,"pypi\u4e0a\u7684package\u540d\u79f0\u4e3apaddlepaddle\u548cpaddlepaddl":82,"pypi\u4e0d\u652f\u6301\u8986\u76d6\u4e0a\u4f20":82,"reader\u7684\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u4e00\u81f4\u7684":33,"reader\u8f93\u51fa\u7684data":33,"resnet\u7684mkl":62,"return":[2,3,4,5,7,9,10,11,17,18,19,23,25,26,27,28,29,33,34,36,39,40,41,46,50,52,53,54,56,58,59,60,63,68,69,70,74,75,76,80,83,85,87,90,98,101,102,103,104,112,113],"rnn\u90e8\u5206\u4e2d":61,"s3\u4e4b\u7c7b\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u4e4b\u4e0a":33,"server\u4e4b\u4e0a":32,"server\u4e4b\u95f4\u7684\u7f51\u7edc\u5e26\u5bbd":32,"server\u4f1a\u6682\u505c\u53c2\u6570\u66f4\u65b0\u5e76\u7b49\u5f85":32,"server\u4f1a\u83b7\u53d6parameters\u5185\u5b58\u7684":32,"server\u5185\u5b58\u4e2d\u7684\u6a21\u578b\u6570\u636e\u7684\u5b8c\u6574\u955c\u50cf":32,"server\u540c\u6b65\u7684\u4fdd\u5b58\u4e00\u4e2a\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u5168\u5c40\u68c0\u67e5\u70b9":32,"server\u5728\u96c6\u7fa4\u4e2d\u542f\u52a8\u540e":32,"server\u6545\u969c\u540e\u88abkubernetes\u91cd\u65b0\u542f\u52a8":32,"server\u6b64\u65f6\u8fd8\u9700\u8981\u901a\u8fc7\u7f51\u7edc\u8bbf\u95ee\u5206\u5e03\u5f0f\u5b58\u50a8\u4ee5\u4fdd\u5b58\u5feb\u7167":32,"server\u751f\u6210\u4e00\u4e2auuid":32,"server\u7684\u5355\u70b9\u6216\u591a\u70b9\u540c\u65f6\u6545\u969c":32,"server\u7684\u6570\u636e\u5feb\u7167":32,"server\u7684\u68c0\u67e5\u70b9\u5404\u81ea\u72ec\u7acb\u4fdd\u5b58":32,"server\u7b2c\u4e00\u6b21\u542f\u52a8\u6216\u4efb\u610f\u65f6\u95f4paramet":32,"short":[4,5,50,54,77,83,86,90,102],"static":[25,36,66,83,85,113,124,126],"super":[77,101],"swig\u652f\u6301\u7684\u8bed\u8a00\u6216\u8005\u89e3\u91ca\u5668\u6709\u5c40\u9650":65,"swig\u66b4\u9732\u7684\u63a5\u53e3\u4fdd\u7559\u4e86c":65,"swig\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u80fd\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":65,"swig\u76f4\u63a5\u8bfb\u53d6c":65,"swig\u9700\u8981\u5199\u4e00\u4e2ainterface\u6587\u4ef6":65,"switch":[29,66,113],"tag\u4e3a":82,"tag\u53ef\u4ee5\u662flatest\u6216latest":82,"tag\u7684\u66f4\u65b0\u65f6\u95f4\u662f\u5426\u5728\u4e0a\u8ff0\u7f16\u8bd1wheel\u5305\u5b8c\u6210\u540e\u662f\u5426\u6700\u65b0":82,"throw":113,"true":[2,3,4,5,6,7,9,10,11,17,18,19,21,25,26,28,29,34,51,57,61,70,75,76,77,78,82,85,90,98,101,110,113,119,121],"try":[30,31,34,35,36,51,56,60,63,78,83,86,93,95,99,108,112,124],"type\u5b57\u6bb5\u5747\u4e0d\u5c3d\u76f8\u540c":66,"var":[17,18,28,29,40,41,45,52,53,55,57,70,75,76,77,79,83,88,89,90,105],"void":[29,34,36,47,50,52,53,58,63,64,65,66,75,76,84,85,87,89,101,102,103,104],"wheel\u5305":82,"while":[2,4,9,29,38,41,51,56,59,60,69,72,73,78,81,83,87,98,102,104,119],AGE:[113,114],AWS:[9,33,110,116,117],Abs:18,Added:86,And:[3,4,6,9,10,11,18,25,27,34,38,39,47,54,56,67,71,74,78,83,87,98,113,121],But:[4,5,9,18,27,53,59,67,74,83,95,100,110,126],EOS:4,For:[3,4,5,6,9,18,25,26,28,29,35,36,37,39,40,42,45,46,51,52,53,55,58,60,64,67,68,69,72,73,74,75,76,77,78,79,80,81,84,85,86,87,89,91,92,93,96,98,100,101,102,103,104,107,108,112,118,119,121,123,125,126],IDE:[99,124],IDs:[10,18,38,41,69],IPs:110,IRs:42,Into:113,Its:[3,4,52,84,98,102,113],K8s:126,NMS:4,NOT:[18,77,102],Not:[26,31,60,86,95,126],OPs:[42,44,112],One:[3,5,18,25,27,38,64,67,83,86,89,98,101,119],Ops:[79,81,85,102],PFS:48,PRs:105,QoS:114,Such:[58,77,86,90],TLS:[26,48,113],That:[4,9,71,93,119,121],The:[1,2,3,4,5,6,9,10,11,17,18,19,22,25,26,27,28,30,31,35,37,38,39,41,42,44,45,46,49,50,52,56,59,60,63,64,66,68,69,71,72,74,75,76,77,78,81,83,84,85,86,87,89,90,91,93,95,98,99,100,101,102,103,104,105,107,108,109,110,111,112,113,114,119,121,123],Their:[4,31],Then:[4,5,18,40,42,53,58,60,71,74,76,92,93,95,98,101,107,108,110,112,113,114,115],There:[3,4,10,18,25,26,29,30,31,36,38,39,41,42,49,50,51,56,60,67,68,69,72,73,74,77,81,83,84,87,102,108,113,123,124],These:[3,11,18,28,29,45,50,55,70,81,84,85,86,92,110,121],Use:[3,9,18,26,43,49,78,79,86,92,101,107,108,113,119,120,125],Used:[5,21,79,87],Uses:[60,124],Using:[18,31,51,72,78,79,81,83,94,99,104,114],VMs:99,VPS:113,WITH:125,Will:[9,25],With:[4,5,40,45,51,71,75,86,90],YES:39,Yes:[62,93,99],___fc_layer_0__:113,__align__:50,__cuda_align__:50,__device__:50,__doc__:85,__file__:39,__forceinline__:50,__fp16:50,__global__:50,__gradient_machines__:25,__hadd:50,__half:50,__half_raw:50,__impl__:85,__init__:[45,46,54,60,70,77,90,101,107],__main__:54,__metaclass__:102,__name__:54,__param_conf__:25,__rnn_step__:98,__tmp_params__:25,__va_args__:80,__x:50,_addup_repetitive_outputs_:28,_append_backward_ops_:[28,45],_append_backward_vars_:28,_binari:30,_create_global_var:77,_def:60,_dtype:56,_filer:63,_filter:63,_fwd:63,_fwd_pd:63,_input:63,_librari:30,_link:5,_live_in:60,_live_out:60,_loss:54,_op:[56,102],_output:63,_presucessor:60,_program:60,_proj:4,_remove_no_grad_branch_:28,_reorder_input:63,_source_language_embed:98,_src_input:63,_sucessor:60,_target_language_embed:98,_test:30,_update_op:46,_use:60,_value_index:56,a75:50,a_op:102,a_prev:86,aaaaa:33,aaaaaaaaaaaaa:113,abbrevi:11,abc:4,abi:123,abil:54,abl:[4,26,28,41,42,58,70,74,77,126],about:[5,11,18,29,30,39,44,49,52,60,68,78,83,85,86,87,93,95,96,102,107,108,113,118,119,123,125],abov:[3,4,18,26,28,29,30,31,35,40,41,42,50,51,52,53,55,63,68,69,70,71,72,74,75,77,85,86,88,89,90,93,94,96,99,100,102,103,104,107,108,112,113,114,123,126],abs:[5,27,54],abs_numerical_grad:27,absolut:[93,123,125],acc:42,acceler:[4,32,62,71,72,93,121],accept:[2,4,9,18,26,79,123],access:[4,5,18,26,30,35,38,39,40,41,42,77,95,98,110],accessmod:113,accessor:77,accord:[3,4,11,18,27,28,36,42,44,55,69,79,90,102,110,118,119,121],accordingli:[3,4,101],account:[79,100,126],accoust:86,accrodingli:34,accumul:[14,31,36,46,71,72,86],accur:[27,38,74],accuraci:[3,46,86,101],achiev:[44,71,72,86,87,108],ack:119,acl2016:10,acquir:51,across:[4,9,28,42,68,86],act1:56,act2:56,act:[4,5,18,19,29,42,56,69,77,90,96,98,109,112],act_output:85,act_typ:56,actgat:18,action:[41,113],activ:[5,18,19,24,30,56,60,69,74,77,81,85,96,98,101,104,105,119],activi:5,actnod:18,actual:[4,18,34,45,51,54,56,63,67,72,85,87,89,104],actual_layout:63,adagrad:[72,84],adagradoptim:[20,70],adam:[26,36,42,54],adamaxoptim:20,adamoptim:20,adapt:[3,6,18,25,74,89],add:[4,5,9,18,22,23,25,27,28,29,30,34,38,41,42,44,46,50,53,57,59,70,72,76,77,79,81,83,87,88,92,99,100,101,102,104,108,109,121,125],add_activ:77,add_bia:77,add_depend:30,add_execut:30,add_input:[68,101],add_memori:68,add_output:68,add_scalar:[29,69,75],add_sum:77,add_test:[30,101],add_two:[29,68],add_unittest_without_exec:101,addattr:[85,102],addbia:101,addcom:[85,102],added:[3,4,10,18,25,29,44,45,50,67,71,72,81,100,101,102,103],adding:[81,100],addinput:[85,102],addit:[4,5,28,41,71,74,79,81,90,102,104,112],addition:68,addmemori:63,addop:[53,104],addoutput:102,addprimit:63,addprimitivedesc:63,addr:31,address:[31,36,40,42,93,108,110,111,112,115,119,126],addrow:101,addtolay:4,addtyp:85,adjust:[28,45],admin:126,administr:[38,99,126],adopt:[50,54],advanc:[27,98,108,119],advantag:[27,50,51,72,78,110],adversari:[54,78],advic:108,affect:[4,18,29],affili:69,afford:35,aforement:30,after:[4,5,10,11,18,28,29,30,35,36,38,42,43,44,45,47,49,50,60,63,71,73,74,77,86,92,93,98,100,101,102,103,104,107,110,111,113,114,119,121,123,124],aftern:74,again:[26,31,72,108],against:113,age:10,agg_level:4,aggreg:[46,71,113],ago:30,ahead:86,aid:108,alex:18,alexnet_pass1:121,alexnet_pass2:121,algo:63,algorithm:[4,6,18,28,35,45,60,63,69,72,81,86,89,98],alia:[1,2,4,16,18,20,23],alias:18,align:[4,5,9],all:[2,3,4,17,18,19,25,26,28,29,30,31,34,36,38,39,40,41,42,43,45,47,49,51,54,55,56,59,60,63,64,66,67,68,69,70,71,72,74,75,77,79,85,86,87,93,98,99,101,104,108,109,110,111,112,113,114,118,119,121,123,124,125,126],all_output_nam:28,alloc:[2,36,39,60,63,87,101,104,109,121],allow:[26,36,40,42,45,51,72,81,100,101,108,113,119],allow_only_one_model_on_one_gpu:[118,119,121],allreduc:71,almost:[18,99,111],along:[4,11,18,19],alpha:[18,30,81],alreadi:[18,22,30,31,51,63,77,83,93,108,111,113,119,125],alreali:118,also:[4,5,10,18,21,26,28,29,30,34,37,41,42,50,51,53,54,55,56,59,60,67,68,69,72,73,74,75,76,77,78,81,83,85,86,87,90,91,92,93,95,98,99,101,102,105,108,110,112,114,123,126],altern:[102,107],although:[22,28,71],altogeth:126,alwai:[4,5,18,25,30,41,64,84,113,119],amazon:[113,114],amazonaw:113,amazonec2fullaccess:113,amazonelasticfilesystemfullaccess:113,amazonroute53domainsfullaccess:113,amazonroute53fullaccess:113,amazons3fullaccess:113,amazonvpcfullaccess:113,ambigu:[78,86],amd64:113,amd:67,amend:100,amodei:86,among:[18,113],amort:71,amount:[18,108],analys:74,analysi:[74,107,108],analyz:60,ancestor:[75,77],andd:113,andrew:60,android:125,android_abi:123,android_api:123,android_arm_neon:123,android_native_api_level:123,android_standalone_toolchain:123,android_toolchain:123,ani:[4,5,9,18,21,26,30,31,36,38,39,40,41,42,47,50,51,58,60,64,69,71,72,77,78,80,81,86,89,92,99,102,104,108,112,113,115,125],annoi:111,announc:50,anoth:[4,9,18,25,26,28,29,39,41,51,52,63,69,77,83,85,87,89,99,113,119],anroid_arm_mod:123,ans:113,answer:[40,51,100,113],anthor:18,anymor:71,anyth:[9,69,78,113],anytim:54,anywai:[107,123],apach:62,apart:18,api:[10,25,26,28,30,36,37,39,40,46,48,53,54,56,68,73,74,79,82,90,91,92,95,101,102,107,108,110,112,113,122,123,124,125,126],api_shar:30,api_test:30,api_trainer_config_helpers_lay:98,apiserv:113,apivers:[113,114],app:124,appar:28,appear:[40,51,55,87],appel:60,append:[18,25,28,45,46,69,77,78,86,98,100,101,110],append_backward:[28,70,107],append_batch_s:18,append_clip_op:45,append_gradient_machin:25,append_op:[45,59,77],append_oper:77,appl:124,appleyard:108,appli:[4,18,23,54,55,71,74,83,98,101],applic:[22,40,41,50,51,52,55,77,79,100,102,107,108,110,113,114,126],applyl1:34,appoint:102,appreci:[86,100],approach:[4,42,43,44,71,72,73,81,86,123,125,126],approxim:[18,72],apt:[93,107],arbitrari:[4,42,64,104],arch:123,archetectur:86,architectur:[50,86,92,110,123,124],archiv:[10,18,65,66],area:54,arg:[3,5,15,22,28,56,70,85,102,118],arg_nam:4,argmax:18,argu:76,argument:[4,9,11,18,22,28,29,34,35,42,70,73,76,77,92,98,100,101,119,120],arithmet:50,arm64:[123,124],arm64_standalone_toolchain:123,arm:[50,123,124,125],arm_standalone_toolchain:123,armeabi:123,armv7:[50,124],armv8:50,arn:113,around:[4,38,60,77,113,126],arrai:[2,4,9,11,18,25,36,40,41,55,69,75,77,78,79,90,102],arrang:[18,90],arrari:18,array_to_lod_tensor:60,arrow:54,articl:[10,18,52,55,99,110,112,114,125],artifact:[82,95,113],artifici:60,arxiv:[5,18,54,86],as_row_vector:4,as_step_input:29,asap:103,asgd:72,ask:[28,31,38,99],asr:86,assgin:60,assign:[3,4,19,28,35,40,43,45,50,52,71,86,104,110,112,113,119,126],assigne:86,assignmemt:60,associ:[73,80,104],assum:[3,4,18,29,42,63,93,98,112,121],assumpt:42,ast:40,astyp:[78,102],asyc:31,async:[31,44,118],async_count:119,async_lagged_grad_discard_ratio:119,async_lagged_ratio_default:[118,119],async_lagged_ratio_min:[118,119],asynchron:[31,41,71,74,110,119],atom:43,att_seq:5,attach:5,attend:5,attended_sequ:5,attenion:5,attent:[4,5,19],attr1:4,attr2:4,attr:[2,4,5,18,29,40,56,59,63,75,76,77,85,98,102],attr_map:85,attrdesc:75,attribu:63,attribut:[4,5,18,24,28,29,44,45,59,75,77,79,83,85,90,101,102],attributemap:102,attrproto:85,attrtyp:[75,85,102],attrvalu:85,auc:[46,118],aucvalidationlay:119,audio:86,augment:86,authent:113,author:[10,48,86,113],auto:[29,34,43,52,63,65,76,79,83,89,90,92,100,101,102,104,108],autom:[110,113],automat:[4,18,26,28,36,42,44,45,53,70,79,85,86,92,98,100,101,102,107,111,112,113,118,119,124],avail:[10,31,36,44,50,51,60,95,113,126],ave:22,averag:[3,4,7,14,18,22,25,35,119],average_test_period:[118,119],avg:[108,112],avg_cost:[42,109,112],avg_loss_valu:112,avg_x:18,avgpool:4,avoid:[18,27,29,31,41,42,59,63,71,72,73,92,108],avx2:92,avx:[92,93],awai:51,await:114,awar:[26,40,41,46,52,68,77,99,107,113],awk:115,awni:86,aws:48,aws_account_id:113,awsaccountid:113,awskeymanagementservicepowerus:113,axi:[4,18],axiom:41,axis:4,b363:114,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:114,ba5f:113,back:[4,18,25,28,31,42,50,54,72,93,102],background:[3,4,81,86,110],background_id:[3,4],backpropag:[27,28],backward:[1,4,5,18,23,27,29,34,36,45,54,61,62,70,72,73,76,80,81,88,98,101,109,119,121],backward_first:98,backward_op:27,backwardactiv:101,baidu:[18,51,86,114],bake:42,balanc:[44,71,113,119],bandwidth:[50,71],bare:[112,114,126],barrier:[110,119],barrierstatset:108,basci:56,base:[3,4,7,9,10,18,26,35,45,46,50,51,58,63,67,70,71,72,74,79,80,81,87,90,98,99,101,102,107,108,109,113,119,123,124],baseactiv:5,baseerrorclipattr:45,baseev:25,baselin:86,basematrix:101,basenam:3,basepoolingtyp:[4,5],basestr:[2,3,4,5,7,25],bash:[92,93,99,110,113,114],basic:[4,25,42,56,63,74,75,79,80,86,90,101],batch:[4,5,9,11,14,18,19,25,26,29,31,33,34,41,42,46,47,51,54,57,67,68,69,71,72,86,90,100,101,112,113,114,119],batch_id:[25,54],batch_im:54,batch_images_from_tar:11,batch_label:54,batch_norm:[54,86],batch_norm_lay:5,batch_norm_typ:4,batch_read:[33,78],batch_ref:18,batch_siz:[9,18,42,54,61,69,112],batch_szi:54,batch_z:54,batchnorm:[18,54,86],batchsiz:[4,101],bazel:30,bbbbb:33,bbox:3,bcd:4,bcebo:10,bcm2708:125,bdist_wheel:82,beacus:56,beam:[4,18,98,119],beam_gen:[4,98],beam_search:[25,69,98],beam_siz:[4,18,69,98,118,119,121],becaus:[3,4,10,26,29,30,31,36,50,69,73,77,78,81,83,84,88,89,90,91,98,99,101,104,107,112,113,121,123],becom:[18,43,44,83,87,108],been:[4,5,18,28,30,35,41,51,99,100],befor:[4,5,18,28,31,38,41,45,49,52,55,67,72,73,74,78,81,92,93,100,102,103,107,113,123,124,126],begin:[3,4,18,22,28,34,36,46,49,55,69,71,101,110],beginiter:[25,26],beginn:98,beginpass:[25,26],begintrain:26,behavior:[18,41,108],behind:[51,90,112],being:[18,28,38,45,51,76,78,104,107],belong:[3,4,42,83],below:[18,29,31,36,42,44,50,51,64,73,78,81,90,91,92,95,98,101,108,110,113,123,124],benchmark:[64,86],benefit:[5,38,39,69],besid:[4,10,21,42,60,67,71,95],best:[30,63,93,99,119],besteffort:114,beta1:6,beta2:6,beta:[18,54],better:[5,30,51,60,63,69,89,113,124,126],between:[3,4,11,18,25,28,30,31,36,42,44,50,51,63,66,71,73,80,83,93,102,104,113],bgr:11,bi_gru:5,bi_lstm:5,bia:[4,5,18,69,77,98,101],bias:[4,18,101],bias_attr:[4,5,18,77,98],bias_initi:18,bias_param_attr:5,biases_:101,biasparameter_:101,biassiz:101,bidi:114,bidirect:[4,5,86,98],big:[40,44,60,108,126],bigger:[18,31],bilinear:4,bilinear_interpol:4,bilinearfwdbwd:108,bin:[93,110,113,114],binari:[3,4,9,18,30,39,42,50,52,54,64,92,94,95,99,107,108,113],bind:[40,41,50,53,83,87],bioinf:18,bit:50,bitcod:124,bla:[93,124],black:[54,124],blank:[4,18,113,124],blob:10,block0:60,block1:60,block2:60,block:[4,18,28,32,34,36,40,41,42,43,44,45,46,47,51,58,60,67,68,70,87,88,91,101,102,104,108,119],block_expand:86,block_i:[4,18],block_id:[40,47],block_x:[4,18],blockdesc:[23,29,55,77,79],blockdescbind:58,blockingcount:43,blueprint:69,bn_bias_attr:5,bn_layer_attr:5,bn_param_attr:5,book:[10,79,86,98,105,109],book_distribut:112,booktitl:10,bool:[2,3,4,5,6,7,9,10,11,17,18,25,29,50,57,59,61,62,63,76,77,84,85,90,91,101,103,119,121],boost:[67,86,87,103],boot:[4,18,98,126],boot_bia:4,boot_bias_active_typ:4,boot_lay:98,boot_stat:90,boot_with_const_id:4,bootstrapp:126,borrow:[54,90],bos_id:[4,98],both:[1,2,4,5,11,18,22,26,29,30,31,38,41,42,44,50,51,54,58,60,67,69,71,74,76,84,86,87,98,101,102,104,105,108,110,112,113,124],bottl:71,bottleneck:[74,108],bottom:[25,86],bound:[4,18,60],boundari:42,boundri:3,box:[4,54,108],brace:[29,55],brain:38,branch:[4,18,26,29,30,42,51,57,75,82,88,95,100,102,105],breadth:119,break_if:90,brief:[30,36,50,87,104],briefli:108,bring:[51,60,104],broadcast:[18,31,71,79,126],broken:100,browser:[93,105,107,113],bsd:[41,71,99],bsp:41,bucket_nam:113,buddy_alloc:100,buf:34,buf_siz:[9,42,112],buffer:[9,34,41,63,64,72,78,83,109,119],buffer_s:[9,41],buffered_read:78,bufsiz:9,bug:[100,113],build:[4,10,17,30,39,42,55,56,60,62,72,81,82,85,86,93,95,96,100,102,107,110,112,113,116,117,119],build_android:123,build_dict:10,build_model:54,builder:100,buildtool:82,built:[30,40,42,50,52,60,67,71,85,86,90,92,95,99,107,123,125,126],bulk:41,bunch:[64,108,110],button:[100,105,113],c11:65,c703c041:100,c99:66,c99e:113,cach:[50,92],cacul:[5,46,110],caff:[29,51],caffe2:[29,40,41,51],calcul:[3,4,5,18,27,28,31,36,43,46,50,60,93,98,101,108,110,119,121],calcut:60,calendar:74,call:[3,4,5,9,18,22,25,26,27,28,29,34,35,36,37,39,40,41,42,45,52,54,55,60,68,69,70,74,77,79,80,83,85,87,90,96,98,99,101,102,103,104,107,108,110,112,113,119],callabl:[2,4,9,10,17],callback:[45,101],caller:[27,107,113],can:[2,3,4,5,9,10,11,17,18,19,21,22,25,26,27,28,29,30,31,34,35,38,39,40,41,42,44,45,47,50,51,52,53,54,55,56,58,59,60,63,67,68,69,70,71,72,74,75,76,77,78,79,80,81,85,87,89,90,91,92,93,94,95,96,98,99,100,101,102,103,104,105,107,108,110,111,112,113,114,115,118,119,121,123,124,125,126],cancel:38,candid:[4,18,69,86],candidate_activ:18,cannot:[79,83,89,90,101,102],cantain:56,capabl:[50,73,79],capac:[81,113],capi:[65,92],capi_prvi:66,caption:69,captur:[4,111],card:[71,110,112],care:[5,39,60,78,86,87,93,118,119,126],carefulli:[86,119],caret:25,carpedm20:54,carri:18,cast:[50,89],cast_to_op_attr:85,cat:[9,