Search.setIndex({docnames:["build_and_install/build_en","build_and_install/build_from_source_en","build_and_install/docker_install_en","build_and_install/index_en","build_and_install/pip_install_en","design/api","design/auto_gradient_check","design/backward","design/block","design/build_system/README","design/cluster_train/README","design/cluster_train/checkpointing","design/cluster_train/data_dispatch","design/cluster_train/large_model_dist_train","design/cluster_train/master_server","design/cluster_train/pserver_client","design/cluster_train/remote_parameter_updater","design/cluster_train/save_model","design/cluster_train/submit-job","design/concurrent_programming","design/cpp_data_feeding","design/csp","design/dist_refactor/distributed_architecture","design/dist_refactor/multi_cpu","design/dist_refactor/parameter_server","design/error_clip","design/evaluator","design/executor","design/file_manager/README","design/file_manager/pfs/pfsclient","design/float16","design/fluid","design/fluid_compiler","design/functions_operators_layers","design/gan_api","design/graph","design/graph_survey","design/if_else_op","design/infer_var_type","design/kernel_hint_design","design/memory_optimization","design/mkl/mkl_packed","design/mkl/mkldnn","design/mkl/mkldnn_fluid","design/model_format","design/multi_language_interface/00.why_plain_c","design/multi_language_interface/01.inference_implementation","design/operator_kernel_type","design/ops/rnn","design/ops/sequence_decoder","design/optimizer","design/paddle_nccl","design/parameter_average","design/parameters_in_cpp","design/profiler","design/program","design/prune","design/python_api","design/reader/README","design/refactorization","design/register_grad_op","design/regularization","design/releasing_process","design/scope","design/selected_rows","design/simple_op_design","design/speech/deep_speech_2","design/support_new_device","design/switch","design/switch_kernel","design/tensor_array","design/var_desc","dev/contribute_to_paddle_en","dev/index_en","dev/new_layer_en","dev/new_op_en","dev/new_op_kernel_en","dev/use_eigen_en","dev/write_docs_en","getstarted/index_en","getstarted/quickstart_en","howto/cluster/cmd_argument_en","howto/cluster/fluid_cluster_train_en","howto/cluster/index_en","howto/cluster/multi_cluster/fabric_en","howto/cluster/multi_cluster/index_en","howto/cluster/multi_cluster/k8s_aws_en","howto/cluster/multi_cluster/k8s_en","howto/cluster/multi_cluster/openmpi_en","howto/cluster/multi_cluster/src/k8s_data/README","howto/cluster/multi_cluster/src/k8s_train/README","howto/cluster/preparations_en","howto/cmd_parameter/arguments_en","howto/cmd_parameter/detail_introduction_en","howto/cmd_parameter/index_en","howto/cmd_parameter/use_case_en","howto/index_en","howto/optimization/cpu_profiling_en","howto/optimization/gpu_profiling_en","howto/read_source","howto/rnn/index_en","howto/rnn/rnn_config_en","index_en","mobile/cross_compiling_for_android_en","mobile/cross_compiling_for_ios_en","mobile/cross_compiling_for_raspberry_en","survey/cluster_bootstrapping_tools"],envversion:50,filenames:["build_and_install/build_en.md","build_and_install/build_from_source_en.rst","build_and_install/docker_install_en.rst","build_and_install/index_en.rst","build_and_install/pip_install_en.rst","design/api.md","design/auto_gradient_check.md","design/backward.md","design/block.md","design/build_system/README.md","design/cluster_train/README.md","design/cluster_train/checkpointing.md","design/cluster_train/data_dispatch.md","design/cluster_train/large_model_dist_train.md","design/cluster_train/master_server.md","design/cluster_train/pserver_client.md","design/cluster_train/remote_parameter_updater.md","design/cluster_train/save_model.md","design/cluster_train/submit-job.md","design/concurrent_programming.md","design/cpp_data_feeding.md","design/csp.md","design/dist_refactor/distributed_architecture.md","design/dist_refactor/multi_cpu.md","design/dist_refactor/parameter_server.md","design/error_clip.md","design/evaluator.md","design/executor.md","design/file_manager/README.md","design/file_manager/pfs/pfsclient.md","design/float16.md","design/fluid.md","design/fluid_compiler.md","design/functions_operators_layers.md","design/gan_api.md","design/graph.md","design/graph_survey.md","design/if_else_op.md","design/infer_var_type.md","design/kernel_hint_design.md","design/memory_optimization.md","design/mkl/mkl_packed.md","design/mkl/mkldnn.md","design/mkl/mkldnn_fluid.md","design/model_format.md","design/multi_language_interface/00.why_plain_c.md","design/multi_language_interface/01.inference_implementation.md","design/operator_kernel_type.md","design/ops/rnn.md","design/ops/sequence_decoder.md","design/optimizer.md","design/paddle_nccl.md","design/parameter_average.md","design/parameters_in_cpp.md","design/profiler.md","design/program.md","design/prune.md","design/python_api.md","design/reader/README.md","design/refactorization.md","design/register_grad_op.md","design/regularization.md","design/releasing_process.md","design/scope.md","design/selected_rows.md","design/simple_op_design.md","design/speech/deep_speech_2.md","design/support_new_device.md","design/switch.md","design/switch_kernel.md","design/tensor_array.md","design/var_desc.md","dev/contribute_to_paddle_en.md","dev/index_en.rst","dev/new_layer_en.rst","dev/new_op_en.md","dev/new_op_kernel_en.md","dev/use_eigen_en.md","dev/write_docs_en.rst","getstarted/index_en.rst","getstarted/quickstart_en.rst","howto/cluster/cmd_argument_en.md","howto/cluster/fluid_cluster_train_en.md","howto/cluster/index_en.rst","howto/cluster/multi_cluster/fabric_en.md","howto/cluster/multi_cluster/index_en.rst","howto/cluster/multi_cluster/k8s_aws_en.md","howto/cluster/multi_cluster/k8s_en.md","howto/cluster/multi_cluster/openmpi_en.md","howto/cluster/multi_cluster/src/k8s_data/README.md","howto/cluster/multi_cluster/src/k8s_train/README.md","howto/cluster/preparations_en.md","howto/cmd_parameter/arguments_en.md","howto/cmd_parameter/detail_introduction_en.md","howto/cmd_parameter/index_en.rst","howto/cmd_parameter/use_case_en.md","howto/index_en.rst","howto/optimization/cpu_profiling_en.md","howto/optimization/gpu_profiling_en.rst","howto/read_source.md","howto/rnn/index_en.rst","howto/rnn/rnn_config_en.rst","index_en.rst","mobile/cross_compiling_for_android_en.md","mobile/cross_compiling_for_ios_en.md","mobile/cross_compiling_for_raspberry_en.md","survey/cluster_bootstrapping_tools.md"],objects:{},objnames:{},objtypes:{},terms:{"00m":98,"03m":98,"0424m":98,"055ee37d":86,"0630u":98,"06u":98,"0810u":98,"0957m":98,"0_cudnn5":1,"0_cudnn5_avx_mkl":[2,4],"0_cudnn7_avx_mkl":4,"0rc":91,"0rc1":62,"0rc2":62,"0x10f256d50":36,"0x7ffe4de00110":36,"100gb":98,"100gi":86,"10g":18,"10m":98,"1150u":98,"11\u5b9e\u73b0\u4e86c":46,"11e6":87,"124n":98,"12gb":40,"13m":87,"1490u":98,"1550u":98,"16u":98,"173n":98,"1770u":98,"18ad":86,"18e457ce3d362ff5f3febf8e7f85ffec852f70f3b629add10aed84f930a68750":87,"197u":98,"1gb":98,"210u":98,"215n":98,"228u":98,"2520u":98,"2680u":98,"279n":98,"27m":98,"285m":98,"2863m":98,"28m":98,"2977m":98,"2cbf7385":86,"302n":98,"30u":98,"328n":98,"32u":98,"331n":98,"3320u":98,"365e":86,"36u":98,"3710m":98,"3768m":98,"387u":98,"38u":98,"3920u":98,"39u":98,"3rd":104,"4035m":98,"4090u":98,"4096mb":93,"4279m":98,"43u":98,"448a5b355b84":87,"4560u":98,"4563m":98,"45u":98,"4650u":98,"4726m":98,"473m":87,"4gb":93,"50bd":86,"50gi":86,"514u":98,"525n":98,"526u":98,"536u":98,"5460u":98,"5470u":98,"54u":98,"5690m":98,"573u":98,"578n":98,"5798m":98,"586u":98,"58s":87,"5969m":98,"5_cudnn5_avx_mkl":4,"5_cudnn5_avx_openbla":[4,80],"6080u":98,"6140u":98,"6305m":98,"639u":98,"64m":44,"655u":98,"6780u":98,"6810u":98,"682u":98,"6970u":98,"6ce9":86,"704u":98,"7090u":98,"72u":98,"73u":98,"75u":98,"760u":98,"767u":98,"783n":98,"784u":98,"78m":98,"7kb":87,"8250u":98,"8300u":98,"830n":98,"849m":98,"861u":98,"8661m":98,"892m":98,"901n":98,"90u":98,"918u":98,"9247m":98,"924n":98,"9261m":98,"9330m":98,"94u":98,"9530m":98,"983m":98,"988u":98,"997u":98,"99u":98,"9a235":104,"9f18":87,"\u4e00\u4e2a\u5178\u578b\u7684chunk\u5982\u4e0b\u6240\u793a":28,"\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u7531\u5927\u91cf\u7684\u53c2\u6570\u7ec4\u6210":11,"\u4e00\u4e2achunk\u7531\u6240\u5728\u7684\u6587\u4ef6\u504f\u79fb":28,"\u4e00\u4e2aposix\u517c\u5bb9\u7684\u6587\u4ef6\u7cfb\u7edf":28,"\u4e00\u822c\u4e0d\u5141\u8bb8\u518d\u4ece":62,"\u4e00\u822c\u7531mkl":42,"\u4e0a\u4f20\u5230cloud\u6216\u8005\u4e0b\u8f7d\u5230\u672c\u5730\u7684\u65f6\u95f4\u53ef\u80fd\u6bd4\u8f83\u957f":28,"\u4e0a\u4f20\u65b9\u6cd5":62,"\u4e0a\u6ce8\u518c\u4e00\u4e0b":28,"\u4e0a\u8ff0paddlepaddl":62,"\u4e0b\u4e00\u4e2awheel\u5305\u9700\u8981\u66f4\u65b0\u7248\u672c\u53f7\u624d\u53ef\u4ee5\u4e0a\u4f20":62,"\u4e0b\u5b58\u653e\u516c\u5171\u6570\u636e\u96c6\u5408":12,"\u4e0b\u62c9\u6846\u4e2d\u627e\u5230\u751f\u6210\u76843\u4e2a\u4e8c\u8fdb\u5236\u6587\u4ef6":62,"\u4e0b\u8f7d":28,"\u4e0b\u8f7d\u5230\u672c\u5730":28,"\u4e0b\u8f7d\u5f97\u5230":62,"\u4e0b\u9762\u5206\u522b\u4ecb\u7ecd\u67d0\u4e00\u7c7b\u6587\u4ef6\u7684\u5b9e\u73b0\u65b9\u5f0f":46,"\u4e0d\u4e00\u81f4\u7684\u7531pfsclient\u4e0b\u8f7d\u6216\u8005\u4f20\u8f93chunk\u5b8c\u6210":28,"\u4e0d\u4f7f\u7528\u9759\u6001\u5e93":45,"\u4e0d\u4f7f\u7528c":45,"\u4e0d\u4f7f\u7528swig":45,"\u4e0d\u53ef\u4ee5\u66f4\u6539":62,"\u4e0d\u540c":42,"\u4e0d\u540c\u7248\u672c\u7684\u7f16\u8bd1\u5668\u4e4b\u95f4":45,"\u4e0d\u540c\u8bed\u8a00\u7684\u63a5\u53e3\u9002\u5e94\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u6027":45,"\u4e0d\u5728":46,"\u4e0d\u5bb9\u6613\u51fa\u9519":28,"\u4e0d\u5d4c\u5165\u5176\u4ed6\u8bed\u8a00\u89e3\u91ca\u5668":45,"\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":45,"\u4e0d\u663e\u793a\u7684\u5199\u6bcf\u4e2a\u7c7b\u5177\u4f53\u5305\u542b\u4ec0\u4e48":45,"\u4e0d\u7528mount\u7684\u65b9\u5f0f\u6765\u8bbf\u95ee\u6570\u636e":12,"\u4e0e":42,"\u4e0e\u4e4b\u76f8\u5bf9\u7684\u662flocal":28,"\u4e0e\u5176\u4ed6\u7b2c\u4e09\u65b9\u5e93\u4e00\u6837":42,"\u4e0e\u529f\u80fd\u5206\u652f\u4e0d\u540c\u7684\u662f":62,"\u4e0e\u53ef\u80fd\u6709\u7684":62,"\u4e0ebatch":41,"\u4e14\u589e\u52a0\u4e00\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00":45,"\u4e14\u8c03\u7528\u65f6\u4e0d\u80fd\u629b\u51fa\u5f02\u5e38\u6216\u51fa\u73b0\u8fd0\u884c\u65f6\u9519\u8bef":46,"\u4e14c99\u652f\u6301bool\u7c7b\u578b\u548c\u5b9a\u957f\u6574\u6570":45,"\u4e14c99\u76f8\u5bf9\u4e8ec11\u4f7f\u7528\u66f4\u52a0\u5e7f\u6cdb":45,"\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303pep":62,"\u4e2a\u6027\u5316\u63a8\u8350":62,"\u4e2d":[41,42,45,46],"\u4e2d\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u5fc5\u8981\u7684\u63a5\u53e3\u548c\u51fd\u6570":42,"\u4e2d\u5199\u5165json\u5185\u5bb9":11,"\u4e2d\u5b8c\u5168\u4e00\u81f4":45,"\u4e2d\u5b9e\u73b0\u4e86\u4e00\u4e2amerge\u7684\u65b9\u6cd5":42,"\u4e2d\u5b9e\u73b0\u7684\u7ed3\u6784\u4f53":46,"\u4e2d\u5bf9\u5e94\u7684layer\u5904":41,"\u4e2d\u5f15\u5165\u7684":41,"\u4e2d\u63d0\u4f9b\u4e00\u4e2a\u4e0emkl\u6709\u5173\u7684\u603b\u5f00\u5173":42,"\u4e2d\u6839\u636e":41,"\u4e2d\u6dfb\u52a0":41,"\u4e2d\u6dfb\u52a0\u4e00\u4e2a":42,"\u4e2d\u7684\u7248\u672c\u4fe1\u606f":62,"\u4e2d\u8fd0\u884c\u4efb\u52a1\u7684\u89d2\u5ea6":12,"\u4e3a":[41,42],"\u4e3a\u4e86\u5c3d\u53ef\u80fd\u5c11\u7684\u5728\u7236\u7c7blayer\u4e2d\u6dfb\u52a0\u53d8\u91cf\u6216\u8005\u51fd\u6570":42,"\u4e3a\u4e86\u5e94\u5bf9\u4ee5\u4e0a\u7684\u95ee\u9898":28,"\u4e3a\u4e86\u66b4\u9732\u7684\u63a5\u53e3\u5c3d\u91cf\u7b80\u5355":46,"\u4e3a\u4e86\u66f4\u597d\u7684\u7b26\u5408paddlepaddle\u7684\u4ee3\u7801\u98ce\u683c":42,"\u4e3a\u4e86\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u591a\u6b21\u8c03\u7528":41,"\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347paddlepaddle\u5728\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\u7684\u8ba1\u7b97\u901f\u5ea6":42,"\u4e3b\u8981\u529f\u80fd\u5305\u62ec":28,"\u4e3b\u8981\u5305\u62ec":42,"\u4e3b\u8981\u5305\u62ec\u4e86\u6df1\u5ea6\u5b66\u4e60\u76f8\u5173\u7684\u6570\u5b66\u539f\u8bed\u4e0e\u64cd\u4f5c":42,"\u4e3b\u8981\u9488\u5bf9paddlepaddle\u5728\u91cd\u6784\u4e4b\u524d\u7684\u4ee3\u7801\u6846\u67b6\u4ee5\u53cav1\u7684api":42,"\u4e4b\u5916\u7684\u6240\u6709\u5934\u6587\u4ef6":46,"\u4e5f\u4e0d\u4f7f\u7528\u5176\u4ed6\u52a8\u6001\u5e93":45,"\u4e5f\u4e0d\u5e94\u8be5\u62a5\u9519":46,"\u4e5f\u4e0d\u751f\u6210":46,"\u4e5f\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u955c\u50cf":62,"\u4e5f\u5c31\u662f\u8bf4\u8f93\u51fa\u7684\u7ed3\u679c\u4e0d\u4f1a\u5728\u539f\u6765\u7684\u6570\u636e\u4e0a\u7d2f\u52a0":42,"\u4e66\u5199":45,"\u4eba\u8138\u8bc6\u522b":12,"\u4ec5\u4ec5\u4f7f\u7528":45,"\u4ec5\u4f1a\u5728\u652f\u6301avx2\u6307\u4ee4\u96c6\u53ca\u4ee5\u4e0a\u7684\u673a\u5668\u624d\u4f7f\u7528mkl":42,"\u4ece":62,"\u4ece\u78c1\u76d8\u6587\u4ef6\u4e2d\u52a0\u8f7duuid\u6587\u4ef6\u540d\u7684\u68c0\u67e5\u70b9\u5feb\u7167\u6587\u4ef6":11,"\u4ece\u800c\u907f\u514d\u4e86packing\u5197\u4f59":41,"\u4eceetcd\u4e2d\u8bfb\u53d6\u8282\u70b9":11,"\u4ed6\u4e3b\u8981\u5305\u542b\u4e86\u5b9e\u9645\u66b4\u9732\u7684\u7c7b\u578b\u7ed3\u6784":46,"\u4ed6\u662f\u5c06":46,"\u4ed6\u7684\u76ee\u6807\u662f\u4f7f\u7528c":45,"\u4ee3\u7801\u751f\u6210\u7684\u7b26\u53f7\u53ef\u80fd\u4e0d\u4e00\u81f4":45,"\u4ee3\u8868\u8fd9\u4e2alayer\u662f\u7528\u4e8e\u8dd1\u5728mkl":42,"\u4ee3\u8868\u8fd9\u4e2ashard\u7684\u6700\u5927index":12,"\u4ee3\u8868shard\u7684index":12,"\u4ee5\u4e0a\u4ee3\u7801\u7684reader\u8f93\u51fa\u7684data":12,"\u4ee5\u4e0a\u547d\u4ee4\u4f1a\u5728\u5f53\u524d\u76ee\u5f55\u4e0b\u751f\u6210100\u4e2a\u6587\u4ef6":12,"\u4ee5\u4e0b":12,"\u4ee5\u4e0b\u7b80\u79f0rnn":41,"\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7684\u7cbe\u529b\u653e\u5230\u903b\u8f91\u672c\u8eab\u4e0a":28,"\u4ee5\u53ca":41,"\u4ee5\u53canumpi":12,"\u4ee5\u6b64\u8fbe\u5230\u6700\u597d\u7684\u6027\u80fd":42,"\u4ee5\u793a\u533a\u5206":[41,42],"\u4efb\u610f\u65f6\u523b\u53ea\u53ef\u80fd\u540c\u65f6\u6709\u4e00\u53f0\u670d\u52a1\u5668\u6545\u969c":11,"\u4f18\u5316\u524d":41,"\u4f18\u5316\u540e":41,"\u4f1a\u4ee5":[41,42],"\u4f1a\u4f7f\u7528\u76f8\u540c\u7684\u539f\u6570\u636e":41,"\u4f1a\u5148\u4e34\u65f6\u4fdd\u5b58\u5728":42,"\u4f1a\u5728":42,"\u4f1a\u5728\u7f16\u8bd1paddlepaddle\u7684\u65f6\u5019\u4e0b\u8f7d\u5e76\u7f16\u8bd1mkl":42,"\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7248\u672cpython\u5728\u4e00\u4e2a\u8fdb\u7a0b\u91cc\u7684bug":45,"\u4f1a\u5f15\u5165":42,"\u4f1a\u628acpu\u7684buffer\u5bf9\u9f50\u4e3a4096":42,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u5728":42,"\u4f1a\u6dfb\u52a0\u76f8\u5e94\u7684\u811a\u672c\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":41,"\u4f1a\u76f4\u63a5\u62a5\u9519\u9000\u51fa":45,"\u4f1a\u81ea\u52a8\u4f7f\u7528mklml\u5e93\u4f5c\u4e3apaddlepaddle\u7684cblas\u548clapack\u5e93":42,"\u4f1a\u81ea\u52a8\u6839\u636e\u786c\u4ef6\u914d\u7f6e":42,"\u4f1a\u88abpickle\u5e8f\u5217\u5316\u6210\u5b57\u7b26\u4e32":12,"\u4f20\u5165":12,"\u4f46":46,"\u4f46\u4e0d\u66b4\u9732":46,"\u4f46\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u5f52\u6d4b\u8bd5":62,"\u4f46\u6240\u6709fork\u7684\u7248\u672c\u5e93\u7684\u6240\u6709\u5206\u652f\u90fd\u76f8\u5f53\u4e8e\u7279\u6027\u5206\u652f":62,"\u4f46\u662f\u53c8\u8fc7\u4e8e\u7410\u788e":46,"\u4f46\u662f\u5728mkl":42,"\u4f46\u662f\u5728paddlepaddle\u4e2d":42,"\u4f46\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u9700\u8981\u4efb\u4f55\u8f6c\u6362":42,"\u4f46\u662f\u6ce8\u610f\u7684\u662f":42,"\u4f46\u662f\u89e3\u91ca\u6027\u8bed\u8a00":45,"\u4f5c\u4e3a\u53e6\u4e00\u4e2a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":42,"\u4f5c\u4e3a\u5b58\u50a8\u7cfb\u7edf":12,"\u4f5c\u4e3a\u7c7b\u53e5\u67c4":45,"\u4f7f\u7528":[42,46,62],"\u4f7f\u7528\u4e0b\u9762\u547d\u4ee4":12,"\u4f7f\u7528\u52a8\u6001\u5e93":45,"\u4f7f\u7528\u540c\u6837\u7684\u8bad\u7ec3\u6570\u636eblock":11,"\u4f7f\u7528\u667a\u80fd\u6307\u9488\u7684\u539f\u56e0\u662f":46,"\u4f7f\u7528\u7684\u53c2\u6570\u4e0epaddlepaddle\u7533\u8bf7\u7684buffer\u5171\u7528\u4e00\u5757\u5185\u5b58":42,"\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84\u7684\u5f15\u7528\u65b9\u5f0f":46,"\u4f7f\u7528\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5b8c\u6210\u5bf9\u65b0\u6570\u636e\u7684\u9884\u6d4b":11,"\u4f7f\u7528\u9759\u6001\u5e93\u548c\u52a8\u6001\u5e93\u96be\u5ea6\u5dee\u4e0d\u591a":45,"\u4f7f\u7528c":46,"\u4f7f\u7528c99\u505a\u63a5\u53e3":45,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c11\u7684\u539f\u56e0\u662f":45,"\u4f7f\u7528c99\u800c\u4e0d\u4f7f\u7528c89":45,"\u4f7f\u7528regress":62,"\u4f7f\u7528swig\u53ea\u652f\u6301cpython\u89e3\u91ca\u5668":45,"\u4f7f\u7528swig\u9700\u8981\u591a\u8bed\u8a00\u7ed1\u5b9a\u7684\u5f00\u53d1\u4eba\u5458\u719f\u7ec3\u638c\u63e1swig\u914d\u7f6e":45,"\u4f7f\u7528void":45,"\u4f8b\u5982":[12,45,46,62],"\u4f8b\u5982\u5728deepspeech2":41,"\u4f8b\u5982\u5bf9\u4e8ejava\u6216\u8005python":45,"\u4f8b\u5982\u5bf9\u4e8ejava\u6765\u8bf4":45,"\u4f8b\u5982\u5bf9\u4e8epython":45,"\u4f8b\u5982c":45,"\u4f8b\u5982java\u4e0epython\u7684\u9519\u8bef\u5904\u7406\u662f\u76f4\u63a5\u6254\u51fa\u6765except":45,"\u4f8b\u5982python\u53ef\u4ee5\u4f7f\u7528":45,"\u4f8b\u5982python\u7684":45,"\u4f8b\u5982rnn":41,"\u4f9d\u6b21\u7c7b\u63a8":62,"\u4fbf\u662f\u5c06\u9759\u6001\u5e93\u52a0\u5165jvm\u4e2d":45,"\u4fee\u590d\u6240\u6709bug\u540e":62,"\u4fee\u590ddocker\u7f16\u8bd1\u955c\u50cf\u95ee\u9898":62,"\u4fee\u6539":[42,62],"\u4fee\u6539\u6210":62,"\u505a\u53ea\u8bfb\u6302\u8f7d":12,"\u505a\u5982\u4e0b\u51e0\u4e2a\u64cd\u4f5c":62,"\u505a\u63a5\u53e3":45,"\u505c\u6b62\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":11,"\u5145\u5206\u53d1\u6325\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":41,"\u5145\u5206\u5c55\u73b0\u82f1\u7279\u5c14\u5e73\u53f0\u7684\u4f18\u52bf":42,"\u5148\u5b8c\u6210\u5bf9\u6743\u91cd\u7684packing\u64cd\u4f5c":41,"\u5148\u5b9e\u73b0\u6a21\u578b\u63a8\u65ad\u7684api":46,"\u5171\u4eab\u5185\u5b58":42,"\u5171\u4eab\u540c\u4e00\u4e2a\u6743\u91cd":41,"\u5176\u4e2d":[45,62],"\u5176\u4ed6\u51fd\u6570\u5747\u8fd4\u56de":46,"\u5176\u4ed6\u7528\u6237\u7684fork\u7248\u672c\u5e93\u5e76\u4e0d\u9700\u8981\u4e25\u683c\u9075\u5b88":62,"\u5176\u8f6c\u6362\u6b21\u6570\u51cf\u5c11\u81f3":41,"\u5177\u4f53\u4f7f\u7528\u65b9\u6cd5\u4e3a":46,"\u5177\u4f53\u539f\u56e0\u53c2\u8003":46,"\u5177\u4f53\u53ef\u4ee5\u53c2\u8003mkl":42,"\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u6bd4\u5982":[41,42],"\u5177\u4f53\u7684\u5b8c\u6210\u72b6\u6001\u53ef\u4ee5\u53c2\u89c1":42,"\u5177\u4f53\u8bf7\u53c2\u8003":46,"\u5185\u90e8\u5b58\u50a8":42,"\u5185\u90e8\u9a71\u52a8python\u89e3\u91ca\u5668\u8fdb\u884c\u6a21\u578b\u914d\u7f6e\u89e3\u6790\u548c\u6570\u636e\u8bfb\u53d6":45,"\u518d\u5728\u6bcf\u4e00\u4e2aapi\u4e2d\u81ea\u5df1\u68c0\u67e5\u7c7b\u578b":45,"\u518d\u57fa\u4e8e":62,"\u518d\u628a\u5df2\u8f6c\u6362\u4e3apacked\u683c\u5f0f\u7684\u6570\u636e\u4f20\u9012\u7ed9\u90a3\u4e9b\u590d\u7528\u540c\u4e00\u6570\u636e\u7684gemm":41,"\u5199\u4ee3\u7801":45,"\u5199\u5165\u5feb\u7167\u6570\u636e":11,"\u51fd\u6570":[41,42],"\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u8f6c\u6362":12,"\u51fd\u6570\u540d\u4e3a":46,"\u51fd\u6570\u547d\u540d":45,"\u5206\u522b\u4ee3\u8868\u8f93\u5165\u6570\u636e":42,"\u5206\u522b\u5bf9\u5e94capi":62,"\u5206\u5e03\u5f0f\u5b58\u50a8\u670d\u52a1":11,"\u5206\u652f":62,"\u5206\u652f\u4e00\u65e6\u5efa\u7acb":62,"\u5206\u652f\u4e2d":62,"\u5206\u652f\u4e3a\u5f00\u53d1":62,"\u5206\u652f\u4e3a\u6bcf\u4e00\u6b21release\u65f6\u5efa\u7acb\u7684\u4e34\u65f6\u5206\u652f":62,"\u5206\u652f\u4e3a\u7a33\u5b9a":62,"\u5206\u652f\u529f\u80fd\u7684\u5c01\u95ed":62,"\u5206\u652f\u5408\u5165":62,"\u5206\u652f\u5408\u5165master\u5206\u652f":62,"\u5206\u652f\u540c\u6b65\u4e3b\u7248\u672c\u5e93\u7684":62,"\u5206\u652f\u540d\u4e3a":62,"\u5206\u652f\u5b58\u5728\u7684\u65f6\u5019":62,"\u5206\u652f\u6d3e\u751f\u51fa\u65b0\u7684\u5206\u652f":62,"\u5206\u652f\u7684\u7248\u672c\u90fd\u662f\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5\u548c\u56de\u5f52\u6d4b\u8bd5\u7684\u7248\u672c":62,"\u5206\u652f\u7684\u7248\u672c\u90fd\u7ecf\u8fc7\u5355\u5143\u6d4b\u8bd5":62,"\u5206\u7247":11,"\u5219\u4f7f\u7528\u542f\u52a8\u53c2\u6570\u5b9a\u4e49\u7684\u521d\u59cb\u5316\u65b9\u6cd5\u521d\u59cb\u5316\u53c2\u6570":11,"\u5219\u5ffd\u7565":11,"\u5219\u628a\u53e6\u4e00\u4e2a\u6162\u901f\u7684kill\u6389":11,"\u5219\u76f4\u63a5\u5f15\u5165\u53e6\u4e00\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":46,"\u5219\u9700\u8981\u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u68c0\u67e5\u70b9":11,"\u521b\u5efa":42,"\u5220\u9664\u78c1\u76d8\u76ee\u5f55\u4e2d\u4e0d\u662f\u5f53\u524duuid\u7684\u5feb\u7167\u6587\u4ef6":11,"\u5230":11,"\u5230\u7b2c\u4e8c\u6b65":62,"\u524d\u540e\u7684\u7f51\u7edc\u6027\u80fd":41,"\u529f\u80fd":28,"\u529f\u80fd\u7684\u6b63\u786e\u6027\u5305\u62ec\u9a8c\u8bc1paddlepaddle\u76ee\u524d\u7684":62,"\u52a8\u6001\u5e93":45,"\u5305\u542b\u4e86\u67d0\u79cd\u7c7b\u578b\u7684\u7c7b\u578b\u5b9a\u4e49\u548c\u66b4\u9732\u7684\u5168\u90e8\u51fd\u6570":46,"\u5305\u62ec":[12,41,42],"\u5305\u62ec\u6743\u91cdw\u548c\u504f\u7f6eb":11,"\u5305\u62ecmkl":42,"\u534f\u540c\u5b8c\u6210releas":62,"\u5355\u4e2a\u503c":12,"\u5355\u70b9\u6545\u969c":11,"\u5373":46,"\u5373\u4f7f\u7528":46,"\u5373\u4f7f\u7528\u6237\u76f4\u63a5\u5f15\u7528\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":46,"\u5373\u4f7fc":46,"\u5373\u4f8b\u5982":46,"\u5373\u4fbfpaddl":46,"\u5373\u5b8c\u6210\u67d0\u4e00\u4e2a\u4efb\u52a1\u7684\u6700\u5c11\u51fd\u6570":46,"\u5373\u66b4\u9732":46,"\u5373\u8868\u793a\u4e0d\u9700\u8981\u8f6c\u6362":42,"\u5373\u8fd9\u4e2a\u52a8\u6001\u5e93\u662f\u4e0d\u4f9d\u8d56\u4e8e\u5176\u4ed6\u4efb\u4f55\u6587\u4ef6\u7684":45,"\u539f\u6765\u7684\u65b9\u6848":42,"\u53c2\u6570":45,"\u53c2\u8003":[28,45],"\u53c2\u8003\u4e0b\u56fe":62,"\u53c8\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8f6c\u6362":42,"\u53cc\u5411\u9a8c\u8bc1":28,"\u53d1\u578b\u7248":62,"\u53d1\u5e03\u5230dockerhub":62,"\u53d1\u5e03docker\u955c\u50cf\u53ea\u9700\u8981\u5bf9\u81ea\u52a8push\u7684\u955c\u50cf\u6253\u4e0a":62,"\u53d8\u91cf\u6765\u533a\u5206layer\u7684\u5c5e\u6027":42,"\u53ea\u5bf9\u7279\u6b8a\u5728\u7ebf\u7cfb\u7edf\u8003\u8651\u4e24\u53f0\u4ee5\u4e0a\u540c\u65f6\u6545\u969c\u7684\u5bb9\u707e":11,"\u53ea\u66b4\u9732\u6982\u5ff5\u7684\u63a5\u53e3":46,"\u53ea\u80fd\u8c03\u7528paddle\u7684\u52a8\u6001\u5e93":45,"\u53ea\u9700\u8981\u6062\u590d\u8fd9\u53f0\u8282\u70b9":11,"\u53ef\u4ee5":62,"\u53ef\u4ee5\u51cf\u5c0f\u7cfb\u7edf\u590d\u6742\u6027":11,"\u53ef\u4ee5\u5728\u4efb\u4f55\u673a\u5668\u4e0a\u6267\u884c\u7684":45,"\u53ef\u4ee5\u5728\u6b64\u9875\u9762\u7684":62,"\u53ef\u4ee5\u628a\u672c\u5730\u7684\u6570\u636e\u4e0a\u4f20\u5230\u5b58\u50a8\u96c6\u7fa4\u4e2d":12,"\u53ef\u4ee5\u6709\u6548\u7684\u907f\u514dparamet":11,"\u53ef\u4ee5\u7528":28,"\u53ef\u4ee5\u7528\u4ee5\u4e0b\u6307\u4ee4":12,"\u53ef\u4ee5\u7ee7\u7eed\u5728\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f\u63d0\u4ea4\u4ee3\u7801":62,"\u53ef\u4ee5\u901a\u8fc7\u9636\u6bb5\u6027\u7684\u4fdd\u5b58\u6bcf\u4e2aparamet":11,"\u53ef\u80fd\u4f1a\u9020\u6210\u7f51\u7edc\u62e5\u585e":11,"\u53f3\u4fa7\u7684":62,"\u5404\u6b21\u524d\u5411\u4e4b\u95f4\u4e5f\u90fd\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u6743\u91cd":41,"\u540c\u4e00\u6b21\u524d\u5411":41,"\u540c\u65f6":[41,42],"\u540c\u65f6\u4f1a\u5f00\u542fintel":42,"\u540c\u65f6\u518d\u5c06":62,"\u540c\u65f6\u53c8\u5c3d\u53ef\u80fd\u5c11\u7684\u727a\u7272mkl":42,"\u540c\u65f6\u63d0\u8d77":62,"\u540c\u65f6\u6570\u636e\u683c\u5f0f\u5c31\u662f":42,"\u540d\u5b57\u4fee\u9970":45,"\u540e\u5411":41,"\u540e\u5411\u65f6\u590d\u7528\u5df2\u7ecf\u8f6c\u6362\u8fc7\u7684\u6743\u91cd":41,"\u5411\u6307\u5b9a\u7684\u76ee\u5f55\u4e2d\u4e00\u4e2a\u65b0\u7684\u6587\u4ef6":11,"\u5411paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u63d0\u4ea4":62,"\u5426\u5219\u5f97\u628apaddle\u9759\u6001\u5e93\u94fe\u63a5\u5230\u89e3\u91ca\u5668\u91cc":45,"\u542f\u52a8\u4e00\u4e2a\u65b0\u7684\u7ebf\u7a0b\u5f00\u59cb\u4fdd\u5b58\u68c0\u67e5\u70b9":11,"\u548c":[12,41,42,45,46,62],"\u548c\u672a\u6765\u53ef\u80fd\u8fd8\u4f1a\u7528\u5230":42,"\u548c\u79bb\u7ebf\u6570\u636e\u7684\u65b9\u5f0f":12,"\u54ea\u4e2atrainer\u5148\u5b8c\u6210block\u7684\u8bad\u7ec3":11,"\u56e0\u4e3a\u8fd9\u6837\u505a\u4e5f\u6ca1\u6cd5\u4fdd\u8bc1\u6d88\u9664\u968f\u673a\u6027":11,"\u56e0\u4e3aswig\u5728\u7b2c\u4e09\u65b9\u8bed\u8a00\u4e2d\u66b4\u9732\u7684\u51fd\u6570\u540d":45,"\u56e0\u6b64":41,"\u56fe\u50cf\u5206\u7c7b":62,"\u5728":[41,42,46,62],"\u5728\u4e00\u4e2a\u4e0d\u53ef\u4e2d\u65ad\u5e76\u7f3a\u5c11\u5907\u4efd\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d":11,"\u5728\u4e0a\u56fe\u4e2d\u663e\u793a\u4e86\u5728\u4e00\u4e2a\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5e94\u7528":12,"\u5728\u4f7f\u7528twine\u4e0a\u4f20\u4e4b\u524d":62,"\u5728\u51fa\u73b0\u5355\u70b9\u6545\u969c\u65f6":11,"\u5728\u5b9e\u73b0\u6bcf\u4e2a\u5b50\u7c7b\u7684\u65f6\u5019\u5c31\u4e0d\u9700\u8981\u5173\u5fc3\u5206\u652f\u7684\u4e8b\u60c5\u4e86":42,"\u5728\u5b9e\u73b0\u8fc7\u7a0b\u4e2d":46,"\u5728\u5bf9\u5e94\u7684":41,"\u5728\u5c42\u521d\u59cb\u5316\u7684\u65f6\u5019":41,"\u5728\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d":12,"\u5728\u5f02\u6784\u96c6\u7fa4\u4e2d":11,"\u5728\u5f15\u5165\u5176\u4ed6\u7c7b\u578b\u7684\u5934\u6587\u4ef6\u65f6":46,"\u5728\u5feb\u7167\u5199\u5165\u5b8c\u6210\u540e":11,"\u5728\u60a8\u7684\u5b9e\u9645\u73af\u5883\u4e2d":11,"\u5728\u6709\u666e\u901a\u7684cpu":42,"\u5728\u672c\u6587\u6863\u4e2d":28,"\u5728\u673a\u7fa4\u4e0a\u8fd0\u884c\u8f6c\u6362\u7a0b\u5e8f":12,"\u5728\u6837\u4f8b\u4e2d":46,"\u5728\u7528\u6237\u4f7f\u7528c":46,"\u5728\u7b2c\u4e8c\u4e2atab":62,"\u5728\u7ebf\u6a21\u578b\u9884\u6d4b\u670d\u52a1":12,"\u5728\u8bad\u7ec3\u7ed3\u675f\u7684\u65f6\u5019\u518d\u4fdd\u5b58\u4e3apaddlepaddle\u7684\u683c\u5f0f":42,"\u5728\u8bc4\u5ba1\u8fc7\u7a0b\u4e2d":62,"\u5728\u8fd9\u4e2a":62,"\u5728\u8fd9\u4e2a\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":45,"\u5728\u8fd9\u4e2a\u9636\u6bb5\u7684\u4ee3\u7801\u6b63\u5728\u7ecf\u5386\u56de\u5f52\u6d4b\u8bd5":62,"\u5728\u8fd9\u4e9b\u5934\u6587\u4ef6\u4e2d":46,"\u5728\u8fd9\u4e9b\u6587\u4ef6\u4e2d":46,"\u5728\u91cd\u6784\u524d\u7684paddlepaddle\u4e2d":42,"\u5728\u95ee\u9898\u672c\u8eab\u7684\u8ba1\u7b97\u91cf\u6bd4\u8f83\u5c0f\u7684\u65f6\u5019":41,"\u5728batch":41,"\u5728c":45,"\u5728c\u7684\u5934\u6587\u4ef6":45,"\u5728packing\u4e0a\u7684\u8017\u65f6":41,"\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":12,"\u5728paramet":11,"\u5728rnn\u7684\u60c5\u51b5\u4e0b":41,"\u5747\u4f1a\u88ab\u5b89\u88c5\u5230includ":46,"\u5747\u662f\u5728":46,"\u57fa\u4e8e\u7c98\u6027\u4f1a\u8bdd\u7684\u8d1f\u8f7d\u5747\u8861\u529f\u80fd":28,"\u5916\u90e8\u5b58\u50a8":42,"\u591a\u4e2a\u503c":12,"\u591a\u4e2aparamet":11,"\u591a\u6b21\u8c03\u7528":41,"\u5927\u591a\u6570\u8bed\u8a00\u90fd\u652f\u6301\u4f7f\u7528c\u8bed\u8a00api":45,"\u5982\u56fe\u4e2dtrainer":11,"\u5982\u679c\u4e0a\u9762\u4e24\u6b65\u51fa\u73b0\u9519\u8bef":11,"\u5982\u679c\u4e0d\u9700\u8981\u5916\u90e8\u5b58\u50a8\u7528\u4e8e\u8f6c\u6362":42,"\u5982\u679c\u4f7f\u7528swig\u6211\u4eec\u9700\u8981\u5c06\u5728interface\u6587\u4ef6\u91cc":45,"\u5982\u679c\u5728\u4f7f\u7528mkl":42,"\u5982\u679c\u5931\u8d25":62,"\u5982\u679c\u5b58\u5728\u6570\u636e\u6392\u5217\u683c\u5f0f\u4e0d\u4e00\u6837\u7684\u60c5\u51b5\u65f6":42,"\u5982\u679c\u5b58\u5728\u67d0\u4e9btrainer\u6267\u884c\u901f\u5ea6\u8fc7\u6162\u4f1a\u5f71\u54cd\u6574\u4f53\u96c6\u7fa4\u7684\u901f\u5ea6":11,"\u5982\u679c\u5df2\u7ecf\u6b63\u5728\u6267\u884c\u4fdd\u5b58\u68c0\u67e5\u70b9\u7684\u7ebf\u7a0b":11,"\u5982\u679c\u662f\u5176\u5b83\u7c7b\u578b":12,"\u5982\u679c\u6709bugfix\u7684\u884c\u4e3a":62,"\u5982\u679c\u67d0\u4e00\u4e2a\u7c7b\u578b\u9700\u8981\u5f15\u7528\u53e6\u4e00\u4e2a\u7c7b\u578b":46,"\u5982\u679c\u67d0\u4e00\u4e2apaddl":46,"\u5982\u679c\u67d0\u4e00\u4e2apaddle\u6982\u5ff5\u5fc5\u987b\u8981\u66b4\u9732":46,"\u5982\u679c\u6ee1\u8db3\u6761\u4ef6":11,"\u5982\u679c\u7528\u6237\u8981\u628apaddle\u7684\u9759\u6001\u5e93":45,"\u5982\u679c\u8981\u4e0a\u4f20gpu\u7248\u672c\u7684\u5305":62,"\u5982\u679c\u8c03\u7528\u9759\u6001\u5e93\u53ea\u80fd\u5c06\u9759\u6001\u5e93\u4e0e\u89e3\u91ca\u5668\u94fe\u63a5":45,"\u5982\u679c\u9700\u8981\u624b\u52a8\u7f16\u8bd1":62,"\u5982\u679cmkl":42,"\u5982\u679cparamet":11,"\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5b9a\u4e49\u597d\u7684\u63a5\u53e3":42,"\u5b57\u6bb5\u8bbe\u4e3a":62,"\u5b57\u7b26\u4e32":12,"\u5b58\u50a8":12,"\u5b66\u4e60\u6210\u672c\u9ad8":45,"\u5b83\u4eec\u4e3b\u8981\u662f\u7528\u4e8e":42,"\u5b83\u4eec\u7684\u6587\u4ef6\u540d\u662f":12,"\u5b83\u53ea\u4f1a\u5305\u62ec\u751f\u6210\u597d\u7684\u52a8\u6001\u5e93\u548c\u5934\u6587\u4ef6":42,"\u5b83\u8d1f\u8d23\u51b3\u5b9a\u7f16\u8bd1\u65f6\u662f\u5426\u4f7f\u7528mklml\u548cmkl":42,"\u5b89\u88c5\u540e\u7684\u76ee\u5f55\u7ed3\u6784\u4e3a":46,"\u5b8c\u6210\u4e00\u4e2a\u4f20\u8f93\u52a8\u4f5c\u5b8c\u6210\u7684\u65f6\u95f4\u4e5f\u6bd4\u8f83\u77ed":28,"\u5b8c\u6210\u5e38\u7528layer\u7684mkl":42,"\u5b8c\u6210\u5e38\u89c1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edcvgg":42,"\u5b8c\u6210\u6570\u636e\u7684\u9884\u5904\u7406":12,"\u5b8c\u6210\u81ea\u52a8\u5316\u4e8c\u8fdb\u5236\u7f16\u8bd1":62,"\u5b9a\u4e49":42,"\u5b9a\u4e49\u4e00\u4e9b\u9664\u4e86layer\u548cmemory\u76f8\u5173\u7684\u7c7b\u548c\u51fd\u6570":42,"\u5b9e\u73b0\u5177\u4f53\u7684\u51fd\u6570\u529f\u80fd\u5373\u53ef":42,"\u5b9e\u73b0\u7b80\u5355":45,"\u5bf9\u4e8e\u4e0d\u540c\u8bed\u8a00":45,"\u5bf9\u4e8e\u540c\u4e00\u6bb5c":45,"\u5bf9\u4e8e\u540c\u6837\u8bbe\u7f6e\u7684\u7f51\u7edc\u6a21\u578b":41,"\u5bf9\u4e8e\u591a\u8bed\u8a00\u63a5\u53e3":45,"\u5bf9\u4e8e\u5927\u591a\u6570\u8bed\u8a00":45,"\u5bf9\u4e8e\u5e8f\u5217\u957f\u5ea6":41,"\u5bf9\u4e8e\u6709\u53c2\u6570\u7684\u5c42":42,"\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u65b0\u52a0\u7684rnn":41,"\u5bf9\u4e8e\u6bcf\u79cd\u7c7b\u578b":46,"\u5bf9\u4e8e\u6bcf\u79cdc":46,"\u5bf9\u65b0\u7684\u6743\u91cd\u8fdb\u884c\u8f6c\u6362\u7528\u4e8e\u4e0b\u6b21\u8fed\u4ee3":41,"\u5bf9\u6bd4":45,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u4e0e\u76f8\u5bf9\u5e94\u7684paddlepaddle\u539f\u6709lay":41,"\u5bf9\u6bd4\u4f18\u5316\u540elayer\u81ea\u8eab":41,"\u5bf9\u8f93\u5165\u53c2\u6570\u7684\u5b89\u5168\u6027\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u5224\u65ad":46,"\u5bf9\u8fd9\u4e2a\u7248\u672c\u7684\u63d0\u4ea4":62,"\u5bfb\u627e\u6709\u6ca1\u6709\u5176\u4ed6\u53ef\u4ee5\u4f18\u5316\u7684\u53ef\u80fd":42,"\u5bfc\u51fa\u8fd9\u4e9b\u63a5\u53e3":46,"\u5c06":62,"\u5c06\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\u62c6\u5206\u6210\u591a\u4efd":11,"\u5c06\u5927\u91cf\u7684":45,"\u5c06\u65b0\u5206\u652f\u7684\u7248\u672c\u6253\u4e0atag":62,"\u5c06master\u5206\u652f\u7684\u5408\u5165commit\u6253\u4e0atag":62,"\u5c0f\u4e8e\u67d0\u4e2a\u6bd4\u8f83\u5c0f\u7684\u9608\u503c\u8ba4\u4e3a\u901a\u8fc7":42,"\u5c31\u9700\u8981\u5bf9\u8fd9\u4e2a\u7b2c\u4e09\u65b9\u8bed\u8a00\u589e\u52a0\u4e00\u4e9b\u5b9a\u4e49":45,"\u5de5\u5177\u4e0a\u4f20\u5373\u53ef":62,"\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4":11,"\u5e73\u5747\u6545\u969c\u7387":11,"\u5e76\u4e14\u4f1a\u5199\u597d":42,"\u5e76\u4e14\u4f7f\u7528":46,"\u5e76\u4e14\u53ea\u9700\u8981\u5728\u5fc5\u8981\u7684\u65f6\u5019\u8f6c\u6362\u8fd9\u79cd\u683c\u5f0f":42,"\u5e76\u4e14\u5728\u5e38\u89c1\u7684\u5e73\u53f0\u4e0a":45,"\u5e76\u4e14\u5f53\u7f16\u8bd1\u65f6":41,"\u5e76\u4e14\u628a\u7cfb\u7edf\u751f\u6210\u7684ca":28,"\u5e76\u4e14\u628a\u7ed3\u679c\u8fd4\u56depfsclient\u7aef":28,"\u5e76\u4e14\u8ba9\u63a5\u53e3\u8131\u79bb\u5b9e\u73b0\u7ec6\u8282":45,"\u5e76\u4e14\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u5171\u7528\u4e00\u5757\u5185\u5b58":42,"\u5e76\u5220\u9664":62,"\u5e76\u5220\u9664\u66f4\u65e9\u7684\u5feb\u7167":11,"\u5e76\u52a0\u8f7d\u5176\u4e2d\u7684\u53c2\u6570":11,"\u5e76\u53d1\u5e03\u5230pypi":62,"\u5e76\u5728\u6bcf\u6b21\u6743\u91cd\u66f4\u65b0\u540e":41,"\u5e76\u5728\u96c6\u7fa4\u4e2d\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u4efb\u52a1":12,"\u5e76\u5c06":62,"\u5e76\u5c06c":46,"\u5e76\u628a\u5feb\u7167\u4fdd\u5b58\u5230\u8fd9\u4e2a\u76ee\u5f55\u4e0b":11,"\u5e76\u628a\u7ed3\u679c\u653e\u5230\u5f53\u524d\u5c42\u7684":42,"\u5e76\u6ca1\u6709paddle\u7279\u522b\u9700\u8981\u7684\u7279\u6027":45,"\u5e76\u6dfb\u52a0\u5934\u6587\u4ef6":41,"\u5e76\u88ab\u5b58\u50a8\u5728\u8bf8\u5982hadoop":12,"\u5e76\u9002\u5e94github\u7684\u7279\u6027\u505a\u4e86\u4e00\u4e9b\u533a\u522b":62,"\u5e76\u91cd\u65b0\u6253\u5305wheel\u5305":62,"\u5efa\u8bae":62,"\u5f00\u53d1\u4e86\u6a21\u578b\u9884\u6d4b\u7684\u6837\u4f8b\u4ee3\u7801":46,"\u5f00\u53d1\u8005\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801":62,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4e2d":62,"\u5f00\u53d1\u8005fork\u7684\u7248\u672c\u5e93\u4f7f\u7528":62,"\u5f00\u5934":[41,42],"\u5f00\u59cb\u63d0\u4f9b\