11,93,115],categor:102,categori:[4,10,31],categorig:10,categoryfil:114,caus:[31,49,95,102],caution:[113,114],cbla:61,cc_:30,cc_binari:30,cc_test:30,cclient:37,cde:4,cdn:10,cduadevicecontext:[67,87],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:[92,95,96,126],central:[81,112],ceph:[9,33,114],cephf:[33,39,48],cer:86,certain:[18,59,67,70,74,83,87,103,118],certif:[26,48,113],cffi:65,cfg:[60,114],cgo:65,ch1:41,ch2:41,chain:[9,28,55,101],challeng:[4,31,51,57,87],chan:41,chanc:[26,50,101],chang:[4,10,30,35,39,42,51,63,73,75,78,80,82,83,86,92,98,100,101,102,104,108,110,112,113,119,123],changes:63,channel:[4,5,11,18,40,108],channel_shar:4,chapter:[68,69,86,112],chapter_data:68,chapter_out:68,charact:[41,86],characterist:121,check:[9,28,29,30,45,63,76,79,88,92,95,100,102,105,110,113,119,121],check_align:9,check_attr:85,check_eq:101,check_grad:[27,102],check_l:101,check_output:102,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:100,checker:79,checkgrad:119,checkgrad_ep:119,checkmark:126,checkout:100,checkpoint:[44,76],checksum:48,child:29,china:93,chines:105,chip:51,chmod:113,choic:[18,30,51,93],choos:[18,41,59,92,93,94,99,103,119,123],chosen:[18,54,67],chunk:[18,35,48],chunk_ev:14,chunk_schem:[3,14,18],chunktyp:3,chw:11,circl:55,circular:41,circumst:87,cite:10,claim:113,claimnam:113,clang:[50,65,100,123],clarifi:[3,18],clariti:69,classdim:18,classic:[4,60,86],classif:[4,18,55,121],classifi:[4,54],classification_error_evalu:3,classification_evalu:3,claster:113,clean:[29,30,47,73,79,92,99,100],clear:[3,22,30,69,73,83,89,125],clearer:[73,77],clearli:83,cli:113,click:[95,100,105,107,108,113],client:[18,34,37,79],clip:[2,5,119],clip_op:45,clip_op_desc:45,clipbynorm:18,clock:4,clone:[4,92,99,100,105,107,123,125],close:[41,78,100],close_channel:41,cloud:[30,31,39,48,49,79,126],cloud_read:9,cludform:113,cluster:[9,25,26,29,31,36,42,86,114,118,119],cluster_test_fil:110,cluster_train:111,cluster_train_fil:110,cluster_train_v2:[111,115],cm469:113,cmake:[66,92,99,100,101,102,105,107,108,112,123,124],cmake_build_typ:[107,123,124,125],cmake_c:124,cmake_install_prefix:123,cmake_system_nam:[123,124,125],cmakelist:[30,61,62,101],cmatrix:[65,66],cmd:114,cmu:18,cname:113,cnn:[4,18,114],coars:53,code:[4,9,26,28,30,38,41,42,44,47,50,53,54,55,59,64,67,70,72,73,74,76,78,79,80,81,85,90,92,93,95,96,98,99,101,102,103,104,105,106,108,110,112,113,114],codebas:[79,100],coeff:4,collabor:31,collect:[4,10,25,74],collectbia:101,color:11,colour:10,column:[3,4,18,55,78,101,107],column_evalu:3,com:[4,5,10,18,30,54,82,92,93,99,100,105,107,109,113,114,123,125,126],combin:[3,4,5,9,25,60,70,79,83],come:[42,46,60,75,86,90],comma:[18,22,25,36,112,119],command:[9,22,30,34,39,49,92,93,95,96,99,100,101,102,105,106,107,108,111,112,113,114,115,116,117,123,124,125],commandlin:108,comment:[18,30,56,85,86,100,102],commit:[30,100],common:[11,33,81,87,98,101,118],commonli:[49,81,98,107,108,121,125],commun:[31,36,37,41,42,44,71,100,101,110,112,113],compani:51,compar:[27,30,40,79,99,101,102],comparison:[30,51,103],compat:[19,50,53,71],compil:[4,30,42,51,56,58,60,67,71,80,84,85,91,99,101,105,110],complaint:30,complet:[4,5,10,18,25,28,29,31,35,36,45,48,55,64,67,79,94,101,102,104,107,112,113,114,126],complex:[5,18,38,41,60,69,79,98,108],complic:[4,42,53,78,89,90],compon:[41,42,56,86,90,91,101,103],compos:[9,19,26,41,53,56,68,77,79],composenotalign:9,composit:53,compress:35,compris:28,compromis:99,comput:[4,5,14,18,19,22,26,27,31,41,42,44,47,50,51,52,56,60,64,67,70,71,72,74,80,83,86,87,89,91,93,98,99,100,101,102,103,107,108,109,110,112,113,121,123,124,125],computation:[4,98],computationgraph:56,con:71,concat:[54,98],concaten:[4,5,18,54,68,90],concentr:79,concept:[3,26,40,41,51,53,54,56,63,68,69,72,73,75,83,90,91,98],conceptu:[41,47,51,54,56],concern:[26,41,46,124],concis:[54,90],conckerneltrac:22,conclud:102,concret:[79,87,102],concurr:[31,38,44,74,110],concurrentremoteparameterupdat:119,cond:[18,29,51,57,75],condit:[4,18,35,42,51,57,63,86,88,98,114],condtion:54,conduct:108,conf:[4,111],conf_paddle_gradient_num:113,conf_paddle_n:113,conf_paddle_port:113,conf_paddle_ports_num:113,conf_paddle_ports_num_spars:113,confid:4,confidence_threshold:4,config:[2,4,22,33,49,69,101,113,114,118,119,126],config_:[34,119],config_arg:[118,119,121],config_bas:[3,4,25],config_lay:101,config_len:36,config_pars:[61,62,101],config_proto:36,configmap:42,configur:[0,4,18,25,28,34,36,38,39,42,44,51,56,59,77,86,87,89,96,97,99,100,101,102,104,108,110,112,119,123,125,126],confirm:49,conflict:[83,100],confus:[11,54,59],congest:119,conll:10,connect:[5,18,39,40,42,44,86,101,110,112,113,114,126],connectionist:[4,18],consequ:[4,5],consid:[3,4,28,76,87,99,108,121,126],consider:[4,5,67,86],consist:[3,4,10,11,18,35,41,52,64,75,78,79,80,85,86,91,102],consol:[108,113],consolid:[29,105],constant:[4,18,56,58,59,67,101,102],constantiniti:[16,18],constraint:83,construct:[3,18,26,47,56,60,68,77,79,83,85,98,103],constructbackwardgraph:55,constructoptimizationgraph:55,constructor:[18,45,50,74,77,79,83,85,101,102],consum:[31,107],consumpt:60,contact:38,contain:[3,4,5,7,9,10,11,18,25,26,28,29,35,47,54,56,63,64,67,73,74,77,79,80,83,84,85,86,90,91,94,95,98,99,102,110,112,113,115,124],container:110,containerport:113,content:[18,36,49,64,69,105,114],content_dir:105,content_len:36,context:[4,5,10,18,19,45,63,83,84,87,98,102,104,109],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:113,continu:[3,28,31,64,86,110,119,123],contrast:[4,18],contrib:81,contribut:[81,86,99,106],contributor:79,control:[2,29,40,41,88,113,114,119,126],controlflowgraph:60,conv2d:[54,103],conv:[5,18,54,63,89],conv_act:5,conv_batchnorm_drop_r:5,conv_bias_attr:5,conv_filter_s:5,conv_fwd:63,conv_layer_attr:5,conv_num_filt:5,conv_op:4,conv_pad:5,conv_param_attr:5,conv_pool_2:42,conv_strid:5,conv_with_batchnorm:5,conveni:[26,28,56,70,85,86],convent:[18,28,36,100,102],converg:111,convers:[50,51],convert:[10,18,33,42,43,44,50,51,52,63,78,80,86,112],convlay:4,convlut:86,convlution2d:18,convolut:[4,5,9,18,19,54,67,77,87],convolution2d:18,convolution_algorithm_opt:63,convoper:4,convproject:4,convtranslay:4,convtransproject:4,cool:100,cooper:86,coordin:[31,36],copi:[18,25,26,35,38,49,55,68,69,71,72,90,92,100,110,113,115],copy_from:45,copyvariablewithtensor:89,core:[2,18,28,56,59,66,72,73,90,99,109,119],coreo:[113,126],corespond:18,corner:79,corpu:[10,86],correct:[4,18,27,28,50,71,101,102,103,113],correctli:[3,9,28,50,54,101],corresond:50,correspend:18,correspoind:26,correspond:[4,17,18,19,26,28,29,30,45,50,56,57,63,67,68,69,77,79,80,81,85,87,88,101,102,103,104,107,124],correspondingli:124,corss_entropi:26,cortex:50,cos:[4,85],cosin:[4,18,85],cosineop:85,cosineopproto:85,cosineopprotomak:85,cost:[18,25,26,28,42,55,70,71,75,76,89,109,112,119],cost_id:4,cost_np:76,could:[4,9,25,26,27,35,40,41,42,43,44,50,51,52,68,70,72,73,75,77,78,80,88,99,103,107,108,111,113,123],count:[3,18,31,39,46,76,78,86,108,110,112,114,119,121],counter:[14,22,31,35,43,55],cours:[3,39,67,99],covari:4,cover:[51,86,104],cp27:95,cp27m:[82,95],cp27mu:[82,95],cpp:[27,34,53,61,62,65,66,73,79,91,101,103,108],cprofil:107,cprofilev:107,cpu:[2,4,22,27,39,50,59,67,72,73,74,79,81,82,87,89,92,93,99,102,103,104,107,108,109,114,119],cpu_avx_mkl:[93,95],cpu_avx_openbla:[95,96],cpu_kernel:59,cpu_noavx_openbla:95,cpu_ns_:74,cpu_per_pserv:42,cpu_per_train:42,cpudevicecontext:[67,87,102,103],cpuelapsedu:74,cpuengin:62,cpuinfo:93,cpuplac:[22,42,59,63,67,87,89,102,103,104,109,112],cpusparsematrix:66,crash:[31,108,111,119],creat:[2,9,10,18,23,25,26,27,29,31,36,40,43,45,46,47,48,49,50,51,53,54,55,63,67,68,70,71,72,73,77,80,81,86,93,96,99,100,101,102,105,110,112,115,119,123,126],create_backward_pass:70,create_bias_paramet:101,create_block:77,create_doc_str:85,create_input_paramet:101,create_local_scop:47,create_oper:53,create_optimization_pass:70,create_paramet:77,create_python_ops_creatation_funct:85,create_rnn:29,create_rnn_op:68,create_tmp_var:77,create_tmp_vari:77,create_var:77,create_whileloop:90,creategradientoper:80,creatememori:63,createop:85,createoper:29,createprimitivedesc:63,createstack:113,createvari:29,creation:[53,113],creationd:113,creator:[9,10,33,79,80],creator_:80,credenti:49,crf:[87,89],critic:[54,107],crlf:100,crop:[11,87],crop_grad:87,crop_siz:11,crope:11,cropgradkernel:87,cropkernel:87,cross:[4,18,77,102],cross_compil:125,cross_entropi:[4,26,42,54,60,89],cross_entropy_with_selfnorm:4,crt:48,csc:101,csr:101,csv:22,ctc:[3,18],ctc_error_evalu:86,ctc_evalu:3,ctest:[92,99,102],ctor:77,ctrl:[99,111],ctx:[63,89,102,104],cubla:[67,103],cublas_handle_:87,cublashandle_t:87,cuda7:[95,96],cuda8:[92,93,95],cuda:[22,30,52,67,74,79,87,93,95,99,102,103,108,110,112,119],cuda_context:52,cuda_dir:[118,119],cuda_fp16:50,cuda_so:93,cudaconfigurecal:108,cudadevicecontext:[52,67,87,102],cudadevicegetattribut:108,cudaelapsedu:74,cudaevent_t:74,cudaeventcr:108,cudaeventcreatewithflag:108,cudafre:108,cudagetdevic:108,cudagetdevicecount:108,cudagetdeviceproperti:108,cudagetlasterror:108,cudahostalloc:108,cudalaunch:108,cudamalloc:108,cudamemcpi:108,cudaplac:[22,67,87,89,103],cudaprofilerstart:108,cudaprofilerstop:108,cudaruntimegetvers:108,cudasetdevic:108,cudasetupargu:108,cudastream_t:87,cudastreamcr:108,cudastreamcreatewithflag:108,cudastreamsynchron:108,cudeviceget:108,cudevicegetattribut:108,cudevicegetcount:108,cudevicegetnam:108,cudevicetotalmem:108,cudnn:[4,7,18,30,59,63,67,87,89,103,119],cudnn_batch_norm:4,cudnn_conv:4,cudnn_conv_workspace_limit_in_mb:[118,119],cudnn_convt:4,cudnn_dir:[118,119],cudnn_kernel:59,cudnnavginclpadpool:4,cudnnavgpool:4,cudnnconvopkernel:103,cudnnv5:92,cudrivergetvers:108,cuinit:108,cumtim:107,cumul:4,cur_mem:69,curl:113,curli:[29,55],current:[4,18,28,29,30,31,34,36,40,44,46,51,59,67,68,69,72,73,74,77,83,89,90,93,95,98,99,101,105,110,111,112,113,119,124],current_block:[75,77],current_endpoint:112,current_oper:75,current_word:98,curv:26,custom:[26,39,50,54,69,72,79,86,101,113],custom_batch_read:78,custom_neg_class:18,cut:[9,90],cut_lin:9,cutoff:10,cv2:11,cxx:124,cxx_compil:[123,124,125],cxx_flag:124,cxxabi_1:95,cycl:31,cyclic:4,cython:65,d3e0:113,d_b0:54,d_b1:54,d_b2:54,d_block:54,d_f:54,d_g:54,d_h0:54,d_h0_bn:54,d_h0_relu:54,d_h1:54,d_h1_bn:54,d_h1_relu:54,d_h2:54,d_loss:54,d_loss_fak:54,d_loss_real:54,d_optim:54,d_step:54,d_t:54,d_w0:54,d_w1:54,d_w2:54,daili:100,dandroid_abi:123,dandroid_arm_mod:123,dandroid_arm_neon:123,dandroid_standalone_toolchain:123,dangl:99,dario:86,darwin:113,dash:54,dat:33,data:[0,3,10,11,17,25,26,27,29,33,34,35,41,44,46,48,50,51,54,55,56,58,59,60,63,64,67,68,69,70,71,72,73,75,77,79,81,83,84,85,86,87,90,91,96,98,101,102,104,108,109,110,112,115,116,118,119,121],data_feed:12,data_fil:11,data_i:54,data_lay:34,data_layout:18,data_layout_:89,data_read:[9,78],data_reader_creator_random_imag:78,data_shar:90,data_typ:[9,10,64,84,86,89,91,96,98,103],data_type_:[59,67,89],data_x:54,databas:10,datacent:[33,49],datacenter1:33,datacenter2:33,datacenter_1:33,datacenter_2:33,datacenter_nam:33,datadim:4,datafeed:[109,112],dataflow:56,dataflow_analysi:60,datalayout:89,dataparallel:42,dataprovider_convert:86,datasci:4,dataset:[0,18,33,39,42,72,78,86,96,98,107,112,119],dataset_nam:11,datatransform:89,datatyp:[10,18,59,63,84,86,89,91],date:110,dcgan:54,dcmake_install_prefix:[123,124,125],dcmake_system_nam:[123,124,125],dcs:10,dcuda_arch_nam:92,dcudnn_root:92,ddim:[67,87,104],dead:31,deal:[28,126],debug:[27,28,42,49,51,77,93,100,107],debug_str:56,decai:[6,23],decar:9,decayedadagradoptim:20,decayr:34,decent:35,decid:[26,38,54,64,72,80,81,84],declar:[18,29,54,68],decod:[4,5,18,86,98],decoder_boot:98,decoder_dim:69,decoder_group_nam:98,decoder_input:[69,98],decoder_mem:[69,98],decoder_prev:5,decoder_s:98,decoder_st:[5,98],deconv:[4,54],deconvolut:4,decor:[9,101],decrement:43,decrementcount:43,decrypt:113,deduc:79,deep:[4,18,28,38,41,47,54,55,60,62,74,79,81,86,87,93,108,112,124],deeper:[52,93],deepspeech2:61,def:[4,9,26,27,28,33,39,45,46,53,54,56,59,60,68,69,70,77,78,85,90,98,101,102],def_block:54,defalut:[18,22,119,121],default_block:54,default_devic:121,default_initi:18,default_main_program:[17,109,112],default_param_attr:77,default_st:90,default_startup_program:[109,112],default_valu:121,defaultdict:60,defaultinfervartyp:58,defect:73,defer:38,defin:[4,5,9,25,26,28,29,30,31,38,40,43,44,45,50,51,52,53,54,56,59,60,67,68,71,75,77,78,79,83,85,87,90,98,101,104,107,109,110,111,112,119],definit:[28,29,31,35,42,47,52,59,75,80,85,90,93,102,107,109],definiton:53,degener:18,degre:4,deivc:103,delai:[72,87,104,119],delet:[18,39,48,100],deletestack:113,delimit:3,deliv:126,delta:[4,27],delv:4,demand:[31,87],demo:[4,10,79,111,114,116],demolish:114,demonstr:[98,104],denot:[18,102,121],dens:[4,9,36,37,84,86,101,113],dense_arrai:9,dense_vector:[9,96],dense_vector_sequ:9,densescann:86,dep:30,depart:86,depend:[18,29,30,31,39,41,42,44,56,71,76,84,93,99,102,110,121,123,124,125,126],dependent_var:76,deploi:[4,111,121,126],deploy:[56,64,79,110,111,113,124,126],deprec:[4,86],depth:[29,51,86],dequeu:44,deriv:[1,26,42,45,57,70,123],desc:[29,45,63,64,77,85,90],desc_:29,descend:[18,90],descent:[4,31,72,110],descproto:64,describ:[17,26,28,29,30,35,40,42,47,52,59,63,64,68,69,73,75,77,79,84,85,89,91,101,102,103,104,113,114],describestack:113,describestackev:113,describestackresourc:113,descripotor:63,descript:[3,10,29,30,58,62,64,67,80,84,86,89,91,92,95,100,102,110,113,120],descriptor:[41,63,89],deseri:[25,64,73],deserializ:79,desgin:55,design:[4,9,18,28,34,59,60,65,72,74,81,102,126],desir:[9,31,42,72,113,114],destin:[18,36,49],destroi:[29,47],destruct:83,destructor:[74,101],det_output:3,detail:[2,3,4,5,6,10,18,27,28,35,39,42,44,49,51,54,56,60,63,64,67,68,74,77,81,83,87,89,90,91,92,96,98,99,101,102,103,104,105,107,108,111,112,113,114,120,121,125,126],detect:[18,58,92,100,123],detection_evalu:3,detection_output:3,determin:[4,9,18,29,42,60,67,79,101],dev:[79,93,99,107,123,126],dev_ctx:[29,63,74],devel:82,develop:[28,30,51,58,73,74,77,80,82,86,93,95,100,104,105,107,109,110,118,119,124,125],deverlop:119,deviat:2,devic:[2,40,42,46,50,56,62,63,67,71,73,74,79,89,93,102,104,109,119,124],device_:74,device_context:[63,102],device_count:18,device_typ:18,devicecontext:[29,67,74,102,103],deviceid:[62,121],deviceid_:62,deviceplac:87,devid:[4,119],devot:86,devtools2:92,dhcp:126,diagnos:111,diagon:18,diagram:[68,110],diamond:54,dic:11,dict:[3,10,25,28,77,110,115],dict_fil:3,dict_siz:[10,18,34,69],dictionari:[3,4,10,18,25,26,27,77,121],did:[73,93],diff_mat:27,differ:[3,4,18,22,25,28,29,30,31,36,38,42,43,44,45,46,47,50,51,54,56,57,60,63,67,69,71,72,74,76,80,83,86,88,89,90,91,93,98,101,102,103,104,107,111,113,114,119,124],differenti:53,difficult:[3,27,51,99],dig:[93,108,113],digit:[4,110],digraph:56,dilat:[4,18,63],dilation_h:18,dilation_i:4,dilation_w:18,dim0:102,dim1:102,dim:[4,9,18,19,21,34,63,64,68,79,84,87,91,101,102,104],dim_:[87,104],dimens:[1,4,5,7,9,18,19,21,54,79,84,86,87,90,101,102,104,121],dimension:[4,18,98,101,104],dimes:4,dios_arch:124,dios_enable_bitcod:124,dios_platform:124,dios_use_veclib_for_bla:124,dir:123,direcit:86,direct:[4,5,11,18,51,60,72,86,107],directli:[5,30,37,39,42,50,59,73,85,89,90,92,94,111,114,123],director:102,directori:[4,17,30,33,38,48,49,87,92,93,99,104,105,108,110,111,114,115,119,123,124,125],dirnam:17,disabl:[18,74],disadvantag:[72,77],discard:[9,31,35,69,119],discount:4,discov:31,discoveri:113,discrep:108,discret:4,discrim:54,discuss:[26,29,35,36,37,42,63,86],disk:[64,99,114],dispatch:[42,73,110,111,119],dispens:18,displac:18,displai:[39,49,100],dissimilar:18,dist:[82,92],dist_train:[26,39],distanc:[3,4,18],distinguish:[30,111],distribut:[4,18,29,35,36,37,38,40,41,46,52,71,79,86,91,95,106,111,114,116,117,126],distribute_test:[118,119],distributedli:[42,101],distributetranspil:112,disucss:26,div:18,divid:[4,6,18,28,46,85,91,107,118],divisor:18,diy_beam_search_prob_so:[118,119],django:105,dnn:[63,86,92],dns:113,do_forward_backward:78,doc:[9,56,68,90,102,104,105,110],doc_cn:105,dockefil:99,docker:[82,92,94,100,105,110,113,116,117,126],docker_build:26,docker_clust:[111,115],docker_push:26,dockerfil:[99,123,125],dockerhub:93,document:[4,5,18,27,42,48,55,68,69,74,79,86,92,99,100,102,103,104,106,110,112,121,124],doe:[5,18,31,35,36,38,39,40,42,44,47,50,56,60,68,73,77,79,80,81,95,99,101,102,104,108,109],doesn:[2,4,9,26,29,40,41,78,93,99,100,107,108,114,123,124],doing:[34,38,42,55,108],domain:113,don:[5,26,30,53,55,60,78,86,92,93,99,100,102,105,113],done:[3,4,5,28,30,31,35,36,42,43,58,60,64,72,80,81,86,100,107,108,113],dot:[4,5,19,102,119],dot_period:[119,121],dotmuloper:4,dotmulproject:4,doubl:[18,42,50,55,74,89,92,102,103,119],down:[86,108],download:[10,30,31,34,38,48,92,93,95,110,124,126],dozen:30,draw:69,drive:83,driver:[93,110,112],drop:[4,5,18,19,69],drop_rat:2,drope:18,dropout:[2,5,19,101],dropout_prob:18,dropout_r:[4,18,19],drpi_arm_neon:125,drpi_toolchain:125,drwxr:114,ds2:86,dst:[36,63],dst_primitive_desc:63,dtoh:108,dtype:[18,41,42,56,77,109,112],due:[35,38,54,60,69,77,107],dummi:[25,35],dump:64,duplic:[18,44],durat:[35,108],dure:[4,5,17,18,