u670d\u52a1":11,"\u5f15\u5165\u4e86\u4ee5\u4e0b\u56db\u4e2aapi":41,"\u5f15\u5165\u4e86\u7c7b\u578b\u7684\u5934\u6587\u4ef6":46,"\u5f39\u51fa\u4e0b\u9762\u7684\u9009\u62e9\u6846":62,"\u5f53\u529f\u80fd\u5206\u652f\u5f00\u53d1\u5b8c\u6bd5\u540e":62,"\u5f53\u53ea\u505a\u63a8\u65ad":41,"\u5f53\u5f00\u542f":42,"\u5f53\u6253\u5f00":42,"\u5f53\u6570\u636e\u683c\u5f0f\u4e0epaddlepaddle\u9ed8\u8ba4\u7684":42,"\u5f53\u7136\u8fd9\u4e24\u8005\u4e5f\u53ef\u4ee5\u76f8\u7b49":42,"\u5f53\u7528\u6237\u4f7f\u7528\u5b8c\u8fd9\u4e2a\u53c2\u6570\u540e":46,"\u5f53\u7f51\u7edc\u51fa\u73b0\u5206\u652f\u4e14\u5728":42,"\u5f53destination\u6587\u4ef6\u4e0d\u5b58\u5728\u6216\u8005\u5927\u5c0f\u548csource\u6587\u4ef6\u4e0d\u4e00\u81f4\u65f6":28,"\u5f88\u96be\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":45,"\u5f97\u4f7f\u7528":45,"\u5fc5\u8981":46,"\u5fc5\u987b\u5206\u522b\u4e0e":42,"\u60c5\u611f\u5206\u6790":62,"\u6211\u4eec\u4e5f\u53ef\u4ee5\u786e\u5b9a\u6bcf\u4e00\u4e2a\u53c2\u6570\u7684\u7c7b\u578b":46,"\u6211\u4eec\u4e5f\u5c06mklml\u5373":42,"\u6211\u4eec\u4f1a\u4fdd\u8bc1":42,"\u6211\u4eec\u4f1a\u5728\u7f51\u7edc\u8bad\u7ec3\u4e4b\u524d\u628a\u683c\u5f0f\u8f6c\u6362\u4e3amkl":42,"\u6211\u4eec\u4f1a\u5bf9\u6bd4\u5982\u4e0b2\u4e2a\u65b9\u9762":41,"\u6211\u4eec\u4f1a\u628amkl":42,"\u6211\u4eec\u4f1a\u6dfb\u52a0":[41,42],"\u6211\u4eec\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":45,"\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528\u5df2\u6709\u7684":42,"\u6211\u4eec\u53ef\u4ee5\u5148\u5b8c\u6210\u5bf9\u539f\u6570\u636e\u7684packing\u64cd\u4f5c":41,"\u6211\u4eec\u603b\u7ed3\u51fa\u4e00\u4e9b\u7279\u522b\u9700\u8981\u6ce8\u610f\u7684\u70b9":42,"\u6211\u4eec\u63d0\u4f9b\u4e24\u4e2a\u8f6c\u6362\u65b9\u5f0f":12,"\u6211\u4eec\u63d0\u51fa\u4e86chunk\u7684\u6982\u5ff5":28,"\u6211\u4eec\u6700\u7ec8\u7684\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165python\u6216\u8005\u5176\u4ed6\u4efb\u4f55\u8bed\u8a00\u7684\u89e3\u91ca\u5668":45,"\u6211\u4eec\u8ba1\u5212\u5c06":41,"\u6211\u4eec\u8ba1\u5212\u5c06\u82f1\u7279\u5c14\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6570\u5b66\u5e93":42,"\u6211\u4eec\u8bbe\u8ba1\u8bf4\u660e\u4e86\u540d\u4e3afilemanager\u7cfb\u7edf":28,"\u6211\u4eec\u9009\u62e9":12,"\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u65b0\u5f15\u5165\u7684gemm":41,"\u6211\u4eec\u90fd\u63d0\u4f9bpython\u7684\u8f6c\u6362\u5e93":12,"\u6216\u8005":[42,45,46],"\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":11,"\u6216\u8005\u7528tuple\u8868\u793a\u7684\u591a\u4e2a\u503c":12,"\u6216\u8005\u7531\u5b83\u4eec\u7ec4\u6210\u7684list":12,"\u6216activ":42,"\u6240\u4ee5":[42,62],"\u6240\u4ee5\u4e00\u4e2a\u7248\u672c\u53f7\u7684wheel\u5305\u53d1\u5e03\u4e4b\u540e":62,"\u6240\u4ee5\u4e0d\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898":42,"\u6240\u4ee5\u5728":42,"\u6240\u4ee5\u5728\u5199\u5165\u5feb\u7167\u7684\u8fc7\u7a0b\u4e2d":11,"\u6240\u4ee5\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a":42,"\u6240\u4ee5\u6574\u4f53\u4e0a":42,"\u6240\u4ee5\u6dfb\u52a0\u4e86\u5bf9\u5e94\u7684":42,"\u6240\u4ee5\u7528\u6237\u9700\u8981\u9996\u5148\u5728":28,"\u6240\u4ee5\u9700\u8981\u5f15\u5165\u4e00\u4e2a\u8f6c\u6362\u65b9\u6cd5":42,"\u6240\u6709\u4e0e\u7c7b\u578b\u76f8\u5173\u7684\u51fd\u6570":46,"\u6240\u6709\u5916\u90e8\u7684\u8f6c\u6362\u5de5\u4f5c\u90fd\u4f1a\u5728reset\u7cfb\u5217\u51fd\u6570\u4e2d\u90fd\u51c6\u5907\u597d":42,"\u6240\u6709\u7684":41,"\u6240\u6709\u7684\u63a5\u53e3\u5747\u4e3ac\u63a5\u53e3":46,"\u6240\u6709\u76f8\u5173\u7684":41,"\u6240\u6709\u7c7b\u578b\u540d\u4e3a":46,"\u6240\u6709mkl":42,"\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":45,"\u624d\u80fd\u66f4\u597d\u7684\u53d1\u6325mkl":42,"\u6253\u5f00\u8fd9\u4e2a\u7f16\u8bd1\u9009\u9879":46,"\u6267\u884c":62,"\u628a":12,"\u628a\u4e4b\u524d\u793a\u4f8b\u4e2d\u8f6c\u6362\u5b8c\u6bd5\u7684random":12,"\u6307\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e4b\u540e\u5f97\u5230\u7684\u6240\u6709\u53c2\u6570":11,"\u6309\u94ae":62,"\u63a5\u53e3":[45,46],"\u63a5\u53e3\u5c42\u505a\u8fc7\u591a\u5c01\u88c5":46,"\u63a5\u53e3\u662f":12,"\u63a5\u6536\u5904\u7406pfsclient\u7aef\u7684\u6587\u4ef6\u7ba1\u7406\u8bf7\u6c42":28,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mkl":42,"\u63a7\u5236\u662f\u5426\u4f7f\u7528mklml\u5e93":42,"\u63a7\u5236\u7528\u6237\u6743\u9650":12,"\u63d0\u4f9b\u4e03\u5c42\u534f\u8bae\u7684\u53cd\u5411\u4ee3\u7406":28,"\u63d0\u4f9b\u5e38\u7528\u7684\u547d\u4ee4\u884c\u7ba1\u7406\u547d\u4ee4\u7ba1\u7406\u6587\u4ef6\u548c\u76ee\u5f55":28,"\u63d0\u4f9b\u7528\u6237\u7ba1\u7406\u6587\u4ef6\u7684\u547d\u4ee4":28,"\u63d0\u4f9b\u7ed9paddle\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e":12,"\u652f\u6301\u5927\u6587\u4ef6\u7684\u65ad\u70b9\u4e0a\u4f20":28,"\u6570\u636e":28,"\u6570\u636e\u8bfb\u53d6\u5747\u4ea4\u7531\u5176\u4ed6\u8bed\u8a00\u5b8c\u6210":45,"\u6570\u636e\u957f\u5ea6\u53ca\u6821\u9a8c\u503c\u7ec4\u6210":28,"\u6570\u636e\u96c6\u9700\u8981\u9884\u5148\u88ab\u8f6c\u6362\u6210paddlepaddle\u5206\u5e03\u5f0f\u8bad\u7ec3\u4f7f\u7528\u7684\u5b58\u50a8\u683c":12,"\u6570\u636e\u9884\u5904\u7406\u4efb\u52a1":12,"\u6587\u4ef6":45,"\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":28,"\u6587\u4ef6\u5185\u5bb9\u4e3a":45,"\u6587\u4ef6\u540d\u4e3a\u6b64uuid":11,"\u6587\u4ef6\u5bf9\u5e94\u7684data":12,"\u6587\u4ef6\u7684\u4e0a\u4f20\u548c\u4e0b\u8f7d\u90fd\u662f\u901a\u8fc7\u5bf9chunk\u7684\u64cd\u4f5c\u6765\u5b9e\u73b0\u7684":28,"\u65b0\u624b\u5165\u95e8\u7ae0\u8282":62,"\u65b0\u7248\u672c":42,"\u65b9\u4fbf\u6d4b\u8bd5\u4eba\u5458\u6d4b\u8bd5paddlepaddle\u7684\u884c\u4e3a":62,"\u65b9\u4fbf\u7528\u6237\u4e0a\u4f20\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u4ee5\u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3":28,"\u65b9\u4fbf\u7528\u6237\u5728python\u7aef\u9009\u62e9\u662f\u5426\u542f\u7528\u8fd9\u4e2a\u529f\u80fd":41,"\u65b9\u4fbf\u7528\u6237\u9009\u62e9\u4f7f\u7528mkl":42,"\u65b9\u5f0f\u7c7b\u4f3c\u4e8e":42,"\u65e0\u6cd5\u505a\u5230\u5bf9\u4e8e\u5404\u79cd\u8bed\u8a00\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u7684\u9002\u914d":45,"\u65e0\u8bba\u5728\u672c\u5730\u8fd8\u662f\u5728\u4e91\u7aef":12,"\u65e0\u8bba\u662f\u4ece":12,"\u65e0\u8bba\u662f\u5728\u672c\u5730\u6216\u662f\u4e91\u7aef\u8f6c\u6362":12,"\u65e0\u8bba\u662f\u91cd\u6784\u524d\u7684layer\u8fd8\u662f\u91cd\u6784\u540e\u7684op":42,"\u65f6":[11,41,42],"\u65f6\u4e00\u8d77\u66f4\u65b0":42,"\u662f":[28,42],"\u662f\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3\u7684\u4ee3\u7801\u751f\u6210\u5668":45,"\u662f\u4e00\u4e2a\u7c7b\u578b\u7684\u6807\u5fd7":46,"\u662f\u4e0d\u5e38\u89c1\u7684\u505a\u6cd5":45,"\u662f\u5404\u4e2a\u5b9e\u73b0\u4e2d\u5171\u4eab\u7684\u5934\u6587\u4ef6":46,"\u662f\u5426\u6253\u5f00":41,"\u662f\u56e0\u4e3ac99\u652f\u6301":45,"\u662f\u5bf9\u7528\u6237\u6587\u4ef6\u5b58\u50a8\u7a7a\u95f4\u7684\u62bd\u8c61":28,"\u662f\u6307":46,"\u662f\u7528\u6237\u4f7f\u7528c":46,"\u662fc":46,"\u663e\u5f97\u76f8\u5bf9\u6765\u8bf4\u8f83\u4e3a\u8017\u65f6":41,"\u6682\u65f6\u4e0d\u8003\u8651\u591a\u4e2aparamet":11,"\u66b4\u9732\u8fd9\u4e2a\u6982\u5ff5\u5fc5\u8981\u51fd\u6570":46,"\u6700\u540e\u5220\u9664":62,"\u6700\u5e38\u89c1\u7684\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662fexcept":45,"\u6709\u6548\u63d0\u5347paddlepaddle\u5728\u82f1\u7279\u5c14\u67b6\u6784\u4e0a\u7684\u6027\u80fd":[41,42],"\u6709\u6807\u51c6\u7684":45,"\u6709\u7684\u65f6\u5019":45,"\u672c\u5217\u8868\u8bf4\u660epaddlepaddle\u53d1\u7248\u4e4b\u524d\u9700\u8981\u6d4b\u8bd5\u7684\u529f\u80fd\u70b9":62,"\u672c\u6587\u6863\u63cf\u8ff0paddl":46,"\u673a\u5668\u7ffb\u8bd1":62,"\u6765\u4fdd\u8bc1\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u4ece\u4e2d\u95f4\u72b6\u6001\u91cd\u65b0\u542f\u52a8":11,"\u6765\u51b3\u5b9a\u662f\u5426\u5f00\u542fmkl":41,"\u6765\u5b9e\u73b0":42,"\u6765\u786e\u4fdd\u628a":45,"\u6765\u8868\u793apaddle\u5185\u90e8\u7c7b":45,"\u6765\u8bbf\u95ee\u7528\u6237\u81ea\u5df1\u7684\u6570\u636e":12,"\u6765\u8fdb\u884c\u8ba8\u8bba":46,"\u67e5\u770blatest":62,"\u6807\u51c6\u8868\u793apaddlepaddle\u7248\u672c\u53f7":62,"\u683c\u5f0f\u4e0d\u5339\u914d\u65f6":42,"\u68c0\u67e5\u70b9\u4fdd\u5b58\u7a0b\u5e8f\u6d41\u7a0b":11,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\u901a\u8fc7\u5b9a\u671f\u5411\u78c1\u76d8\u4e0a\u4fdd\u5b58\u4e00\u4efd\u5b58\u50a8\u5728paramet":11,"\u6a21\u578b\u6570\u636e\u68c0\u67e5\u70b9\u7684\u5b9e\u73b0":11,"\u6a21\u578b\u914d\u7f6e\u89e3\u6790":45,"\u6b21\u8fed\u4ee3\u6267\u884c\u7684\u8f6c\u6362\u6b21\u6570\u4e3a":41,"\u6b64\u65f6\u6bcf\u4e2a\u5c0f\u5206\u652f\u7684":42,"\u6b64\u65f6master\u5c06\u8d1f\u8d23\u542f\u52a8\u4e00\u4e2a\u65b0\u7684train":11,"\u6bcf\u4e00\u4e2a":62,"\u6bcf\u4e00\u4e2a\u6587\u4ef6\u662f\u6570\u636e\u96c6\u7684\u4e00\u4e2ashard":12,"\u6bcf\u4e2a":42,"\u6bcf\u4e2a\u503c\u7684\u7c7b\u578b\u53ef\u4ee5\u662f\u6574\u5f62":12,"\u6bcf\u4e2a\u6d4b\u8bd5\u4f1a\u5bf9\u6bd4paddlepaddle\u4e2dcpu\u7b97\u51fa\u7684\u7ed3\u679c\u4e0emkl":42,"\u6bcf\u4e2adata":12,"\u6bcf\u4e2amkldnnlayer\u90fd\u5305\u542b\u7528\u4e8e\u5185\u90e8\u5b58\u50a8\u548c\u5916\u90e8\u5b58\u50a8\u7684\u4e00\u7cfb\u5217mkldnnmatrix":42,"\u6bcf\u4e2aparamet":11,"\u6bcf\u4e2ashard\u5206\u522b\u5b58\u50a8\u5728\u5176\u4e2d\u4e00\u53f0paramet":11,"\u6bcf\u6b21\u8c03\u7528\u65f6\u5bf9\u539f\u6570\u636e\u7684\u91cd\u590dpacking\u4fbf\u6210\u4e3a\u4e86\u5197\u4f59":41,"\u6bcf\u6b21\u8f93\u51fa\u4e00\u4e2adata":12,"\u6bcf\u969410\u5206\u949f":11,"\u6bd4\u5982":[12,42],"\u6bd4\u5982\u53ef\u80fd\u4f1a\u7528openmp\u6539\u8fdbsgd\u7684\u66f4\u65b0\u6027\u80fd":42,"\u6bd4\u5982\u5c06":62,"\u6bd4\u5982\u6bcf\u969410\u5206\u949f\u6700\u65b0\u7684\u5feb\u7167":11,"\u6bd4\u5982\u6d41\u5f0f\u6570\u636e\u5904\u7406":12,"\u6bd4\u5982imagenet\u8fd9\u4e2a\u6570\u636e\u96c6\u53ef\u80fd\u88ab\u5206\u62101000\u4e2ashard":12,"\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":41,"\u6ce8":[11,62],"\u6ce8\u518clayer\u7684\u65f6\u5019\u4fdd\u8bc1":[41,42],"\u6ce8\u610f":42,"\u6d4b\u8bd5\u5206\u4e3a\u6bcf\u4e2alayer":42,"\u6d4b\u8bd5\u672c\u6b21release\u7684\u6b63\u786e\u6027":62,"\u6d4b\u8bd5\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u4f1a\u5728":42,"\u6d6e\u70b9\u578b\u6570\u636e":12,"\u6df1\u5165paddlepaddl":42,"\u6dfb\u52a0":41,"\u6dfb\u52a0\u7684\u76f8\u5173\u6587\u4ef6\u548c\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b":[41,42],"\u6fc0\u6d3b\u51fd\u6570\u662f\u72ec\u7acb\u4e8e":42,"\u70b9\u51fb":62,"\u7136\u540e\u5728\u524d\u5411":41,"\u7136\u540e\u5728etcd\u7684":11,"\u7136\u540e\u5c31\u53ef\u4ee5\u5e76\u53d1\u5199\u5165\u591a\u4e2achunk":28,"\u7136\u540e\u624d\u80fd\u4f7f\u7528pfsclient":28,"\u7136\u540e\u6309\u7167\u4e0a\u8ff0\u7684\u65b9\u6cd5":62,"\u7136\u540e\u70b9\u51fb":62,"\u7248\u672c\u5206\u652f":62,"\u7248\u672c\u53f7":62,"\u7248\u672c\u53f7\u5bf9\u5e94\u7684tag\u5373\u53ef":62,"\u7248\u672c\u53f7rc":62,"\u7248\u672cfork\u51fa\u81ea\u5df1\u7684\u529f\u80fd\u5206\u652f":62,"\u7279\u6709\u7684\u8bbe\u5907id":42,"\u73b0\u9636\u6bb5\u7684\u4f18\u5316\u4e3b\u8981\u9488\u5bf9":41,"\u73b0\u9636\u6bb5paddle\u6709\u4e00\u4e2a\u95ee\u9898\u662f":45,"\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u901a\u5e38\u4f53\u79ef\u5f88\u5927":12,"\u751f\u4ea7\u73af\u5883\u7684\u65e5\u5fd7\u6570\u636e\u4f1a\u901a\u8fc7\u5b9e\u65f6\u6d41\u7684\u65b9\u5f0f":12,"\u751f\u6210\u5404\u79cd\u8bed\u8a00\u7684\u7ed1\u5b9a\u4ee3\u7801":45,"\u751f\u6210\u6587\u6863":45,"\u751f\u6210\u7684":12,"\u751f\u6210\u7ed9\u5b9a":12,"\u751f\u6210api\u6587\u6863":45,"\u751f\u6210pfsclient\u548cpfsserver\u7684\u6846\u67b6\u90e8\u5206":28,"\u7528":28,"\u7528\u4e8e\u6d4b\u8bd5\u548c\u5bf9\u6bd4\u5728\u4f7f\u7528mkl":42,"\u7528\u4e8e\u7ba1\u7406mkl":42,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528\u76f8\u5173\u529f\u80fd":41,"\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4f7f\u7528mkl":42,"\u7528\u4e8emkl":[41,42],"\u7528\u6237\u4e0a\u4f20\u6570\u636e\u540e":12,"\u7528\u6237\u4e5f\u53ef\u4ee5\u4e0a\u4f20label":12,"\u7528\u6237\u53ef\u4ee5\u5b89\u5168\u7684\u91ca\u653e\u67d0\u4e2ac":46,"\u7528\u6237\u53ef\u4ee5\u628a\u81ea\u5df1\u7684\u6570\u636e\u5206\u4eab\u7ed9\u522b\u4eba":12,"\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e2a\u52a8\u6001\u5e93\u6765\u5f15\u5165paddl":46,"\u7528\u6237\u5728\u672c\u5730\u8f6c\u6362\u597d\u518d\u4e0a\u4f20":12,"\u7528\u6237\u6587\u4ef6\u53ef\u80fd\u662f\u6bd4\u8f83\u5927\u7684":28,"\u7528\u6237\u901a\u8fc7c":46,"\u7531\u4e8e\u5728\u73b0\u6709\u7684\u67d0\u4e9b\u60c5\u51b5\u4e0b":41,"\u7531\u4e8e\u5bf9parameters\u7684\u66f4\u65b0\u9700\u8981\u83b7\u53d6parameters\u5185\u5b58\u7684":11,"\u7531\u4e8e\u96c6\u7fa4\u4e2d\u540c\u65f6\u5b58\u5728\u4e24\u53f0\u673a\u5668\u6545\u969c\u7684\u6982\u7387\u6781\u4f4e":11,"\u7531\u4e8ec":45,"\u7531\u4e8echunk\u6bd4\u8f83\u5c0f":28,"\u7531\u4e8emkl":42,"\u7531\u4e8epypi":62,"\u7531\u5206\u652f\u5904\u7684layer\u8d1f\u8d23\u6c42\u548c":42,"\u7533\u8bf7\u7528\u6237\u7a7a\u95f4":28,"\u7684\u4e00\u4e2a\u5b50\u96c6":42,"\u7684\u4fe1\u606f":42,"\u7684\u5355\u5143\u6d4b\u8bd5\u548c\u7b80\u5355\u7f51\u7edc\u7684\u6574\u4f53\u6d4b\u8bd5":42,"\u7684\u547d\u540d\u98ce\u683c\u5e76\u4e0d\u80fd\u9002\u5e94\u5176\u4ed6\u7b2c\u4e09\u65b9\u8bed\u8a00":45,"\u7684\u57fa\u672c\u903b\u8f91":42,"\u7684\u5934\u6587\u4ef6":45,"\u7684\u5b50\u7c7b\u53ea\u9700\u8981\u4f7f\u7528\u5185\u90e8\u5b58\u50a8\u5c31\u53ef\u4ee5\u4e86":42,"\u7684\u60c5\u51b5\u4e0b":41,"\u7684\u63a5\u53e3\u6837\u5f0f":45,"\u7684\u6570\u636e\u6d41\u56fe":12,"\u7684\u65f6\u5019":42,"\u7684\u683c\u5f0f\u59cb\u7ec8\u662f":42,"\u7684\u683c\u5f0f\u5b58\u50a8":42,"\u7684\u6982\u5ff5":42,"\u7684\u6e90\u7801\u91cc\u4f7f\u7528\u4e86":45,"\u7684\u7248\u672c":62,"\u7684\u7ed3\u679c":41,"\u7684\u7f29\u5199":28,"\u7684\u7f51\u7edc\u6a21\u578b":41,"\u7684\u89c4\u8303":45,"\u7684\u89d2\u5ea6":12,"\u7684\u914d\u7f6e\u5199\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d":12,"\u7684flag":[41,42],"\u7684vanilla":41,"\u76ee\u524d\u53ea\u8003\u8651":42,"\u76ee\u524d\u53ea\u8003\u8651\u52a8\u6001\u6269\u5bb9trainer\u6570\u91cf":11,"\u76ee\u524d\u5728paddlepaddle\u4e2d":42,"\u76ee\u524d\u5728paddlepaddle\u4e2d\u6570\u636e\u90fd\u662f\u4ee5":42,"\u76ee\u524d\u5d4c\u5165python\u89e3\u91ca\u5668":45,"\u76ee\u524d\u6211\u4eec\u7528cephfs\u6765\u642d\u5efa":28,"\u76ee\u524d\u7684\u4f18\u5316":42,"\u76ee\u524dpaddle\u7684\u8fdb\u7a0b\u6a21\u578b\u662fc":45,"\u76ee\u524dpaddlepaddle\u91c7\u7528\u4e86":41,"\u76ee\u5f55\u4e0b":46,"\u76ee\u5f55\u4e0b\u5bf9\u5e94\u7684\u5730\u65b9":42,"\u76f4\u63a5\u4f7f\u7528c\u8bed\u8a00\u7684":45,"\u76f4\u63a5\u5220\u9664\u8fd9\u4e2a\u53c2\u6570\u5373\u53ef":46,"\u76f4\u63a5\u5bfc\u51fa\u5230c\u7684\u63a5\u53e3\u6bd4\u8f83\u56f0\u96be":45,"\u76f8\u5173\u5c42":41,"\u77e9\u9635\u5927\u5c0f\u662f":41,"\u793e\u533a\u53c2\u4e0e\u56f0\u96be":45,"\u793e\u533a\u8d21\u732e\u4ee3\u7801\u5b66\u4e60\u6210\u672c\u9ad8":45,"\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u53c2\u6570":11,"\u79bb\u7ebf\u6279\u5904\u7406":12,"\u7b2c\u4e00\u4e2atag\u4e3a":62,"\u7b2c\u4e09\u6b65\u5b8c\u6210\u540e":62,"\u7b2c\u4e8c\u4e2a\u4e3a":62,"\u7b49":[42,46],"\u7b49\u5168\u90e8\u9759\u6001\u5e93\u4e2d\u7684\u76ee\u6807\u6587\u4ef6\u5168\u90e8\u6253\u5305\u540e\u4ea7\u751f\u7684\u6587\u4ef6":46,"\u7b49\u5f85\u7f16\u8bd1\u5b8c\u6210\u540e":62,"\u7b49\u6587\u4ef6":46,"\u7c7b\u4f3c":46,"\u7c7b\u540d\u548cc":45,"\u7c7b\u578b":45,"\u7ed3\u8bba":45,"\u7edf\u4e00\u7528":12,"\u7f16\u8bd1\u5668\u6ca1\u6709":45,"\u7f16\u8bd1\u578b\u8bed\u8a00":45,"\u7f16\u8bd1\u65f6\u4f1a\u628a\u5bf9\u5e94\u7684\u5934\u6587\u4ef6\u548c\u5e93\u653e\u5728":42,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684docker\u53d1\u884c\u955c\u50cf":62,"\u7f16\u8bd1\u8fd9\u4e2a\u7248\u672c\u7684python":62,"\u7f16\u8bd1c":46,"\u800c\u4e0d\u5fc5\u5728\u610fpaddl":46,"\u800c\u4e0d\u652f\u6301pypy\u89e3\u91ca\u5668":45,"\u800c\u4e0d\u66b4\u9732\u6982\u5ff5\u7684\u5b9e\u73b0":46,"\u800c\u4e14\u5728\u4f20\u8f93\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u53ef\u80fd\u51fa\u73b0\u7f51\u7edc\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5":28,"\u800c\u51fa\u73b0\u9636\u6bb5\u6027\u7684\u8fd0\u884c\u505c\u6ede":11,"\u800c\u5728cpp\u91cc\u9762\u5b9e\u73b0\u8fd9\u4e2ac\u7684\u63a5\u53e3":45,"\u800c\u591a\u8bed\u8a00\u63a5\u53e3\u9700\u8981\u76f4\u63a5\u8bfb\u53d6\u751f\u6210\u7684\u4e8c\u8fdb\u5236":45,"\u800c\u5bf9\u4e8egolang":45,"\u800c\u5bf9\u4e8egolang\u9519\u8bef\u5904\u7406\u5e94\u8be5\u4f7f\u7528\u8fd4\u56de\u503c":45,"\u800c\u662f\u76f4\u63a5\u4fee\u6539paddl":46,"\u800c\u662f\u76f4\u63a5\u7528api\u7684\u63a5\u53e3\u8fdc\u7a0b\u8bbf\u95ee":12,"\u800cswig\u53ea\u80fd\u7b80\u5355\u7684\u66b4\u9732c":45,"\u81ea\u52a8\u6302\u8f7d\u5206\u5e03\u5f0f\u5b58\u50a8\u76ee\u5f55":11,"\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9700\u8981c":46,"\u826f\u597d\u7684\u6587\u6863":45,"\u8282\u7701\u4e86\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c":42,"\u83b7\u53d6\u6700\u65b0\u7684\u68c0\u67e5\u70b9\u7684\u6587\u4ef6uuid":11,"\u867d\u7136\u4e0d\u9f13\u52b1\u8fd9\u6837":46,"\u8868\u793a\u5bf9\u8f93\u5165\u6570\u636e":42,"\u89e3\u91ca\u578b\u8bed\u8a00\u53ea\u80fd\u8c03\u7528\u52a8\u6001\u5e93":45,"\u89e3\u91ca\u6027\u8bed\u8a00\u5b9e\u9645\u8fd0\u884c\u7684\u4e8c\u8fdb\u5236\u662f\u89e3\u91ca\u5668\u672c\u8eab":45,"\u8ba1\u5212\u5728":[41,42],"\u8ba1\u7b97\u8fd9\u4e2a\u6587\u4ef6\u7684md5":11,"\u8ba9paddle\u6838\u5fc3\u4e2d":46,"\u8bad\u7ec3\u4efb\u52a1\u7684\u8fd0\u884c\u53ef\u80fd\u4f1a\u5360\u6ee1trainer\u548cparamet":11,"\u8bad\u7ec3\u548c\u7eaf\u4f7f\u7528":62,"\u8bad\u7ec3\u6a21\u578b\u6b63\u786e\u6027":62,"\u8bb0\u5f55\u4e0b\u6240\u6709\u5931\u8d25\u7684\u4f8b\u5b50":62,"\u8bbe\u7f6e":46,"\u8bc6\u522b\u6570\u5b57":62,"\u8bcd\u5411\u91cf":62,"\u8be5\u6587\u4ef6\u5bf9\u76f8\u5173gemm":41,"\u8be5\u7c7b\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":42,"\u8be6\u7ec6\u8bbe\u8ba1":28,"\u8bed\u610f\u89d2\u8272\u6807\u6ce8":62,"\u8bf4\u660e":11,"\u8bf7\u53c2\u8003":46,"\u8f6c\u6362\u5185\u5b58\u7684\u5de5\u4f5c":42,"\u8f6c\u6362\u5197\u4f59":41,"\u8f6c\u6362\u51fd\u6570":42,"\u8f6c\u6362\u751f\u6210\u7684\u6587\u4ef6\u540d\u4f1a\u662f\u4ee5\u4e0b\u683c\u5f0f":12,"\u8f6c\u6362\u8017\u65f6":41,"\u8f93\u5165\u68af\u5ea6":42,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6":42,"\u8f93\u51fa\u6570\u636e\u548c\u8f93\u51fa\u68af\u5ea6\u7684\u8f6c\u6362":42,"\u8fbe\u5230\u5bb9\u707e\u7684\u76ee\u7684":11,"\u8fc7\u7a0b\u4e2d\u6240\u6709\u65f6\u95f4\u6b65":41,"\u8fd1\u671f\u76ee\u6807":42,"\u8fd4\u56de\u7b2c\u4e8c\u6b65":62,"\u8fd8\u662f\u4ece":12,"\u8fd9\u4e00\u5c42\u8fdb\u884c\u5c01\u88c5":46,"\u8fd9\u4e00\u6570\u636e\u683c\u5f0f\u7684\u8f6c\u6362\u64cd\u4f5c":41,"\u8fd9\u4e00\u6982\u5ff5\u4e0d\u518d\u7410\u788e":46,"\u8fd9\u4e09\u4e2a\u5206\u652f":62,"\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":41,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u7684\u8fde\u63a5\u53c2\u6570\u4e0epaddle\u7684\u5176\u4ed6\u4e8c\u8fdb\u5236":46,"\u8fd9\u4e2a\u53c2\u6570\u4e5f\u4e0d\u4f1a\u4e00\u5e76\u5220\u9664":46,"\u8fd9\u4e2a\u5934\u6587\u4ef6\u4e0d\u5047\u8bbe\u5176\u4ed6\u6587\u4ef6\u7684\u5f15\u7528\u987a\u5e8f":46,"\u8fd9\u4e2a\u63a5\u53e3\u9700\u8981\u505a\u5230":45,"\u8fd9\u4e2a\u6587\u4ef6\u5177\u6709\u72ec\u7279\u7684\u8bed\u6cd5":45,"\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u9664\u4e86":46,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u4e2d\u7684\u53e6\u4e00\u4e2a\u9879\u76ee\u662f":46,"\u8fd9\u4e2a\u7ed3\u6784\u4f53\u5305\u542b\u4e24\u4e2a\u9879\u76ee":46,"\u8fd9\u4e2a\u9009\u62e9":[41,42],"\u8fd9\u4e2a\u9759\u6001\u5e93\u5305\u542b\u4e86paddle\u7684\u5168\u90e8\u7b26\u53f7":46,"\u8fd9\u4e2ainstance\u53ef\u4ee5\u662f\u5355\u4e2a\u503c":12,"\u8fd9\u4e9b\u4f1a\u5728":[41,42],"\u8fd9\u4e9b\u51fd\u6570\u4f1a\u6839\u636e\u8f93\u5165\u53c2\u6570\u91cd\u65b0\u8bbe\u7f6e\u5185\u90e8\u548c\u5916\u90e8\u5b58\u50a8":42,"\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":12,"\u8fd9\u4e9b\u955c\u50cf\u4e5f\u53ef\u4ee5\u4ece":62,"\u8fd9\u5bf9\u4e8e\u901a\u5e38\u7684java\u7684\u5f00\u53d1\u8005\u6765\u8bf4":45,"\u8fd9\u662f\u56e0\u4e3a":45,"\u8fd9\u6837":46,"\u8fd9\u6837\u4e0b\u4e00\u4e2acpu":42,"\u8fd9\u6837\u4fdd\u8bc1":62,"\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728\u4e91\u7aef\u6267\u884c\u591a\u79cd\u6570\u636e\u7c7b\u8ba1\u7b97\u4efb\u52a1":12,"\u8fd9\u6837\u5df2\u7ecf\u4f20\u8f93\u6210\u529f\u7684\u90e8\u5206\u5c31\u4e0d\u7528\u91cd\u65b0\u4f20\u8f93\u4e86":28,"\u8fd9\u6837\u5e26\u6765\u7684\u597d\u5904\u5c31\u662f\u4e0d\u9700\u8981\u4e00\u76f4\u6e05\u7a7amemori":42,"\u8fd9\u6837\u65e2\u4f7f\u5f97\u6700\u7ec8\u4fdd\u5b58\u7684\u53c2\u6570\u683c\u5f0f\u4e0epaddlepaddle\u4e00\u81f4":42,"\u8fd9\u90fd\u9700\u8981\u8fd9\u4e2a\u63a5\u53e3\u6309\u7167\u7ea6\u5b9a\u4fd7\u6210\u7684\u89c4\u5219\u6765\u6ce8\u91ca\u5b8c\u5907":45,"\u8fd9\u91cc":42,"\u8fd9\u91cc\u7684dockerimage\u4f5c\u4e3a\u7f16\u8bd1\u73af\u5883\u4ee5\u652f\u6301\u66f4\u591a\u7684linux":62,"\u8fd9\u91cc\u9009\u62e90":62,"\u8fd9\u91cc\u9700\u8981\u7528\u6237\u989d\u5916\u6ce8\u610f":11,"\u8fdb\u4e00\u6b65\u4f18\u5316":42,"\u8fdb\u5165":62,"\u8fdb\u800c\u8fdb\u884c\u4ee3\u7801\u8bc4\u5ba1":62,"\u9009\u62e9\u662f\u5426\u7f16\u8bd1mkl":42,"\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u7248\u672c":62,"\u900f\u4f20\u7528\u6237\u8eab\u4efd\u7684\u529e\u6cd5":28,"\u901a\u5e38":46,"\u901a\u5e38\u5305\u542b\u4e00\u4e2acpu\u7248\u672c\u548c\u4e00\u4e2agpu\u7248\u672c":62,"\u901a\u5e38\u6307\u5c06\u4e00\u4e2a\u6574\u4f53\u62c6\u5206\u6210\u591a\u4efd\u7684\u5176\u4e2d\u7684\u4e00\u4efd":11,"\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9bapi":41,"\u901a\u8fc7\u6a21\u578b\u63a8\u65adapi\u7684\u5b9e\u73b0\u4f5c\u4e3a\u4e00\u4e2a\u6837\u4f8b":46,"\u903b\u8f91\u5212\u4e0a\u6587\u4ef6\u5206\u5757\u7684\u5355\u4f4d":28,"\u9075\u5faa\u4ee5\u4e0b\u6d41\u7a0b":62,"\u90a3\u4e48":46,"\u90a3\u4e48\u5bf9\u5e94\u7684\u5185\u90e8\u5b58\u50a8\u4e5f\u4f1a\u4e0e\u5b83\u4eec\u5171\u4eab\u5185\u5b58":42,"\u90a3\u4e48\u5c31\u4f1a\u4f7f":42,"\u90fd\u4e0d\u4f1a\u60f3\u8981\u77e5\u9053next":42,"\u90fd\u662f\u4e94\u4f4d\u7684\u6570\u5b57":12,"\u90fd\u662f\u4ee5ext\u5f00\u5934":42,"\u90fd\u662fabi\u8c03\u7528\u6807\u51c6\u7684":45,"\u90fd\u7ee7\u627f\u4e8epaddlepaddle\u7684\u57fa\u7c7b":41,"\u914d\u7f6e\u7684\u65b9\u6cd5\u53c2\u8003":28,"\u91ca\u653e\u5bf9paramters\u5185\u5b58\u7684\u9501\u5b9a":11,"\u91cc\u6240\u6709\u7684\u7b26\u53f7\u90fd\u5199\u5165\u81ea\u5df1\u7684\u7a0b\u5e8f\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u91cc":45,"\u91cc\u9009\u62e9\u9700\u8981\u53d1\u5e03\u7684\u5206\u652f":62,"\u91cc\u9762\u6dfb\u52a0":42,"\u91cd\u5199\u7236\u7c7blayer\u7684":42,"\u91cd\u547d\u540d\u6210":45,"\u94fe\u63a5\u5230\u81ea\u5df1\u7684\u7a0b\u5e8f\u91cc":45,"\u9519\u8bef\u5904\u7406":45,"\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u662f\u8fd4\u56de\u503c":45,"\u9519\u8bef\u5904\u7406\u7684\u65b9\u5f0f\u4e5f\u4e0d\u5c3d\u76f8\u540c":45,"\u9664\u6784\u9020\u67d0\u79cd\u7c7b\u578b\u7684\u51fd\u6570":46,"\u96c6\u6210\u5230":41,"\u96c6\u6210\u5230paddlepaddl":42,"\u9700\u8981":12,"\u9700\u8981\u4fee\u6539build":62,"\u9700\u8981\u53ef\u4ee5\u8de8\u5e73\u53f0\u6267\u884c":28,"\u9700\u8981\u5728cmake\u7684\u65f6\u5019":46,"\u9700\u8981\u5c06bugfix\u7684\u5206\u652f\u540c\u65f6merge\u5230":62,"\u9700\u8981\u5f15\u7528":46,"\u9700\u8981\u6709\u7a33\u5b9a\u7684\u5bfc\u51fa\u7b26\u53f7":45,"\u9700\u8981\u6ce8\u610f\u7684\u662f":[42,62],"\u9700\u8981\u7d2f\u52a0\u4e0d\u540clayer\u4f20\u8fc7\u6765\u7684\u68af\u5ea6":42,"\u9700\u8981\u88ab\u66b4\u9732\u5230\u5176\u4ed6\u8bed\u8a00":46,"\u9700\u8981\u91cd\u547d\u540dwheel\u5305\u4e2dplatform\u76f8\u5173\u7684\u540e\u7f00":62,"\u9ed8\u8ba4256k":28,"\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a":41,"abstract":[19,20,27,31,52,61,63,74,93],"api\u4e2d\u4f7f\u7528":45,"api\u5bfc\u51fa\u7684\u52a8\u6001\u5e93":46,"api\u5bfc\u51fa\u7684\u9759\u6001\u5e93":46,"api\u63a5\u53d7\u7684\u7c7b\u578b\u5168\u662f":46,"api\u63a5\u53e3":28,"api\u63a5\u53e3\u7684\u53c2\u6570\u8f6c\u53d1\u7ed9":46,"api\u65f6":46,"api\u65f6\u6240\u552f\u4e00\u9700\u8981\u5f15\u5165\u7684\u5934\u6587\u4ef6":46,"api\u662f\u591a\u8bed\u8a00api\u7684\u57fa\u7840\u90e8\u5206":46,"api\u66b4\u9732\u7684\u7c7b\u578b":46,"api\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f1a\u88ab\u5b89\u88c5\u5230":46,"api\u7684\u5b9e\u4f8b":46,"api\u7684\u5b9e\u73b0\u7ec6\u8282":46,"api\u7684\u63a5\u53e3":46,"api\u7684\u65f6\u5019\u63a8\u8350paddle\u4e0d\u5d4c\u5165python\u89e3\u91ca\u5668":46,"api\u7684\u7f16\u8bd1\u9009\u9879\u9ed8\u8ba4\u5173\u95ed":46,"api\u76ee\u5f55\u7ed3\u6784\u5982\u4e0a\u56fe\u8868\u6240\u793a":46,"api\u83b7\u5f97\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u5b9e\u4f8b":46,"apis\u505a\u4e86\u5c01\u88c5":41,"block\u6784\u6210\u4e00\u4e2amodel":11,"book\u4e2d\u6240\u6709\u7ae0\u8282\u529f\u80fd\u7684\u6b63\u786e\u6027":62,"boolean":[27,29,37,45,68],"break":[9,66,68,70,71],"bugfix\u5206\u652f\u4e5f\u662f\u5728\u5f00\u53d1\u8005\u81ea\u5df1\u7684fork\u7248\u672c\u5e93\u7ef4\u62a4":62,"bugfix\u5206\u652f\u9700\u8981\u5206\u522b\u7ed9\u4e3b\u7248\u672c\u5e93\u7684":62,"byte":[28,44],"c99\u662f\u76ee\u524dc\u6700\u5e7f\u6cdb\u7684\u4f7f\u7528\u6807\u51c6":45,"c\u6709\u6807\u51c6\u7684abi":45,"c\u8bed\u8a00\u662f\u6709\u5bfc\u51fa\u7b26\u53f7\u7684\u6807\u51c6\u7684":45,"case":[13,19,21,22,27,31,40,46,52,56,58,59,68,74,75,82,86,94,98,101,106],"char":15,"ci\u73af\u5883\u4f7f\u7528":62,"ci\u7f16\u8bd1wheel\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u5c06docker\u955c\u50cfpush\u5230dockerhub":62,"class":[5,8,19,20,21,22,25,26,30,31,32,33,35,36,38,40,45,49,50,54,55,59,60,61,63,64,65,67,70,75,76,77,92,99],"compute\u51fd\u6570":41,"const":[8,13,15,20,30,32,38,39,53,54,56,60,63,65,67,69,70,74,75,76,77],"core\u4e2d\u7684\u6a21\u578b\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u53c2\u6570":46,"core\u4e2d\u8fd9\u4e00\u7c7b\u578b\u63a5\u53e3\u7684\u667a\u80fd\u6307\u9488":46,"core\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u8fd9\u4e2a\u5b9e\u4f8b":46,"core\u6982\u5ff5":46,"data\u5230\u5206\u5e03\u5f0f\u5b58\u50a8\u8865\u5145\u8bad\u7ec3\u6570\u636e":12,"default":[0,1,2,4,5,8,9,19,21,25,34,38,44,47,48,56,57,63,64,65,68,71,72,75,76,81,84,86,87,93,95,97,103,104,105,106],"device\u5c31\u80fd\u62ff\u5230\u6b63\u786e\u7684\u6570\u636e":42,"dnn\u4e09\u8005\u5173\u7cfb\u5982\u4e0b\u8868":42,"dnn\u4e2d\u7684":42,"dnn\u4e2d\u7684\u6392\u5217\u65b9\u5f0f\u4e0d\u6b62\u8fd9\u4e00\u79cd":42,"dnn\u4f1a\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u5e93\u96c6\u6210\u8fdbpaddlepaddl":42,"dnn\u4f1a\u7528\u5230":42,"dnn\u5171\u540c\u4f7f\u7528":42,"dnn\u524d\u540e\u7684cnn\u7f51\u7edc\u6027\u80fd":42,"dnn\u5728\u53d1\u5e03":42,"dnn\u5b9e\u73b0":42,"dnn\u5e0c\u671b\u7684\u683c\u5f0f":42,"dnn\u6570\u636e\u7684\u4e0d\u540c\u683c\u5f0f\u4ee5\u53ca\u76f8\u4e92\u4e4b\u95f4\u7684\u8f6c\u6362":42,"dnn\u7684":42,"dnn\u7684\u5e93\u76ee\u524d\u53ea\u6709\u52a8\u6001\u5e93":42,"dnn\u7684\u6027\u80fd":42,"dnn\u7684\u60c5\u51b5\u4e0b":42,"dnn\u7684\u64cd\u4f5c\u90fd\u662f\u76f4\u63a5\u8986\u76d6\u7684\u5f62\u5f0f":42,"dnn\u7684\u6d4b\u8bd5":42,"dnn\u7684\u73af\u5883\u4e0b":42,"dnn\u7684\u76f8\u5173\u529f\u80fd":42,"dnn\u7684\u7ed3\u679c":42,"dnn\u7684\u9ad8\u6027\u80fd\u683c\u5f0f\u4e0epaddlepaddle\u539f\u6709\u7684":42,"dnn\u7684layer":42,"dnn\u7684layers\u90fd\u4f1a\u7ee7\u627f\u4e8e":42,"enum":[13,15,21,47,54,55,64,65,71,76],"export":[2,31,36,78,81],"final":[6,7,22,36,48,49,66,70,74,75],"float":[25,30,38,65,67,69,74,75,76,77,95,98],"function":[5,7,8,10,14,15,16,18,19,20,21,22,25,26,30,32,35,38,43,48,49,52,53,54,55,56,58,59,60,61,63,65,70,74,75,76,77,81,82,93,97,98,101,106],"golang\u53ef\u4ee5\u4f7f\u7528":45,"golang\u7684":45,"gpu\u7b49":62,"h\u5e76\u4e0d\u56f0\u96be":45,"images\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u4e91\u7aef\u7684":12,"import":[4,5,8,9,19,21,24,32,34,36,37,43,48,49,55,63,66,75,80,81,82,86,98,101,105],"ingress\u9700\u8981\u628apfsclient\u7684\u8eab\u4efd\u4fe1\u606f\u4f20\u7ed9pfsserv":28,"instance\u4e0e\u751f\u6210\u6570\u636e\u96c6\u65f6":12,"instance\u5305\u6db5\u4e24\u4e2a\u503c":12,"instance\u662f\u4e00\u6a21\u4e00\u6837\u7684":12,"int":[7,8,13,14,15,18,19,21,23,37,38,41,42,43,45,46,54,55,57,58,64,65,67,70,71,74,76,77,81,95],"interface\u6587\u4ef6\u7684\u5199\u6cd5\u975e\u5e38":45,"layer\u65f6":42,"layer\u7684\u540e\u9762\u63a5\u6709cpu":42,"list\u4f5c\u4e3a\u68c0\u67e5\u5217\u8868":62,"long":[21,98],"mkl\u5e93\u7684":41,"mklml\u4ee5\u53camkl":42,"mklml\u53ef\u4ee5\u4e0emkl":42,"mklml\u7684\u5e93\u76ee\u524d\u90fd\u662f\u52a8\u6001\u5e93":42,"mode\u4e0b\u7684\u7ed3\u679c":41,"model\u505a\u5206\u652f\u7ba1\u7406":62,"ndarray\u7c7b\u578b\u7684\u503c\u548c\u6574\u578b\u7684\u503c":12,"new":[0,6,7,8,9,10,13,14,15,16,17,20,21,22,25,30,31,40,41,43,47,49,52,57,58,59,61,65,66,70,72,73,80,86,87,106],"note\u7684\u4e66\u5199":62,"null":[36,74,93],"op\u7684\u4fe1\u606f":42,"openmp\u7528\u4e8e\u63d0\u9ad8mklml\u7684\u6027\u80fd":42,"org\u76ee\u524d\u9075\u5faa":62,"packed\u4f18\u5316\u540elayer\u7684\u6d4b\u8bd5":41,"packed\u76f8\u5173\u529f\u80fd":41,"paddle\u4e00\u4e2a\u52a8\u6001\u5e93\u53ef\u4ee5\u5728\u4efb\u4f55linux\u7cfb\u7edf\u4e0a\u8fd0\u884c":45,"paddle\u5185\u5d4c\u7684python\u89e3\u91ca\u5668\u548c\u5916\u90e8\u4f7f\u7528\u7684python\u5982\u679c\u7248\u672c\u4e0d\u540c":45,"paddle\u5185\u90e8\u7684\u7c7b\u4e3ac":45,"paddle\u7684\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u5305\u62ec\u4e00\u4e0b\u51e0\u4e2a\u65b9\u9762":45,"paddle\u7684\u7c7b\u578b\u5168\u90e8\u9000\u5316\u6210":46,"paddle\u7684\u94fe\u63a5\u65b9\u5f0f\u6bd4\u8f83\u590d\u6742":45,"paddle\u7684c":46,"paddle\u8bad\u7ec3\u4efb\u52a1":12,"paddle\u8def\u5f84\u4e0b":46,"paddle\u9700\u8981\u4e00\u4e2a\u591a\u8bed\u8a00\u63a5\u53e3":45,"paddle\u9700\u8981\u66b4\u9732\u7684api\u5f88\u591a":46,"paddle\u9759\u6001\u5e93\u94fe\u63a5\u590d\u6742":45,"paddle_\u7c7b\u578b\u540d":46,"paddle_\u7c7b\u578b\u540d_\u51fd\u6570\u540d":46,"paddlepaddle\u4e2d\u7684cudnn\u90e8\u5206\u4f7f\u7528\u7684\u4e5f\u662f":42,"paddlepaddle\u4f7f\u7528git":62,"paddlepaddle\u5f00\u53d1\u8fc7\u7a0b\u4f7f\u7528":62,"paddlepaddle\u63d0\u4f9b\u4e13\u7528\u7684":12,"paddlepaddle\u6bcf\u6b21\u53d1\u65b0\u7684\u7248\u672c":62,"paddlepaddle\u6bcf\u6b21\u53d1\u7248\u672c\u9996\u5148\u8981\u4fdd\u8bc1paddlepaddl":62,"paddlepaddle\u7684\u4e3b\u7248\u672c\u5e93\u9075\u5faa":62,"paddlepaddle\u7684activation\u4f1a\u76f4\u63a5\u4f7f\u7528":42,"patch\u53f7":62,"patch\u53f7\u52a0\u4e00":62,"pfsclient\u9700\u8981\u548cingress\u4e4b\u95f4\u505a\u53cc\u5411\u9a8c\u8bc1":28,"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":28,"pfsserver\u63d0\u4f9brest":28,"public":[8,20,30,33,38,54,60,63,65,66,67,70,74,75,76,77,81,86,87],"py\u4e2d":62,"pypi\u4e0a\u7684package\u540d\u79f0\u4e3apaddlepaddle\u548cpaddlepaddl":62,"pypi\u4e0d\u652f\u6301\u8986\u76d6\u4e0a\u4f20":62,"reader\u7684\u4f7f\u7528\u65b9\u5f0f\u90fd\u662f\u4e00\u81f4\u7684":12,"reader\u8f93\u51fa\u7684data":12,"resnet\u7684mkl":42,"return":[5,6,7,8,12,13,15,18,19,20,21,26,30,32,33,34,36,38,39,40,43,48,49,50,54,55,56,60,63,65,67,70,74,75,76,77,82,86,101],"rnn\u90e8\u5206\u4e2d":41,"s3\u4e4b\u7c7b\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u4e4b\u4e0a":12,"server\u4e4b\u4e0a":11,"server\u4e4b\u95f4\u7684\u7f51\u7edc\u5e26\u5bbd":11,"server\u4f1a\u6682\u505c\u53c2\u6570\u66f4\u65b0\u5e76\u7b49\u5f85":11,"server\u4f1a\u83b7\u53d6parameters\u5185\u5b58\u7684":11,"server\u5185\u5b58\u4e2d\u7684\u6a21\u578b\u6570\u636e\u7684\u5b8c\u6574\u955c\u50cf":11,"server\u540c\u6b65\u7684\u4fdd\u5b58\u4e00\u4e2a\u7279\u5b9a\u65f6\u95f4\u70b9\u7684\u5168\u5c40\u68c0\u67e5\u70b9":11,"server\u5728\u96c6\u7fa4\u4e2d\u542f\u52a8\u540e":11,"server\u6545\u969c\u540e\u88abkubernetes\u91cd\u65b0\u542f\u52a8":11,"server\u6b64\u65f6\u8fd8\u9700\u8981\u901a\u8fc7\u7f51\u7edc\u8bbf\u95ee\u5206\u5e03\u5f0f\u5b58\u50a8\u4ee5\u4fdd\u5b58\u5feb\u7167":11,"server\u751f\u6210\u4e00\u4e2auuid":11,"server\u7684\u5355\u70b9\u6216\u591a\u70b9\u540c\u65f6\u6545\u969c":11,"server\u7684\u6570\u636e\u5feb\u7167":11,"server\u7684\u68c0\u67e5\u70b9\u5404\u81ea\u72ec\u7acb\u4fdd\u5b58":11,"server\u7b2c\u4e00\u6b21\u542f\u52a8\u6216\u4efb\u610f\u65f6\u95f4paramet":11,"short":[30,34,57,63,66,70,75],"static":[15,46,63,65,86,104,106],"super":[57,74],"swig\u652f\u6301\u7684\u8bed\u8a00\u6216\u8005\u89e3\u91ca\u5668\u6709\u5c40\u9650":45,"swig\u66b4\u9732\u7684\u63a5\u53e3\u4fdd\u7559\u4e86c":45,"swig\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u80fd\u4fdd\u8bc1\u591a\u8bed\u8a00\u4ee3\u7801\u98ce\u683c\u7684\u4e00\u81f4\u6027":45,"swig\u76f4\u63a5\u8bfb\u53d6c":45,"swig\u9700\u8981\u5199\u4e00\u4e2ainterface\u6587\u4ef6":45,"switch":[8,46,86],"tag\u4e3a":62,"tag\u53ef\u4ee5\u662flatest\u6216latest":62,"tag\u7684\u66f4\u65b0\u65f6\u95f4\u662f\u5426\u5728\u4e0a\u8ff0\u7f16\u8bd1wheel\u5305\u5b8c\u6210\u540e\u662f\u5426