28,29,31,35,38,39,46,51,60,71,72,74,77,79,86,91,101,102,113,118,119,126],duse_eigen_for_bla:123,dwith_c_api:[66,123,124,125],dwith_distribut:112,dwith_doc:112,dwith_gpu:[92,112,125],dwith_profil:108,dwith_python:[66,112,125],dwith_swig_pi:[66,112,123,124,125],dwith_test:[92,102,124],dwith_tim:108,dynam:[18,36,66,68,77,78,92,108,119],dynamic_cast:101,dynamic_recurrent_op:90,dyogatam:18,e2e:126,each:[3,4,5,7,9,10,18,19,25,27,28,30,31,34,35,36,38,39,40,41,42,45,46,47,52,55,58,60,63,67,68,69,71,73,74,76,77,78,79,80,83,84,85,86,87,88,89,90,91,98,101,103,107,110,111,112,113,119,121,126],each_feature_vector:1,each_time_step_output:1,eager:51,earli:[50,52,100,102],eas:[9,58,102],easi:[27,28,69,72,78,79,81,100,101,111],easier:[26,44,50,51,78,88,90,99,100,101],easili:[26,54,71,74,78,80,83,87],echo:93,edg:[11,60],edit:[3,18,41,93,99,113],editdist:18,editor:[77,99],edu:[10,18,113,114],eeoi3ezpr86c:113,effect:[4,18,25,92,113,119,124],effici:[4,42,64,78,86,87,98,99,101],effort:[42,86],efg:4,efs:113,efs_dns_nam:113,efsvol:113,egd:60,eigen:[50,67,72,79,81,87,102,123,124],eigen_device_:87,eigen_test:104,eigen_use_gpu:102,eigenmatrix:104,eigenscalar:104,eigentensor:104,eigenvector:104,either:[4,5,9,18,25,26,42,54,57,58,68,72,81,94,108,124],elabor:86,elb:113,elbapis:113,electr:60,electron:114,elem_dim:4,elememt:4,element:[3,4,5,9,11,18,25,27,35,41,44,56,69,79,102,104],element_typ:[36,103],elementari:79,elementwis:[18,19],elif:[26,85,88],elliott:10,els:[26,34,39,41,42,44,45,51,54,57,58,59,60,83,85,88,92,93,99,101,102],elsewher:74,emac:99,email:100,emailweixu:30,emb1:34,emb2:34,emb:114,embed:[26,29,34,44,58,69,84,90,98,110],embedding_lay:34,embedding_nam:[4,98],embedding_s:[4,98],emphas:108,empir:[4,18],emplace_back:101,emploi:[28,45,85,98],empti:[3,9,18,28,31,41,69,102],emul:50,enabl:[2,4,18,29,30,35,40,44,45,56,74,99,100,108,110,113,119,124],enable_grad_shar:[118,119],enable_parallel_vector:119,enableonstart:22,enc_proj:[5,98],enc_seq:5,enc_vec:98,encapsul:36,encod:[5,35,69,98],encoded_proj:[5,98],encoded_sequ:[5,98],encoded_vector:98,encoder_ctx:69,encoder_ctx_expand:69,encoder_ctx_proj:69,encoder_dim:69,encoder_last:4,encoder_out_seq:69,encoder_s:98,encount:[18,34],encourag:[42,47],encrypt:113,encrypt_decrypt:113,end2end:126,end:[3,4,10,18,22,25,28,29,42,45,52,56,60,69,73,74,78,83,86,88,95,98,99,100,119],end_id:18,end_pass:26,end_po:4,endforwardbackward:25,endian:64,endif:[67,74],enditer:[25,26],endpass:[25,26],endpoint:[9,18,33,113],endtrain:26,enforc:124,engin:[39,62,63,86,108],english:[4,10,86,105],enjoi:93,enough:[28,29,59,60,67,99],enqueu:44,ensembl:5,ensur:[31,63,71,83,93,95,99,101,124],enter:[29,47],enterpris:79,entir:[4,5,10,36,38,102],entiti:[3,29,83],entranc:47,entri:[9,18,35,39,58,99,100,101,113,123],entropi:[4,18,77],entry_point:39,enumer:[1,67],env:[105,107,113],environ:[26,42,92,95,99,100,107,108,110,113,114,118,119,124],environmenterror:110,eos_id:[4,98],epoch:54,epol:41,epsilon:[4,6,18],equal:[4,5,18,19,31,90,102,103,119],equat:[3,4,5,6,18,60,102],equip:98,equival:[26,29,40,41,45,51,57,85,126],erlang:41,error:[2,3,4,5,18,26,27,35,49,50,51,63,83,86,101,102,111,113,119],error_clip:45,error_clip_callback:45,error_clipping_threshold:2,errorclipbyvalu:45,espeaci:18,especi:[4,5,17,62,99],essenc:[26,28],essenti:[4,26,47,50,104],establish:40,estim:[4,18,26,44,72],eta:114,etal:[10,18],etc:[3,9,18,29,41,42,46,63,71,72,78,83,86,92,103,110,113,118,121,126],etcd:[9,25,31,35,36,38],etcd_addr:36,etcd_endpoint:9,eth0:113,etyp:41,euclidean:4,eval:[3,29,46,54,79],eval_program:46,eval_result:46,evalu:[4,12,18,24,25,38,56,76,86,108,109],evaluate_difficult:3,even:[26,50,71,77,78,99,100,108,119,124],evenli:[36,113],event:[22,114],event_:74,event_block:74,event_handl:[25,26],eventkind:74,eventlist:74,eventu:[42,90],everi:[3,4,5,9,18,26,31,35,36,38,45,46,55,56,58,60,63,67,68,71,77,83,85,89,98,100,101,102,104,109,110,115,119],everyon:100,everyth:[42,44,54,123],everywher:99,evid:73,evolv:51,exactli:[4,5,113],exampl:[3,4,5,9,10,11,18,19,25,29,39,42,44,46,49,51,52,53,54,55,56,58,60,63,67,68,69,73,74,75,77,78,79,80,81,84,87,88,89,90,98,99,100,101,102,103,104,107,108,109,110,112,113,114,118,119,121,125],example_read:9,exceed:4,except:[4,10,21,23,38,40,51,55,74,86,90,121],excess:60,exchang:73,exclud:4,exclude_mod:4,exclude_param:25,excluded_chunk_typ:[3,14,18],exclus:18,exconv:4,exconvt:4,exdb:10,exe:[42,109,112],exec:119,execut:[4,18,22,30,31,35,39,40,41,42,46,47,52,54,56,60,63,71,74,80,91,99,101,107,108,113],executioncontext:[63,89,102,103,104],executor:[12,17,40,42,46,50,51,52,54,70,75,77,89,91,107,109,112],exist:[26,29,31,49,51,69,77,78,80,85,87,90,95,99,101,104,113,119,124],exit:[36,49,112,114,119],expand:[18,69,93,101],expand_a:4,expand_level:4,expandconvlay:4,expans:4,expect:[4,89,108],expected_desc:63,expected_kernel_kei:89,experi:[64,86,121],experienc:100,expert:30,expir:31,explain:[3,18,31,40,51,53,55,100,103,107,110,112],explan:[4,18,27,39,40,42,83,89],explicit:[74,90,101,103],explicitli:[26,42,47,102,104,124],explod:45,explor:[4,69,81],expon:4,exponenti:[1,18],expos:[28,37,41,63,64,87,90,113],express:[26,44,46,56,60,102,113],extend:[3,72,90],extens:[38,44,69,102,123],extent:66,extern:[30,62,65,66,79,86],external_librari:30,extingrad_:62,extinval_:62,extoutgrad_:62,extoutval_:62,extra:[2,4,5,21,42,81,87,126],extra_lay:25,extraattr:[2,121],extraattribut:4,extraattributenon:4,extract:[3,4,18,51,73,86,102,113],extralayerattribut:[2,5],extralayeroutput:5,extrem:[4,40,51,108],f120da72:114,f7e3:113,fa0wx:114,fabric:110,face:[30,81],fact:[18,40,51,71,75,77],factor:[2,4,6,18],factor_s:4,factori:65,fail:[31,35,69,102,114,119,121],failur:[31,36,102],fake:54,fake_imag:78,faked_imag:54,fall:[50,76],falloc:48,fals:[2,3,4,5,6,9,10,18,27,28,29,51,57,59,61,68,75,76,78,84,91,96,98,101,102,110,114,119,121],false_block:[29,57,75],false_label:78,false_neg:46,false_posit:46,false_read:78,familiar:41,fan_in:18,far:[45,90],fashion:42,fast:[4,35,51,108],faster:[4,5,18,31,51,93,98,108],fastest:51,fastli:100,fat:124,father:28,fault:[25,35,79,92],favorit:99,fbd1f2bb71f4:114,fc1:[56,101,121],fc1_bia:56,fc1_weight:56,fc2:[56,121],fc3:[56,121],fc4:121,fc8a365:113,fc8a:113,fc_act:5,fc_attr:5,fc_bias_attr:5,fc_layer:[77,85,101,121],fc_layer_nam:5,fc_mat:25,fc_op:85,fc_out:[18,29],fc_output:85,fc_param_attr:5,fc_without_b:29,fclayer:101,fcop:53,feasibl:72,featur:[1,4,9,10,18,28,42,50,56,71,74,86,100,119],feed:[5,17,25,26,42,55,68,81,109,112],feed_dict:54,feed_list:[13,109,112],feed_target_nam:17,feeded_var_nam:17,feeder:[9,42,109,112],feel:100,fetch:[10,31,34,42,76,98,101,109],fetch_list:[42,77,109,112],fetch_op:76,fetch_target:17,few:[30,31,41,42,60,72,78,84,86,99],fewer:[4,18,41,77],fft:86,fg0:4,field1:25,field2:25,field:[4,10,21,25,29,56,58,64,76,77,80,84,85,108,113],fifth:55,figur:[26,30,42,44,54,62,68,74,77,86,98,101,108],file:[3,4,9,10,11,17,22,25,26,28,30,31,33,35,36,38,39,41,48,49,51,52,56,64,66,78,79,86,87,91,93,95,96,98,99,100,101,102,103,104,109,110,111,112,115,119,123,124,125,126],file_typ:9,filelist:86,filenam:[11,33,77,107],fileoffset:48,filesystem:[38,39,42,48,113],fill:[4,31,35,67,77,113],fill_zero_grad:79,fill_zeros_like_op:28,filter:[4,5,17,18,45,63],filter_s:[4,5,18,19],filter_size_h:18,filter_size_i:4,filter_size_w:18,filter_strid:18,find:[4,18,29,31,38,41,50,56,63,69,83,89,92,95,108,112,115,123,124],find_var:27,findmemori:63,findop:29,findprimit:63,findprimitivedesc:63,findvar:[29,83],fine:[2,35,53],fingerprint:113,finish:[18,31,35,38,39,47,60,71,85,92,110,111,113,114],finit:101,finnal:93,first:[4,18,22,25,26,28,29,31,35,38,39,40,42,47,49,51,54,55,56,63,68,69,75,76,77,79,84,85,86,87,88,90,92,98,99,100,101,102,104,108,112,113,119,121,126],first_n:18,first_seq:98,firstli:[3,4,103],firstn:9,firstseen:114,fit:[10,17,50,59,60,64,69,79,112],fit_a_lin:112,five:[75,108],fix:[2,4,18,42,60,65,77,86,100,107],flag:[4,10,18,22,61,62,74,100,102,105,119],flatten0:56,flatten:[18,56,75,77,104],flexibl:[4,5,22,26,36,42,51,55,59,68,69,72,78,87,90,98],flip:11,flist:110,fliud:40,float16:41,float16_t:50,float32:[9,18,42,50,53,54,77,78,102,109,112],float64:18,float_16:18,float_to_half_rn:50,floor:4,flow:[18,29,40,41,68,74,82,88],fluid:[0,13,14,15,16,17,18,19,20,21,22,23,28,42,44,47,67,74,77,87,88,89,103,107],fluid_cuda_create_tensor:52,fluid_cuda_mult:52,fluid_cuda_read:52,fly:28,fmt:41,fnt03:113,focu:[41,56,107,108],focus:102,folder:[30,33,39,49,112,113],follew:18,follow:[3,4,5,6,9,10,11,18,19,25,26,27,28,29,30,31,35,39,40,41,42,44,47,50,51,52,53,54,55,56,57,58,60,63,67,68,69,71,72,74,75,76,77,78,79,80,81,83,84,85,86,87,88,89,90,92,93,95,96,98,99,100,101,102,104,105,107,108,109,112,113,114,115,116,117,121,123,124,125,126],footprint:52,forbid:26,forc:[71,77,89],force_cpu:[18,59],force_cudnn:59,force_load:65,forest:29,forev:41,forget:[6,18,26],forget_bia:18,fork:[4,100],form:[4,5,18,41,46,95,108],formal:89,format:[3,9,10,11,18,22,25,27,35,42,50,51,67,69,86,90,96,100,101,102,104,110,113,119],former:[26,30,51,60,72],formul:18,formula:[4,5,6,18,27,60],formular:4,forth:54,forward:[1,4,5,18,27,28,29,34,36,45,51,54,61,62,63,64,70,73,75,78,79,80,81,84,98,101,121],forward_infer:63,forward_list:74,forward_op:27,forward_proj:18,forward_train:63,forwardactiv:101,forwardbackward:25,found:[50,75,81,83,98,103,110,112,125],four:[3,18,41,46,51,55,63,67],fourth:18,foward:76,fp16:[50,79,91],fp32:[67,79,89,91],fp64:[67,91],fpga:[67,109],fpgadevicecontext:87,fpgaengin:62,fpgaplac:[67,87],frac:18,frame:[3,47,79,86,90],framework:[26,28,29,41,45,46,50,51,56,67,71,72,74,75,79,81,83,85,87,100,101,102,107,109,110,124],frank:10,free:[10,52,87,100,126],freememoryop:52,frequenc:[10,86,108],frequent:[35,78,79,81,87,111,123,124],fresh:38,friend:83,friendli:54,from:[3,4,5,9,10,11,14,17,18,22,25,27,28,29,30,31,33,34,35,36,40,41,42,44,45,46,49,50,51,53,54,55,56,57,59,60,63,68,69,70,71,73,75,77,78,79,80,83,86,87,88,89,90,93,95,98,99,100,101,102,103,104,107,108,110,112,113,114,119,121,123,124,126],from_no_sequ:4,from_sequ:4,from_tar:25,fromfil:78,front:[56,60],fuction:22,fulfil:108,full:[4,18,31,38,41,68,71,72,98,101,103,126],full_matrix_project:[5,98],fulli:[18,42,44,86,101,108,112,126],fullmatrixproject:4,fullsiz:34,fully_matrix_project:5,fullyconnect:[56,77],fullyconnectedlay:101,func:[9,35,40,52,80],funciton:[5,18],functor:[53,56],fundament:[41,44,50,79],funtion:18,further:[4,85,126],furthermor:18,futur:[4,18,38,42,50,60,68,79,123],future_context_s:18,fvs:85,fwd_desc:63,fwd_op:80,fwd_primit:63,fwd_primitive_desc:63,fwd_var:45,g_b0:54,g_b1:54,g_b2:54,g_block:54,g_command_config_arg:[61,62],g_h0:54,g_h0_bn:54,g_h0_relu:54,g_h1:54,g_h1_bn:54,g_h1_relu:54,g_h2:54,g_im:54,g_loss:54,g_optim:54,g_program:77,g_state:74,g_step:54,g_w0:54,g_w1:54,g_w2:54,gain:4,gan:26,gangliao:30,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:61,gather:[4,18,28,60,71,73,101,102],gauss:2,gaussian_normal_random:54,gcc:[50,52,65,79,92,99,107,123,125],gcc_3:95,gcreators_:85,gemm:61,gemmconvkernel:103,gen:4,gender:10,gendrated_id:69,gener:[3,4,5,9,25,26,27,28,29,30,31,33,35,36,38,40,42,51,53,58,60,63,67,71,72,75,76,77,78,79,80,84,85,86,87,88,90,100,102,108,113,115,119,121,123,125],generated_id:69,generated_scor:69,generated_word_embed:4,generatedinput:[4,98],gereat:3,german:10,germani:10,get:[3,4,10,17,18,25,27,28,29,30,31,35,36,38,39,48,51,54,56,59,60,61,62,63,67,68,69,74,77,79,80,83,85,89,90,92,93,95,98,100,101,102,103,107,108,110,111,113,115,122],get_all_op_proto:85,get_block:77,get_config_arg:121,get_data:114,get_dict:10,get_dim:27,get_embed:10,get_float_el:27,get_grad:25,get_grad_op_desc:28,get_input_lay:101,get_lin:9,get_movie_title_dict:10,get_numeric_gradi:27,get_numerical_gradi:27,get_output:27,get_program:60,get_pserver_program:112,get_shap:25,get_startup_program:112,get_support:95,get_symbol:56,get_tensor:27,get_trainer_program:112,get_var:18,get_vari:29,get_word_dict:10,get_worker_addr:40,getactualkerneltyp:59,getattr:45,getbatchs:101,getdeviceid:103,geteigendevic:104,getengin:63,getenv:[26,39,110],getexpectedkerneltyp:[59,63,89],getinfervartyp:58,getinput:101,getinputgrad:101,getinputvalu:101,getkerneltyp:50,getkerneltypeforvar:89,getlayeroutput:25,getlibrari:63,getmat:34,getoptconfig:34,getoutputgrad:101,getoutputvalu:101,getparam:34,getparameterconfig:34,getparameterptr:101,getparameterspars:34,getparametersremot:34,getplac:[63,87,102,103,104],getsiz:101,gettask:35,gettempl:113,gettensor:89,gettranspos:101,getw:101,getweight:101,getwgrad:101,gist:5,git:[82,92,99,100,105,123,125],github:[5,10,18,30,54,67,82,92,99,100,105,107,109,123,125],give:[18,31,68,77,79,89,99,100,101,108,113],given:[4,9,18,19,25,28,36,38,41,44,45,51,53,54,69,78,81,90,101,119],glibc:[95,123,125],glibc_2:95,glibcxx_3:95,glide:30,global:[2,18,23,26,29,30,31,52,56,59,73,74,79,83,85,87,89,99,108,113,119],global_block:77,global_learning_r:2,global_pool:18,globalstat:108,globalstatinfo:108,glog:100,glog_v:100,glog_vmodul:100,gnueabihf:125,go_librari:30,go_test:30,goal:[41,44,50,55,71,79,86,108],gob:35,godep:30,godoc:65,goe:[5,31,51,57,83,109],going:[28,53,72,107,110,126],golang:30,good:[41,54,72,77,78,81,107,108,112,126],googl:[18,26,74,79,100,107,110,123],googleapi:113,googlenet:62,goroutin:[40,41],got:[59,83],gpg2:113,gpg:113,gprotos_:85,gpu:[2,4,7,22,27,39,41,46,50,60,67,71,72,73,74,79,81,82,87,89,92,95,96,99,103,104,106,109,110,112,126],gpu_id:[119,121],gpu_per_train:42,gpudevic:87,gpugpu_id:118,gpukernel:79,gpustarttimestamp:22,grab:31,grad:[27,28,36,45,62,77,84,119],grad_info_map:28,grad_n:45,grad_nam:45,grad_op:45,grad_op_class:79,grad_op_desc:45,grad_op_maker_:80,grad_op_typ:[79,80],grad_op_type_:80,grad_s_block:28,grad_share_block_num:[118,119],grad_to_var:[28,45],grad_var_nam:27,gradient:[2,3,4,6,18,23,25,31,35,41,43,45,55,58,70,71,72,73,77,79,84,102,107,110,112,119],gradient_clip:21,gradient_clipping_threshold:2,gradient_evalu:3,gradient_flat:27,gradient_machin:[25,66],gradientmachin:[25,66,73],gradientmachine_:34,gradopdescmak:[58,80],gradopdescmakerbas:80,gradopmak:80,gradual:108,grai:11,grain:53,gram:86,grandient:25,grant:113,graph:[4,18,25,28,29,30,31,40,41,42,43,44,46,51,54,68,71,72,75,104],great:[44,86,126],greater:[4,18,45,72,110],greaterthan:85,greedi:[18,86],green:[40,54],grep:[93,115],gridsize3d:22,groudtruth:98,ground:[3,4,18],group:[5,18,35,56,63,87,102,126],group_input1:98,group_input2:98,group_input:98,grouplen:10,grow:100,grpc:126,gru:[4,18,69,86,98],gru_bias_attr:5,gru_decod:98,gru_decoder_with_attent:98,gru_layer_attr:5,gru_memori:5,gru_out:69,gru_param_attr:5,gru_step:[69,98],gru_step_lay:5,grumemori:[5,98],gserver:[4,61,62,101],gsizex:108,gtx:60,guarante:[63,77,101],guard:34,guest:[95,99],gui:[107,108],guid:[22,48,60,79,98,100,101,108,112,113,114,124],gutmann10a:18,gzip:[35,114],h0_bn:54,h_0:18,h_f:18,h_prev:29,had:99,hadoop:26,half:[4,18,19,50,113],half_to_float:50,hand:[60,79,86,87,104,110,112],handi:30,handl:[9,26,28,39,40,42,56,60,63,67,73,78,83,87,90,103,109],handler:[25,29],hannun:86,happen:[18,35,85],hard:[42,51,69,86,90,99,113],hardshrink:18,hardsigmoid:18,hardwar:[51,52,87,99,103,108],has:[3,4,5,10,18,19,22,26,27,28,29,30,31,35,36,38,41,42,44,45,46,50,51,54,56,60,64,67,69,71,74,75,79,84,85,87,89,92,98,99,100,101,108,109,113,114,124,126],has_kei:[25,28,45],has_selected_colum:4,has_var_recurs:28,hasdependentvar:76,hash:[67,71],hasn:51,have:[4,5,9,18,19,22,26,27,28,29,30,31,35,36,38,39,41,42,44,45,47,50,51,52,53,54,55,59,60,63,64,67,68,69,71,72,73,74,75,77,78,79,80,83,84,86,87,89,91,92,93,98,99,101,102,103,108,110,113,119,121,124,125,126],haven:[51,99],hdf:[9,33],head:[19,100,102,110,115],header:[36,64,66,79,87,101,103,123,124,125],headip:115,heard:99,heavi:111,height:[4,9,11,18,29,65,78,101,102],height_:84,held:31,hello:26,help:[4,18,29,49,51,56,63,69,78,79,90,99,100,107,111],helper:[18,42,63,80,90,101],henc:[42,72,77,80,81,83],here:[2,3,4,5,9,18,19,21,26,30,31,37,41,44,45,47,49,51,55,56,63,67,68,78,81,85,92,93,95,98,100,102,103,105,110,111,112,113,114,118,121,124,125,126],heterogen:[42,44,74],heurist:[4,44,69,119],hidden:[4,5,18,70,77,98,113],hidden_dim:18,hidden_out:29,hidden_s:5,hidden_t_prev:18,hidden_v:18,hidden_valu:18,hierarch:[4,75,77,79,98],hierarchi:79,high:[2,50,71,86,87,101,110,126],higher:[53,68,90,100],highest:[9,29],highli:[10,86,90,98,121],him:26,hint:[59,107],histor:[53,103],histori:6,hl_get_sync_flag:101,hold:[26,28,31,35,37,41,50,54,56,58,60,83,85,87,89,104,112,113],holder_:[87,104],home:[33,49,93,107,113,114,115],honor:35,hook:2,hookattr:2,hookattribut:2,horizont:[4,11],host:[30,39,74,113,114,123,124,125],host_c:[123,124,125],hostfil:115,hostnam:113,hostpath:114,hostport:113,hot:18,hour:99,hourli:100,hous:[10,96],how:[2,4,18,26,29,31,35,40,41,42,47,49,51,53,56,59,63,68,69,73,74,81,85,89,98,99,103,107,110,112,113,114,119,122,125],howev:[4,5,18,27,28,38,41,42,47,51,60,67,72,73,77,78,80,81,84,85,86,87,89,98,113,118,119],howto:110,hpp:[50,65],html:10,htod:108,http:[4,5,10,18,30,39,54,82,92,93,99,100,105,107,109,113,114,123,125,126],hub:82,huber:4,huge:72,human:[4,74,86],hundr:103,hwc:11,hyp:18,hyper:[4,54,101],hyperparamet:[4,81],hyperplan:9,hypothesi:18,i1117:108,i386:124,iOS:125,iamfullaccess:113,iamusersshkei:113,icc:52,iclrworkshop2016:18,icml:86,ics:10,id_input:3,id_rsa:115,idea:[30,41,51,52,72,78,81,107,112],ideal:[42,89],ident:[4,18,80,102,113],identifi:[4,57,67,101],identityoffsetproject:4,identityproject:4,ids:[3,4,18,69,101],idx:[35,54,60,101],ies:49,if_els:88,if_else_op:28,ifdef:[67,74],ifels:[29,75],ifelseop:75,ignor:[4,17,18,119],ignored_token:18,iii:86,illustr:[3,18,31,36,41,42,53,68,98,101,108],im2col:18,im_siz:54,imag:[7,8,9,10,18,26,42,51,54,55,69,70,75,78,86,92,99,100,113,116,117,121,126],image_a:78,image_b:78,image_conv_lay:86,image_fil:78,image_h:18,image_lay:78,image_nam:26,image_path:78,image_reader_cr:78,image_w:18,imagenet:[4,33],imagepullpolici:113,imageri:4,images_reader_cr:78,imagin:55,img2label:11,img:[4,5],img_conv_lay:5,img_pool_lay:5,imgsiz:108,imgsizei:108,imgsizex:108,imikolov:110,immedi:[60,63,72,81,92,113],immutable_paramet:26,imper:40,imperfect:79,implement:[4,5,9,18,19,23,29,35,36,37,38,39,40,41,42,44,51,53,56,57,58,60,63,65,66,67,69,73,76,83,85,86,87,88,89,90,98],implemet:34,impli:30,implicitli:40,imposs:[69,126],impractic:89,improv:[4,43,44,60,79,86,107,108,113],in_fals:18,in_plac:18,in_tru:18,inarg:34,inbound:113,includ:[3,4,5,10,11,18,26,29,30,36,39,41,50,51,54,56,60,65,66,68,69,74,75,77,79,85,92,95,98,99,101,102,107,108,110,113,114,119,123,124,125],inclus:[18,69],incom:[40,59],incorpor:4,incorrect:4,increas:[31,35,50,110,119],increment:[41,46,55,60,119],incupd:101,inde:[9,41],independ:[4,18,27,28,36,43,83,87,126],index:[3,4,7,9,10,18,25,27,28,29,31,35,40,75,77,90,103,113],indexslot:4,indiact:18,indic:[3,4,10,18,21,28,29,36,47,54,68,75,80,84,87,90,111,113,123],indice_map:90,indices_map:90,individu:[31,71,113],industri:[31,64,126],ineffici:[73,89],infer:[0,11,17,18,26,28,29,31,46,51,57,58,59,60,61,65,67,76,77,79,84,86,89,96,124,125],infer_shap:77,infer_var_type_:58,inferenc:124,inferer:86,inferfac:58,inferior:38,infernec:125,infershap:[29,77,79,102,104],infershapecontext:[102,104],infervartypefn:58,info:[3,4,10,50,68,101,111,126],infom:4,inform:[4,10,18,25,29,39,49,56,59,60,63,64,67,68,71,77,81,83,84,100,101,102,104,107,108,113,119,123],infrastructur:[51,113],ingor:119,ingrad_:62,ingredi:[41,86],inherit:[22,29,70,79,87,102],ininst:26,init:[2,18,25,29,43,54,62,68,69,96,101,110,113,121],init_attr:77,init_batch_dim_idx:18,init_from_tar:25,init_model_path:[118,119,121],init_valu:18,initi:[2,4,5,10,12,18,21,25,28,30,35,40,42,43,44,46,55,68,71,72,77,81,85,90,96,98,101,102,109,119],initial_max:2,initial_mean:[2,4],initial_min:2,initial_std:[2,4],initialize_op_attr:77,initrd:126,inlcud:5,inlin:[87,103,104,113],inner:[4,101],inner_param_attr:5,inproj_attr:4,inproj_bias_attr:4,inproj_param_attr:4,input0:104,input1:[4,5,104],input2:4,input:[1,3,4,5,7,9,11,14,17,18,19,25,27,28,29,34,38,40,42,43,44,45,46,50,51,52,53,54,55,56,58,59,60,62,63,67,68,69,72,73,76,77,78,79,80,83,85,86,87,89,90,96,98,100,101,102,103,104,109,112,115,121],input_conf:4,input_data:101,input_data_target:101,input_dim_idx:18,input_dtyp:18,input_featur:1,input_hassub_sequence_data:101,input_id:4,input_imag:5,input_index:101,input_label:101,input_lay:101,input_loc:4,input_nam:26,input_proj_bias_attr:5,input_proj_layer_attr:5,input_seg:90,input_seq:[4,18],input_sequence_data:101,input_sequence_label:101,input_sparse_float_value_data:101,input_sparse_non_value_data:101,input_t:101,input_to_check:27,input_valu:27,input_var:[27,77],inputbuff:34,inputdef:101,inputgradi:80,inputlayers_:101,inputs_to_check:27,inputsizechang:63,inputtyp:9,insert:[18,28,45,52,71,76,79,80,100],insid:[3,5,28,31,42,44,45,46,59,63,73,74,78,79,80,93,113],inspir:74,instal:[4,18,39,62,82,92,93,99,100,105,107,110,114],install_android:123,instanc:[4,18,27,29,31,33,37,40,42,43,45,47,52,57,63,68,69,72,77,79,80,98,101,104,108,112,119],instance_ip:113,instanti:[31,47,109],instead:[4,5,7,28,30,34,39,40,41,42,50,51,55,56,86,99,100],instrins:50,instruct:[29,55,93,99,108,123],int16:91,int32:[18,67,75,90,91,119],int64:[18,42,48,67,84,89,91],int64_t:74,int8:67,integ:[3,4,9,18,35,39,40,41,50,65,69,101],integer_valu:9,integer_value_sequ:[9,69,86,98],integr:[3,18,92,126],intel:[51,67,87,103],intellig:60,inteloptimizedpaddl:62,intend:92,intens:86,inter:[4,18,42],interact:[4,42,93,113],intercept:4,interchang:[55,79],interconnect:71,interest:[40,50,71,108],interfac:[0,2,4,5,22,25,29,35,39,49,56,71,73,79,80,86,87,92,102,104,113,124,126],intergr:4,intermedi:[18,42,49,52,54,60,70,86,99,123,125],intern:[4,5,25,50,86,107,110,111,113],internel:62,internet:[30,31,126],interpret:[3,18,47,51,52,91,92,108],interv:18,inth:104,intrins:[40,47,50,125],introduc:[4,11,29,31,54,61,64,81,83,85,102,107,110,114],introductori:99,intuit:[38,79],inval_:62,invalid:[78,83],invent:51,invoc:[30,53,79],invok:[4,25,28,42,45,73,77,79,80,85,89,99,100,108,113],involv:[69,102],iob:3,ioe:3,ios:124,ios_arch:124,ios_deployment_target:124,ios_development_root:124,ios_enable_bitcod:124,ios_platform:124,ios_sdk_root:124,ios_use_veclib_for_bla:124,ipad:124,iphon:124,ips:113,ipt:[4,77,85,98],ipx:126,ipython:26,is_bia:18,is_color:11,is_cpu_plac:63,is_loc:25,is_mkldnn_librari:63,is_revers:18,is_seq:[4,98],is_spars:18,is_stat:2,is_target:76,is_tensor:85,is_test:[18,63],is_traget:76,is_train:11,isinst:45,ismkldnnkernel:63,isn:108,isspars:101,issu:[18,30,54,86,93,95,99,100,108],issuecom:18,istag:82,item:[4,9,18,25,38,50,78,96,126],iter:[4,5,6,9,25,26,31,42,51,52,60,63,72,74,78,86,90],iter_multiple_input_and_param:77,its:[4,5,18,25,26,27,28,29,31,35,40,41,44,45,46,51,52,54,55,56,58,60,64,68,69,71,72,73,76,77,79,80,83,84,85,87,89,95,101,102,103,104,108,110,113,119],itself:[28,31,38,52,63,72,83],ivs:85,java:[29,65,75,79],jeremi:108,jku:18,jmlr:18,job:[10,28,38,40,42,45,79,93,110,112,118,119,121],job_desc:42,job_dispatch_packag:111,job_id:10,job_nam:[39,113],job_namespac:113,job_path:113,job_workspac:111,jobdesc:42,jobnam:42,jobpath:113,jobport0:113,jobport1:113,jobport2:113,jobport3:113,jobserv:39,join:31,jointli:5,journei:93,jpg:11,json:[56,86,113,114],jth:5,judg:4,juditski:72,jupyt:[39,93],just:[1,3,4,5,10,18,30,35,36,40,42,51,52,54,58,63,72,73,77,78,79,80,81,83,84,92,95,99,100,111,113,121,123],jx4xr:113,jypyt:26,k8s:[40,126],k8s_data:113,k8s_job:26,k8s_token:26,k8s_train:113,k8s_user:26,kafka:33,kcpu:74,kcuda:74,kcudnn:103,kdisabl:74,kebilinearinterpbw:108,kebilinearinterpfw:108,keep:[4,9,11,18,31,41,51,52,55,69,72,77,83,85,92,100,126],keep_dim:18,keep_top_k:4,kei:[10,11,19,22,25,27,28,29,31,33,35,48,50,59,63,79,80,85,86,90,99,100,102,108],kenlm:86,kept:[4,60,77],kera:81,kernel0:103,kernel1:103,kernel:[4,18,22,27,41,50,52,59,62,72,74,81,84,86,87,89,102,104,108],kernel_hint:59,kernel_type_for_var:89,kerneltyp:[59,63],key1:119,key2:119,key_pair_nam:113,keyid:113,keymetadata:113,keypair:113,keyserv:113,keystat:113,keyusag:113,keyword:[18,77,88],kforcecpu:59,kill:[31,113],kind:[26,27,31,37,42,45,52,55,59,63,70,71,74,87,89,91,93,103,113,114],kind_:74,kitten:18,kmark:74,kmkldnn:103,kms:113,knchw8c:67,knchw:67,knhwc:67,know:[18,26,35,40,60,64,100,101,107,108,110,113,123],knowledg:86,known:[28,29,41,51,53,68],kplain:103,kpoprang:74,kpushrang:74,kqueue:41,kriz:10,krizhevski:18,kselectedrow:84,ksimonyan:5,kstate:74,kube_cluster_tl:26,kube_ctrl_start_job:26,kube_get_workers_addr:40,kube_list_containers_in_job_and_return_current_containers_rank:26,kubeconfig:113,kubectl:[111,114,115],kuberent:[31,113],kubernet:[26,31,40,42,79,110,116,117,126],kubernetes_service_host:26,kusecudnn:59,kusemkldnn:59,kvp:22,kwarg:[5,6,9,14,18,21,46,56,77,85],kwd:[15,22],l1_rate:2,l1_regularization_op:81,l1decayregular:23,l2_rate:2,l2_regularization_op:81,l2_sim:4,l2decayregular:23,l93:34,label:[3,4,9,10,11,14,18,25,42,46,51,54,55,56,70,75,78,86,89,109,112,114],label_dim:4,label_fil:78,label_lay:78,label_path:78,lag:119,lambda:[18,40,45],lambdacost:4,lambdarank:4,lan:110,lang:10,languag:[4,10,19,40,41,51,55,60,74,79,83,86,88,121],larg:[7,10,18,42,44,45,60,64,72,86,100],larger:[2,3,4,60,88],larger_than:[29,57,75],largest:18,last:[3,4,5,18,28,45,60,68,74,75,98,119],last_seq:69,last_time_step_output:4,lastseen:114,latenc:[4,50,86,111,113],latent:4,later:[30,79,81,86,87,92,95,102,104,113],latest:[4,29,30,31,38,82,92,93,95,105,114,123,124],latter:[72,90,107],launch:[63,113,119],launcher:26,layer1:[4,5],layer2:4,layer3:4,layer:[2,3,5,7,9,12,24,25,28,29,34,40,41,42,44,51,54,55,57,70,72,75,78,79,81,85,86,87,90,96,98,106,109,112,118,119],layer_0:101,layer_attr:[4,98,121],layer_help:59,layer_num:121,layer_typ:[4,61,62],layerbas:101,layerconfig:101,layergradutil:101,layerhelp:[18,59,77],layermap:101,layeroutout:4,layeroutput:5,layout:[11,63,89],layout_:[59,67],layouttyp:59,lazi:[72,81],lbl:3,lead:[60,67,108],leaki:54,leakyrelu:18,learing_r:70,learn:[2,3,4,5,6,10,19,26,28,36,38,41,42,44,47,54,55,60,62,69,71,72,74,78,79,81,87,93,98,99,101,102,105,108,112,124],learnabl:[4,18,19,25],learning_r:[2,21,36,42,109,112],leas:31,least:[3,18,31,95,123],leav:[29,113],lectur:60,lecun:10,left:[4,18,29,104,124],left_right_flip:11,legaci:93,legal:85,len:[4,18,36,40,48,51,77,96,101],length:[4,5,9,10,11,18,36,50,61,64,68,69,79,86,90,98,114,119],leran:60,less:[4,18,26,45,112,126],less_equ:88,less_than:[26,60],lesser:18,let02:114,let:[3,4,18,26,29,38,40,41,52,53,55,59,63,67,68,69,70,80,87,89,102,107,112,113],level:[2,4,18,50,53,56,64,68,69,74,87,90,91,100,111,119,123],levenshtein:18,lgtest:30,lgtest_main:30,lib64:[93,119],lib:[66,92,93,107,110,123,124,125],libapi:30,libari:66,libc:95,libcuda:93,libgcc_:95,libgoogl:107,libiomp5:62,libmkldnn:62,libmklml_intel:62,libnvidia:93,libpaddl:[65,66,79,107],libpaddle_capi:66,libpaddle_gserv:66,libpaddle_math:66,libpython2:92,librari:[4,18,30,37,41,42,62,63,66,71,86,89,92,95,102,103,110,112,119,124,125],library_:67,library_typ:103,library_type_:89,librarydevicecontext:67,librarytyp:[89,103],libstdc:95,licens:[62,71],life:31,lifecycl:[74,126],lifetim:[83,95],lightweight:53,like:[3,4,9,10,18,28,29,30,31,34,39,40,41,47,51,52,53,54,55,56,58,63,67,71,72,77,78,79,80,81,83,84,86,88,89,90,92,95,98,99,100,107,108,109,110,113,118,121,123,124,125,126],limit:[4,9,18,51,60,64,69,79,81,108,119],linaro:125,line:[3,9,22,30,34,39,41,49,55,72,75,77,79,81,99,100,106,107,108,111,112,113,121],line_break:9,linear:[4,18,19,69,96],linearli:18,lineno:107,link1:50,link2:50,link:[4,5,18,30,48,49,83,95,102,113,126],linux:[9,41,48,93,95,99,100,110,113,125],linux_x86_64:[82,95],lipo:124,list:[3,4,5,9,11,18,22,23,25,26,28,29,30,35,39,40,47,49,51,54,67,70,73,74,77,80,83,90,96,98,99,101,102,107,110,112,113,119,121,125],listdir:110,listen:[31,40,42,110,112,119],listen_and_do:40,listen_and_serv:18,listenanddo:40,littl:[36,59,64,119],live:[102,109],live_in:60,live_out:60,load:[11,17,26,31,42,54,71,77,92,102,113,119],load_and_transform:11,load_file_nam:17,load_imag:11,load_image_byt:11,load_missing_parameter_strategi:[118,119,121],load_mnist:54,load_persist:112,loadsave_parameters_in_pserv:[34,118,119],loc:3,local:[2,18,25,27,29,31,37,38,41,55,60,68,75,77,79,92,93,99,100,107,111,114,118,119],local_scop:27,localhost:[93,105],localpath:49,locat:[4,18,25,30,51,67,74,87,90,98,101,110,125],lock:[30,31,35,36],lod:[18,41,64,68,84,90,91],lod_desc:[84,91],lod_expand:69,lod_level:[18,77,84,91],lod_rank_table_obj:18,lod_tensor:[18,68,84,91],lod_tensor_aarri:18,lod_tensor_arrai:18,lodrankt:18,lodtensor:[18,19,41,58,64,79,91],lodtensorarrai:18,lodtensordesc:[64,84],log:[35,42,49,54,95,101,110,111,113,114,115,119,125],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:[114,119,121],log_period_serv:[118,119],logarithm:[1,18],logic:[38,42,44,45,54,58,70,71,73,83,90,102],login:[95,115],logist:18,logit:[18,54,89],longer:[31,42,60],look:[3,18,29,39,40,41,51,52,55,72,77,80,81,86,109,110,112,113,114,118],lookahead:[4,18,86],lookup:[18,58,69,109],lookup_t:60,loop:[27,29,51,60,74,78,83],loop_var:90,loss:[4,18,28,42,54,56,70,72,81,86,101],lot:[42,67,69,72,77,81,87,110,118,126],low:[4,70,71,86,87,90],low_rnn:68,lower:[4,18,50,68,69,100,111],lower_level_rnn:68,lowest:119,lpaddle_capi_shar:66,lpaddle_capi_whol:66,lrelu:54,lstm:[4,18,98,114],lstm_bias_attr:5,lstm_cell_attr:5,lstm_group:5,lstm_layer_attr:5,lstm_step:5,lstm_unit_op:18,lstmemori:[5,98],lstmemory_group:4,lstmlayer:61,lstmp:18,ltr:4,luckili:60,mac:[66,99,100,123],machin:[4,5,10,25,42,44,51,54,60,62,71,72,81,92,95,99,101,113,114,115,118,119,121,125,126],machine_transl:98,maco:[95,96,99,124],macro:[53,67,80,102],made:[10,31,36,51,98],mai:[4,5,18,22,27,29,42,46,50,52,59,60,63,71,74,78,79,83,86,89,92,93,104,105,108,110,113,125],main:[18,40,41,45,51,52,56,71,75,79,95,107,110,113],main_program:[17,18,28,46],mainli:[37,60,67,87,92,102,119],mainlin:95,maintain:[4,29,35,72,77,79,113],majel:30,major:[42,50,89,123],make:[3,4,18,26,28,29,30,31,35,36,38,41,42,43,50,51,55,68,69,72,73,77,78,79,81,86,90,92,99,100,101,102,103,107,108,110,112,113,123,124,125,126],make_chan:41,make_channel:41,make_ddim:104,make_function_oper:53,make_vari:85,maker:[79,80],malloc:[87,101],man:48,manag:[25,31,36,37,40,41,42,49,74,83,87,95,105],mandarin:[4,86],mandatori:124,mani:[5,11,28,30,35,40,41,51,54,59,60,69,73,74,77,79,80,83,84,85,88,89,90,99,119],manili:56,manipul:[51,77,80,111,124],manner:[4,72,81,86,87],mantain:60,manual:[42,70,72,80,111,123,124,126],manufactur:51,manylinux1:95,manylinux1_x86_64:[82,95],manylinux:82,map:[3,4,9,19,25,26,29,35,45,63,67,77,80,83,85,87,90,99,119,126],map_fn:90,map_read:9,mapper:9,mapreduc:[26,110],margin:18,mark:[10,28,44,54,55,68,69,74,83,98,107,126],marker:74,market:50,mask:[2,4,18],master:[10,26,38,79,82,119,125],mastermind:30,mat:[65,66],mat_cache_row:34,mat_norm:34,mat_normal_shar:34,mat_param_attr:5,mat_sparse_row:34,mat_sparse_row_auto_grow:34,mat_sparse_row_id:34,mat_sparse_row_prefetch:34,mat_sparse_row_prefetch_full_s:34,mat_value_shar:34,match:[18,30,50,88,95,108],matchbox:126,math:[5,18,62,65,79,100,101,102,108],mathemat:81,matirx:4,matmul:[29,56,68,90,102],matric:[18,98,101],matrix:[3,4,5,9,18,19,25,34,65,66,101,102,118,121,124],matrixptr:101,matrixtyp:66,mattyp:34,matur:110,max:[2,4,9,10,18,19,22,27,43,45,60,77,108,119,121],max_diff:27,max_id:[4,25],max_job_id:10,max_length:[4,69,98],max_movie_id:10,max_norm:18,max_relative_error:[27,102],max_seq_len:18,max_sort_s:4,max_user_id:10,max_x:18,maxframe_evalu:3,maxid:3,maxid_evalu:3,maxim:[4,45],maximum:[3,4,10,18,22,29,36,98,102,108,119],maxinum:7,maxoutfunctor:87,maxpool:4,mayb:[29,63,102],mchw:18,md5:[10,32],mean:[2,3,4,5,6,7,9,11,22,25,28,30,42,43,45,56,69,76,78,83,86,89,93,98,99,102,107,108,109,112,113,119,121,126],mean_op:18,mean_var_nam:4,meant:90,measur:[18,46,108],mechan:[4,5,19,28,37,46,63,77,80,98,103,113],mem:[4,18,29,39,69],mem_per_pserv:42,mem_per_train:42,member:[4,10,26,45,55,56,67,73,77,83,102],memcpi:[73,108],memor:4,memori:[5,18,28,29,34,35,39,50,52,62,63,64,67,69,72,74,79,89,98,99,100,101,104,108,109,114,119,121],memory_boot:5,memory_nam:4,memory_optim:60,memory_test:99,memory_threshold_on_load_data:119,memoryalloc:87,memorydesc:63,mention:[18,28,30,35,42,44,51,68,71,72,74,99],mere:5,merg:[4,18,36,38,43,46,62,68,71,73,100,105,119,124],messag:[18,29,40,41,47,51,52,55,64,74,75,76,77,79,80,84,91,100,114,119],metaclass:102,metadata:[48,113,114],metal:[112,126],metaphor:55,metaplotlib:26,method:[4,6,25,27,29,38,40,42,43,45,50,54,55,56,59,70,71,77,78,79,83,84,89,90,92,93,95,101,102,104,105,107,108,119,121],methodolog:72,metric:[46,74],microarchitectur:50,might:[4,29,30,40,41,51,60,75,86,99,100,101,107,113,123],mileag:108,million:[10,121],min:[2,4,18,22,43,45,77,108,113,121],min_block:29,min_count:44,min_desc:29,min_word_freq:10,mind:107,mini:[4,9,14,18,25,29,31,41,46,47,51,57,68],mini_batch:78,minibatch:[4,18,29,46,55,57,75],minim:[29,42,44,45,51,54,70,79,109,112,119,123,124,125],minimum:[4,18,22,86,112,124],minimun:119,minsizerel:[123,124,125],minu:80,minus_grad:80,minusgradop:80,minusop:80,minusopgradmak:80,minusopprotoandcheckermak:80,minut:[31,38,93,99,113],mirror:[30,93],mislead:36,mismatch:18,miss:[54,119],mistak:51,misus:103,mit:113,mix:[5,74,90,98],mixed_lay:5,mixed_layer_attr:5,mixedlayertyp:4,mixtur:107,mkdir:[49,92,105,113,115],mkl:[63,79,87,89,92,93,103],mkl_packed_:61,mkldnn:[4,62,67,89],mkldnn_:62,mkldnn_batch_norm:4,mkldnnactiv:62,mkldnnbase:62,mkldnnlayer:62,mkldnnmatrix:62,mkldnnstream:62,mkldnntester:62,mklml:62,mklpack:61,mklpackedgatedrecurrentlay:61,mklpackedgemm:61,mklpackedlstmlay:61,mklpackedrecurrentlay:61,mlp:56,mmt16_task1_test:10,mnist:[33,42,54,55,75,78,79,107],mnist_random_image_batch_read:78,mnist_train:78,mnist_train_batch_read:78,mobil:[50,51,60,79,105],mod:110,mode:[4,22,25,50,61,71,100,119],model:[0,4,5,10,17,18,19,25,28,29,31,32,40,42,44,45,46,55,60,61,70,71,72,79,81,86,89,90,96,100,101,105,106,110,112,113,119],model_list:[119,121],model_path:121,modelparallel:42,modern:60,modif:[86,94],modifi:[4,23,42,50,56,81,98,101,102,110,111,113],modul:[5,10,25,42,53,54,69,86,90,102,107],modular:69,modulo:4,moment:107,momentum:[2,18,83,103],momentumop:107,momentumoptim:20,mon:114,monitor:[41,74],mono:4,month:30,more:[3,4,5,9,10,18,22,26,27,28,30,31,35