\u6700\u65b0":62,"throw":86,"true":[5,7,8,13,31,37,41,50,55,56,57,58,62,65,70,74,81,86,93,95,101],"try":[0,2,4,9,10,13,14,15,31,36,40,43,58,63,66,82,98,104],"type\u5b57\u6bb5\u5747\u4e0d\u5c3d\u76f8\u540c":46,"var":[7,8,19,20,21,25,32,33,35,37,50,55,56,57,59,63,68,69,70,78],"void":[8,13,15,20,27,30,32,33,38,43,44,45,46,55,56,64,65,67,69,74,75,76,77],"wheel\u5305":62,"while":[8,17,20,21,31,36,39,40,49,52,53,58,61,63,67,75,77,93,101],AGE:[86,87],AWS:[12,85,89,90],Added:66,And:[13,17,18,27,34,36,47,51,54,58,63,67,86,95,101],But:[4,6,33,39,47,54,63,72,83,106],For:[1,2,5,7,8,14,15,16,18,19,20,22,25,26,31,32,33,35,38,40,44,47,48,49,52,53,54,55,56,57,58,59,60,61,64,65,66,67,69,71,72,74,75,76,77,80,82,92,93,95,97,98,101,103,105,106],IDE:[0,104],IDs:[17,21,49],IPs:81,IRs:22,Into:86,Its:[32,64,75,86,101],K8s:106,NOT:[57,75],Not:[4,5,10,40,66,106],OPs:[22,24,82],One:[6,17,44,47,63,66,69,74,93,101],Ops:[59,61,65,75],PFS:28,PRs:78,QoS:87,Such:[38,57,66,70],TLS:[5,28,86],That:[2,20,51,93,95],The:[0,2,4,5,6,7,9,10,14,16,17,18,20,21,22,24,25,26,29,30,32,36,39,40,43,44,46,48,49,51,52,54,55,56,57,58,61,63,64,65,66,67,69,70,71,72,74,75,76,77,78,82,83,84,85,86,87,91,93,95,97,98,99,101,103],Their:10,Then:[1,2,4,19,22,33,38,40,51,54,56,74,82,83,86,87,88,97,98,101],There:[5,8,9,10,15,17,18,21,22,29,30,31,36,40,47,48,49,52,53,54,57,61,63,64,67,75,86,98,103,104],These:[1,7,8,20,25,30,35,50,61,64,65,66,85,95],Use:[1,5,23,29,58,59,66,74,81,83,86,93,94,97,98,105],Used:[59,67],Uses:[40,104],Using:[0,3,10,31,52,58,59,61,63,77,85,87],VMs:0,VPS:86,WITH:105,With:[19,20,25,31,51,55,66,70],YES:18,Yes:[0,2,42],___fc_layer_0__:86,__align__:30,__cuda_align__:30,__device__:30,__doc__:65,__file__:18,__forceinline__:30,__fp16:30,__global__:30,__hadd:30,__half:30,__half_raw:30,__impl__:65,__init__:[25,26,34,40,50,57,70,74,97],__main__:34,__metaclass__:75,__name__:34,__rnn_step__:101,__va_args__:60,__x:30,_addup_repetitive_outputs_:7,_append_backward_ops_:[7,25],_append_backward_vars_:7,_binari:9,_create_global_var:57,_def:40,_dtype:36,_filer:43,_filter:43,_fwd:43,_fwd_pd:43,_input:43,_librari:9,_live_in:40,_live_out:40,_loss:34,_op:[36,75],_output:43,_presucessor:40,_program:40,_remove_no_grad_branch_:7,_reorder_input:43,_source_language_embed:101,_src_input:43,_sucessor:40,_target_language_embed:101,_test:9,_update_op:26,_use:40,_value_index:36,a75:30,a_op:75,a_prev:66,aaaaa:12,aaaaaaaaaaaaa:86,abi:103,abil:34,abl:[5,7,20,21,22,38,50,54,57,106],about:[2,4,6,8,9,18,24,29,32,40,48,58,63,65,66,67,75,80,86,92,93,97,98,103,105],abov:[0,2,3,5,6,7,8,9,10,14,19,21,22,30,31,32,33,35,43,48,49,50,51,52,54,55,57,65,66,68,69,70,72,75,76,77,80,82,86,87,97,98,103,106],abs:[6,34],abs_numerical_grad:6,absolut:[2,6,103,105],acc:22,acceler:[2,11,42,51,52,95],accept:[5,59,103],access:[4,5,9,14,17,18,19,21,22,57,81,101],accessmod:86,accessor:57,accord:[6,7,15,22,24,35,49,59,70,75,81,92,93,95],accordingli:74,account:[59,72,106],accoust:66,accrodingli:13,accumul:[10,15,26,51,52,66],accur:[6,17,54],accuraci:[26,66,74],achiev:[20,24,51,52,66,67,98],ack:93,acquir:31,across:[7,22,48,66],act1:36,act2:36,act:[8,20,22,36,49,57,70,80,82,99,101],act_output:65,act_typ:36,action:[21,86],activ:[9,36,40,49,54,57,61,65,74,77,78,80,93,101],actual:[13,25,31,34,36,43,47,52,65,67,69,77],actual_layout:43,adagrad:[52,64],adagradoptim:50,adam:[5,15,22,34],adapt:[54,69],add:[0,1,6,7,8,9,13,17,20,21,22,24,26,30,33,37,39,50,52,56,57,59,61,63,67,68,72,74,75,77,95,98,99,105],add_activ:57,add_bia:57,add_depend:9,add_execut:9,add_input:[48,74],add_memori:48,add_output:48,add_scalar:[8,49,55],add_sum:57,add_test:[9,74],add_two:[8,48],add_unittest_without_exec:74,addattr:[65,75],addbia:74,addcom:[65,75],added:[8,24,25,30,47,51,52,61,72,74,75,76],adding:[61,72],addinput:[65,75],addit:[7,21,51,54,59,61,70,75,77,82],addition:48,addmemori:43,addop:[33,77],addoutput:75,addprimit:43,addprimitivedesc:43,addr:10,address:[2,10,15,19,22,82,84,88,91,93,98,106],addrow:74,addtyp:65,adjust:[7,25],admin:106,administr:[0,17,106],adopt:[30,34],advanc:[6,93,98,101],advantag:[6,30,31,52,58,91],adversari:[34,58],advic:98,affect:8,affili:49,afford:14,aforement:9,after:[1,2,7,8,9,14,15,17,22,23,24,25,27,29,30,40,43,51,53,54,57,66,72,74,75,76,77,84,86,87,91,93,95,97,101,103,104],aftern:54,again:[5,6,10,52,98],against:86,aggreg:[26,51,86],ago:9,agre:72,agreement:72,ahead:66,aid:98,alexnet_pass1:95,alexnet_pass2:95,algo:43,algorithm:[7,14,25,40,43,49,52,61,66,69,101],all:[0,2,5,7,8,9,10,13,15,17,18,19,20,21,22,23,25,27,29,31,34,35,36,39,40,43,44,46,47,48,49,50,51,52,54,55,57,59,65,66,67,74,77,81,82,83,84,86,87,92,93,95,98,99,101,103,104,105,106],all_output_nam:7,alloc:[15,18,40,43,67,74,77,95,99],allow:[5,15,19,20,22,25,31,52,61,72,74,86,93,98],allow_only_one_model_on_one_gpu:[92,93,95],allreduc:51,almost:[0,84],alpha:[9,61],alreadi:[2,9,10,31,43,57,63,84,86,93,98,105],alreali:92,also:[0,1,2,4,5,7,8,9,13,16,20,21,22,30,31,33,34,35,36,39,40,47,48,49,52,53,54,55,56,57,58,61,63,65,66,67,70,71,74,75,78,82,83,87,91,98,101,103,106],altern:[75,97],although:[7,51],altogeth:106,alwai:[9,21,44,64,86,93],amazon:[86,87],amazonaw:86,amazonec2fullaccess:86,amazonelasticfilesystemfullaccess:86,amazonroute53domainsfullaccess:86,amazonroute53fullaccess:86,amazons3fullaccess:86,amazonvpcfullaccess:86,ambigu:[58,66],amd64:86,amd:47,amend:72,amodei:66,among:86,amort:51,amount:98,analys:54,analysi:[54,97,98],analyz:40,ancestor:[55,57],andd:86,andrew:40,android:105,android_abi:103,android_api:103,android_arm_neon:103,android_native_api_level:103,android_standalone_toolchain:103,android_toolchain:103,ani:[0,1,5,9,10,15,17,18,19,21,22,27,30,31,38,40,44,49,51,52,57,58,60,61,66,69,75,77,82,86,88,98,105],annoi:84,announc:30,anoth:[0,5,7,8,18,20,21,31,32,43,49,57,63,65,67,69,86,93],anroid_arm_mod:103,ans:86,answer:[19,31,72,86],anymor:51,anyth:[49,58,86],anytim:34,anywai:[97,103],apach:42,api:[1,4,5,7,9,15,16,18,19,20,26,28,33,34,36,48,53,54,59,62,70,71,74,75,81,82,85,86,97,98,103,104,105,106],api_shar:9,api_test:9,api_trainer_config_helpers_lay:101,apiserv:86,apivers:[86,87],app:104,appar:7,appear:[19,31,35,67],appel:40,append:[7,25,26,49,57,58,66,72,74,81,101],append_backward:[7,50,97],append_clip_op:25,append_op:[25,39,57],append_oper:57,appl:104,appleyard:98,appli:[34,35,51,54,63,74,101],applic:[19,21,30,31,32,35,57,59,72,75,85,86,87,97,98,106],applyl1:13,appoint:75,appreci:[66,72],approach:[22,23,24,51,52,53,61,66,103,105,106],approxim:52,apt:[2,97],arbitrari:[22,44,77],arch:103,archetectur:66,architectur:[1,30,66,83,103,104],archiv:[45,46],area:34,arg:[7,36,50,65,75,92],argu:56,argument:[1,7,8,13,14,22,50,53,56,57,72,74,83,93,94,101],arithmet:30,arm64:[103,104],arm64_standalone_toolchain:103,arm:[30,103,104,105],arm_standalone_toolchain:103,armeabi:103,armv7:[30,104],armv8:30,arn:86,around:[17,40,57,86,106],arrai:[15,19,21,35,49,55,57,58,59,70,75],arrang:70,array_to_lod_tensor:40,arrow:34,articl:[0,32,35,82,87,105],artifact:[4,62,86],artifici:40,arxiv:[34,66],as_step_input:8,asap:76,asgd:52,ask:[0,7,10,17],asr:66,assgin:40,assign:[7,14,19,23,25,30,32,51,66,77,81,82,86,91,93,106],assigne:66,assignmemt:40,associ:[53,60,77],assum:[2,8,22,43,82,95,101],assumpt:22,ast:19,astyp:[58,75],asyc:10,async:[10,24,92],async_count:93,async_lagged_grad_discard_ratio:93,async_lagged_ratio_default:[92,93],async_lagged_ratio_min:[92,93],asynchron:[10,21,51,54,83,93],atom:23,attr:[8,19,36,39,43,55,56,57,65,75,101],attr_map:65,attrdesc:55,attribu:43,attribut:[7,8,24,25,39,55,57,59,63,65,70,74,75],attributemap:75,attrproto:65,attrtyp:[55,65,75],attrvalu:65,auc:[26,92],aucvalidationlay:93,audio:66,augment:66,authent:86,author:[28,66,86],auto:[1,8,13,23,32,43,45,56,59,63,69,70,72,74,75,77,98],autom:[85,86],automat:[1,5,7,15,22,24,25,33,50,59,65,66,72,74,75,82,84,86,92,93,97,101,104],avail:[4,10,15,24,30,31,40,86,106],averag:[14,93],average_test_period:[92,93],avg:[82,98],avg_cost:[22,82,99],avg_loss_valu:82,avoid:[1,6,8,10,21,22,39,43,51,52,53,98],avx2:1,avx:[1,2],awai:31,await:87,awar:[0,5,19,21,26,32,48,57,86,97],awk:88,awni:66,aws:28,aws_account_id:86,awsaccountid:86,awskeymanagementservicepowerus:86,axiom:21,b363:87,b8561f5c79193550d64fa47418a9e67ebdd71546186e840f88de5026b8097465:87,ba5f:86,back:[2,7,10,22,30,34,52,75],background:[61,66,81],backpropag:[6,7],backward:[6,8,13,15,25,34,41,42,50,52,53,56,60,61,68,74,93,95,99,101],backward_first:101,backward_op:6,backwardactiv:74,bacth:20,baidu:[31,66,87],bake:22,balanc:[24,51,86,93],bandwidth:[30,51],bare:[82,87,106],barrier:[83,93],barrierstatset:98,basci:36,base:[0,5,14,20,25,26,30,31,38,43,47,50,51,52,54,59,60,61,67,70,74,75,86,93,97,98,99,101,103,104],baseerrorclipattr:25,baselin:66,basematrix:74,bash:[0,1,2,86,87,91],basic:[22,36,43,54,55,59,60,66,70,74],batch:[5,8,10,12,13,20,21,22,26,27,31,34,37,47,48,49,51,52,66,70,72,74,82,86,87,93],batch_id:34,batch_im:34,batch_label:34,batch_norm:[34,66],batch_read:[12,20,58],batch_siz:[22,34,41,49,82],batch_szi:34,batch_z:34,batchnorm:[34,66],batchread:20,batchsiz:74,bazel:9,bbbbb:12,bcm2708:105,bdist_wheel:62,beacus:36,beam:[93,101],beam_gen:101,beam_search:[49,101],beam_siz:[49,92,93,95,101],becaus:[0,5,6,8,9,10,15,30,49,53,57,58,61,63,64,68,69,70,71,74,77,82,86,95,97,101,103],becom:[23,24,63,67,98],been:[0,7,9,14,21,31,72],befor:[1,2,7,10,17,21,25,29,32,35,47,52,53,54,58,61,72,75,76,86,97,103,104,106],begin:[7,13,15,20,26,29,35,49,51,74,81],beginiter:5,beginn:101,beginpass:5,begintrain:5,behavior:[21,98],behind:[31,70,82],being:[7,17,25,31,56,58,77,97],belong:[20,22,63],below:[1,4,8,10,15,22,24,30,31,44,53,58,61,70,71,74,81,83,86,91,98,101,103,104],benchmark:[44,66],benefit:[17,18,49],besid:[4,22,40,47,51],best:[0,2,9,43,93],besteffort:87,beta:34,better:[9,31,40,43,49,69,86,104,106],between:[2,7,9,10,15,22,24,30,31,43,46,51,53,60,63,75,77,86],bia:[49,57,74,101],bias:74,bias_attr:[57,101],biases_:74,biasparameter_:74,biassiz:74,bidi:87,bidirect:[66,101],big:[19,24,40,98,106],bigger:10,bilinearfwdbwd:98,bin:[2,81,86,87,91],binari:[0,1,3,4,9,18,22,30,32,34,44,86,97,98],bind:[19,21,30,33,63,67],bit:30,bitcod:104,bla:[2,104],black:[34,104],blank:[86,104],block0:40,block1:40,block2:40,block:[7,11,13,15,19,21,22,23,24,25,26,27,31,38,40,47,48,50,67,71,74,75,77,93,98],block_expand:66,block_id:[19,27],blockdesc:[8,35,57,59],blockdescbind:38,blockingcount:23,blueprint:49,book:[59,66,78,99,101],book_distribut:82,bool:[8,20,30,37,39,41,42,43,56,57,64,65,70,71,74,76,93,95],boost:[47,66,67,76],boot:[101,106],boot_lay:101,boot_stat:70,bootstrapp:106,borrow:[34,70],bos_id:101,both:[5,8,9,10,17,20,21,22,24,30,31,34,38,40,47,49,51,54,56,64,66,67,74,75,77,78,82,83,86,98,101,104],bottl:51,bottleneck:[54,98],bottom:66,bound:40,boundari:22,box:[34,98],brace:[8,35],brain:17,branch:[4,5,8,9,22,31,37,55,62,68,72,75,78],breadth:93,break_if:70,brief:[9,15,30,67,77],briefli:98,bring:[31,40,77],broadcast:[10,51,59,106],broken:72,browser:[2,78,86,97],bsd:[0,21,51],bsp:21,bucket_nam:86,buddy_alloc:72,buf:13,buf_siz:[22,82],buffer:[13,21,43,44,52,58,63,93,99],buffer_s:21,buffered_read:58,bug:[72,86],build:[2,4,9,18,22,35,36,40,42,52,61,62,65,66,72,75,80,82,86,89,90,91,93,97,102],build_android:103,build_model:34,builder:72,buildtool:62,built:[0,1,4,9,19,22,30,32,40,47,51,65,66,70,97,103,105,106],bulk:21,bunch:[44,91,98],button:[72,78,86],c11:45,c703c041:72,c99:46,c99e:86,cach:[1,30],cacul:[26,81],caff:[8,31],caffe2:[8,19,21,31],calcul:[2,6,7,10,15,23,26,30,40,74,83,93,95,98,101],calcut:40,calendar:54,call:[0,5,6,7,8,13,14,15,16,18,19,21,22,25,32,34,35,40,48,49,50,54,57,59,60,63,65,67,70,74,75,76,77,80,82,86,91,93,97,98,101],callback:[25,74],caller:[6,86,97],can:[0,1,2,3,4,5,6,7,8,9,10,13,14,17,18,19,20,21,22,24,25,27,30,31,32,33,34,35,36,38,39,40,43,47,48,49,50,51,52,54,55,56,57,58,59,60,61,65,67,69,70,71,72,74,75,76,77,78,80,81,82,83,84,85,86,87,88,91,92,93,95,97,98,101,103,104,105,106],cancel:17,candid:[49,66],cannot:[20,59,63,69,70,74,75],cantain:36,capabl:[30,53,59],capac:[61,86],capi:[1,45],capi_prvi:46,caption:49,captur:84,card:[51,82,91],care:[2,18,40,58,66,67,92,93,106],carefulli:[66,93],carpedm20:34,cast:[30,69],cast_to_op_attr:65,cat:[2,88],categor:75,categori:10,categoryfil:87,caus:[4,10,29,75],caution:[86,87],cbla:41,cc_:9,cc_binari:9,cc_test:9,cclient:16,cduadevicecontext:[47,67],cento:[1,4,80,106],central:[61,82],ceph:[12,87],cephf:[12,18,28],cer:66,certain:[20,39,47,50,54,63,67,76,92],certif:[5,28,86],cffi:45,cfg:[40,87],cgo:45,ch1:21,ch2:21,chain:[7,35,74],challeng:[6,10,31,37,67],chan:21,chanc:[5,30,74],chang:[1,9,14,18,22,31,43,53,55,58,60,62,63,66,72,74,75,77,81,82,86,93,98,101,103],changes:43,channel:[19,98],chapter:[48,49,66,82],chapter_data:48,chapter_out:48,charact:[21,66],characterist:95,check:[1,4,7,8,9,25,43,56,59,68,72,75,78,86,91,93,95],check_attr:65,check_eq:74,check_grad:[6,75],check_l:74,check_output:75,check_sparse_distribution_batch:[92,93],check_sparse_distribution_in_pserv:[92,93],check_sparse_distribution_ratio:[92,93],check_sparse_distribution_unbalance_degre:[92,93],check_styl:72,checker:[6,59],checkgrad:93,checkgrad_ep:93,checkmark:106,checkout:72,checkpoint:[24,56],checksum:28,child:8,china:2,chines:78,chip:31,chmod:86,choic:[2,9,31],choos:[0,1,2,3,21,39,76,93,103],chosen:[34,47],chunk:[14,28],circl:35,circular:21,circumst:67,claim:86,claimnam:86,clang:[30,45,72,103],clariti:49,classic:[40,66],classif:[35,95],classifi:34,claster:86,clean:[0,1,8,9,27,53,59,72],clear:[9,49,53,63,69,105],clearer:[53,57],clearli:63,cli:86,click:[4,72,78,86,97,98],client:[13,16,59],clip:93,clip_op:25,clip_op_desc:25,clone:[0,1,72,78,97,103,105],close:[21,58,72],close_channel:21,cloud:[9,10,18,28,29,59,106],cludform:86,cluster:[5,8,10,15,22,66,81,83,87,91,92,93],cluster_test_fil:81,cluster_train:84,cluster_train_fil:81,cluster_train_v2:[84,85,88],cm469:86,cmake:[0,1,46,72,74,75,78,82,97,98,103,104],cmake_build_typ:[97,103,104,105],cmake_c:104,cmake_install_prefix:103,cmake_system_nam:[103,104,105],cmakelist:[9,41,42,74],cmatrix:[45,46],cmd:87,cname:86,cnn:87,coars:33,code:[0,1,2,4,5,7,9,17,20,21,22,24,27,30,33,34,35,39,44,47,50,52,53,54,56,58,59,60,61,65,70,73,74,75,76,77,78,80,81,82,86,87,98,101],codebas:[59,72],collabor:10,collect:54,collectbia:74,column:[35,58,74,97],com:[0,1,2,9,34,62,72,78,86,87,97,99,103,105,106],combin:[40,50,59,63],come:[22,26,40,55,66,70],comma:[15,82,93],command:[0,1,2,4,9,13,18,29,72,74,75,78,80,82,83,84,86,87,88,89,90,91,96,97,98,103,104,105],commandlin:98,comment:[9,36,65,66,72,75],commit:[9,72],common:[12,61,67,74,92,101],commonli:[29,61,95,97,98,101,105],commun:[10,15,16,21,22,24,51,72,74,81,82,86],compani:31,compar:[0,6,9,19,59,74,75],comparison:[9,31,76],compat:[30,33,51],compil:[0,9,22,31,36,38,40,47,51,60,64,65,71,74,78,91],complaint:9,complet:[3,7,8,10,14,15,25,28,35,44,47,59,74,75,77,82,86,87,97,106],complex:[17,21,40,49,59,98,101],complic:[22,33,58,69,70],compon:[21,22,36,66,70,71,74,76],compos:[5,21,33,36,48,57,59],composit:33,compress:14,compris:7,compromis:0,comput:[0,2,5,6,10,21,22,24,27,30,31,32,36,40,44,47,50,51,52,54,60,63,66,67,69,71,72,74,75,76,82,85,86,91,95,97,98,99,101,103,104,105],computation:101,computationgraph:36,con:51,concat:[34,101],concaten:[34,48,70],concentr:59,concept:[5,19,20,21,31,33,34,36,43,48,49,52,53,55,63,70,71,101],conceptu:[21,27,31,34,36],concern:[5,21,26,104],concis:[34,70],conclud:75,concret:[59,67,75],concurr:[10,17,24,54,83],concurrentremoteparameterupdat:93,cond:[8,31,37,55],condit:[14,22,31,37,43,66,68,87,101],condtion:34,conduct:98,conf:84,conf_paddle_gradient_num:86,conf_paddle_n:86,conf_paddle_port:86,conf_paddle_ports_num:86,conf_paddle_ports_num_spars:86,config:[12,29,49,74,86,87,92,93,106],config_:[13,93],config_arg:[92,93,95],config_lay:74,config_len:15,config_pars:[41,42,74],config_proto:15,configmap:22,configur:[0,7,13,15,17,18,22,24,31,36,39,57,66,67,69,72,74,75,77,80,81,82,93,98,100,103,105,106],confirm:29,conflict:[63,72],confus:[34,39],congest:93,connect:[18,19,22,24,66,74,81,82,86,87,91,106],consid:[0,7,56,67,95,98,106],consider:[47,66],consist:[14,20,21,32,44,55,58,59,60,65,66,71,75],consol:[86,98],consolid:[8,78],constant:[36,38,39,47,74,75],constraint:63,construct:[5,27,36,40,48,57,59,63,65,76,101],constructbackwardgraph:35,constructoptimizationgraph:35,constructor:[25,30,54,57,59,63,65,74,75],consum:[10,97],consumpt:40,contact:17,contain:[0,3,4,5,7,8,14,27,34,36,43,44,47,53,54,57,59,60,63,64,65,66,70,71,75,81,82,86,88,91,101,104],container:85,containerport:86,content:[15,29,44,49,78,87],content_dir:78,content_len:15,context:[25,43,63,64,67,75,77,99,101],contin:86,continu:[7,10,44,66,83,93,103],contrib:61,contribut:[0,61,66,73],contributor:[59,72],control:[8,19,21,68,86,87,93,106],controlflowgraph:40,conv2d:[34,76],conv:[34,43,69],conv_fwd:43,conv_pool_2:22,conveni:[5,7,36,50,65,66],convent:[7,15,72,75],converg:84,convers:[30,31],convert:[12,22,23,24,30,31,32,43,58,60,66,82],convlut:66,convolut:[34,47,57,67],convolution_algorithm_opt:43,cool:72,cooper:66,coordin:[10,15],copi:[1,5,14,17,29,35,48,49,51,52,70,72,81,86,88],copy_from:25,copyvariablewithtensor:69,core:[0,7,36,39,46,52,53,70,93,99],coreo:[86,106],corner:59,corpu:66,correct:[6,7,30,51,74,75,76,86],correctli:[7,30,34,74],corresond:30,correspoind:5,correspond:[5,7,8,9,25,30,36,37,43,47,48,49,57,59,60,61,65,67,68,74,75,76,77,97,104],correspondingli:104,corss_entropi:5,cortex:30,cos:65,cosin:65,cosineop:65,cosineopproto:65,cosineopprotomak:65,cost:[5,7,22,35,50,51,55,56,69,82,93,99],cost_np:56,could:[0,5,6,14,19,21,22,23,24,30,31,32,48,50,52,53,55,57,58,60,68,76,84,86,97,98,103],count:[10,18,26,56,58,66,81,82,87,93,95,98],counter:[10,14,23,35],cours:[0,18,47],cover:[31,66,77],cp27:4,cp27m:[4,62],cp27mu:[4,62],cpp:[6,13,33,41,42,45,46,53,59,71,74,76,98],cprofil:97,cprofilev:97,cpu:[0,1,2,6,18,30,39,47,52,53,54,59,61,62,67,69,75,76,77,87,93,97,98,99],cpu_avx_mkl:[2,4],cpu_avx_openbla:[4,80],cpu_kernel:39,cpu_noavx_openbla:4,cpu_ns_:54,cpu_per_pserv:22,cpu_per_train:22,cpudevicecontext:[47,67,75,76],cpuelapsedu:54,cpuengin:42,cpuinfo:2,cpuplac:[22,39,43,47,67,69,75,76,77,82,99],cpusparsematrix:46,crash:[10,84,93,98],creat:[0,2,5,6,8,10,15,19,20,23,25,26,27,28,29,30,31,33,34,35,43,47,48,50,51,52,53,57,60,61,66,72,74,75,78,80,81,82,88,93,103,106],create_backward_pass:50,create_bias_paramet:74,create_block:57,create_doc_str:65,create_input_paramet:74,create_local_scop:27,create_oper:33,create_optimization_pass:50,create_paramet:57,create_python_ops_creatation_funct:65,create_rnn:8,create_rnn_op:48,create_tmp_var:57,create_tmp_vari:57,create_var:57,create_whileloop:70,creategradientoper:60,creatememori:43,createop:65,createoper:8,createprimitivedesc:43,createstack:86,createvari:8,creation:[33,86],creationd:86,creator:[12,59,60],creator_:60,credenti:29,crf:[67,69],critic:[34,97],crlf:72,crop:67,crop_grad:67,cropgradkernel:67,cropkernel:67,cross:[57,75],cross_compil:105,cross_entropi:[5,22,34,40,69],crt:28,csc:74,csr:74,ctc_error_evalu:66,ctest:[0,1,75],ctor:57,ctrl:[0,84],ctx:[43,69,75,77],cubla:[47,76],cublas_handle_:67,cublashandle_t:67,cuda7:[4,80],cuda8:[1,2,4],cuda:[0,2,4,9,32,47,54,59,67,75,76,82,91,93,98],cuda_context:32,cuda_dir:[92,93],cuda_fp16:30,cuda_so:2,cudaconfigurecal:98,cudadevicecontext:[32,47,67,75],cudadevicegetattribut:98,cudaelapsedu:54,cudaevent_t:54,cudaeventcr:98,cudaeventcreatewithflag:98,cudafre:98,cudagetdevic:98,cudagetdevicecount:98,cudagetdeviceproperti:98,cudagetlasterror:98,cudahostalloc:98,cudalaunch:98,cudamalloc:98,cudamemcpi:98,cudaplac:[47,67,69,76],cudaprofilerstart:98,cudaprofilerstop:98,cudaruntimegetvers:98,cudasetdevic:98,cudasetupargu:98,cudastream_t:67,cudastreamcr:98,cudastreamcreatewithflag:98,cudastreamsynchron:98,cudeviceget:98,cudevicegetattribut:98,cudevicegetcount:98,cudevicegetnam:98,cudevicetotalmem:98,cudnn:[9,39,43,47,67,69,76,93],cudnn_conv_workspace_limit_in_mb:[92,93],cudnn_dir:[92,93],cudnn_kernel:39,cudnnconvopkernel:76,cudnnv5:1,cudrivergetvers:98,cuinit:98,cumtim:97,cur_mem:49,curl:86,curli:[8,35],current:[0,2,4,7,8,9,10,13,15,19,24,26,31,39,47,48,49,52,53,54,57,63,69,70,74,78,81,82,84,86,93,101,104],current_block:[55,57],current_endpoint:82,current_oper:55,current_word:101,curv:5,custom:[5,18,30,34,49,52,59,66,74,86],custom_batch_read:58,cut:70,cxx:104,cxx_compil:[103,104,105],cxx_flag:104,cxxabi_1:4,cycl:10,cython:45,d3e0:86,d_b0:34,d_b1:34,d_b2:34,d_block:34,d_f:34,d_g:34,d_h0:34,d_h0_bn:34,d_h0_relu:34,d_h1:34,d_h1_bn:34,d_h1_relu:34,d_h2:34,d_loss:34,d_loss_fak:34,d_loss_real:34,d_optim:34,d_step:34,d_t:34,d_w0:34,d_w1:34,d_w2:34,daili:72,dandroid_abi:103,dandroid_arm_mod:103,dandroid_arm_neon:103,dandroid_standalone_toolchain:103,dangl:0,dario:66,darwin:86,dash:34,dat:12,data:[5,6,8,12,13,14,21,24,26,28,30,31,34,35,36,38,39,40,43,44,47,48,49,50,51,52,53,55,57,59,61,63,64,65,66,67,70,71,74,75,77,80,81,82,83,88,89,92,93,95,98,99,101],data_i:34,data_lay:13,data_layout_:69,data_read:58,data_reader_creator_random_imag:58,data_shar:70,data_typ:[44,64,66,69,71,76,80,101],data_type_:[39,47,69],data_x:34,datacent:[12,29],datacenter1:12,datacenter2:12,datacenter_1:12,datacenter_2:12,datacenter_nam:12,datafeed:[82,99],dataflow:36,dataflow_analysi:40,datalayout:69,dataparallel:22,dataprovider_convert:66,dataset:[12,18,22,52,58,66,80,82,83,93,97,101],datatransform:69,datatyp:[39,43,64,66,69,71],date:81,dcgan:34,dcmake_install_prefix:[103,104,105],dcmake_system_nam:[103,104,105],dcuda_arch_nam:1,dcudnn_root:1,ddim:[20,47,67,77],dead:10,deal:[7,106],debug:[2,6,7,22,29,31,57,72,97],debug_str:36,decayr:13,decent:14,decid:[5,17,34,44,52,60,61,64],declar:[8,34,48],decod:[66,101],decoder_boot:101,decoder_dim:49,decoder_group_nam:101,decoder_input:[49,101],decoder_mem:[49,101],decoder_s:101,decoder_st:101,deconv:34,decor:[20,74],decrement:23,decrementcount:23,decrypt:86,deduc:59,deep:[2,7,17,21,27,34,35,40,42,54,59,61,66,67,82,98,104],deeper:[2,32],deepspeech2:41,def:[5,6,7,12,18,25,26,33,34,36,39,40,48,49,50,57,58,65,70,74,75,101],def_block:34,defalut:[93,95],default_block:34,default_devic:95,default_main_program:[82,99],default_param_attr:57,default_st:70,default_startup_program:[82,99],default_valu:95,defaultdict:40,defaultinfervartyp:38,defect:53,defer:17,defin:[5,7,8,9,10,17,19,20,23,24,25,30,31,32,33,34,36,39,40,47,48,51,55,57,58,59,63,65,67,70,74,77,81,82,84,93,97,99,101],definit:[2,7,8,10,14,22,27,32,39,55,60,65,70,75,97,99],definiton:33,deivc:76,delai:[52,67,77,93],delet:[18,28,72],deletestack:86,deliv:106,delta:6,demand:[10,67],demo:[59,84,87,89],demolish:87,demonstr:[77,101],denot:[75,95],dens:[15,16,64,66,74,86],dense_vector:80,densescann:66,dep:9,depart:66,depend:[0,2,8,9,10,18,20,21,22,24,36,51,56,64,75,81,83,95,103,104,105,106],dependent_var:56,deploi:[84,95,106],deploy:[36,44,59,84,85,86,104,106],deprec:66,depth:[8,31,66],dequeu:24,deriv:[5,20,22,25,37,50,103],desc:[8,25,43,44,57,65,70],desc_:8,descend:70,descent:[10,52,83],descproto:44,describ:[5,7,8,9,14,19,22,27,32,39,43,44,48,49,53,55,57,59,64,65,69,71,74,75,76,77,86,87],describestack:86,describestackev:86,describestackresourc:86,descripotor:43,descript:[1,4,8,9,38,42,44,47,60,64,66,69,71,72,75,81,86,94],descriptor:[21,43,69],deseri:[44,53],deserializ:59,desgin:35,design:[7,13,20,39,40,45,52,54,61,75,106],desir:[10,22,52,86,87],destin:[15,29],destroi:[8,27],destruct:63,destructor:[54,74],detail:[0,1,6,7,14,18,22,24,29,31,34,36,40,43,44,47,48,54,57,61,63,67,69,70,71,74,75,76,77,78,80,82,84,86,87,94,95,97,98,101,105,106],detect:[1,38,72,103],determin:[8,22,40,47,59,74],dev:[0,2,59,97,103,106],dev_ctx:[8,43,54],devel:62,develop:[2,4,7,9,31,38,53,54,57,60,62,66,72,77,78,81,92,93,97,99,102,104,105],deverlop:93,devic:[2,6,19,22,26,30,36,42,43,47,51,53,54,59,69,75,77,93,99,104],device_:54,device_context:[43,75],devicecontext:[8,47,54,75,76],deviceid:[42,95],deviceid_:42,deviceplac:67,devid:93,devot:66,devtools2:1,dhcp:106,diagnos:84,diagram:[48,83],diamond:34,dict:[7,57,81,88],dict_siz:[13,49],dictionari:[5,6,57,95],did:[2,53],diff_mat:6,differ:[2,6,7,8,9,10,15,17,20,22,23,24,25,26,27,30,31,34,36,37,40,43,47,49,51,52,54,56,60,63,66,68,69,70,71,74,75,76,77,81,83,84,86,87,93,97,101,104],differenti:33,difficult:[0,6,31],dig:[2,86,98],digit:81,digraph:36,dilat:43,dim0:75,dim1:75,dim:[13,43,44,48,59,64,67,71,74,75,77],dim_:[67,77],dimens:[34,59,64,66,67,70,74,75,77,95],dimension:[74,77,101],dios_arch:104,dios_enable_bitcod:104,dios_platform:104,dios_use_veclib_for_bla:104,dir:103,direcit:66,direct:[31,40,52,66,97],directli:[1,3,9,16,18,20,22,30,39,53,65,69,70,84,87,103],director:75,directori:[0,1,2,9,12,17,28,29,67,77,78,81,84,87,88,93,98,103,104,105],disabl:54,disadvantag:[52,57],discard:[10,14,49,93],discov:10,discoveri:86,discrep:98,discrim:34,discuss:[5,8,14,15,16,22,43,66],disk:[0,44,87],dispatch:[22,53,84,85,93],displai:[18,29,72],dist:[1,62],dist_train:[5,18],distinguish:[9,84],distribut:[4,8,14,15,16,17,19,21,26,32,51,59,66,71,81,84,85,87,89,90,96,106],distribute_test:[92,93],distributedli:[22,74],distributetranspil:82,disucss:5,divid:[7,26,65,71,92,97],diy_beam_search_prob_so:[92,93],django:78,dnn:[1,43,66],dns:86,do_forward_backward:58,doc:[36,48,70,75,77,78,81],doc_cn:78,dockefil:0,docker:[1,3,62,72,78,86,89,90,91,106],docker_build:5,docker_clust:[84,88],docker_push:5,dockerfil:[0,103,105],dockerhub:2,document:[0,1,6,20,22,28,35,48,49,54,59,66,72,73,75,76,77,82,91,95,104],doe:[0,4,10,14,15,17,18,19,20,22,24,27,30,36,40,48,53,57,59,60,61,74,75,77,98,99],doesn:[0,2,5,8,19,21,58,72,87,97,98,103,104],doing:[13,17,22,35,98],domain:86,don:[0,1,2,5,9,33,35,40,58,66,72,75,78,86],done:[7,9,10,14,15,22,23,38,40,44,52,60,61,66,72,86,97,98],dot:[75,93],dot_period:[93,95],doubl:[1,22,30,35,54,69,75,76,93],down:[66,98],download:[1,2,4,9,10,13,17,28,81,83,104,106],dozen:9,draw:49,drive:63,driver:[2,82,91],drop:[20,49],dropout:74,drpi_arm_neon:105,drpi_toolchain:105,drwxr:87,ds2:66,dst:[15,43],dst_primitive_desc:43,dtoh:98,dtype:[21,22,36,57,82,99],due:[14,17,34,40,49,57,97],dummi:14,dump:44,duplic:24,durat:[14,98],dure:[7,8,10,14,17,18,26,31,40,51,52,54,57,59,66,71,74,75,86,92,93,106],duse_eigen_for_bla:103,dwith_c_api:[46,103,104,105],dwith_distribut:82,dwith_doc:82,dwith_gpu:[1,82,105],dwith_profil:98,dwith_python:[46,82,105],dwith_swig_pi:[46,82,103,104,105],dwith_test:[1,75,104],dwith_tim:98,dynam:[1,15,46,48,57,58,93,98],dynamic_cast:74,dynamic_recurrent_op:70,e2e:106,each:[6,7,9,10,13,14,15,17,18,19,20,21,22,25,26,27,32,35,38,40,43,47,48,49,51,53,54,56,57,58,59,60,63,64,65,66,67,68,69,70,71,74,76,81,82,83,84,86,91,93,95,97,101,106],eager:31,earli:[30,32,72,75],eas:[38,75],easi:[6,7,49,52,58,59,61,72,74,84],easier:[0,5,24,30,31,58,68,70,72,74],easili:[5,34,51,54,58,60,63,67],echo:2,edg:40,edit:[0,2,21,86],editor:[0,57],edu:[86,87],eeoi3ezpr86c:86,effect:[1,86,93,104],effici:[0,22,44,58,66,67,74,101],effort:[22,66],efs:86,efs_dns_nam:86,efsvol:86,egd:40,eigen:[30,47,52,59,61,67,75,103,104],eigen_device_:67,eigen_test:77,eigen_use_gpu:75,eigenmatrix:77,eigenscalar:77,eigentensor:77,eigenvector:77,either:[3,5,22,34,37,38,48,52,61,98,104],elabor:66,elb:86,elbapis:86,electr:40,electron:87,element:[6,14,21,24,36,49,59,75,77],element_typ:[15,76],elementari:59,elif:[5,65,68],els:[0,1,2,5,13,18,21,22,24,25,31,34,37,38,39,40,63,65,68,74,75],elsewher:54,emac:0,email:72,emailweixu:9,emb1:13,emb2:13,emb:87,embed:[5,8,13,24,38,49,64,70,81,101],embedding_lay:13,embedding_nam:101,embedding_s:101,emphas:98,emplace_back:74,emploi:[7,25,65,101],empti:[7,10,20,21,49,75],emul:30,enabl:[0,8,9,14,19,24,25,36,54,72,81,86,93,98,104],enable_grad_shar:[92,93],enable_parallel_vector:93,enc_proj:101,enc_vec:101,encapsul:15,encod:[14,49,101],encoded_proj:101,encoded_sequ:101,encoded_vector:101,encoder_ctx:49,encoder_ctx_expand:49,encoder_ctx_proj:49,encoder_dim:49,encoder_out_seq:49,encoder_s:101,encount:13,encourag:[22,27],encrypt:86,encrypt_decrypt:86,end2end:106,end:[0,4,7,8,22,25,32,36,40,49,53,54,58,63,66,68,72,93,101],end_pass:5,endian:44,endif:[47,54],enditer:5,endpass:5,endpoint:[12,86],endtrain:5,enforc:104,engin:[18,42,43,66,98],english:[66,78],enjoi:2,enough:[0,7,8,39,40,47],enqueu:24,ensur:[0,2,4,10,43,51,63,74,104],enter:[8,27],enterpris:59,entir:[15,17,75],entiti:[8,63],entranc:27,entri:[0,14,18,38,72,74,86,103],entropi:57,entry_point:18,enumer:47,env:[78,86,97],environ:[0,1,4,5,20,22,72,81,85,86,87,92,93,97,98,104],environmenterror:81,eos_id:101,epoch:34,epol:21,equal:[10,70,75,76,93],equat:[40,75],equip:101,equival:[5,8,19,21,25,31,37,65,106],eras:20,erlang:21,error:[5,6,14,29,30,31,43,63,66,74,75,84,86,93],error_clip:25,error_clip_callback:25,errorclipbyvalu:25,especi:[0,42],essenc:[5,7],essenti:[5,27,30,77],establish:19,estim:[5,24,52],eta:87,etc:[1,8,21,22,26,43,51,52,58,63,66,76,85,86,92,95,106],etcd:[10,14,15,17],etcd_addr:15,eth0:86,etyp:21,eval:[8,26,34,59],eval_program:26,eval_result:26,evalu:[17,36,56,66,98,99],even:[0,5,30,51,57,58,72,93,98,104],evenli:[15,86],event:87,event_:54,event_block:54,event_handl:5,eventkind:54,eventlist:54,eventu:[22,70],everi:[5,10,14,15,17,25,26,35,36,38,40,43,47,48,51,57,63,65,69,72,74,75,77,81,83,88,91,93,99,101],everyon:72,everyth:[22,24,34,103],everywher:0,evid:53,evolv:31,exactli:[20,86],exampl:[0,8,18,20,22,24,26,29,31,32,33,34,35,36,38,40,43,47,48,49,53,54,55,57,58,59,60,61,64,67,68,69,70,72,74,75,76,77,81,82,85,86,87,92,93,95,97,98,99,101,105],except:[17,19,31,35,54,66,70,95],excess:40,exchang:53,exe:[22,82,99],exec:93,execut:[0,9,10,14,18,19,20,21,22,26,27,32,34,36,40,43,51,54,60,71,74,86,97,98],executioncontext:[43,69,75,76,77],executor:[19,22,26,30,31,32,34,50,55,57,69,71,82,97,99],exist:[0,4,5,8,10,20,29,31,49,57,58,60,65,67,70,74,77,86,93,104],exit:[15,29,82,87,93],expand:[2,49,74],expect:[69,98],expected_desc:43,expected_kernel_kei:69,experi:[44,66,95],experienc:72,expert:9,expir:10,explain:[10,19,31,33,35,72,76,82,83,97],explan:[18,19,22,63,69],explicit:[20,54,70,74,76],explicitli:[5,22,27,75,77,104],explod:25,explor:[49,61],expos:[7,16,21,43,44,67,70,86],express:[5,24,26,36,40,75,86],extend:[52,70],extens:[17,24,49,75,103],extent:46,extern:[9,42,45,46,59,66],external_librari:9,extingrad_:42,extinval_:42,extoutgrad_:42,extoutval_:42,extra:[22,61,67,106],extraattr:95,extract:[31,53,66,75,86],extrem:[19,31,98],f120da72:87,f7e3:86,fa0wx:87,fabric:85,face:[9,61],fact:[19,31,51,55,57],factori:45,fail:[10,14,49,75,87,93,95],failur:[10,15,75],fake:34,fake_imag:58,faked_imag:34,fall:[30,56],falloc:28,fals:[6,7,8,31,37,39,41,48,55,56,58,64,71,74,75,80,81,87,93,95,101],false_block:[8,37,55],false_label:58,false_neg:26,false_posit:26,false_read:58,familiar:21,far:[25,70],fashion:22,fast:[14,31,98],faster:[2,10,31,98,101],fastest:31,fastli:72,fat:104,father:7,fault:[1,14,59],favorit:0,fbd1f2bb71f4:87,fc1:[36,74,95],fc1_bia:36,fc1_weight:36,fc2:[36,95],fc3:[36,95],fc4:95,fc8a365:86,fc8a:86,fc_layer:[57,65,74,95],fc_op:65,fc_out:8,fc_output:65,fc_without_b:8,fclayer:74,fcop:33,feasibl:52,featur:[7,22,30,36,51,54,66,72,93],feed:[5,22,35,48,61,82,99],feed_dict:34,feed_list:[82,99],feeder:[22,82,99],feel:72,fetch:[10,13,20,22,56,74,99,101],fetch_list:[22,57,82,99],fetch_op:56,few:[0,9,10,21,22,40,52,58,64,66],fewer:[21,57],fft:66,field:[8,36,38,44,56,57,60,64,65,86,98],fifth:35,figur:[5,9,22,24,34,42,48,54,57,66,74,98,101],file:[0,2,4,5,7,9,10,12,14,15,17,18,20,21,28,29,31,32,36,44,46,58,59,66,67,71,72,74,75,76,77,80,81,82,84,88,93,99,101,103,104,105,106],filelist:66,filenam:[12,57,97],fileoffset:28,filesystem:[17,18,22,28,86],fill:[10,14,47,57,86],fill_zero_grad:59,fill_zeros_like_op:7,filter:[25,43],find:[1,4,8,10,17,21,30,36,43,49,63,69,82,88,98,103,104],find_var:6,findmemori:43,findop:8,findprimit:43,findprimitivedesc:43,findvar:[8,63],fine:[14,33],fingerprint:86,finish:[1,10,14,17,18,27,40,51,65,81,83,84,86,87],finit:74,finnal:2,first:[0,1,5,7,8,10,14,17,18,19,22,27,29,31,34,35,36,43,48,49,55,56,57,59,64,65,66,67,68,70,72,74,75,77,82,86,93,95,98,101,106],first_seq:101,firstli:76,firstseen:87,fit:[30,39,40,44,49,59,82],fit_a_lin:82,five:[55,98],fix:[22,40,45,57,66,72,97],flag:[41,42,54,72,75,78,93],flatten0:36,flatten:[36,55,57,77],flexibl:[5,15,22,31,35,39,48,49,52,58,67,70,101],flist:81,fliud:19,float16:21,float16_t:30,float32:[22,30,33,34,57,58,75,82,99],float_to_half_rn:30,flow:[8,19,21,48,54,62,68],fluid:[7,20,22,24,27,47,54,57,67,68,69,76,97],fluid_cuda_create_tensor:32,fluid_cuda_mult:32,fluid_cuda_read:32,fly:7,fmt:21,fnt03:86,focu:[21,36,97,98],focus:75,folder:[9,12,18,29,82,86],follow:[0,1,2,4,5,6,7,8,9,10,14,18,19,20,21,22,24,27,30,31,32,33,34,35,36,37,38,40,43,47,48,49,51,52,54,55,56,57,58,59,60,61,63,64,65,66,67,68,69,70,72,74,75,77,78,80,82,86,87,88,89,90,95,97,98,99,101,103,104,105,106],footprint:32,forbid:5,forc:[51,57,69],force_cpu:39,force_cudnn:39,force_load:45,forest:8,forev:21,forget:5,fork:72,form:[4,20,21,26,98],formal:69,format:[6,14,20,22,30,31,47,49,66,70,72,74,75,77,80,81,86,93],former:[5,9,31,40,52],formula:[6,40],forth:34,forward:[6,7,8,13,15,25,31,34,41,42,43,44,50,53,55,58,59,60,61,64,74,95