,38,39,41,42,44,49,50,51,52,53,55,59,60,63,67,68,69,70,74,77,78,79,81,86,87,88,90,92,93,96,98,99,101,102,103,104,105,107,108,109,110,112,114,121,125,126],mose:10,mosesdecod:10,most:[4,9,25,26,28,30,38,41,42,52,55,56,67,69,72,74,78,81,86,87,88,95,98,101,107,108,109,118,126],mostli:[50,126],motiv:79,mount:[39,93,110,113,114],mountpath:[113,114],move:[4,31,35,49,51,72,93,108,113,126],movement:108,movi:10,movidiu:51,movie_categori:10,movie_info:10,movie_review:10,movieinfo:10,moving_average_fract:4,moving_mean_nam:18,moving_variance_nam:18,mpi:[41,71,115],mpirun:115,mse:[51,55,70,75],much:[4,18,31,51,63,70,78,81,90,108],mul:[53,60,77,101,102],mul_grad:102,mul_op:[18,102],mul_ratio:4,mul_result:77,mulgradkernel:102,mulkernel:102,mulop:[53,102],mulopgrad:102,mulopmak:102,mult:[40,52],multi30k:10,multi:[4,19,46,71,73,89,101,107,111,112,118,119,126],multi_binary_label_cross_entropi:4,multidimension:18,multigradientmachin:73,multilingu:10,multimod:10,multinomi:4,multip:19,multipl:[3,4,5,9,14,18,19,25,26,27,35,36,38,40,41,42,44,46,51,52,53,59,71,74,79,86,89,91,98,101,102,107,110,113,119,121],multiple_input:77,multiple_param_attr:77,multipli:[3,4,18,40,101],multiprocess:9,must:[1,3,4,5,9,11,18,28,36,45,60,63,64,67,74,76,77,78,79,85,91,98,101,102,104,110,112,113,119,121,123,125],mutabl:[87,104],mutable_data:[63,87,102,104],mutex:41,mutuable_data:[87,104],mutual:18,mxnet:[29,40,41,51],my_cluster_nam:113,my_external_dns_nam:113,my_lib:110,myerrorclip:45,myfil:9,mypaddl:114,naiv:40,name:[2,3,4,5,7,11,17,18,21,22,25,26,27,28,29,31,33,34,36,39,40,42,46,50,53,56,59,62,63,64,66,67,69,74,75,77,79,82,84,85,90,91,93,95,96,98,99,101,102,103,108,109,110,112,114,116,117,119,121,124,126],name_:74,name_prefix:33,namespac:[29,57,65,77,101,102,114],nativ:[4,18,50,100],natur:[18,35,38,44,69,90,121],navig:105,ncall:107,nccl1:71,nccl2:71,ncclinit:71,nchw8:89,nchw8c:89,nchw:[4,18,62,67],ndarrai:[11,18,25,33],ndcg:4,ndcg_num:4,ndk:123,nearest:50,nearli:27,necess:90,necessari:[4,28,29,36,38,45,46,60,64,69,73,77,85,90,101,115],necessarili:[40,101],neck:71,need:[3,4,5,9,17,18,19,23,26,27,28,30,34,35,36,38,39,41,42,44,45,46,49,51,52,53,54,59,60,63,67,69,70,71,72,73,74,76,77,79,80,81,83,84,85,86,87,90,92,93,94,95,96,98,101,102,103,104,105,110,112,113,114,118,119,121,123,124,125,126],neg:[3,4,18],neg_distribut:4,neg_overlap:4,neg_pos_ratio:4,neglect:4,neighberhood:71,neither:4,neon:[50,123,125],ner:3,nervana:51,nessesari:86,nest:[4,9,28,29,74,75,91],net:[4,5,12,18,29,54,68,83],netop:[29,79],network:[2,3,4,9,18,19,24,25,26,27,28,29,31,34,42,44,46,54,56,60,61,62,68,70,72,74,77,78,81,83,85,86,87,89,91,96,101,102,104,108,110,112,119,126],network_config:121,networkadministr:113,neural:[4,5,9,18,25,26,28,29,31,42,56,60,61,62,68,72,81,83,87,89,91,96,104,108,110,112,119],neuralnetwork:73,neuron:[18,101],never:[9,60,78,83,113,114],new_block_idx:77,new_dim:18,new_op_and_kernel:103,new_op_desc:45,new_scop:89,new_stat:68,newblock:77,newbuff:63,newer:123,newest:36,newli:[50,124,126],newop:29,newopdesc:77,newprogram:77,newscop:89,newvardesc:77,next:[4,10,28,31,37,41,45,69,71,90,98,101,102,107,108,113,114,119],nextlay:62,nfs4:113,nfs:113,nfsver:113,ngram:10,nic:[118,119],nil:[35,41],nine:10,nlp:4,nltk:10,nms_threshold:4,nms_top_k:4,nnz:101,no_grad_dict:28,no_grad_set:[27,28,102],no_gradi:28,no_sequ:4,node1ip:115,node2ip:115,node3ip:115,node:[4,30,38,40,42,44,56,60,69,71,79,99,101,110,111,112,113,114,115,119,126],node_0:113,node_1:113,node_2:113,node_id:110,nodeattr:56,nodeentri:56,nodefil:111,nodesep:56,nohup:110,nois:[4,18,31,54,110],noisi:[4,54],non:[4,18,31,41,50,51,84,101,102,113,119],none:[2,3,4,5,6,7,11,13,14,17,18,19,21,22,23,25,26,27,28,29,41,45,46,54,56,57,68,69,70,75,77,85,90,98,109,112],noneedtran:63,nonlinear:101,nontranspos:18,nor:[40,99],norm:[5,18,54,67],norm_by_tim:[4,18],normal:[4,5,10,18,21,72,86,98,101,110,114,119],normaliniti:16,normliz:18,notat:[4,60],note:[2,4,5,7,10,11,18,25,26,28,29,34,35,39,60,64,67,71,78,79,87,89,92,93,102,104,105,108,110,112,113,119,121,124],notebook:[39,93],notest_dist_fit_a_lin:112,noteworthi:51,noth:[1,25,59,77,83,99,119],notic:[4,45,51,71,80,98,100,101],notif:100,notimplementederror:45,notin:89,notingradi:102,notion:90,notori:27,now:[9,28,30,31,41,44,54,64,67,72,79,80,81,83,112,113,119,124],np_arrai:9,nproc:99,nullptr:[63,74,80,83,101],num:[4,5,110,119],num_channel:[4,5],num_chunk_typ:[3,14,18],num_class:[4,5,18,56],num_col_dim:18,num_filt:[4,5,18,19],num_flatten_dim:18,num_gradient_serv:[110,118,119],num_head:19,num_hidden:56,num_input:100,num_neg_sampl:[4,18],num_or_sect:18,num_parameter_serv:26,num_pass:[25,114,118,119,121],num_per_batch:11,num_pserv:42,num_repeat:4,num_result:3,num_results_per_sampl:4,num_row:84,num_shard:33,num_step:90,num_total_class:18,num_train:42,num_true_class:18,number:[3,4,5,9,10,11,14,18,19,22,29,31,33,44,46,60,72,74,78,79,85,90,99,101,107,110,112,113,119],numchunktyp:3,numdevices_:121,numer:[4,102],numeric_grad:27,numerical_grad:27,numlogicaldevices_:121,numofallsampl:3,numofwrongpredict:3,numpi:[2,9,11,18,25,33,50,54,77,78,92,102],numreal:34,numsampl:108,numtagtyp:3,numtimeout:35,nv_:30,nv_gpu:99,nv_librari:30,nv_test:30,nvcc:[30,50,52],nvidia:[50,67,71,87,93,99,108,119],nvlink:71,nvprof:74,obei:3,object:[2,4,5,9,18,25,26,34,42,45,46,54,56,60,65,70,74,77,79,81,83,104,108],observ:[4,101,108],obtain:[4,18,38,72,87],obvious:[30,67,107],occup:60,occupi:[50,74],occur:[10,25,60],occurr:29,oct:114,odd:4,odoti:18,off:[66,92,93,99,110,112,123,124,125,126],offer:[29,79,85],offici:[4,30,100,105,113,123],offlin:[31,33,126],offset:[4,18,34],often:[4,34,56,60,67,100,107,110],ograd:101,old:[27,36,38,69,79,119],older:[18,51,123],omega:81,omit:18,omp_num_thread:107,ompi_comm_world_rank:110,onc:[4,31,35,40,42,44,46,51,55,72,88,100,101,105,113],one:[1,3,4,5,7,9,18,22,25,26,27,28,29,31,34,35,36,38,39,40,41,42,45,46,47,50,51,52,53,54,56,58,59,63,64,67,68,69,70,71,72,73,75,76,77,78,79,80,83,84,86,87,88,89,90,93,99,100,101,102,103,109,111,112,113,114,115,119,121,126],onehotcrossentropyopkernel:102,ones:[53,54,79,100],onli:[3,4,5,7,11,18,25,26,27,28,30,34,35,36,37,38,39,40,42,44,45,46,47,49,50,51,54,55,60,63,68,69,70,71,73,74,77,79,84,85,86,87,88,89,90,92,94,95,98,99,101,102,103,104,105,108,112,113,114,118,119,121,124,126],onlin:[4,6,31,33,60,78],only_cpu:27,onnx:51,onto:[18,42,44,113,115],op1:[60,89],op1_2_op2:89,op1_to_op2:89,op2:[60,89],op3:60,op_:102,op_check:102,op_class:[79,85],op_desc:[45,58,76],op_info:109,op_kei:63,op_maker_class:[79,85],op_proto:85,op_registri:109,op_siz:45,op_test:102,op_typ:[79,102,103],op_unique_kei:63,opattrcheck:102,opcreat:85,opdesc:[29,45,55,75,76,77,79,80,85,91],opdescbind:[58,80],opdescbuild:29,open:[4,11,18,26,33,51,54,62,78,100,107,110,113],openbla:[92,93,123],opencv:11,openmp:107,openmpi:110,opensourc:71,oper:[4,5,9,11,18,22,23,27,29,40,41,42,43,44,46,47,50,51,52,54,55,56,58,59,68,69,70,71,74,76,81,83,86,87,89,91,98,100,101,103,104,108,109,113,119,123],operand:[18,50],operator_grad:27,operator_list:74,operatorbas:[29,53,79,80,85,102],operatorwithkernel:[89,102],opinfo:[58,79,80],opinfomak:58,opinfomap:80,opkernel:104,opkernelbas:103,opkernelkei:79,opkerneltyp:[67,89,103],opmak:85,opposit:18,opproto:102,opprotoandcheckermak:[80,102],opprotomak:[85,102],opregist:85,opregistri:85,ops:[27,28,29,30,40,52,55,56,72,75,76,77,79,87,102,126],ops_:29,ops_test:30,opt:[26,70,76,85,92],opt_op_list:70,optest:102,optestmeta:102,optim:[2,12,23,24,25,27,28,42,43,44,52,54,71,72,73,75,79,81,84,86,101,107,108,109,110,112,123,125],optimis:70,optimize_op:112,optimize_op_attr:77,optimizer_mod:18,optimizer_op:112,option:[3,4,10,18,22,26,30,42,54,59,64,75,76,77,79,84,85,86,91,99,101,107,110,111,112,121,123,124,126],optmization_op_list:70,opts_np:76,optyp:[58,85],opwithkernel:84,order:[4,5,9,11,18,22,25,28,55,64,74,78,81,90,92,101,107,110,113,114,119,126],ordereddict:25,orderli:18,oregon:113,org:[3,4,5,10,18,33,48,54],organ:[3,4],orient:85,origin:[4,5,9,10,17,18,27,50,54,83,90,100,104],other:[3,4,5,9,18,22,29,31,36,40,49,50,51,52,58,60,63,67,68,72,76,81,83,85,86,87,89,92,98,99,100,107,109,110,112,113,114,121,123,124,125,126],otherchunktyp:3,otherwis:[4,9,10,11,18,22,25,26,28,31,36,38,54,58,63,78,86,98,100,111,121],our:[18,26,28,30,41,42,44,54,58,60,67,71,72,83,90,92,95,98,99,100,101,107,112,113,114,123],out:[4,18,25,26,29,30,35,38,42,45,51,56,60,63,68,69,77,89,96,98,102,104,107,108,113,114,115,119],out_dir:113,out_fals:18,out_left:4,out_mem:98,out_memori:5,out_right:4,out_size_i:4,out_size_x:4,out_tru:18,outer:4,outgrad_:62,outlier:4,outlin:120,outout_lay:25,outout_layer1:25,outout_layer2:25,output:[1,2,3,4,5,7,9,14,18,19,22,25,26,27,28,29,33,38,40,44,45,49,52,53,54,55,56,57,58,60,63,64,68,69,72,75,76,77,78,79,80,83,84,85,87,89,90,92,98,99,100,101,102,103,104,107,108,110,114,119,121,123],output_:[4,62,101],output_all_step:68,output_arg_nam:45,output_dim_idx:18,output_dtyp:18,output_fil:22,output_height:18,output_id:4,output_lay:[25,96],output_max_index:7,output_mem:[4,98],output_mod:22,output_nam:27,output_num:68,output_path:33,output_s:18,output_seg:90,output_width:18,outputbuff:34,outputgradi:80,outputh:4,outputw:4,outsid:[4,5,42,83],outupt:90,outv:101,outval_:62,over:[4,5,18,25,26,51,60,71,72,90,100,101,108],overal:[54,72,74,100,126],overfit:[18,81],overflow:18,overhead:108,overlap:[3,4,101],overlap_threshold:[3,4],overload:[50,59],overrid:[29,31,49,63,87,101,102,104],overview:[35,36,37,87],overwhelm:100,overwrit:[49,110],own:[4,18,28,36,38,45,47,56,58,70,71,72,81,85,102,110,111,113,123,124],owner:[99,100],pack:[90,123],packag:[9,10,35,39,40,53,62,82,92,93,100,102,107,113],pad:[5,18,63,86],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:[1,2,3,4,5,6,7,9,10,11,13,14,15,16,17,18,19,20,21,22,23,25,26,29,30,31,33,39,42,49,52,53,54,57,61,62,63,64,65,66,68,69,73,75,79,81,82,85,86,87,90,92,93,95,96,98,99,100,101,102,103,105,107,108,109,110,111,112,113,114,115,119,121,123,126],paddle_begin_init_param:36,paddle_dir:102,paddle_element_typ:36,paddle_element_type_float32:36,paddle_element_type_float64:36,paddle_element_type_int32:36,paddle_element_type_int64:36,paddle_element_type_uint32:36,paddle_element_type_uint64:36,paddle_enforc:[29,63],paddle_enforce_eq:[102,104],paddle_error:[65,66],paddle_exampl:39,paddle_finish_init_param:36,paddle_get_param:36,paddle_gradi:36,paddle_init_num_gradient_serv:110,paddle_init_param:36,paddle_init_port:110,paddle_init_ports_num:110,paddle_init_ports_num_for_spars:110,paddle_init_pserv:110,paddle_init_trainer_count:110,paddle_init_trainer_id:110,paddle_init_use_gpu:110,paddle_job:39,paddle_manylinux_devel:92,paddle_matrix:[65,66],paddle_matrix_cr:66,paddle_matrix_get_shap:65,paddle_matrix_shap:65,paddle_new_etcd_pserver_cli:36,paddle_new_pserver_cli:36,paddle_on_cloud:39,paddle_output:114,paddle_paramet:36,paddle_pserver2:111,paddle_pserver_cli:36,paddle_pserver_client_releas:36,paddle_save_model:36,paddle_send_grad:36,paddle_train:[66,82,111],paddle_with_cuda:74,paddle_with_mkldnn:67,paddlepaddl:[4,5,9,10,11,18,25,30,31,33,36,37,38,39,40,42,48,49,53,54,55,57,59,64,68,69,70,73,74,77,78,79,83,90,91,94,96,98,99,100,101,102,103,107,108,110,111,115,116,117,126],paddlepaddle_gpu:95,paddlepaddlebook:93,paddlepaddlehub:93,page:[10,100,113],pair:[3,18,19,22,23,28,29,42,55,70,74,79],pairwis:4,pakcag:30,panic:41,paper:[4,10,18,54,86],para:34,paradigm:[40,47,79],paragraph:68,paragraph_data:68,paragraph_out:68,parallel:[18,40,41,42,44,71,74,79,89,99,108,110,113,114,119,121],parallel_for:40,parallel_nn:[2,118,119],paralleldo:43,parallelfor:40,paralleliz:86,param:[2,4,5,9,17,18,27,29,36,73,77,87,104],param_attr:[4,5,12,18,19,34,77,98],param_config_proto:36,param_initi:18,paramattr:[2,4,18,98],paramet:[3,4,5,6,7,9,10,11,17,18,19,22,23,24,27,28,29,30,32,34,38,40,42,43,45,47,49,51,52,54,55,56,58,64,68,70,71,75,78,83,85,86,90,92,96,100,101,102,103,104,106,109,111,121,124],parameter_block_s:[118,119],parameter_block_size_for_spars:[118,119],parameter_learning_r:2,parameter_list:[28,70],parameter_nam:[25,26],parameter_serv:26,parameter_valu:34,parameterattribut:[2,4,5,34],parameterclient_:34,parametermap:101,parametermutex_:34,parameters_:101,parameters_and_grad:[23,70],parameterserver2:34,parameterset:26,parameterupdat:73,parameterupdater_:34,parametr:4,params_grad:[70,112],paramt:113,paraspars:101,parent:[29,40,75,77,79,101],parent_:[29,83],parent_idx:77,parenthes:79,pars:[9,10,30,42,56,99,113,121],parser:9,part:[3,4,18,19,28,29,38,42,51,63,64,75,77,86,87,98,101,107,108,110,112,126],parti:[99,108,123,124,125],partial:[4,25],partial_sum:4,particip:102,particular:[55,64,79,86,89,108],partit:[31,33,42,44,79,110,113],pass:[4,18,25,28,29,31,41,45,46,51,54,60,64,70,72,73,76,77,78,79,81,83,86,88,90,100,101,108,110,111,112,113,114,119],pass_gener:4,pass_id:[25,42,112],pass_idx:78,pass_num:112,passtyp:101,password:115,past:[26,93,96,113],patch:[18,48],path:[3,9,10,11,17,25,31,35,36,39,60,69,78,86,92,93,110,113,114,119,121,123,124,125],path_to_paddlepaddle_working_directori:105,pattern:[10,31,65,72,81,113],paus:[31,38],pcie:71,pdf:[5,18],peephol:18,peer:71,pem:[26,33,113],pend:[31,35],peopl:99,pep425tag:95,pep8:100,per:[3,4,10,11,18,31,36,71,72,78,81,102,119],percal:107,perf_test:107,perfectli:86,perfom:[119,121],perform:[4,5,18,27,36,41,42,46,50,51,54,60,71,73,74,78,79,81,86,87,89,98,99,101,102,106,110,112,118,123,124,125],perftool:[74,107],period:[31,38,119],perl:10,perm:18,permiss:113,permut:18,peroid:[4,11],persist:[17,18,47,84,86,91,113],persistentvolum:113,persistentvolumeclaim:113,person:[3,26,59],perspect:[79,108],perturb:[27,101],pex:126,pfs:[33,49],pfsclient:33,pfspath:49,pgp:113,phase:[18,63,69,71,72,78,80,86,126],philosophi:[72,81],photo:54,phrase:18,physic:[124,126],pick:[18,113,124],pickl:[110,115],pictur:71,piec:[5,40,74,104,112],pil:[11,110],pillow:39,ping:100,pip:[82,92,94,96,100,105,107],pipe:9,pipelin:[46,86],piperead:9,pivot:63,pixel:[4,9,10,42],place:[13,15,18,22,28,29,31,38,42,44,47,59,63,71,79,89,101,104,108,109,112],place_:[59,67,87,89],place_typ:103,placehold:[54,87,104],placement:44,plain:[3,4,9,39,64,66,67],plan:[31,40,63,79,86,101,123],platform:[29,52,63,67,74,87,89,95,100,102,103,104,109,113,123,124,125],pleas:[2,4,5,6,10,11,18,26,31,35,36,37,40,41,52,56,67,68,77,78,79,86,87,91,92,93,95,98,99,100,101,102,104,105,107,110,112,113,123,124,125],plot:26,plu:[4,27],plug:[71,72],pne:102,pnpairvalidationlay:119,pnpairvalidationpredict_fil:118,pod:[33,39,40,113,114],pod_nam:113,point:[18,29,31,39,41,50,60,63,71,87,99,100,102,104,107,108,123,126],pointer:[29,36,56,60,67,77,79,83,87,104],polar:10,polici:[18,113],polit:18,poll:41,pollut:38,polyak:72,ponit:56,pool3:101,pool:[5,18,24,43,60,86],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:[29,47],popul:36,popular:[30,54,56,74],port:[18,30,40,107,110,112,113,114,118,119],port_num:118,portabl:56,portal:105,ports_num:[110,119],ports_num_for_spars:[34,110,118,119,121],pose:31,posit:[3,4,5,18],positive_label:3,possibl:[26,29,35,41,44,60,77,81,91,108],post:[39,48],postpon:81,potenti:[50,108],power:[50,60,71,86,104,126],ppo_workspac:105,pprof:107,practic:[98,101],pre:[4,5,10,26,36,59,60,92,100,113,114,123,125],pre_activ:77,pre_bia:77,pre_id:18,pre_mem:18,pre_stat:[68,90],preambl:77,precis:[3,14,18,46,50,72,92],precision_evalu:3,precompil:47,pred:[56,60],predecessor:60,predetermin:[4,119],predic:[10,17],predict:[3,4,18,25,42,81,96,98,119],predict_fil:119,predict_lay:25,predict_output_dir:[118,119],prediction1:25,prediction2:25,prefer:[51,59],prefetch:[34,101],prefix:[3,5,18,31,33,69,86,113],pregel:41,pregrad:101,prepand:77,prepar:[27,39,73,86,98,116],prepend:[18,77],prepend_oper:77,preprocess:[10,11,86,90,114],present:[26,28,29,74,90],preserv:49,prev_batch_st:[118,119],prev_cel:18,prev_cell_data:18,prev_hidden:18,prev_hidden_data:18,prevent:[6,18,26,31,35,38,45,81,107],preview:[79,105],previou:[4,5,18,22,25,28,31,44,49,68,69,101,107,113,119],previous:[4,114],previous_memori:29,price:[10,79,96],prim:63,primari:[51,55],primarili:[72,81],primer:100,primit:[50,62,63,71,90],primitive_desc:63,primitivedesc:63,principl:[18,26,30,67],print:[2,22,25,26,41,42,51,56,77,88,95,96,107,115,119],print_graphviz:56,print_phas:18,print_tensor_lod:18,print_tensor_nam:18,print_tensor_shap:18,print_tensor_typ:18,printallstatu:108,printer:3,println:41,printstatu:108,priorbox:4,prioriti:79,prite:3,privat:[29,66,74,77,83,84,85,87,90,100,104],privileg:[99,113],pro:71,prob:[3,25,96],probabalist:18,probabilist:4,probabl:[3,4,18,25,69,86,93,98,100],problem:[4,26,27,30,38,51,54,55,72,79,81,95,99],proc:93,proce:[9,31,78,93,113],procedur:[29,64,104,124],proceed:[10,18],process:[2,4,5,9,18,26,28,29,33,34,35,38,40,41,42,46,47,51,52,56,60,62,64,71,81,85,89,98,100,107,110,111,113,114,119,121],process_num:9,processor:[50,108],produc:[4,5,9,18,31,51,56,78],product:[4,5,18,19,39,51,101,113,114],productgraph:114,prof:107,profil:[12,49,74,86],profilerst:74,proflier:[74,108],program:[9,13,17,18,22,26,28,33,36,38,42,44,47,55,57,60,70,71,74,78,79,83,88,91,107,108,111,119],programdesc:[40,42,47,51,60,64,76,77,80,91],programm:[42,51