,101],forward_infer:43,forward_list:54,forward_op:6,forward_train:43,forwardactiv:74,found:[30,55,61,63,76,82,85,101,105],four:[21,26,31,35,43,47],foward:56,fp16:[30,59,71],fp32:[47,59,69,71],fp64:[47,71],fpga:[47,99],fpgadevicecontext:67,fpgaengin:42,fpgaplac:[47,67],frame:[27,59,66,70],framework:[5,7,8,21,25,26,30,31,36,47,51,52,54,55,59,61,63,65,67,72,74,75,85,97,99,104],free:[32,67,72,106],freememoryop:32,frequenc:[66,98],frequent:[14,58,59,61,67,84,103,104],fresh:17,friend:63,friendli:34,from:[0,2,4,6,7,8,9,10,12,13,14,15,19,20,21,22,24,25,26,29,30,31,33,34,35,36,37,39,40,43,48,49,50,51,53,55,57,58,59,60,63,66,67,68,69,70,72,74,75,76,77,81,82,83,85,86,87,93,95,97,98,101,103,104,106],fromfil:58,front:[36,40],fulfil:98,full:[10,17,21,48,51,52,74,76,101,106],full_matrix_project:101,fulli:[22,24,66,74,82,98,106],fullsiz:13,fullyconnect:[36,57],fullyconnectedlay:74,func:[14,19,32,60],functor:[33,36],fundament:[20,21,24,30,59],further:[20,65,106],futur:[17,22,30,40,48,59,103],fvs:65,fwd_desc:43,fwd_op:60,fwd_primit:43,fwd_primitive_desc:43,fwd_var:25,g_b0:34,g_b1:34,g_b2:34,g_block:34,g_command_config_arg:[41,42],g_h0:34,g_h0_bn:34,g_h0_relu:34,g_h1:34,g_h1_bn:34,g_h1_relu:34,g_h2:34,g_im:34,g_loss:34,g_optim:34,g_program:57,g_state:54,g_step:34,g_w0:34,g_w1:34,g_w2:34,gan:5,gangliao:9,gap:93,gatedrecurrentlay:41,gather:[7,40,51,53,74,75],gaussian_normal_random:34,gcc:[0,1,30,32,45,59,97,103,105],gcc_3:4,gcreators_:65,gemm:41,gemmconvkernel:76,gendrated_id:49,gener:[5,6,7,8,9,10,12,14,15,17,19,22,31,33,38,40,43,47,51,52,55,56,57,58,59,60,64,65,66,67,68,70,72,75,86,88,93,95,98,103,105],generated_id:49,generated_scor:49,generatedinput:101,get:[1,2,4,6,7,8,9,10,14,15,17,18,20,28,31,34,36,39,40,41,42,43,47,48,49,54,57,59,60,63,65,69,70,72,74,75,76,81,84,86,88,97,98,101,102],get_all_op_proto:65,get_block:57,get_config_arg:95,get_data:87,get_dim:6,get_float_el:6,get_grad_op_desc:7,get_input_lay:74,get_numeric_gradi:6,get_numerical_gradi:6,get_output:6,get_program:40,get_pserver_program:82,get_startup_program:82,get_support:4,get_symbol:36,get_tensor:6,get_trainer_program:82,get_vari:8,get_worker_addr:19,getactualkerneltyp:39,getattr:25,getbatchs:74,getdeviceid:76,geteigendevic:77,getengin:43,getenv:[5,18,81],getexpectedkerneltyp:[39,43,69],getinfervartyp:38,getinput:74,getinputgrad:74,getinputvalu:74,getkerneltyp:30,getkerneltypeforvar:69,getlibrari:43,getmat:13,getoptconfig:13,getoutputgrad:74,getoutputvalu:74,getparam:13,getparameterconfig:13,getparameterptr:74,getparameterspars:13,getparametersremot:13,getplac:[43,67,75,76,77],getsiz:74,gettask:14,gettempl:86,gettensor:69,gettranspos:74,getw:74,getweight:74,getwgrad:74,git:[0,1,62,72,78,103,105],github:[0,1,9,34,47,62,72,78,97,99,103,105],give:[0,10,48,57,59,69,72,74,86,98],given:[7,15,17,21,24,25,31,33,34,49,58,61,70,74,93],glibc:[4,103,105],glibc_2:4,glibcxx_3:4,glide:9,global:[0,5,8,9,10,32,36,39,53,54,59,63,65,67,69,86,93,98],global_block:57,globalstat:98,globalstatinfo:98,glog:72,glog_v:72,glog_vmodul:72,gnueabihf:105,go_librari:9,go_test:9,goal:[20,21,24,30,35,51,59,66,98],gob:14,godep:9,godoc:45,goe:[10,31,37,63,99],going:[7,33,52,91,97,106],golang:9,good:[21,34,52,57,58,61,82,97,98,106],googl:[5,54,59,72,85,97,103],googleapi:86,googlenet:42,goroutin:[19,21],got:[39,63],gpg2:86,gpg:86,gprotos_:65,gpu:[0,1,4,6,18,21,26,30,40,47,51,52,53,54,59,61,62,67,69,76,77,80,81,82,91,96,99,106],gpu_id:[93,95],gpu_per_train:22,gpudevic:67,gpugpu_id:92,gpukernel:59,grab:10,grad:[6,7,15,25,42,57,64,93],grad_info_map:7,grad_n:25,grad_nam:25,grad_op:25,grad_op_class:59,grad_op_desc:25,grad_op_maker_:60,grad_op_typ:[59,60],grad_op_type_:60,grad_s_block:7,grad_share_block_num:[92,93],grad_to_var:[7,25],grad_var_nam:6,gradient:[10,14,21,23,25,35,38,50,51,52,53,57,59,64,75,81,82,83,93,97],gradient_flat:6,gradient_machin:46,gradientmachin:[46,53],gradientmachine_:13,gradopdescmak:[38,60],gradopdescmakerbas:60,gradopmak:60,gradual:98,grain:33,gram:66,grant:86,graph:[7,8,9,10,19,21,22,23,24,26,31,34,48,51,52,55,77],great:[24,66,106],greater:[25,52,81],greaterthan:65,greedi:66,green:[19,34],grep:[2,88],groudtruth:101,group:[14,36,43,67,75,106],group_input1:101,group_input2:101,group_input:101,grow:72,grpc:106,gru:[49,66,101],gru_decod:101,gru_decoder_with_attent:101,gru_out:49,gru_step:[49,101],grumemori:101,gserver:[41,42,74],gsizex:98,gtx:40,guarante:[43,57,74],guard:13,guest:[0,4],gui:[97,98],guid:[28,40,59,72,74,82,86,87,98,101,104],gzip:[14,87],h0_bn:34,h_prev:8,had:0,hadoop:5,half:[30,86],half_to_float:30,hand:[40,59,66,67,77,82,83],handi:9,handl:[5,7,18,19,22,36,40,43,47,53,58,63,67,70,76,99],handler:8,hannun:66,happen:[14,65],hard:[0,22,31,49,66,70,86],hardwar:[0,31,32,67,76,98],has:[0,1,5,6,7,8,9,10,14,15,17,20,21,22,24,25,26,30,31,34,36,40,44,47,49,51,54,55,59,64,65,67,69,72,74,86,87,98,99,101,104,106],has_kei:[7,25],has_var_recurs:7,hasdependentvar:56,hash:[47,51],hasn:31,hasnext:20,have:[0,1,2,5,6,7,8,9,10,14,15,17,18,20,21,22,24,25,27,30,31,32,33,34,35,39,40,43,44,47,48,49,51,52,53,54,55,57,58,59,60,63,64,66,67,69,71,72,74,75,76,81,86,93,95,98,101,104,105,106],haven:[0,31],hdf:12,head:[72,75,81,88],header:[15,44,46,59,67,74,76,103,104,105],headip:88,heard:0,heavi:84,height:[8,45,58,74,75],height_:64,held:10,hello:5,help:[0,8,29,31,36,43,49,58,59,70,72,84,97],helper:[22,43,60,70,74],henc:[22,52,57,60,61,63],here:[1,2,4,5,9,10,16,21,24,25,27,29,31,35,36,43,47,48,58,61,65,72,75,76,78,81,82,84,86,87,92,95,101,104,105,106],heterogen:[22,24,54],heurist:[24,49,93],hidden:[50,57,86,101],hidden_out:8,hierarch:[55,57,59,101],hierarchi:59,high:[30,51,66,67,74,85,106],higher:[33,48,70,72],highest:8,highli:[66,70,95,101],him:5,hint:[39,97],histor:[33,76],hl_get_sync_flag:74,hold:[5,7,10,14,16,20,21,30,34,36,38,40,63,65,67,69,77,82,86],holder_:[67,77],home:[2,12,29,86,87,88,97],honor:14,host:[9,18,54,86,87,103,104,105],host_c:[103,104,105],hostfil:88,hostnam:86,hostpath:87,hostport:86,hour:0,hourli:72,hous:80,how:[0,5,8,10,14,19,20,21,22,27,29,31,33,36,39,43,48,49,53,54,61,65,69,76,82,83,86,87,93,97,101,102,105],howev:[6,7,17,21,22,27,31,40,47,52,53,57,58,60,61,64,65,66,67,69,86,92,93,101],howto:81,hpp:[30,45],htod:98,http:[0,1,2,9,18,34,62,72,78,86,87,97,99,103,105,106],hub:62,huge:52,human:[54,66],hundr:76,hyper:[34,74],hyperparamet:61,i1117:98,i386:104,iOS:105,iamfullaccess:86,iamusersshkei:86,icc:32,icml:66,id_rsa:88,idea:[9,21,31,32,52,58,61,82,97],ideal:[22,69],ident:[60,75,86],identifi:[37,47,74],ids:[49,74],idx:[14,20,34,40,74],ies:29,if_els:68,if_else_op:7,ifdef:[47,54],ifels:[8,55],ifelseop:55,ignor:93,iii:66,illustr:[10,15,21,22,33,48,74,98,101],im_siz:34,imag:[0,1,5,22,31,34,35,49,50,55,58,66,72,86,89,90,95,106],image_a:58,image_b:58,image_conv_lay:66,image_fil:58,image_lay:58,image_nam:5,image_path:58,image_reader_cr:58,imagenet:12,imagepullpolici:86,images_reader_cr:58,imagin:35,imgsiz:98,imgsizei:98,imgsizex:98,imikolov:81,immedi:[1,40,43,52,61,86],immutable_paramet:5,imper:19,imperfect:59,implement:[8,14,15,16,17,18,19,21,22,24,31,33,36,37,38,40,43,45,46,47,49,53,56,63,65,66,67,68,69,70,101],implemet:13,impli:9,implicitli:19,imposs:[20,49,106],impractic:69,improv:[23,24,40,59,66,86,97,98],inarg:13,inbound:86,includ:[0,1,4,5,8,9,15,18,20,21,30,31,34,36,40,45,46,48,49,54,55,57,59,65,74,75,85,86,87,93,97,98,101,103,104,105],inclus:49,incom:[19,39],increas:[10,14,30,83,93],increment:[21,26,35,40,93],incupd:74,inde:21,independ:[6,7,15,23,63,67,106],index:[6,7,8,10,14,19,55,57,70,76,86],indic:[7,8,15,27,34,48,55,60,64,67,70,84,86,103],indice_map:70,indices_map:70,individu:[10,51,86],industri:[10,44,106],ineffici:[53,69],infer:[5,7,8,10,26,31,37,38,39,40,41,45,47,56,57,59,64,66,69,80,104,105],infer_shap:57,infer_var_type_:38,inferenc:104,inferer:66,inferfac:38,inferior:17,infernec:105,infershap:[8,57,59,75,77],infershapecontext:[75,77],infervartypefn:38,info:[30,48,74,84,106],inform:[8,18,29,36,39,40,43,44,47,48,51,57,61,63,64,72,74,75,77,86,93,97,98,103],infrastructur:[31,86],ingor:93,ingrad_:42,ingredi:[21,66],inherit:[8,20,50,59,67,75],ininst:5,init:[8,23,34,42,48,49,74,80,81,86,95],init_attr:57,init_model_path:[92,93,95],initi:[7,9,14,19,22,23,24,26,35,48,51,52,57,61,65,70,74,75,80,93,99,101],initialize_op_attr:57,initrd:106,inlin:[67,76,77,86],inner:74,input0:77,input1:77,input:[6,7,8,13,17,19,20,22,23,24,25,26,30,31,32,33,34,35,36,38,39,40,42,43,47,48,49,52,53,56,57,58,59,60,63,65,66,67,69,70,72,74,75,76,77,80,82,88,95,99,101],input_data:74,input_data_target:74,input_hassub_sequence_data:74,input_index:74,input_label:74,input_lay:74,input_nam:5,input_seg:70,input_sequence_data:74,input_sequence_label:74,input_sparse_float_value_data:74,input_sparse_non_value_data:74,input_t:74,input_to_check:6,input_valu:6,input_var:[6,57],inputbuff:13,inputdef:74,inputgradi:60,inputlayers_:74,inputs_to_check:6,inputsizechang:43,insert:[7,25,32,51,56,59,60,72],insid:[2,7,10,22,24,25,26,39,43,53,54,58,59,60,86],inspir:54,instal:[0,1,2,18,42,62,72,78,87,91,97,102],install_android:103,instanc:[6,8,10,12,16,19,20,22,23,25,27,32,37,43,48,49,52,57,59,60,74,77,82,93,98,101],instance_ip:86,instanti:[10,27,99],instead:[0,6,7,9,13,18,19,21,22,30,31,35,36,66,72],instrins:30,instruct:[0,2,8,35,98,103],int16:71,int32:[47,55,70,71,93],int64:[22,28,47,64,69,71],int64_t:54,int8:47,integ:[14,18,19,21,30,45,49,74],integer_value_sequ:[49,66,101],integr:[1,106],intel:[31,47,67,76],intellig:40,inteloptimizedpaddl:42,intend:1,intens:66,inter:22,interact:[2,22,86],interchang:[35,59],interconnect:51,interest:[19,30,51,98],interfac:[1,8,14,18,20,29,36,51,53,59,60,66,67,75,77,86,104,106],intermedi:[0,22,29,32,34,40,50,66,103,105],intern:[30,66,83,84,86,97],internel:42,internet:[9,10,106],interpret:[1,27,31,32,71,98],inth:77,intrins:[19,27,30,105],introduc:[8,10,20,34,41,44,61,63,65,75,81,83,85,87,97],introductori:0,intuit:[17,59],inval_:42,invalid:[58,63],invent:31,invoc:[9,33,59],invok:[0,7,20,22,25,53,57,59,60,65,69,72,86,98],involv:[49,75],ios:104,ios_arch:104,ios_deployment_target:104,ios_development_root:104,ios_enable_bitcod:104,ios_platform:104,ios_sdk_root:104,ios_use_veclib_for_bla:104,ipad:104,iphon:104,ips:86,ipt:[57,65,101],ipx:106,ipython:5,is_cpu_plac:43,is_mkldnn_librari:43,is_seq:101,is_target:56,is_tensor:65,is_test:43,is_traget:56,isinst:25,ismkldnnkernel:43,isn:98,isspars:74,issu:[0,2,4,9,34,66,72,98],istag:62,item:[17,30,58,80,106],iter:[5,10,22,31,32,40,43,52,54,58,66,70],iter_multiple_input_and_param:57,its:[4,5,7,8,10,14,19,20,21,24,25,26,31,32,34,35,36,38,40,44,48,49,51,52,53,56,57,59,60,63,64,65,67,69,74,75,76,77,83,86,93,98],itself:[7,10,17,20,32,43,52,63],ivs:65,java:[8,45,55,59],jeremi:98,job:[2,7,17,19,22,25,59,81,82,83,85,92,93,95],job_desc:22,job_dispatch_packag:84,job_nam:[18,86],job_namespac:86,job_path:86,job_workspac:84,jobdesc:22,jobnam:22,jobpath:86,jobport0:86,jobport1:86,jobport2:86,jobport3:86,jobserv:18,join:10,journei:2,jpg:20,json:[36,66,86,87],juditski:52,jupyt:[2,18],just:[0,1,4,9,14,15,19,22,31,32,34,38,43,52,53,57,58,59,60,61,63,64,72,84,86,95,103],jx4xr:86,jypyt:5,k8s:[19,106],k8s_data:86,k8s_job:5,k8s_token:5,k8s_train:86,k8s_user:5,kafka:12,kcpu:54,kcuda:54,kcudnn:76,kdisabl:54,kebilinearinterpbw:98,kebilinearinterpfw:98,keep:[1,10,21,31,32,35,49,52,57,63,65,72,106],kei:[0,6,7,8,10,12,14,28,30,39,43,59,60,65,66,70,72,75,98],kenlm:66,kept:[40,57],kera:61,kernel0:76,kernel1:76,kernel:[6,21,30,32,39,42,52,54,61,64,66,67,69,75,77,98],kernel_hint:39,kernel_type_for_var:69,kerneltyp:[39,43],key1:93,key2:93,key_pair_nam:86,keyid:86,keymetadata:86,keypair:86,keyserv:86,keystat:86,keyusag:86,keyword:[57,68],kforcecpu:39,kill:[10,86],kind:[2,5,6,10,16,20,22,25,32,35,39,43,50,51,54,67,69,71,76,86,87],kind_:54,kmark:54,kmkldnn:76,kms:86,knchw8c:47,knchw:47,knhwc:47,know:[5,14,19,20,40,44,72,74,81,86,97,98,103],knowledg:66,known:[7,8,21,31,33,48],kplain:76,kpoprang:54,kpushrang:54,kqueue:21,kselectedrow:64,kstate:54,kube_cluster_tl:5,kube_ctrl_start_job:5,kube_get_workers_addr:19,kube_list_containers_in_job_and_return_current_containers_rank:5,kubeconfig:86,kubectl:[84,87,88],kuberent:[10,86],kubernet:[5,10,19,22,59,85,89,90,106],kubernetes_service_host:5,kusecudnn:39,kusemkldnn:39,kwarg:[26,36,57,65],l1_regularization_op:61,l2_regularization_op:61,l93:13,label:[22,26,31,34,35,36,50,55,58,66,69,82,87,99],label_fil:58,label_lay:58,label_path:58,lag:93,lambda:[19,25],lan:91,languag:[19,21,31,35,40,54,59,63,66,68,95],larg:[22,24,25,40,44,52,66,72],larger:[40,68],larger_than:[8,37,55],last:[7,25,40,48,54,55,93,101],last_seq:49,lastseen:87,latenc:[30,66,84,86],later:[1,4,9,59,61,66,67,75,77,86],latest:[1,2,4,8,9,10,17,62,78,87,103,104],latter:[52,70,97],launch:[43,86,93],launcher:5,layer:[7,8,13,19,21,22,24,31,34,35,37,50,52,55,58,59,61,65,66,67,70,73,80,82,92,93,99,101],layer_0:74,layer_attr:[95,101],layer_help:39,layer_num:95,layer_typ:[41,42],layerbas:74,layerconfig:74,layergradutil:74,layerhelp:[39,57],layermap:74,layout:[43,69],layout_:[39,47],layouttyp:39,lazi:[52,61],lead:[20,40,47,98],leaki:34,learing_r:50,learn:[0,2,5,7,15,17,21,22,24,27,34,35,40,42,49,51,52,54,58,59,61,67,74,75,78,82,98,101,104],learning_r:[15,22,82,99],leas:10,least:[4,10,103],leav:[8,86],lectur:40,left:[8,77,104],legaci:2,legal:65,len:[15,19,28,31,57,74,80],length:[15,30,41,44,48,49,59,66,70,87,93,101],leran:40,less:[5,25,82,106],less_equ:68,less_than:[5,40],let02:87,let:[5,8,17,19,21,32,33,35,39,43,47,48,49,50,60,67,69,75,82,86,97],level:[30,33,36,44,48,49,54,67,70,71,72,84,93,103],lgtest:9,lgtest_main:9,lib64:[2,93],lib:[1,2,46,81,97,103,104,105],libapi:9,libari:46,libc:4,libcuda:2,libgcc_:4,libgoogl:97,libiomp5:42,libmkldnn:42,libmklml_intel:42,libnvidia:2,libpaddl:[45,46,59,97],libpaddle_capi:46,libpaddle_gserv:46,libpaddle_math:46,libpython2:1,librari:[1,4,9,16,21,22,42,43,46,51,66,69,75,76,81,82,91,93,104,105],library_:47,library_typ:76,library_type_:69,librarydevicecontext:47,librarytyp:[69,76],libstdc:4,licens:[42,51,72],life:10,lifecycl:[54,106],lifetim:[4,63],lightweight:33,like:[0,1,4,7,8,9,10,13,18,19,21,27,31,32,33,34,35,36,38,43,47,51,52,57,58,59,60,61,63,64,66,68,69,70,72,81,85,86,92,95,97,98,99,101,103,104,105,106],limit:[31,40,44,49,59,61,93,98],linaro:105,line:[0,9,13,18,21,29,35,52,55,57,59,61,72,82,83,84,86,95,96,97,98],linear:[49,80],lineno:97,link1:30,link2:30,link:[4,9,28,29,63,75,86,106],linux:[0,2,4,21,28,72,86,91,105],linux_x86_64:[4,62],lipo:104,list:[0,5,7,8,9,14,18,19,27,29,31,34,47,50,53,54,57,60,63,70,74,75,80,81,82,86,93,95,97,101,105],listdir:81,listen:[10,19,22,81,82,93],listen_and_do:19,listenanddo:19,littl:[15,39,44,93],live:[75,99],live_in:40,live_out:40,load:[1,5,10,22,34,51,57,75,86,93],load_missing_parameter_strategi:[92,93,95],load_mnist:34,load_persist:82,loadsave_parameters_in_pserv:[13,92,93],local:[0,1,2,6,8,10,16,17,21,35,40,48,55,57,59,72,84,87,92,93,97],local_scop:6,localhost:[2,78],localpath:29,locat:[9,31,47,54,67,70,74,81,101,105],lock:[9,10,14,15],lod:[21,44,48,64,70,71],lod_desc:[64,71],lod_expand:49,lod_level:[57,64,71],lod_tensor:[48,64,71],lodtenosr:20,lodtensor:[20,21,38,44,59,71],lodtensordesc:[44,64],log:[4,14,22,29,34,74,81,84,86,87,88,93,105],log_barrier_abstract:93,log_barrier_lowest_nod:[92,93],log_barrier_show_log:[92,93],log_clip:[92,93],log_error_clip:[92,93],log_period:[87,93,95],log_period_serv:[92,93],logic:[17,22,24,25,34,38,50,51,53,63,70,75],login:[4,88],logit:[34,69],longer:[10,22,40],look:[8,18,19,21,31,32,35,52,57,60,61,66,81,82,86,87,92,99],lookahead:66,lookup:[38,49,99],lookup_t:40,loop:[6,8,20,31,40,54,58,63],loop_var:70,loss:[7,22,34,36,50,52,61,66,74],lot:[22,47,49,52,57,61,67,81,92,106],low:[50,51,66,67,70],low_rnn:48,lower:[30,48,49,72,84],lower_level_rnn:48,lowest:93,lpaddle_capi_shar:46,lpaddle_capi_whol:46,lrelu:34,lstm:[87,101],lstmemori:101,lstmlayer:41,luckili:40,mac:[0,46,72,103],machin:[0,1,4,22,24,31,34,40,42,51,52,61,74,86,87,88,92,93,95,105,106],machine_transl:101,maco:[0,4,80,104],macro:[33,47,60,75],made:[10,15,31,101],mai:[1,2,6,8,22,26,30,32,39,40,43,51,54,58,59,63,66,69,77,78,81,86,98,105],main:[4,19,21,25,31,32,36,51,55,59,83,86,97],main_program:[7,26],mainli:[1,16,40,47,67,75,93],mainlin:4,maintain:[8,14,52,57,59,86],majel:9,major:[22,30,69,103],make:[0,1,5,7,8,9,10,14,15,17,21,22,23,30,31,35,48,49,52,53,57,58,59,61,66,70,72,74,75,76,82,83,86,97,98,103,104,105,106],make_chan:21,make_channel:21,make_ddim:77,make_function_oper:33,make_vari:65,maker:[59,60],malloc:[67,74],man:28,manag:[4,10,15,16,19,21,22