,77],progress:[31,35,119],proj:4,proj_activ:18,proj_dim:18,proj_out:18,proj_siz:18,project:[4,5,18,19,39,66,86,98,101,102],promis:[4,5,69],prompt:[49,51,112],prone:26,pronunc:86,prop_kind:63,propag:[4,6,28,51,72,102,119,121],proper:[59,110],properli:[59,99,112],properti:[56,81,119],propos:[18,29,43,44,69,70,71,72,90],proprietari:62,protect:[50,85,101,102],proto:[7,41,59,64,67,75,79,85,91,102],proto_:85,protobuf:[25,29,39,40,42,47,51,52,55,56,60,64,75,77,79,80,85],protoc:[123,125],protocol:[3,109,119,126],provi:110,provid:[4,10,18,26,29,36,39,40,46,47,50,51,54,56,58,59,67,71,72,74,77,81,85,86,87,88,90,93,96,104,107,108,110,111,112,113,123,124,126],providermemory_threshold_on_load_data:118,provis:[113,126],prune:[4,17,29],ps_desir:31,pserver:[25,34,36,37,39,79,110,112,113,118,119],pserver_addr:36,pserver_cpu:39,pserver_endpoint:112,pserver_id:32,pserver_mem:39,pserver_num_thread:[34,118,119],pserver_prog:112,pserver_spec:25,pserver_startup:112,pserverstart_pserv:118,pseudo:[26,28,39,80,90],pseudocod:90,psize:101,ptr:[66,87],pub:[18,115],publish:123,pull:[30,79,82,100,123],purpos:[4,31,42,44,59,108],push:[29,47,51,74,82,100],push_back:101,put:[30,31,34,44,60,63,77,87,101,112,114,123],pvc:113,pwd:[92,93,99,105,123],pxe:126,pybind:[29,41,50],pypi:95,pyramid:4,pyramid_height:4,python2:107,python3:95,python:[10,18,25,26,29,37,41,46,47,51,53,54,55,56,59,65,69,73,74,79,82,87,90,92,93,95,96,98,99,100,105,109,110,112,115],pytorch:[51,74],qualcomm:50,queri:[3,4,19,113],query_id:3,quest:10,question:[4,26,40,44,85,112,113],queue:[41,44],quick:[56,119],quick_start:[39,113,114,116],quick_start_data:114,quickli:[69,77,79],quickstart:114,quit:[69,108],r14b:123,r_h_val:18,r_t:4,rais:[9,18,19,23,45,56,110],rajathkmp:54,ran:[44,108],rand:[54,108,119,121],random:[2,4,9,18,33,41,54,67,73,77,78,102,110,119],random_crop:11,random_imag:33,randomli:[11,18,38],randomnumberse:118,rang:[4,9,18,33,40,42,50,54,60,74,78,85,100,112,119,121],rank0:71,rank1:71,rank:[4,18,26,90,104,113],rank_tabl:18,rankdir:56,ranktabl:18,rapid:80,raspberry_pi:125,raspberrypi:125,raspbian:125,rate:[2,3,4,5,6,10,19,36,86,101],rather:[28,39,54,90,113],ratio:[4,119],raw:[4,18,64],rdma:119,rdma_tcp:[118,119],reach:[31,60,71,108],read:[9,11,18,25,26,28,31,33,40,41,42,44,51,52,78,79,86,90,93,98,99,105,110,113,123,126],read_from_arrai:60,read_from_realistic_imag:26,read_from_rng:26,read_lock:32,read_minibatch:51,read_mnist_imag:26,read_ranking_model_data:26,readabl:[74,79,107],reader:[0,10,25,33,42,50,54,55,75,86,107,110,112],reader_cr:33,reader_creator_bool:78,reader_creator_random_imag:[9,78],reader_creator_random_image_and_label:[9,78],readi:[31,41,113,114,126],readlockguard:34,readm:66,readwritebuffer_:34,readwritemani:113,real:[4,18,34,54,78,110],realist:26,realiti:86,realiz:[29,68],realli:[51,81],reaon:103,rearrang:18,reason:[5,26,27,31,41,51,100,112,114],recal:[3,14,18],receiv:[18,31,39,41,42,44,68,112],recent:[60,72],reciev:119,recognit:[4,86],recommend:[5,18,26,92,93,94,98,100,101,105,110,111,119,123],recompil:108,record:[9,22,35,63,74,85,113],recordev:74,recordio:[9,10,26,33,35],recov:[31,90],recover:79,recoveri:35,rectifi:4,recurr:[18,61,68,83,86],recurrent_group:[5,86,98],recurrent_lay:5,recurrent_op:90,recurrentgradientmachin:[66,69,90],recurrentgroup:3,recurrentlay:[61,119],recurs:[28,29,30,49,60,79],recv:[40,42,44,71,113],recvparametertyp:34,red:[54,107],redirect:9,reduc:[4,18,44,50,71,79,93,100,107,111,119,121],reduce_by_kei:79,reduce_mean:54,ref:18,ref_batch_dim_idx:18,refactor:[42,44,55,69,72,73,77,81,90],refer:[2,4,5,6,11,18,19,22,27,29,31,35,36,37,40,50,56,63,67,68,71,75,77,79,81,83,87,90,91,92,93,98,99,101,102,104,112,114,123,124],referenc:35,reflect:35,reformat:100,reformul:18,refrain:102,reg:85,regard:[18,126],region:[4,83,108],regist:[41,60,67,80,87,89,101,108],register_gpu_profil:108,register_lay:101,register_op:[53,79,80,85,102],register_op_cpu_kernel:[87,102],register_op_cuda_kernel:[87,102],register_op_kernel:103,register_op_without_gradi:[79,102],register_oper:[58,80],register_tim:34,register_timer_info:108,registerop:85,registr:[102,103,109],registri:[39,58,87,114,126],regress:4,regular:[2,12,18,21,28,101,113],reiniti:63,reinstal:92,rel:[5,18,27,38,81,102,123],relat:[31,38,39,50,67,74,83,89,100,107,114,124,125,126],relationship:[80,87],releas:[82,86,113,123,124,125],relev:102,reli:[27,40,69,70,72,81,102,107],reliabl:[31,81],relu1:56,relu2:56,relu:[4,54,56,60,101],relwithdebinfo:107,remain:[18,90],remaind:18,rememb:[4,100],remot:[2,30,34,42,79,100,101,113,119,121],remoteparameterupdat:[34,37,119],remov:[9,18,28,42,49,51,69,100,119,123,124],renam:[28,49,50,95],reorder:[18,63],reorder_primit:63,reorderlodtensorbyrankt:18,reorgan:4,repeat:[18,29,55,75,76,84,85,91,107],repeatedli:[55,60],replac:[18,30,35,58,72,80,86],repli:100,replic:42,replicaset:39,repo:[30,100,105,125],report:[35,50,51,74,108],reportdataset:35,repositori:[4,105,123],reprenset:18,repres:[4,5,18,28,29,35,40,42,44,45,51,56,64,67,69,72,77,79,81,84,87,90,91,98,101,113],represent:[4,18,36,42,52,54,55,60,67,69,84],reproduc:99,request:[30,31,34,38,40,79,82,100,113,114,126],requir:[3,4,26,28,31,36,38,39,42,44,45,49,50,56,60,62,68,72,74,75,76,79,81,84,85,86,91,95,99,100,101,102,105,110,113,114,123,125,126],requisit:60,rerun:102,research:[10,18,42,51],reserv:[18,49],reserveoutput:101,reset:[4,18,31,46],reset_program:46,resetingrad:62,resetinvalu:62,resetoutgrad:62,resetoutvalu:62,resetxxx:62,reshap:[27,78,104],reshape_s:4,resid:[18,99],residu:41,resiz:[11,34,87,102,104],resize_s:11,resize_short:11,resolv:[30,100,114],resourc:[42,47,71,74,87,103,113],respect:[18,19,27,45,50,54,68,98,101,119],respons:[4,34,41,42,46,54,71,72,73,81,113,114],rest:[18,29,39,48,52,89,126],restart:[31,36,113,114,126],restartpolici:[113,114],restor:[27,72],restrict:[81,83,107,119],result:[1,3,4,17,18,22,25,27,28,35,41,46,54,55,56,60,64,69,70,71,73,102,104,107,108,109,113,119],result_fil:3,resum:38,retain:104,retran:113,retriev:[29,69,83,99,101,107,114],retriv:110,return_seq:5,reuqest:82,reus:[29,38,69,78,79,101,102],rev:99,revamp:42,reveal:[26,107],revers:[4,5,10,18,28,98],review:[10,40,114],reviews_electronics_5:114,rewrit:[30,41,102],rgb:[4,11],rho:6,rid:51,right:[4,27,28,29,30,39,46,60,79,81,100,103],ring:71,risk:28,rkt:[39,99],rmsprop:72,rmspropoptim:72,rnn:[4,5,18,29,51,54,69,77,79,83,86,106,118],rnn_bias_attr:98,rnn_layer_attr:98,rnn_out:98,rnn_output:90,rnn_step:4,rnn_use_batch:[61,118,119],rnnalgorithm:69,rnnlm:10,rnnstep:90,roadmap:[86,90],robust:4,rocmplac:67,roi:4,role:[10,26,35,36,42,71,112,113],rollback:77,root:[6,7,28,71,113,114,124],rot:4,roughli:86,round:[50,71],routin:[50,62,71],row:[3,4,9,18,34,41,101],row_id:4,rows_:84,rpc:35,rpcserver:35,rpi:125,rpi_arm_neon:125,rpi_toolchain:125,rsize:113,rtk:126,rtype:9,rule:[3,18,28,42,45,51,55,101,113],run:[18,26,27,28,29,30,31,39,40,41,42,43,44,46,50,51,52,53,54,55,56,60,63,67,68,70,71,72,74,75,76,77,79,82,83,84,86,87,88,89,94,95,96,99,100,101,103,104,105,107,108,110,111,112,113,115,116,117,119,123,124,125,126],run_test:92,runinitfunct:108,runnabl:44,running_on_cloud:39,runserv:105,runtim:[22,29,40,41,42,58,68,79,91,93,103,111,123],runtime_table_:29,s_block:28,s_recurrent_group:98,safe:39,sai:[4,52,55,57,60,78,99,119,121],said:51,sake:101,same:[3,4,5,18,19,23,25,26,27,35,36,38,40,41,42,53,54,56,59,60,68,69,71,77,79,80,83,86,89,90,92,98,102,103,104,111,112,113,121],samping_id:4,sampl:[3,9,10,18,46,54,77,85,93,110,111,119,121],sample_id:3,sample_num:3,sample_weight:18,sampler:54,satifi:[3,60],satisfi:[30,63,84,95,113],save:[4,9,17,25,31,33,35,36,39,40,42,55,56,60,64,72,84,91,99,110,113,114,119,121],save_dir:[114,119,121],save_file_nam:17,save_only_on:[118,119],save_parameter_to_tar:25,save_persist:112,saving_period:[118,119],saving_period_by_batch:[118,119,121],scalabl:79,scalar:[4,18,28,29,57,88,90],scale:[1,19,42,44,72,80,85,86,102,110],scale_a:18,scale_b:18,scaleop:102,scaleopmak:[79,102],scalingproject:4,scan:[18,28,35,60,79],scatter:[4,28,71],scenario:[69,118],scene:118,schdule:113,schedul:[35,39,44,113],scheduler_factor:2,scheme:[3,6,34,81,102],scienc:60,scope:[15,27,40,43,47,52,89,109],score:[3,4,14,18,69],scorer:86,scp:115,script:[10,71,92,99,102,110,111,113,115,123],sdk:124,search:[4,18,31,83,92,98,119],second:[4,18,26,40,49,51,54,56,68,69,75,76,78,83,85,102,111],secret:113,section:[28,44,51,77,98,100,101,107,113],see:[4,5,10,18,26,28,31,40,41,44,50,51,77,86,100,102,104,107,108,112,113],seed:[18,108,119],seem:[30,41,50,51,86,95],seen:[19,81,102],segment:[3,18,68,90,104],sel:41,sel_fc:4,selcet:4,select:[4,18,69,113],selected_generation_scor:69,selected_id:[4,69],selected_indic:4,selected_row:[84,91],selected_rows_desc:[84,91],selected_scor:69,selectedrow:[58,91],selectiv:4,selector:114,self:[27,45,46,54,56,60,61,62,64,70,77,90,101,102],self_addr:40,selfnorm:4,semant:[10,26,69,82],semaphor:41,semat:26,send:[31,36,40,42,44,59,71,79,85,100,110,112,113,119],send_back_parameter_typ:34,send_var:18,sendbackparameterspars:34,sendbackparametertyp:34,sendparameterrequest:34,sendparameterrespons:34,sens:[72,81,100,107],sensit:4,sent:[26,36,40,42,79,85,91,114],sentenc:[4,10,51,68,69,90,98],sentence_input:90,separ:[3,17,18,22,36,42,53,72,80,81,110,112,119],seper:[18,90],seq0:18,seq1:18,seq2:18,seq3:18,seq:[4,10],seq_len:90,seq_pool:4,seq_silc:4,seq_text_print:3,seq_typ:9,seqtext_evalu:3,seqtoseq:4,seqtoseq_net:4,sequenc:[1,3,4,5,7,9,10,18,28,29,40,47,51,55,61,70,75,86,90,100,101],sequence_group:4,sequence_nest_group:4,sequencesoftmaxop:18,sequencestartposit:4,sequencetextprint:3,sequencetyp:4,sequenti:[4,29,40,41,98],seri:[5,95],serial:[25,29,35,64,73,79],serializ:[79,91],serv:[42,50,79,90,93,108,110,113],server:[18,26,30,34,37,38,42,52,71,79,92,101,111,118,126],server_endpoint:112,serverless:31,servic:[107,110,126],sess:[54,56,70],session:[56,70,76,108],set:[2,3,4,5,9,10,11,18,19,21,22,23,25,26,28,31,39,54,58,60,63,67,68,69,74,76,77,79,80,83,86,87,90,92,98,99,100,101,102,104,105,106,107,108,110,111,112,113,114,118,119,121,124,125],set_active_typ:101,set_attr:45,set_default_parameter_nam:2,set_drop_r:101,set_float_el:27,set_input:[4,45],set_output:45,set_siz:101,set_typ:[45,101],setdatatyp:84,setdefault:102,setp:113,setq:99,settup:101,setup:[42,72,82,101,102,126],seven:86,sever:[3,4,27,34,42,44,54,68,69,71,73,74,77,84,87,90,92,110,111,113,121],sexstant:126,sgd:[25,26,31,39,44,72,73,84,109,110,112],sgd_optim:[109,112],sgdasync_count:118,sgdoptim:20,shall:[28,30],shape:[3,4,9,18,19,25,27,28,29,42,54,57,67,68,75,77,79,84,86,87,102,104,109,112],shard:[31,32,33,34,35,36,38,42,44,110,113],share:[4,18,30,54,66,73,77,79,81,86,87,90,99,102,108,119],shared_bia:5,shared_bias:4,shared_librari:30,shared_ptr:[63,65,66,83,87,104],shef:10,shell:[93,113],shift:[4,18],shorten:4,shorter:11,should:[2,3,4,9,11,18,19,22,25,26,27,28,29,36,39,41,42,45,46,50,52,53,54,58,59,63,67,68,69,70,72,73,74,75,78,79,80,81,84,85,86,88,89,90,91,96,98,102,103,105,111,112,113,123],should_be_fals:26,should_be_tru:26,show:[3,6,28,29,31,41,49,51,57,60,64,68,71,72,75,88,90,95,99,104,110,113,114,119],show_check_sparse_distribution_log:[118,119],show_layer_stat:[118,119],show_parameter_stats_period:[114,118,119,121],shown:[4,18,26,42,46,71,74,86,98,101,104,108,113],shrink:101,shrink_rnn_memori:18,shrunk:45,shuffl:[9,42,112],sid:113,side:[4,18,25,42,46,60,73,104,110],sig:113,sigint:111,sigma:18,sigmod:85,sigmod_op:85,sigmod_output:85,sigmoid:[4,19,29,85,90,101],sigmoidactiv:5,sigmoidcrossentropywithlogit:18,sign:[48,64,113],signal:111,signatur:113,signific:[86,108],sima:10,similar:[4,18,29,40,41,42,44,47,51,69,72,74,78,79,81,86,87,89,90,102,107,113,126],similarli:[4,9,51,60,102],simpl:[1,3,4,5,9,10,18,25,40,44,50,52,55,56,60,68,72,75,81,83,85,86,90,108,112,119],simple_attent:98,simple_gru:98,simple_lstm:4,simple_rnn:[4,98],simple_transform:11,simpler:73,simplest:113,simpli:[4,11,26,36,42,93,96,98,108],simplifi:[26,69,77,85,86,101,114],simul:[51,124],simultan:113,sinc:[4,5,18,31,35,37,38,41,42,43,44,51,58,60,63,67,72,77,78,80,81,90,104,108,112,113,124,126],sincer:100,singl:[3,5,9,17,18,28,31,42,44,46,50,59,71,79,83,86,92,96,101,107,110,114],singleton:[40,43],sinlg:25,sit:[18,42],site:[30,107,113],sitten:18,sittin:18,situat:[28,76,89],size:[3,4,5,9,10,11,18,19,25,31,33,34,36,41,42,50,54,60,64,69,72,77,78,84,85,86,87,90,93,96,98,101,102,104,109,112,119,123,124,125],size_a:4,size_b:4,size_in_byt:63,size_t:[34,87,90,101],sizeof:29,skip:[28,78,100,111,113],slice0:18,slice1:18,slice2:18,slice3:18,slice:[4,18,40],sliceproject:4,slide:[4,6,10,31],slight:51,slightli:54,slope:[4,18],slopeinterceptlay:4,slow:108,slowli:[99,107],small:[4,10,18,27,40,52,54,62,69,100,101,119],small_messag:[118,119],smaller:[18,27,31,50,69,100],smart:83,smooth:4,smt:10,snap:114,snapdragon:50,snapshot:[32,38,113],snippet:[41,53,70,98,101,108,113],sock:39,sock_recv_buf_s:[118,119],sock_send_buf_s:[118,119],socket:119,soft:18,soft_label:18,softmax:[4,5,18,26,29,42,44,51,56,57,69,75,98,101],softmax_param_attr:5,softmax_selfnorm_alpha:4,softmaxoutput:56,softrelu:18,softwar:[50,74,108,126],solid:54,solut:[71,126],solv:[26,28,60,79],some:[2,4,9,11,18,25,26,28,29,30,34,35,36,38,39,41,42,44,45,50,52,53,54,55,59,60,63,67,68,69,70,75,76,77,78,79,80,83,87,89,90,100,101,102,103,104,108,110,113,118,119,121,123,124,125,126],some_c_api_funct:66,some_inst:66,some_lay:18,some_op:[58,68,90],some_python_class:65,somecppclass:65,somedata:25,somegotyp:65,someth:[28,34,77,99,100,107],sometim:[4,74,78,99,108],somewhat:36,somewher:83,soon:31,sophist:101,sort:[4,10,18,22,90,107,113,119],sort_by_length:90,sortagrad:86,sorted_kei:22,sourc:[4,10,18,27,30,49,51,54,62,64,66,69,78,79,98,99,107,110,113,114,124],source_dict_dim:[69,98],source_dict_s:69,source_language_word:[69,98],space:[3,4,44,50,77,81,86,98,99,108],space_seperated_tokens_from_dictionary_according_to_seq:3,space_seperated_tokens_from_dictionary_according_to_sub_seq:3,span:74,spars:[2,4,6,9,18,34,41,101,104,110,113,119],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:34,sparse_upd:[2,34],sparse_value_slot:9,sparseparam:101,sparseprefetchrowcpumatrix:101,spatial:4,spatial_scal:4,speak:98,spec:[113,114],specfii:119,specia:10,special:[4,10,18,28,36,42,50,52,58,67,69,70,102],specialvartypeinfer:58,specif:[10,18,19,25,28,30,31,42,45,49,52,69,79,83,87,99,102,112,121,123],specifi:[3,4,10,17,18,22,26,27,34,35,36,39,40,41,42,43,45,46,47,49,54,64,74,77,83,85,90,93,98,99,100,101,104,105,107,113,119,123,124],spectrogram:86,speech:[4,86],speed:[4,5,50,64,71,72,92,126],speedup:74,sphinx:[65,105],split:[4,9,19,38,40,43,51,57,69,79,90,110,113,121],split_count:[110,113],sport:18,spread:28,sqrt_x:18,squar:[4,6,7,56],square_error_cost:[109,112],srand:119,src:[30,63,110],src_backward:98,src_dict_siz:10,src_embed:[69,98],src_forward:98,src_lang:10,src_primitive_desc:63,src_word_id:[69,98],src_word_vec:69,sreializ:91,srl:10,ssd:4,ssh:[113,114,115,125],ssh_server:111,sstabl:26,stabil:[4,18,27,60,102],stabl:[82,113],stack:[18,47,79,90,113],stackexchang:4,stage:[30,37,43,54,60,63,86,91,111,123],stale:31,stamp:108,stand:18,standalon:123,standard:[2,9,18,41,51,79,81,86,95,99,107],stanford:[10,27,114],star:30,start:[4,5,10,18,25,28,30,31,34,35,36,38,39,41,42,43,69,71,73,74,92,93,95,98,99,107,108,111,115,119,122],start_mpi_train:115,start_op_idx:28,start_pass:[118,119],start_po:4,start_pserv:119,startup:[18,31,39,51,113],startup_program:18,stat:[108,119],state:[4,5,18,22,29,31,46,47,68,69,74,83,86,90,98,103,114,119],state_act:[4,5],statem:60,statement:[41,51,55,60,101,113],static_cast:[63,104],staticinput:[4,98],statist:[4,18,46,74,119],statmt:10,statset:108,statu:[18,39,69,108,113,114],status:114,std:[25,30,34,56,58,59,63,65,66,74,76,79,80,83,85,87,101,102,104,119],stdbuf:110,stderr:111,stdout:[9,111],step1:18,step:[4,5,7,18,27,29,31,36,41,42,44,46,51,54,55,61,69,72,73,77,79,85,86,90,92,93,98,100,101,107,108,110,113,114,115,123,125,126],step_gradi:28,step_id:90,step_input:90,step_net:29,step_output:90,step_scop:79,stepnet:[29,68,79,83],still:[28,35,38,42,51,60,80,95,104],stirng:77,stmt1482205552000:113,stmt1482205746000:113,stochast:[6,31,35,38,72,110],stop:[4,77,99,111,114,119],stop_gradi:[18,77],storag:[48,50,110,113,114],store:[3,4,10,18,25,27,29,30,34,47,56,58,64,67,69,73,75,77,79,80,81,83,90,101,102,104,105,110,113,114,115,119,124,125],str:[11,18,25,28,39,90,121],straight:[75,78,84],straightforward:63,strategi:[7,31,77,119],stream:[9,42,63,74,87,103],stream_:87,streamid:22,street:4,strict:[78,110],stride:[4,5,18,63,67,86],stride_h:18,stride_i:4,stride_w:18,stride_x:4,string:[3,4,9,10,11,18,22,25,28,29,35,49,56,59,64,74,75,76,77,79,80,83,84,85,91,101,102,113,119],strip:107,strongli:110,struct:[35,36,48,50,58,59,66,67,74,80,85,89,103],structur:[28,29,35,51,54,64,69,75,77,79,84,111,113],sts:113,stuff:100,style:[4,79,85,92],sub:[3,4,9,18,26,28,38,40,44,54,60,68,71,73,77,98,101,123],sub_block:28,sub_nest_seq:4,sub_sequ:4,subclass:77,subcommand:49,subgradi:6,subgraph:[44,54],submiss:42,submit:[63,79,105,110,113,118,119],subnet0:113,subnet:[26,113],subobjectpath:114,subscript:18,subsequ:[4,71],subsequenceinput:4,subset:[18,101],substitut:18,succ:60,succeed:[35,114],success:[4,36,113,114],successfulcr:114,successfulli:102,successor:119,sucess:60,sucessor:60,sudo:[99,113],suffer:27,suffici:119,suffix:[39,95,110],suggest:[4,30,100,108],suit:126,suitabl:[84,87,119],sum:[4,6,19,28,29,32,43,58,77,98,101],sum_op:28,sum_x:18,sume:18,summar:[18,54,74],summari:74,summat:18,sumopgradmak:80,supercomput:60,suppli:[18,84],support:[2,3,4,6,7,9,11,18,27,29,31,38,39,40,41,42,44,51,53,54,60,63,64,67,69,72,73,74,76,78,79,80,81,84,86,89,92,93,95,96,98,99,101,102,104,105,108,110,113,119,123,124,125,126],support_inplac:60,suppos:[5,18,19,30,40,53,84,101],suppress:[4,49],sure:[18,92,99,101,107,112,113],surpass:4,svs:85,swagger:48,swig:[37,65,66,92,123,124],switchop:29,sychron:71,symbol:[4,29,56,66,95],symbols_ready_:29,symbolt:[29,79],symlink:100,sync:[31,72,81,119],sync_with_cpp:107,syncflag:101,synchron:[31,35,41,63,71,74,110,113,119],syntax:[40,47,51,69,78],sysroot:123,system:[29,30,31,36,38,41,42,44,48,53,54,60,62,86,92,93,95,102,105,107,110,114,123],t_max:18,t_min:18,tab:95,tabl:[3,4,18,29,40,51,58,64,84,91,124],tablelookup:84,tablelookupgrad:84,tablelookupop:84,tableproject:4,tag:[3,10,82,93,98,110],tagtyp:3,tail:69,take:[3,4,5,9,18,25,26,28,29,30,31,38,40,41,42,45,47,50,52,54,55,57,58,60,63,67,72,75,76,77,78,79,80,87,89,90,92,98,99,100,101,102,103,107,108,110,112,113,114],taken:[4,45,56,60,67,90],talk:[36,52,125],tangl:107,tanh:[4,5,54,69,98,101],tanhactiv:5,tanhshrink:18,tar:[10,11,25,113],tarbal:113,target:[4,10,18,25,28,29,30,45,47,54,56,70,76,79,92,98,102,123,124,125],target_block:[28,45],target_dict_dim:98,target_dict_s:69,target_dictionary_dim:4,target_language_embed:4,target_language_word:98,target_link_librari:30,target_var:17,target_word:69,targetinlink:4,task13:86,task14:86,task1:10,task:[3,4,10,18,42,64,69,74,85,98,112,121],task_queu:35,taskentri:35,taskqueu:35,tbd:[37,63,86],tcp:[113,119],tear:108,technic:[28,31,112],techniqu:[18,60,98,101,107],technolog:[18,51,99],tee:114,tell:[22,31,35,36,69,85,93,108,123],templat:[53,63,85,87,102,103,104,114,126],tempor:[4,18,86],temporari:[28,39,47,60,72,77],tempori:60,ten:99,tensor:[19,27,30,40,41,43,44,50,51,52,54,56,58,59,63,64,67,68,69,84,90,91,102,109],tensor_arrai:40,tensor_array_read:90,tensor_array_s:90,tensor_array_stack:90,tensor_array_unstack:90,tensor_array_writ:90,tensor_data:64,tensor_in:89,tensor_s:27,tensor_test:30,tensor_to_check:27,tensorarrai:43,tensorarraydesc:90,tensordesc:[64,84],tensorflow:[29,40,41,42,44,51,54,57,81,90,104],term:[4,5,18,31,80,81,86],termin:114,terminolog:60,tessorarrai:90,test100:10,test10:10,test1:33,test:[4,9,10,11,18,25,26,27,30,56,66,72,78,82,96,99,104,108,109,110,112,115,118],test_:102,test_all_data_in_one_period:114,test_check_grad_ingore_i:102,test_check_grad_ingore_x:102,test_check_grad_norm:102,test_check_output:102,test_data_dir:110,test_fcgrad:101,test_gpuprofil:108,test_layergrad:101,test_mkldnn:62,test_mklpack:61,test_mul_op:[92,102],test_norm:102,test_pass:[118,119,121],test_period:[118,119,121],test_recurrent_op:100,test_wait:[118,119],testa:26,testb:26,testbilinearfwdbwd:108,testcas:102,testconfig:101,testfcgrad:101,testfclay:101,testlayergrad:101,testmodel_list:118,testmulop:102,testq:26,testresult:25,testsave_dir:118,testutil:101,text1:49,text:[3,5,9,18,26,64,68,74,86,113],text_fil:9,tflop:108,tftp:126,tgz:[10,95],than:[2,3,4,5,18,28,31,39,40,45,51,52,53,54,77,79,81,88,90,92,98,99,101,110,112,113,123,126],the_step:51,theano:51,thehalf:18,thei:[4,18,26,28,30,31,36,38,40,41,44,45,49,51,54,55,59,60,69,70,74,77,79,85,90,91,98,99,100,101,102,104,108,110,112,113,118],them:[3,4,5,11,18,26,27,28,30,31,34,39,41,44,45,51,52,53,58,59,60,69,77,78,79,80,83,84,85,89,90,91,99,100,102,105,108,112,113,118,119],themselv:[28,30],theori:[51,108],therefor:[28,60,72],therein:[4,18,29],theta:54,theta_d:54,theta_g:54,thi:[2,3,4,5,6,9,10,11,17,18,22,23,25,26,27,28,29,30,31,34,35,36,37,38,39,40,41,42,43,44,45,46,47,50,51,52,53,54,55,56,59,60,63,67,68,69,70,71,72,73,74,75,77,78,79,80,81,84,85,86,87,89,90,93,95,96,98,99,100,101,102,103,104,105,107,108,109,110,112,113,114,119,121,123,124,125,126],thin:58,thing:[42,54,79,87,108],think:[26,30,112],third:[4,18,31,56,102,107,108,123,124,125],third_parti:[4,62,123,124,125],thirt:99,those:[4,29,30,31,53,55,56,57,75,123],though:[90,126],thought:[18,30,108],thread:[40,41,43,74,101,107,108,110,119,121],thread_count:43,thread_id:74,thread_id_:74,thread_local_rand_use_global_se:[118,119],thread_pool:43,threadblocks:22,threadid:121,threadloc:108,threadpool:40,three:[3,4,10,18,19,27,28,31,41,46,50,51,52,55,63,69,70,73,74,75,78,86,87,119,123],threshold:[2,3,4,18,31,35,45,100,119],thresholdedrelu:18,through:[4,19,28,30,31,35,37,46,60,70,72,98,101,102,105,108,109,110,124],throughout:47,throughput:[108,110],thrust:79,thu:[4,18,38,46,56,60,86,101,113],tier:114,time:[4,5,7,9,18,22,25,26,27,30,31,35,38,41,42,44,45,51,53,58,60,61,67,68,69,71,74,77,78,79,80,84,85,86,90,91,92,98,99,104,107,108,114,119,121,126],timelin:[4,74,79,108],timeo:113,timeout:[31,35],timeout_sec:9,timer:22,timestamp:[4,32],timestep:[4,83],tip:[123,124],titan:60,titl:10,tls:48,tmp:77,to_chw:11,to_no_sequ:4,to_sequ:4,to_tar:25,todo:[3,9,10,29,31,35,38,69,85,86],toend:4,togeth:[4,5,9,25,28,90,98,112],token:[3,4,10,18,26,86,98],toler:[25,27,92,102],too:[10,27,40,41,45,63,89,90],took:126,tool:[74,92,95,98,99,107,112,113,123,125],toolchain:[107,123,124],toolkit:86,top:[3,18,25,68,69,86,102],top_k:[3,18,69],top_level_rnn:68,topic:63,topk_generated_scor:69,topk_id:69,topk_indic:18,topk_out:18,topk_scor:69,toplevel:99,topolog:[26,31,42,56,60,64,73],topoloi:56,topolopi:25,torch:[29,51],toronto:10,total:[18,22,25,31,44,46,71,74,78,107,108,110,114,126],total_pass:78,tottim:107,toward:51,trace:[29,52,54],track:[31,35,56,77],tractabl:4,tradit:[4,29,50,86],traffic:42,trail:9,train100:10,train10:10,train:[0,2,3,4,9,10,11,18,28,29,33,35,36,38,40,45,46,47,51,52,54,55,60,61,64,71,72,73,74,75,76,77,79,81,84,86,87,91,98,101,106,108,116,117,118,124],train_config_dir:113,train_data:110,train_data_dir:110,train_id:113,train_list:110,train_loop:51,train_read:[42,112],trainabl:[4,21,64,77],traindot_period:118,trainer:[26,32,33,34,35,37,42,44,52,61,62,72,73,79,101,111,112,119,121],trainer_config:[113,114],trainer_config_help:101,trainer_count:[96,110,113,114,118,119,121],trainer_cpu:39,trainer_cr:39,trainer_gpu:39,trainer_id:[110,113,119],trainer_intern:34,trainer_mem:39,trainer_packag:39,trainer_prog:42,trainerid:38,training_rol:112,trainingjob:42,trainingtest_period:118,trainonebatch:34,tran:[63,101,119],trans_var:89,transact:[31,35],transcript:86,transfer:[60,74],transform:[4,5,11,18,79,86,98,101,104],transform_param_attr:5,transformed_st:5,translat:[4,5,10,60],translation_id:69,translation_scor:69,transpar:[69,111],transpil:[40,112],transport:119,transpos:[4,11,101],transpose_i:18,transpose_x:18,transposedfullmatrixproject:4,travers:[28,55,60],travi:100,treat:[4,18,29,36,60],treatment:[36,50],tree:[4,29,40,47,51,77,109,119,125],trg_dic_siz:69,trg_dict_siz:10,trg_embed:[69,98],trick:69,tricki:65,trigger:[38,73],trim:4,trivial:[69,90],true_block:[29,57,75],true_imag:78,true_label:78,true_neg:46,true_posit:46,true_read:78,truth:[3,4,18],tune:[2,86,106,107],tuninglog_barrier_abstract:118,tupl:[4,5,9,10,11,18,25,28,77,78],ture:4,turn:[4,18,77,78,93],tutori:[22,92,93,98,101,102,107,108,113,115,116,117,124],twice:[44,54,112],twine:82,two:[3,4,5,18,19,26,28,36,37,38,39,40,41,42,46,49,50,51,52,54,55,58,60,64,67,69,72,74,75,78,79,80,81,83,84,85,86,89,90,91,92,98,102,104,108,111,113,121,123,125],txt:[30,39,49,61,62,101,105,110,113,115],type:[3,4,5,7,9,10,11,18,19,23,25,26,28,29,31,34,35,38,39,42,48,49,50,52,58,59,63,64,65,66,68,69,75,76,77,78,79,80,81,84,85,86,87,89,91,96,98,99,101,103,104,110,113,114,119,121,124],type_nam:85,typedef:[36,50,65,66,67,87,103],typeerror:45,typeid:85,typenam:[53,85,87,102,103,104],typic:[3,42,108,124],ubuntu:[82,95,96,107],ubyt:78,uci:10,uci_h:[96,112],ufldl:[4,18],uid:114,uint16_t:50,uint32:[48,64],uint32_t:74,uint64:[64,65],uint64_t:65,unawar:36,unbalanc:119,unblock:41,unbound:[60,98],unbuff:41,unchang:18,unclear:38,uncreat:28,under:[18,30,35,44,71,89,92,93,104,105,110,111,113],underli:[18,69],understand:[51,77,86,107,108,126],understand_senti:98,undeterminist:108,uni:86,unidirect:[4,86],unifi:[47,56,84,100],uniform:[2,4,9,18,33,54,77,78,119],uniform_random:77,uniforminiti:16,uniniti:28,uninstal:92,uniqu:[26,29,31,38,39,63,67,77,83,102,110,112,113,119],unique_nam:77,unique_name_gener:77,unique_ptr:[80,83,87,101],unit:[4,5,18,19,30,72,74,81,87,92,98,99,104],unitest:18,unittest:[66,100,102],unittestcheckgrad_ep:118,unix:41,unk:[10,84,91],unknown:[4,10,18,23],unless:18,unlik:[4,18,69,102],unnecessari:[28,86,100],unnorm:18,unordered_map:83,unpack:90,unrol:68,unscal:18,unseen:81,unseg:4,unsign:[36,50],unstack:90,unstack_from:90,unsupervis:54,unsupport:102,until:[31,36,41,43,44,51,60,83,112,113],unus:18,unzip:123,updat:[2,4,6,18,28,31,35,36,42,48,50,54,68,69,70,71,72,73,83,86,90,95,101,107,110,119,121],update_equ:25,update_hook:2,update_memori:29,update_op:70,updatecallback:101,updatestack:113,upgrad:[71,92,95],upload:[31,39,41,48,82,110],upon:31,upper:4,upstream:100,uri:113,url:[9,10,100],usag:[3,4,5,11,18,25,50,57,60,73,77,88,102,108,110,124],use:[2,3,4,5,7,9,10,11,18,22,25,26,27,29,30,31,37,41,42,43,44,47,50,54,56,58,59,60,63,67,69,70,71,73,74,77,83,84,85,86,89,90,91,92,93,95,96,98,99,100,101,102,103,105,107,108,110,113,114,119,121,123,124,125],use_cpu:59,use_cudnn:[18,19,59],use_eigen_bla:123,use_eigen_for_bla:[123,124],use_etcd:25,use_global_stat:4,use_gpu:[96,110,114,118,119,121],use_mkl_pack:61,use_mkldnn:[4,59,62],use_old_updat:[34,118,119],use_peephol:18,use_sparse_remote_updat:34,used:[3,4,5,6,7,9,10,11,18,22,25,26,27,29,30,31,37,38,41,42,45,47,50,51,54,56,60,68,69,72,73,74,77,78,79,81,83,85,87,89,90,92,95,98,99,101,102,104,107,108,113,118,119,121,123,124,125],useful:[4,5,27,50,60,77,83,89,98,101,121,123],usegpu:101,user:[2,4,5,9,10,11,18,22,25,26,27,28,29,30,33,35,38,39,40,42,43,44,45,46,47,49,53,54,55,56,58,59,63,67,69,70,71,72,74,77,78,79,80,81,83,85,87,89,90,93,100,103,105,107,110,113,118,119,123,126],user_info:10,user_nam:33,usercert:33,userinfo:10,userkei:33,usernam:33,uses:[4,18,31,38,40,41,42,50,60,67,68,69,73,74,87,89,92,95,98,99,100,101,104,105,110,113,119,123],using:[2,4,5,9,10,14,18,25,26,28,29,30,31,35,36,38,39,41,42,47,49,50,51,53,54,56,58,60,68,70,72,75,77,78,80,81,83,85,86,87,92,93,94,95,96,98,100,101,102,103,104,105,108,110,113,114,115,119,121,123,125],usr:[92,93,110,113,119],usual:[4,18,25,28,39,60,67,74,75,81,87,100,102,107,108,113,119,121],util:[42,61,62,71,98,101,102,103,108,126],uuid:[32,38],v7a:123,v8a:123,val:28,valid:[4,10,11,18,78,79,83,102,113,124],valu:[2,3,4,7,9,10,11,18,19,22,25,27,28,29,31,40,41,45,46,56,57,60,62,64,68,69,70,72,73,75,79,83,84,85,88,90,91,98,101,102,103,112,113,119,121,123,124],value1:119,value2:119,value_:84,value_evalu:3,value_rang:9,valueerror:[18,19,56],values_:90,vanilla:98,var_nam:[28,89],var_recurs:45,vardesc:[29,55,75,77,79,84],vardescbuild:29,vari:[108,113],variabl:[6,9,10,17,18,19,26,27,29,40,41,42,44,45,46,47,52,54,55,56,57,58,67,68,69,70,72,75,76,80,81,84,85,86,89,90,101,102,103,107,109,110,113,114,123,124],variablenamemap:102,varialbl:54,varianc:4,variant:[4,58,67,87,90,103],varibal:28,varibl:56,varienc:90,varient:90,variou:[29,41,50,60,81,123],varproto:85,vars_:[29,83],vartyp:[18,84,91],vartypeinfer:58,vec1:4,vec2:4,vec2seq:86,veclib:124,vecter:18,vector:[4,5,9,10,18,26,29,34,36,56,57,63,68,69,74,77,79,80,84,86,88,90,98,101,104],vectorenable_parallel_vector:118,vendor:30,verb:10,verbos:[49,100],veri:[4,7,30,35,40,44,47,51,53,54,60,63,69,73,78,81,83,86,87,90,98,107,108,111],verifi:[29,101,124],version:[4,5,10,28,30,39,42,45,49,52,54,56,57,64,69,82,86,92,93,96,99,101,107,108,110,112,113,114,118,119,123,124,125],versu:26,vertic:4,vgg:5,via:[18,28,31,67,94,100,108,112,113,124,126],view:[4,64,67],vim:93,viriabl:110,virtual:[45,58,59,80,87,99,103],virtualenv:99,visibl:[38,83],vision:10,visit:[25,28],visual:[4,69,108],vl16:10,vlog:[34,100],vocabulari:86,voila:96,volum:[105,114],volumemount:[113,114],volumn:113,vutbr:10,w_f:18,wai:[3,5,18,26,28,36,38,41,47,51,59,60,69,72,77,78,81,90,98,99,100,101,121],wait:[31,36,41,43,103,110,112,119],walk:124,wang:18,wangkuiyi:30,want:[4,22,26,39,40,41,46,54,59,67,72,74,76,78,81,83,87,88,89,90,92,93,99,100,101,105,107,110,119,121,123,125],warn:[25,49],warp:[4,18,108],warp_ctc:86,warpctc:4,wast:71,watch:31,wbia:113,web:[105,107],websit:[10,105],weight:[3,4,5,6,18,19,21,23,61,64,81,98,101,119,121],weight_act:5,weightlist:101,weights_:101,weights_primitive_desc:63,weights_t:101,welcom:[30,86],well:[18,28,39,41,42,44,51,53,54,81,84,86,101,112,113,119],wer:86,were:[3,30,41,51],west:113,wget:123,wgt:63,what:[2,4,30,51,54,69,77,85,89,102,107,126],whatev:[99,110],wheel:95,when:[2,3,4,6,9,18,19,25,27,28,29,30,31,34,35,36,39,40,42,44,45,46,47,49,50,51,52,56,69,71,72,73,74,75,77,79,87,90,92,94,98,99,100,101,102,104,105,107,108,110,113,114,119,121,123,124,126],whenev:[18,77,86,100],where:[4,5,6,18,19,26,28,29,31,38,40,42,51,52,55,67,68,69,72,75,79,81,87,90,98,101,102,107,108,109,119,121],wherea:[18,29,35,53,57,87,88,91],whether:[3,4,11,18,25,27,28,29,47,74,78,84,90,92,93,101,102,119,124],which:[2,3,4,5,9,10,11,17,18,19,21,22,25,26,27,28,29,30,31,33,35,36,38,39,40,41,42,43,45,47,50,51,52,53,54,56,58,60,63,64,67,68,69,70,71,73,75,76,77,78,79,80,83,84,85,88,89,90,91,92,95,98,99,100,101,102,103,104,107,108,110,111,112,113,119,121,123,124,126],while_grad:60,while_loop:[69,90],while_op:[18,28],whileloop:90,whileop:29,white:86,whl:92,who:[28,53,55,71,77,100],whoever:36,whole:[3,9,28,54,57,60,65,66,68,71,76,85,86,100,110,113,114,126],whose:[4,9,18,27,28,31,38,45,68,79,80,85,90,98],why:[5,27,66,99],wide:[30,45,54,95,111,115],width:[3,4,9,11,18,34,65,78,101,102],wiil:18,wiki:[4,30],wikipedia:[4,10],window:[4,7,10,72,86,93,99,123],wirt:56,wise:[4,11,18,44,79,86,104],wish:[92,95,105,110,112],with_avx:[92,93,110,123,124],with_bia:85,with_c_api:[92,123,124,125],with_distribut:112,with_doc:92,with_doubl:[92,101,110],with_dso:92,with_golang:[92,123],with_gpu:[92,99,110,123,124],with_mkl:[61,62,92,123],with_mkldnn:62,with_mklml:62,with_profil:108,with_python:[92,110,123,124],with_rdma:[110,123,124],with_style_check:[92,100],with_swig_pi:[92,123,124],with_test:[92,102],with_tim:[108,110],within:[4,18,35,42,51,86,124],without:[3,4,28,31,36,41,74,77,78,79,86,102,107,110,115],wloop:90,wmt14:98,wmt16_files_mmt:10,wmt_shrinked_data:10,won:[108,110],word2vec:[39,110],word:[3,4,10,28,44,55,58,60,68,69,79,85,86,90,98,103,110,121],word_dict:[110,115],word_idx:10,word_vector_dim:[4,69,98],wordcount:86,words_freq_sort:10,work:[4,9,18,26,29,30,31,42,47,50,51,59,70,72,74,77,93,98,99,100,101,105,107,108,110,112,113,114,119,126],worker:[44,91,113],workercount:113,workflow:[79,113],workshop:10,workspac:[100,110,111,119],world:110,worth:109,would:[22,25,29,30,31,38,41,42,43,44,51,53,54,55,63,70,72,73,77,78,84,86,90,93,99,100,107,112,113,123,126],wouldn:[51,55],wrap:[18,51,53,54,71,126],wrapper:[5,30,41,53,71,72,80,90,108],write:[9,18,26,31,38,40,41,42,44,50,51,52,53,56,58,63,70,72,77,78,79,80,87,90,99,106,110,113],write_lock:32,write_to_arrai:60,writer:[26,77],written:[18,22,28,29,40,44,47,54,64,72,79,80,84,92,93,102,104,107,111],wrong:78,wrote:56,wsize:113,www:[10,18],x64:[123,125],x86:124,x86_64:[123,124],x_first_step:18,x_last_step:18,x_neg:27,x_num_col_dim:18,x_po:27,x_reshap:18,x_t:18,x_t_data:18,x_transpos:18,xarg:[3,93,101,115],xavier:18,xavieriniti:[16,18],xcode:124,xcodebuild:124,xeon:103,xgbe0:119,xgbe1:119,xmap_read:9,xpu:51,xrang:[27,51,54,74,78,96,101],xx_layer:59,xxx:[26,90],xxxx:32,xxxxxxxxx:113,xxxxxxxxxx:113,xxxxxxxxxxxxx:113,xxxxxxxxxxxxxxxxxxx:113,y_dim:54,y_neg:27,y_num_col_dim:18,y_po:27,y_predict:[18,96,109,112],yaml:[30,111,113,115,126],yancey1989:39,yann:10,yapf:100,year:[10,51],yeild:25,yep:[74,107],yet:[51,86,126],yield:[9,26,33,78],you:[2,4,5,9,10,18,19,22,25,27,39,42,50,83,92,93,94,95,96,98,99,100,101,102,103,105,107,108,110,111,112,113,115,119,121,123,124,125,126],your:[4,9,10,25,26,30,34,39,49,79,92,94,95,99,100,101,105,108,110,111,112,113,121,123,124,125,126],your_access_key_id:113,your_secrete_access_kei:113,your_source_root:66,yourself:92,yuang:51,yuyang18:[9,10],yuyang:107,z_dim:54,z_size:54,zero:[2,4,5,6,9,10,27,28,31,41,54,69,73,77,84,101,113,119],zip:[10,77,123],zone:113,zxvf:113},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","PaddlePaddle Design Doc","Auto Gradient Checker Design","Backward Building","Design Doc: Block and Scope","Required CMake Function","Design Doc: Distributed Training","\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\uff08Checkpointing\uff09","\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1","Alalysis of large model distributed training in Paddle","Design Doc: Master Server","Design Doc: The Client Library of Parameter Server","Design Doc: Remote Parameter Updater for Cluster Train","Design Doc: Save Model","Submit a Distributed Training Job","Design Doc: Concurrent Programming with Fluid","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","Build from Sources","Run in Docker Containers","Install and Build","Install Using pip","GET STARTED","RNN Models","RNN Configuration","Build using Docker","Contribute Code","Write New Layers","How to write a new operator","Add Kernels for a New Device","How to use Eigen in Paddle","Contribute Documentation","HOW TO","Profiling the Python Code","Tune GPU Performance","PaddlePaddle Fluid Source Code Overview","Distributed Training","Cluster Training Using Fabric","Fluid Distributed Training","Distributed PaddlePaddle Training on AWS with Kubernetes","PaddlePaddle On Kubernetes","Cluster Training Using OpenMPI","&lt;no title&gt;","&lt;no title&gt;","Argument Outline","Detail Description","Set Command-line Parameters","Use Case","PaddlePaddle Documentation","Build PaddlePaddle for Android","Build PaddlePaddle for iOS","Build PaddlePaddle for Raspberry Pi","Cluster bootstrapping tool survey"],titleterms:{"\u4e0a\u4f20\u8bad\u7ec3\u6587\u4ef6":33,"\u4e0d\u4f7f\u7528":65,"\u4e0d\u4f7f\u7528swig\u8fd9\u79cd\u4ee3\u7801\u751f\u6210\u5668":65,"\u4e0d\u5bfc\u51fapaddle\u5185\u90e8\u7684\u7ed3\u6784\u4f53":65,"\u4e0d\u5f15\u7528\u5176\u4ed6\u52a8\u6001\u5e93":65,"\u4ec5\u4ec5\u4f7f\u7528void":65,"\u4ece\u5feb\u7167\u6062\u590d":32,"\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":65,"\u4f7f\u7528\u8f6c\u6362\u5e93":33,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":66,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5b9e\u73b0\u6587\u4ef6":66,"\u5206\u5757\u6587\u4ef6\u4f20\u8f93":48,"\u5206\u652f\u89c4\u8303":82,"\u52a0\u901f\u6267\u884c":32,"\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":65,"\u52a8\u6001\u6269\u5bb9":32,"\u539f\u56e0":65,"\u539f\u56e0\u5217\u8868":65,"\u53c2\u8003\u6587\u6863":48,"\u53d1\u5e03docker\u955c\u50cf":82,"\u53d1\u5e03wheel\u5305\u5230pypi":82,"\u540d\u8bcd\u89e3\u91ca":48,"\u57fa\u672c\u8981\u6c42":65,"\u5b9e\u73b0":65,"\u5b9e\u73b0\u65b9\u5f0f":66,"\u5bfc\u51fac":65,"\u5feb\u7167\u4fdd\u5b58\u7684\u8bbe\u8ba1\u5982\u4e0b":32,"\u6307\u9488\u4f5c\u4e3a\u7c7b\u578b\u7684\u53e5\u67c4":65,"\u63a8\u6d4b\u6267\u884c":32,"\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u9884\u5904\u7406job":33,"\u6587\u4ef6\u4f20\u8f93\u4f18\u5316":48,"\u6587\u4ef6\u8bbf\u95ee\u65b9\u5f0f":33,"\u6587\u4ef6\u8bbf\u95ee\u7684\u6743\u9650":33,"\u6587\u4ef6\u9884\u5904\u7406":33,"\u66b4\u9732\u63a5\u53e3\u539f\u5219":66,"\u672f\u8bed":32,"\u67b6\u6784\u56fe":48,"\u6846\u67b6\u751f\u6210":48,"\u6982\u5ff5\u89e3\u91ca":33,"\u6a21\u5757":48,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9":32,"\u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863":66,"\u6d41\u7a0b\u4ecb\u7ecd":33,"\u751f\u6210sparse\u6587\u4ef6":48,"\u7528\u6237\u4f7f\u7528\u6d41\u7a0b":48,"\u76ee\u5f55\u7ed3\u6784":66,"\u76ee\u6807":48,"\u793a\u4f8b\u7a0b\u5e8f":33,"\u7b26\u53f7":65,"\u7c7b":65,"\u7f16\u8bd1\u9009\u9879":66,"\u7f29\u5bb9":32,"\u800c\u662f\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":65,"\u80cc\u666f":65,"\u8986\u76d6\u4e0d\u4e00\u81f4\u7684\u90e8\u5206":48,"\u8bad\u7ec3\u6570\u636e\u5b58\u50a8":33,"\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1":33,"\u8f6c\u6362\u5e93":33,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u4f7f\u7528c99\u6807\u51c6\u7684\u5934\u6587\u4ef6\u5bfc\u51fa\u4e00\u4e9b\u51fd\u6570":65,"\u8fdb\u884c\u8bad\u7ec3":33,"abstract":[42,43,44,71,126],"book\u4e2d\u6240\u6709\u7ae0\u8282":82,"case":[28,121],"class":[54,73,77,101],"filemanager\u8bbe\u8ba1\u6587\u6863":48,"final":59,"function":[30,53,54,77],"new":[87,101,102,103],"paddle\u52a8\u6001\u5e93\u4e2d":65,"paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0":65,"paddlepaddle\u53d1\u884c\u89c4\u8303":82,"paddlepaddle\u56de\u5f52\u6d4b\u8bd5\u5217\u8868":82,"return":[77,78],"switch":[63,87,88],"tensor\u5230eigentensor\u7684\u8f6c\u6362":104,"while":18,AWS:113,Abs:1,DNS:113,E2E:112,EFS:113,For:[30,114],KMS:113,Not:99,The:[29,36,40,47,51,54,55,57,58,67,70,73,79,80,88,125],Use:[29,75,105,110,114,121],Using:[30,36,95,111,115,123],With:39,about:54,abs:18,absolut:69,access:113,account:113,accuraci:[14,18],action:[61,62],activ:[1,4,62],actor:41,adadelta:6,adagrad:[6,20],adam:[6,20],adamax:[6,20],add:[60,63,103,113],address:113,addto:4,advanc:87,aggreg:4,aggregatelevel:4,alalysi:34,algorithm:[27,31,42,68,76],all:[83,90],analog:40,analysi:[42,60],android:123,api:[0,42,61,62,66,70,72,77,81,85],append_regularization_op:23,appendix:126,approach:108,arbitrari:51,architectur:[42,74,98],argument:[49,78,110,118,121,123,125],arrai:27,array_length:18,array_read:18,array_to_lod_tensor:18,array_writ:18,asset:113,assign:18,associ:[83,113],assumpt:126,async:119,attent:98,attribut:[2,60,81],auc:3,auto:27,averag:72,avg:7,aws:113,backgraound:27,background:[44,61,87,88,89,90,91,102,103],backward:[28,51,55,79,102],base:[39,69],basepool:7,basic:[60,87,126],batch:78,batch_norm:[4,18],batch_siz:78,beam:[69,86],beam_search:[4,18],beam_search_decod:18,benchmark:[61,62],benefit:[44,79],between:[26,41,77,79,85,87],bidirectional_gru:5,bidirectional_lstm:5,bilinear_interp:4,binari:29,bind:102,bla:92,block:[29,52,54,55,75,77,79],block_expand:4,blockdesc:75,blockguard:18,blockguardserv:18,blockguardwithcomplet:18,book:93,bool:92,bootstrap:126,bottleneck:107,brelu:[1,18],bring:126,bucket:113,build:[28,54,79,92,94,99,105,114,123,124,125],built:108,can:83,capi:66,capi_priv:66,cast:18,ceil:18,challeng:[28,44,76],chang:69,channel:41,check:[4,27,101,111],checker:27,checkpoint:[31,32,38],choic:59,choos:[30,113],chunk:3,chunk_ev:18,chunkevalu:14,cifar:10,classif:3,classification_error:3,classification_error_print:3,client:36,clip:[4,18,45],clip_by_norm:18,close:27,cloudform:113,cluster:[37,110,111,112,113,115,121,126],cmake:[30,61,62,125],code:[39,52,77,100,107,109],column_sum:3,command:[110,120,121],commit:114,common:119,commun:119,compar:126,comparis:77,compat:51,compil:[29,50,52,75,79,92,102,109,123,124,125],complet:51,compos:78,comput:[29,55,63,79,81,104],con:126,concat:[4,18],concept:[77,79,113],concern:62,conclus:[38,56,126],concurr:[40,41],condit:54,conditionalblock:18,config:121,configur:[24,98,106,113,124],conll05:10,connect:4,constant:16,construct:55,contain:[93,114],content:[61,62,66,86,108,113],context:103,context_project:4,contribut:[100,105],control:[60,79],control_flow:18,contruct:60,conv2d:18,conv2d_transpos:18,conv:4,conv_oper:4,conv_project:4,conv_shift:4,convert:38,convolut:86,core:[27,77,113],corner:28,cos_sim:[4,18],cost:4,cpu:[43,121],creat:[28,41,78,79,83,113,114],create_arrai:18,create_global_var:18,create_paramet:18,create_tensor:18,creation:[35,72,81],creator:78,credenti:113,crf:4,crf_decod:[4,18],cross:[123,124,125],cross_channel_norm:4,cross_entropi:18,cross_entropy_cost:4,cross_entropy_with_selfnorm_cost:4,csp:41,ctc:[4,86],ctc_error:3,ctc_greedy_decod:18,cuda:[50,92],cuda_profil:22,cudnn:92,cudnnavg:7,cudnnmax:7,current:[50,80],custom:78,data:[4,8,9,18,31,42,78,89,113,114],data_feed:13,datafeed:[9,13],dataflow:60,dataprovid:119,dataset:[8,10,31,35,110],datatyp:[9,67],decayedadagrad:[6,20],decod:69,decor:78,deep:[29,51],deepspeech2:86,defin:[102,113],definit:91,delet:113,demo:[54,112,113],dens:38,dep:95,depend:[54,86,92,95],deploi:39,deriv:101,describ:[51,70],descript:[49,79,119],design:[26,27,29,31,35,36,37,38,40,41,42,43,44,46,47,50,51,53,54,55,58,61,62,63,64,67,68,69,70,71,73,75,77,78,79,80,83,84,86,87,88,90],destroi:[83,113],detail:[34,86,119],detect:3,detection_map:3,detection_output:4,develop:[79,99,106],devic:[18,87,103,121],devicecontext:87,dictionari:78,differ:[79,87,110,121],directori:113,discrimin:54,discuss:[44,54],dispatch:[31,35],distribut:[26,31,34,39,42,44,110,112,113,119],dnn:62,doc:[26,29,31,35,36,37,38,40,41,42,43,44,47,50,51,53,55,58,61,62,63,64,67,71,73,75,77,78,79,80,84,86,87,88],docker:[39,93,99,114,123],document:[105,122],doe:78,dot_prod:4,dot_product_attent:5,dotmul_oper:4,dotmul_project:4,down:113,download:[113,114],dropout:[4,18],dure:[69,78],dylib:66,dynam:[31,90],dynamic_gru:18,dynamic_lstm:18,dynamic_lstmp:18,dynamicrnn:18,dynet:56,each:95,ec2:113,edit_dist:18,eigen:104,elast:113,elect:38,elementwise_add:18,elementwise_div:18,elementwise_max:18,elementwise_min:18,elementwise_mul:18,elementwise_pow:18,elementwise_sub:18,els:29,elu:18,embed:[4,18],engin:54,enough:27,entri:78,environ:[39,123],eos:4,equat:101,error:45,evalu:[3,14,46],event:[25,26,74],evolut:51,examin:107,exampl:[26,30,40,41,57,66],execut:[29,43,51,75,79],executor:[15,47],exp:[1,18],expand:4,expandlevel:4,explain:27,extern:113,fabric:111,factorization_machin:4,faq:[94,95],fault:31,file:[29,107,113,114],fill_const:18,fill_constant_batch_size_lik:18,find:113,first_seq:4,float16:50,floor:18,flow:60,fluid:[12,40,41,51,52,63,71,109,112],format:[29,31,64],forward:[55,102],frame:29,framework:[27,103,104],from:[26,38,85,92,94],full_matrix_project:4,fulli:4,functor:87,futur:[51,86],gan:54,gate:98,gated_unit:4,gener:[52,54,69,98,99,107,126],get:[96,112,114],get_inference_program:17,get_output:4,get_plac:18,give:78,global:[75,77],global_scop:15,glu:19,gotcha:99,gpu:[93,108,119,121],grad_op:28,gradient:[27,28,36,62,80,101],gradient_print:3,graident:27,graph:[55,56,60,79,81],group:[4,113],gru:[5,119],gru_group:5,gru_step:4,gru_unit:[5,18],grumemori:4,hand:108,handler:[26,65],happen:38,hard_shrink:18,hard_sigmoid:18,hardwar:50,have:112,helper:77,hierarchi:29,high:[70,72,81,85],how:[27,34,72,78,79,87,92,102,104,105,106,108],hsigmoid:4,huber_classification_cost:4,huber_regression_cost:4,iOS:124,iam:113,ident:1,identifi:107,identity_project:4,ifels:[18,57],ifelseop:29,im2sequ:18,imag:[4,5,11,39,93,114,123],imdb:10,img_cmrnorm:4,img_conv:4,img_conv_bn_pool:5,img_conv_group:5,img_pool:4,imikolov:10,implement:[27,28,30,34,43,45,46,50,64,68,71,72,77,78,79,80,81,101,102,103,104],increment:18,infer:[25,123],infershap:[75,84],infervartyp:58,ingredi:26,ingress:48,initi:[16,36,54,113,121],insid:83,inspect:113,instal:[94,95,96,112,113,123,124,125,126],instanc:113,instead:78,integr:[87,113],intel:[61,62],interact:85,interfac:[8,9,11,27,31,36,37,47,70,78,83],intermedi:79,interpol:4,introduc:[69,90,112],introduct:[74,81,110,112],isn:78,issu:50,job:[31,39,111,113,114,115],kei:[61,67,113],kernel:[63,67,79,103],kill:111,kmax_sequence_scor:4,kube:113,kubectl:113,kubernet:[39,113,114],l1decai:23,l2_distanc:4,l2_normal:18,l2decai:23,lambda_cost:4,languag:[29,52],larg:34,last_seq:4,launch:[93,111,115],layer:[4,18,26,53,61,62,77,101,121],layout:67,leaky_relu:18,learn:[29,51],less_than:18,leval:85,level:[70,72,81,85],libpaddle_capi_shar:66,libpaddle_capi_whol:66,librari:[36,50,67,79,87,123],limit:42,line:[110,120],linear:1,linear_chain_crf:18,linear_comb:4,linux:[111,123],list:[32,78],listenandserv:18,live:60,load:41,load_inference_model:17,load_param:17,load_persist:17,load_var:17,local:[42,83,113,121],lod:69,lod_rank_t:18,lod_tensor_to_arrai:18,lodtensor:[68,69,90],lodtensordesc:91,log:[1,18,100],logic:35,logsigmoid:18,look:107,low:[72,81,85],lstm:[5,119],lstm_step:4,lstm_unit:18,lstmemori:4,lstmemory_group:5,lstmemory_unit:5,machin:69,macro:79,main:54,make:60,manag:[30,110],map:[78,79],master:[31,35,39,40],math:[4,87],mathemat:27,matmul:18,matrix:[62,119],max:7,max_sequence_len:18,maxframe_print:3,maxid:4,maxid_print:3,maxout:4,mean:18,member:54,memori:[4,60,68,87],merge_lod_tensor:18,messag:85,method:69,might:54,migrat:79,mileston:79,mini:78,minibatch:[9,41],mix:[4,121],mkl:[61,62],mkldnn:63,mkldnn_helper:63,mkldnndevicecontext:63,mnist:10,model:[24,26,34,36,38,41,51,54,64,69,97,98,111,121],modifi:114,modul:[79,87,104],momentum:[6,20],more:54,motiv:[28,41,47,64,71,76],movielen:10,mul:18,multi:[43,52],multi_binary_label_cross_entropy_cost:4,multibox_loss:4,multipl:78,multiplex:[4,18],mxnet:56,name:[83,113],nativ:52,nccl:71,nce:[4,18],necess:77,necessari:79,need:[78,99,108],nest:68,net:19,network:[5,79,98,121],neural:98,nlp:[5,119],non:112,norm:[4,81],normal:16,note:27,numer:27,numpi:27,nvprof:108,nvvp:108,object:31,offset:69,ones:18,onli:[78,83],op_mak:79,openmpi:115,oper:[53,57,60,63,67,72,75,77,79,80,84,90,102],opinfomap:79,opkernel:[79,87,102,103],opproto:85,ops:[18,81],optim:[6,20,31,36,55,60,70,77,106],option:[49,92],opwithkernel:79,order:49,org:105,origin:79,orthogon:83,other:62,out_prod:4,outlin:118,output:[111,113],overview:[38,45,47,61,62,79,83,86,109],pack:[61,69],packag:[30,95],pad:4,paddl:[34,71,78,83,104],paddlejob:39,paddlepaddl:[26,29,41,51,52,61,62,72,75,81,82,86,92,93,95,105,109,112,113,114,122,123,124,125],pair:113,paradigm:51,parallel_nn:121,paralleldo:18,param_attr:21,paramattr:21,paramet:[2,25,26,31,36,37,39,41,44,62,72,73,77,81,110,112,113,119,120],parameteraverageoptim:72,parent:83,part:55,partit:36,pass:[92,121],path:[38,49],penalti:81,perform:[72,107,108,119],persist:35,pfsclient:[48,49],pfsserver:48,pip:95,place:[60,67,87,103],placement:42,platform:110,pnpair:3,point:[61,113],polici:60,pool2d:18,pool:[4,7],pose:[58,80],potenti:59,pow:18,power:4,precision_recal:3,prefetch:78,prelu:4,prepar:[110,111,112,113,115,124],principl:63,print:[3,18],privat:113,pro:126,problem:[46,58,59,60,67,70,80,89],procedur:126,process:[31,36,39,70,79,99],profil:[22,107,108],program:[29,40,41,43,51,52,75,77,93,110,112],programdesc:[52,75],project:30,propos:[58,80,81],protobuf:84,protomak:102,provid:78,prune:76,pserver:38,pull:93,python:[27,39,42,61,62,68,70,72,77,78,81,85,91,101,102,107],qualiti:79,queue:[31,35],quick:96,randomnumb:119,rank:3,rank_cost:4,raspberri:125,reader:[8,9,26,78],readi:112,realiz:79,reciproc:18,recoveri:31,recurr:[4,5,98],recurrent_group:4,recv:41,reduce_max:18,reduce_mean:18,reduce_min:18,reduce_sum:18,ref:27,refactor:79,refer:[42,44,60,61,62,86,108],region:113,regist:[58,79,85,102,103],registr:[79,80],registri:79,regular:[23,36,81],rel:69,relat:[79,90],relu6:18,relu:[1,18],remark:102,remot:37,remoteexecutor:42,render:113,reorder_lod_tensor_by_rank:18,repeat:4,represent:[29,79],requir:[30,54],reset_profil:22,reshap:[4,18],resiz:4,result:[111,114],retri:35,reus:77,review:100,rmsprop:6,rnn:[68,90,97,98,119],rnnop:[29,68,79],roi_pool:4,rotat:4,round:18,route53:113,row:[84,86],row_conv:[4,18],row_l2_norm:4,rpc:41,run:[47,92,93,102,109,114],runtim:[39,95],sampl:4,sampling_id:4,save:38,save_inference_model:17,save_param:17,save_persist:17,save_var:17,scale:[4,18,31],scale_shift:4,scaled_dot_product_attent:19,scaling_project:4,scope:[29,68,79,83],scope_guard:15,script:[112,114],search:[69,86],secur:113,select:[36,41,84],selectedrow:84,selective_fc:4,semant:88,send:[18,41],sentiment:10,separ:79,seq_concat:4,seq_reshap:4,seq_slic:4,seqtext_print:3,sequenc:[69,98],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:[31,35,36,39,41,44,110,112,113,119],servic:113,set:120,setup:[113,123],sextant:126,sgd:[20,119],shape:69,share:[26,28,60,83],should:83,shrink_memori:18,shuffl:78,sigmoid:[1,18],sigmoid_cross_entropy_with_logit:18,simpl:[69,98],simple_attent:5,simple_gru2:5,simple_gru:5,simple_img_conv_pool:[5,19],simple_lstm:5,singl:78,slice:112,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:[58,59,60,61,67,76,80,89],some:99,sourc:[92,94,109],spars:[36,37,38,84,121],specifi:121,split:18,split_lod_tensor:18,spp:4,sqrt:18,squar:[1,18],square_error_cost:[4,18],squarerootn:7,stack:29,standard:100,stanh:[1,18],start:[26,96,110,113,114],startup:114,statement:46,staticrnn:18,staticrnnmemorylink:18,step:[68,94],storag:81,store:31,strategi:60,style:100,sub_nested_seq:4,sub_seq:4,subcommond:49,submit:39,suffici:78,suitabl:30,sulut:63,sum:[3,7,18],sum_cost:4,sum_to_one_norm:4,summar:[26,40],summari:64,support:[50,71,87,90],survei:[50,56,81,126],swish:18,switch_scop:15,synopsi:49,syntax:41,system:[51,113],tabl:[66,86],table_project:4,tanh:[1,18],tanh_shrink:18,task:[31,35,86],tear:113,tecton:126,templat:113,tensor:[4,18,79,87,104],tensorarrai:[69,90],tensordesc:91,tensorflow:56,test:[61,62,63,92,100,101,102,119,121],text_conv_pool:5,theori:27,thi:83,think:54,three:90,thresholded_relu:18,time:109,timelin:38,timer:108,tip:108,todo:[32,33,43],togeth:83,toler:31,tool:[30,105,108,110,126],toolchain:125,topic:87,topk:18,toward:52,train:[25,26,31,34,37,39,42,70,78,93,110,111,112,113,114,115,119,121],trainer:[25,31,36,38,39,41,110,113],tran:4,trans_full_matrix_project:4,transform:89,translat:69,transpil:[42,43,44,52,60,71],transpos:18,tune:[108,119],ture:51,two:27,type:[41,67,92,102],uci_h:10,uniform:[16,90],unit:[61,62,63,100,101,102,119],unpack:69,updat:[26,37,38,105,112,113],usag:[28,45,68,69,78,104,106],use:[34,78,104],user:31,using:99,util:3,valu:77,value_print:3,vardesc:91,variabl:[28,60,77,79,83,91],vector:119,verifi:113,version:[40,50,95],vgg_16_network:5,volum:113,vpc:113,warp_ctc:4,warpctc:18,weightnormparamattr:21,what:[34,38,99,108],when:[38,83],whileguard:18,whl:95,why:[50,51,72,78,79,90,108],wmt14:10,wmt16:10,work:86,worker:40,workflow:100,wrapper:101,write:[100,101,102,103,105],www:105,xavier:16,yaml:114,your:[93,103],zero:18}})