,29,54,63,67,78,85],mandarin:66,mandatori:104,mani:[0,7,9,14,19,21,31,34,39,40,49,53,54,57,59,60,63,64,65,68,69,70,93],manili:36,manipul:[31,57,60,84,104],manner:[52,61,66,67],mantain:40,manual:[22,50,52,60,84,103,104,106],manufactur:31,manylinux1:4,manylinux1_x86_64:[4,62],manylinux:62,map:[0,5,8,14,25,43,47,57,60,63,65,67,70,93,106],map_fn:70,mapreduc:[5,81],mark:[7,24,34,35,48,49,54,63,97,101,106],marker:54,market:30,master:[5,17,59,62,93,105],mastermind:9,mat:[45,46],mat_cache_row:13,mat_norm:13,mat_normal_shar:13,mat_sparse_row:13,mat_sparse_row_auto_grow:13,mat_sparse_row_id:13,mat_sparse_row_prefetch:13,mat_sparse_row_prefetch_full_s:13,mat_value_shar:13,match:[4,9,30,68,98],matchbox:106,math:[42,45,59,72,74,75,98],mathemat:61,matmul:[8,36,48,70,75],matric:[74,101],matrix:[13,45,46,74,75,92,95,104],matrixptr:74,matrixtyp:46,mattyp:13,matur:85,max:[6,23,25,40,57,93,95,98],max_diff:6,max_length:[49,101],max_relative_error:[6,75],maxim:25,maximum:[8,15,75,93,98,101],maxoutfunctor:67,mayb:[8,43,75],md5:11,mean:[0,2,7,9,22,23,25,36,49,56,58,63,66,69,75,82,86,93,95,97,98,99,101,106],meant:70,measur:[26,98],mechan:[7,16,20,26,43,57,60,76,86,101],mem:[8,18,49],mem_per_pserv:22,mem_per_train:22,member:[5,25,35,36,47,53,57,63,75],memcpi:[53,98],memori:[0,7,8,13,14,18,30,32,42,43,44,47,49,52,54,59,69,72,74,77,87,93,95,98,99,101],memory_optim:40,memory_test:0,memory_threshold_on_load_data:93,memoryalloc:67,memorydesc:43,mention:[0,7,9,14,22,24,31,48,51,52,54],merg:[15,17,23,26,42,48,51,53,72,78,93,104],messag:[8,19,21,27,31,32,35,44,54,55,56,57,59,60,64,71,72,87,93],metaclass:75,metadata:[28,86,87],metal:[82,106],metaphor:35,metaplotlib:5,method:[1,2,4,6,8,17,19,20,22,23,25,30,34,35,36,39,50,51,57,58,59,63,64,69,70,74,75,77,78,93,95,97,98],methodolog:52,metric:[26,54],microarchitectur:30,might:[0,8,9,19,21,31,40,55,66,72,74,86,97,103],mileag:98,million:95,min:[23,25,57,86,95,98],min_block:8,min_count:24,min_desc:8,mind:97,mini:[8,10,21,26,27,31,37,48],mini_batch:58,minibatch:[8,26,35,37,55],minim:[8,22,24,25,31,34,50,59,82,93,99,103,104,105],minimum:[66,82,104],minimun:93,minsizerel:[103,104,105],minu:60,minus_grad:60,minusgradop:60,minusop:60,minusopgradmak:60,minusopprotoandcheckermak:60,minut:[0,2,10,17,86],mirror:[2,9],mislead:15,miss:[34,93],mistak:31,misus:76,mit:86,mix:[54,70,101],mixtur:97,mkdir:[1,29,78,86,88],mkl:[1,2,43,59,67,69,76],mkl_packed_:41,mkldnn:[42,47,69],mkldnn_:42,mkldnnactiv:42,mkldnnbase:42,mkldnnlayer:42,mkldnnmatrix:42,mkldnnstream:42,mkldnntester:42,mklml:42,mklpack:41,mklpackedgatedrecurrentlay:41,mklpackedgemm:41,mklpackedlstmlay:41,mklpackedrecurrentlay:41,mlp:36,mnist:[12,22,34,35,55,58,59,97],mnist_random_image_batch_read:58,mnist_train:58,mnist_train_batch_read:58,mobil:[30,31,40,59,78],mod:81,mode:[30,41,51,72,93],model:[7,8,10,11,19,22,24,25,26,35,40,41,50,51,52,59,61,66,69,70,72,74,78,80,82,83,86,93,96],model_list:[93,95],model_path:95,modelparallel:22,modern:40,modif:[3,66],modifi:[22,30,36,61,74,75,81,84,86,101],modul:[22,33,34,49,66,70,75,97],modular:49,moment:97,momentum:[63,76],momentumop:97,mon:87,monitor:[21,54],month:9,more:[0,1,2,5,6,7,9,10,14,17,18,20,21,22,24,29,30,31,32,33,35,39,40,43,47,48,49,50,54,57,58,59,61,66,67,68,70,74,75,76,77,78,80,81,82,83,87,95,97,98,99,101,105,106],most:[4,5,7,9,17,21,22,32,35,36,47,49,52,54,58,61,66,67,68,74,92,97,98,99,101,106],mostli:[30,106],motiv:59,mount:[2,18,81,86,87],mountpath:[86,87],move:[2,10,14,20,29,31,52,86,98,106],movement:98,movidiu:31,mpi:[21,51,88],mpirun:88,mse:[31,35,50,55],much:[10,31,43,50,58,61,70,98],mul:[33,40,57,74,75],mul_grad:75,mul_op:75,mul_result:57,mulgradkernel:75,mulkernel:75,mulop:[33,75],mulopgrad:75,mulopmak:75,mult:[19,32],multi:[26,51,53,69,74,82,84,92,93,97,106],multigradientmachin:53,multipl:[5,6,14,15,17,19,21,22,24,26,31,32,33,39,51,54,59,66,69,71,74,75,81,83,86,93,95,97,101],multiple_input:57,multiple_param_attr:57,multipli:[19,74],must:[7,15,20,25,40,43,44,47,54,56,57,58,59,65,71,74,75,77,81,82,86,93,95,101,103,105],mutabl:[67,77],mutable_data:[43,67,75,77],mutex:21,mutuable_data:[67,77],mxnet:[8,19,21,31],my_cluster_nam:86,my_external_dns_nam:86,my_lib:81,myerrorclip:25,mypaddl:87,naiv:19,name:[0,2,4,5,6,7,8,10,12,13,15,18,19,20,22,26,30,33,36,39,42,43,44,46,47,49,54,55,57,59,62,64,65,70,71,74,75,76,80,81,82,87,89,90,93,95,98,99,101,104,106],name_:54,name_prefix:12,namespac:[8,37,45,57,74,75,87],nativ:[30,72],natur:[14,17,24,49,70,95],navig:78,ncall:97,nccl1:51,nccl2:51,ncclinit:51,nchw8:69,nchw8c:69,nchw:[42,47],ndarrai:12,ndk:103,nearest:30,nearli:[6,20],necess:70,necessari:[7,8,15,17,25,26,40,44,49,53,57,65,70,74,88],necessarili:[19,74],neck:51,need:[1,2,3,4,5,6,7,9,13,14,15,17,18,20,21,22,24,25,26,29,31,32,33,34,39,40,43,47,49,50,51,52,53,54,56,57,59,60,61,63,64,65,66,67,70,74,75,76,77,78,80,81,82,86,87,91,92,93,95,101,103,104,105,106],neighberhood:51,neon:[30,103,105],nervana:31,nessesari:66,nest:[7,8,54,55,71],net:[8,34,48,63],netop:[8,59],network:[5,6,7,8,10,13,22,24,26,34,36,40,41,42,48,50,52,54,57,58,61,63,65,66,67,69,71,74,75,77,80,81,82,83,93,98,106],network_config:95,networkadministr:86,neural:[5,7,8,10,22,36,40,41,42,48,52,61,63,67,69,71,77,80,82,83,93,98],neuralnetwork:53,neuron:74,never:[40,58,63,86,87],new_block_idx:57,new_op_and_kernel:76,new_op_desc:25,new_scop:69,new_stat:48,newblock:57,newbuff:43,newer:103,newest:15,newli:[30,104,106],newop:8,newopdesc:57,newprogram:57,newscop:69,newvardesc:57,next:[7,10,16,20,21,25,49,51,70,74,75,86,87,93,97,98,101],nextlay:42,nfs4:86,nfs:86,nfsver:86,nic:[92,93],nil:[14,21],nnz:74,no_grad_dict:7,no_grad_set:[6,7,75],no_gradi:7,node1ip:88,node2ip:88,node3ip:88,node:[0,9,17,19,22,24,36,40,49,51,59,74,81,82,84,85,86,87,88,91,93,106],node_0:86,node_1:86,node_2:86,node_id:81,nodeattr:36,nodeentri:36,nodefil:84,nodesep:36,nohup:81,nois:[10,34,83],noisi:34,non:[10,21,30,31,64,74,75,86,93],none:[5,6,7,8,21,25,26,34,36,37,48,49,50,55,57,65,70,82,99,101],noneedtran:43,nonlinear:74,nor:[0,19],norm:[34,47],normal:[52,66,74,87,91,93,101],notat:40,note:[1,2,5,7,8,13,14,18,40,44,47,51,58,59,67,69,75,77,78,81,82,86,93,95,98,104],notebook:[2,18],notest_dist_fit_a_lin:82,noteworthi:31,noth:[0,39,57,63,93],notic:[25,31,51,60,72,74,101],notif:72,notimplementederror:25,notin:69,notingradi:75,notion:70,notori:6,now:[7,9,10,20,21,24,34,44,47,52,59,60,61,63,82,86,93,104],nproc:0,nullptr:[43,54,60,63,74],num:[81,93],num_class:36,num_gradient_serv:[81,92,93],num_hidden:36,num_input:72,num_parameter_serv:5,num_pass:[87,92,93,95],num_pserv:22,num_row:64,num_shard:12,num_step:70,num_train:22,number:[0,8,10,12,24,26,40,52,54,58,59,65,70,74,81,82,85,86,93,97],numdevices_:95,numer:75,numeric_grad:6,numerical_grad:6,numlogicaldevices_:95,numpi:[1,12,30,34,57,58,75],numreal:13,numsampl:98,numtimeout:14,nv_:9,nv_gpu:0,nv_librari:9,nv_test:9,nvcc:[9,30,32],nvidia:[0,2,30,47,51,67,93,98],nvlink:51,nvprof:54,object:[5,13,20,22,25,26,34,36,40,45,50,54,57,59,61,63,77,98],observ:[74,98],obtain:[17,20,52,67],obvious:[9,47,97],occup:40,occupi:[30,54],occur:40,occurr:8,oct:87,off:[0,1,2,46,82,91,103,104,105,106],offer:[8,59,65],offici:[9,72,78,86,103],offlin:[10,12,106],offset:13,often:[13,36,40,47,72,81,97],ograd:74,old:[6,15,17,49,59,93],older:[31,103],omega:61,omp_num_thread:97,ompi_comm_world_rank:81,onc:[10,14,19,22,24,26,31,35,52,68,72,74,78,86],one:[0,2,5,6,7,8,10,13,14,15,17,18,19,20,21,22,25,26,27,30,31,32,33,34,36,38,39,43,44,47,48,49,50,51,52,53,55,56,57,58,59,60,63,64,66,67,68,69,70,72,74,75,76,82,84,86,87,88,93,95,99,106],onehotcrossentropyopkernel:75,ones:[33,34,59,72],onli:[0,1,3,4,5,6,7,9,13,14,15,16,17,18,19,20,22,24,25,26,27,29,30,31,34,35,40,43,48,49,50,51,53,54,57,59,64,65,66,67,68,69,70,74,75,76,77,78,82,86,87,92,93,95,98,101,104,106],onlin:[10,12,40,58],only_cpu:6,onnx:31,onto:[22,24,86,88],op1:[40,69],op1_2_op2:69,op1_to_op2:69,op2:[40,69],op3:40,op_:75,op_check:75,op_class:[59,65],op_desc:[25,38,56],op_info:99,op_kei:43,op_maker_class:[59,65],op_proto:65,op_registri:99,op_siz:25,op_test:75,op_typ:[59,75,76],op_unique_kei:43,opattrcheck:75,opcreat:65,opdesc:[8,25,35,55,56,57,59,60,65,71],opdescbind:[38,60],opdescbuild:8,open:[5,12,31,34,42,58,72,85,86,97],openbla:[1,2,103],openmp:97,openmpi:85,opensourc:51,oper:[6,8,19,21,22,23,24,26,27,30,31,32,34,35,36,38,39,48,49,50,51,54,56,61,63,66,67,69,71,72,74,76,77,86,93,98,99,101,103],operand:30,operator_grad:6,operator_list:54,operatorbas:[8,33,59,60,65,75],operatorwithkernel:[69,75],opinfo:[38,59,60],opinfomak:38,opinfomap:60,opkernel:77,opkernelbas:76,opkernelkei:59,opkerneltyp:[47,69,76],opmak:65,opproto:75,opprotoandcheckermak:[60,75],opprotomak:[65,75],opregist:65,opregistri:65,ops:[6,7,8,9,19,20,32,35,36,52,55,56,57,59,67,75,106],ops_:8,ops_test:9,opt:[1,5,50,56,65],opt_op_list:50,optest:75,optestmeta:75,optim:[6,7,22,23,24,32,34,51,52,53,55,59,61,64,66,74,82,83,97,98,99,103,105],optimis:50,optimize_op:82,optimize_op_attr:57,optimizer_op:82,option:[0,5,9,22,34,39,44,55,56,57,59,64,65,66,71,74,81,82,84,95,97,103,104,106],optmization_op_list:50,opts_np:56,optyp:[38,65],opwithkernel:64,order:[1,7,35,44,54,58,61,70,74,83,86,87,93,97,106],oregon:86,org:[12,28,34],orient:65,origin:[6,30,34,63,70,72,77],other:[0,1,8,10,15,19,29,30,31,32,38,40,43,47,48,52,56,61,63,65,66,67,69,72,82,83,86,87,95,97,99,101,103,104,105,106],otherwis:[5,7,10,15,17,34,38,43,58,66,72,84,95,101],our:[0,1,4,5,7,9,20,21,22,24,34,38,40,47,51,52,63,70,72,74,82,86,87,97,101,103],out:[5,8,9,14,17,20,22,25,31,36,40,43,48,49,57,69,75,77,80,86,87,88,93,97,98,101],out_dir:86,out_mem:101,outgrad_:42,outlin:94,output:[0,1,5,6,7,8,12,17,19,20,24,25,29,32,33,34,35,36,37,38,40,43,44,48,49,52,55,56,57,58,59,60,63,64,65,67,69,70,72,74,75,76,77,81,87,93,95,97,98,101,103],output_:[42,74],output_all_step:48,output_arg_nam:25,output_lay:80,output_mem:101,output_nam:6,output_num:48,output_path:12,output_seg:70,outputbuff:13,outputgradi:60,outsid:[22,63],outupt:70,outv:74,outval_:42,over:[5,31,40,51,52,70,72,74,98],overal:[34,52,54,72,106],overfit:61,overhead:98,overlap:74,overload:[30,39],overrid:[8,10,29,43,67,74,75,77],overview:[14,15,16,67],overwhelm:72,overwrit:[29,81],own:[7,15,17,25,27,36,38,50,51,52,61,65,75,81,84,86,103,104],owner:[0,72],pack:[70,103],packag:[1,2,14,18,19,33,42,62,72,75,86,97],pad:[43,66],paddl:[0,1,2,4,5,8,9,10,12,18,20,22,29,32,33,34,37,41,42,43,44,45,46,48,49,53,55,59,61,62,65,66,67,70,72,74,75,76,78,80,81,82,84,86,87,88,91,93,95,97,98,99,101,103,106],paddle_begin_init_param:15,paddle_dir:75,paddle_element_typ:15,paddle_element_type_float32:15,paddle_element_type_float64:15,paddle_element_type_int32:15,paddle_element_type_int64:15,paddle_element_type_uint32:15,paddle_element_type_uint64:15,paddle_enforc:[8,20,43],paddle_enforce_eq:[75,77],paddle_error:[45,46],paddle_exampl:18,paddle_finish_init_param:15,paddle_get_param:15,paddle_gradi:15,paddle_init_num_gradient_serv:81,paddle_init_param:15,paddle_init_port:81,paddle_init_ports_num:81,paddle_init_ports_num_for_spars:81,paddle_init_pserv:81,paddle_init_trainer_count:81,paddle_init_trainer_id:81,paddle_init_use_gpu:81,paddle_job:18,paddle_manylinux_devel:1,paddle_matrix:[45,46],paddle_matrix_cr:46,paddle_matrix_get_shap:45,paddle_matrix_shap:45,paddle_new_etcd_pserver_cli:15,paddle_new_pserver_cli:15,paddle_on_cloud:18,paddle_output:87,paddle_paramet:15,paddle_pserver2:84,paddle_pserver_cli:15,paddle_pserver_client_releas:15,paddle_save_model:15,paddle_send_grad:15,paddle_train:[46,62,84],paddle_with_cuda:54,paddle_with_mkldnn:47,paddlepaddl:[0,3,9,10,12,15,16,17,18,19,22,28,29,33,34,35,37,39,44,48,49,50,53,54,57,58,59,63,70,71,72,74,75,76,80,81,83,84,85,88,89,90,91,97,98,101,106],paddlepaddle_gpu:4,paddlepaddlebook:2,paddlepaddlehub:2,page:[72,86],pair:[7,8,22,35,50,54,59],pakcag:9,panic:21,paper:[34,66],para:13,paradigm:[19,27,59],paragraph:48,paragraph_data:48,paragraph_out:48,parallel:[0,19,21,22,24,51,54,59,69,81,83,85,86,87,93,95,98],parallel_for:19,parallel_nn:[92,93],paralleldo:23,parallelfor:19,paralleliz:66,param:[6,8,15,53,57,67,77],param_attr:[13,57,101],param_config_proto:15,paramattr:101,paramet:[1,6,7,8,9,11,13,17,19,22,23,25,27,29,31,32,34,35,36,38,44,48,50,51,55,58,63,65,66,70,72,74,75,76,77,80,83,84,95,96,99,104],parameter_block_s:[92,93],parameter_block_size_for_spars:[92,93],parameter_list:[7,50],parameter_nam:5,parameter_serv:5,parameter_valu:13,parameterattribut:13,parameterclient_:13,parametermap:74,parametermutex_:13,parameters_:74,parameters_and_grad:50,parameterserver2:13,parameterset:5,parameterupdat:53,parameterupdater_:13,params_grad:[50,82],paramt:86,paraspars:74,parent:[8,19,55,57,59,74],parent_:[8,63],parent_idx:57,parenthes:59,pars:[0,9,22,36,86,95],part:[7,8,17,22,31,43,44,55,57,66,67,74,81,82,83,97,98,101,106],parti:[0,98,103,104,105],particip:75,particular:[35,44,59,66,69,98],partit:[10,12,22,24,59,83,86],pass:[7,8,10,21,25,26,31,34,40,44,50,52,53,56,57,58,59,61,63,66,68,70,72,74,81,82,84,86,87,93,98],pass_id:[22,82],pass_idx:58,pass_num:82,passtyp:74,password:88,past:[2,5,80,86],patch:28,path:[1,2,10,14,15,18,40,49,58,66,81,86,87,93,95,103,104,105],path_to_paddlepaddle_working_directori:78,pattern:[10,45,52,61,86],paus:[10,17],pcie:51,peer:51,pem:[5,12,86],pend:[10,14],peopl:0,pep425tag:4,pep8:72,per:[10,15,51,52,58,61,75,93],percal:97,perf_test:97,perfectli:66,perfom:[93,95],perform:[0,6,15,21,22,26,30,31,34,40,51,53,54,58,59,61,66,67,69,74,75,82,85,92,96,101,103,104,105],perftool:[54,97],period:[10,17,93],permiss:86,persist:[27,64,66,71,86],persistentvolum:86,persistentvolumeclaim:86,person:[5,39],perspect:[59,98],perturb:[6,74],pex:106,pfs:[12,29],pfsclient:12,pfspath:29,pgp:86,phase:[43,49,51,52,58,60,66,106],philosophi:[52,61],photo:34,physic:[104,106],pick:[86,104],pickl:[81,88],pictur:51,piec:[19,54,77,82],pil:81,pillow:18,ping:72,pip:[1,3,62,72,78,80,97],pipelin:[26,66],pivot:43,pixel:22,place:[7,8,10,17,22,24,27,39,43,51,59,69,74,77,82,98,99],place_:[39,47,67,69],place_typ:76,placehold:[34,67,77],placement:24,plain:[18,44,46,47],plan:[10,19,43,59,66,74,103],platform:[4,8,32,43,47,54,67,69,72,75,76,77,81,85,86,99,103,104,105],pleas:[0,1,2,4,5,10,14,15,16,19,21,32,36,47,48,57,58,59,66,67,71,72,74,75,77,78,82,86,91,97,101,103,104,105],plot:5,plug:[51,52],pne:75,pnpairvalidationlay:93,pnpairvalidationpredict_fil:92,pod:[12,18,19,86,87],pod_nam:86,point:[0,8,10,18,21,30,40,43,51,67,72,75,77,97,98,103,106],pointer:[8,15,36,40,47,57,59,63,67,77],polici:86,poll:21,pollut:17,polyak:52,ponit:36,pool3:74,pool:[23,40,66],pop:[8,27],popul:15,popular:[9,34,36,54],port:[9,19,81,82,86,87,92,93,97],port_num:92,portabl:36,portal:78,ports_num:[81,93],ports_num_for_spars:[13,81,92,93,95],pose:10,possibl:[5,8,14,21,24,40,57,61,71,98],post:[18,28],postpon:61,potenti:[30,98],power:[30,40,51,66,77,106],ppo_workspac:78,pprof:97,practic:[74,101],pre:[1,5,15,39,40,72,86,87,103,105],pre_activ:57,pre_bia:57,pre_stat:[48,70],preambl:57,precis:[1,26,30,52],precompil:27,pred:[36,40],predecessor:40,predetermin:93,predict:[22,61,80,93,101],predict_fil:93,predict_output_dir:[92,93],prefer:[31,39],prefetch:[13,74],prefix:[10,12,49,66,86],pregel:21,pregrad:74,prepand:57,prepar:[6,18,53,66,83,89,101],prepend:57,prepend_oper:57,preprocess:[66,70,87],present:[5,7,8,54,70],preserv:29,prev_batch_st:[92,93],prevent:[5,10,14,17,25,61,97],preview:[59,78],previou:[7,10,24,29,48,49,74,86,93,97],previous:87,previous_memori:8,price:[59,80],prim:43,primari:[31,35],primarili:[52,61],primer:72,primit:[30,42,43,51,70],primitive_desc:43,primitivedesc:43,principl:[5,9,47],print:[4,5,21,22,31,36,57,68,80,88,93,97],print_graphviz:36,printallstatu:98,println:21,printstatu:98,prioriti:59,privat:[8,46,54,57,63,64,65,67,70,72,77],privileg:[0,86],pro:51,prob:80,probabl:[2,49,66,72,101],problem:[0,4,5,6,9,17,20,31,34,35,52,59,61],proc:2,proce:[2,10,58,86],procedur:[8,44,77,104],process:[5,7,8,12,13,14,17,19,20,21,22,26,27,31,32,36,40,42,44,51,61,65,69,72,84,85,86,87,93,95,97,101],processor:[30,98],produc:[10,31,36,58],product:[18,31,74,86,87],productgraph:87,prof:97,profil:[29,54,66],profilerst:54,proflier:[54,98],program:[5,7,12,15,17,22,24,27,35,37,40,50,51,54,58,59,63,68,71,84,93,97,98],programdesc:[19,22,27,31,40,44,56,57,60,71],programm:[22,31,57],progress:[10,14,93],project:[18,46,66,72,74,75,101],promis:49,prompt:[29,31,82],prone:5,pronunc:66,prop_kind:43,propag:[7,31,52,75,93,95],proper:[39,91],properli:[0,39,82],properti:[36,61,93],propos:[8,23,24,49,50,51,52,70],proprietari:42,protect:[20,30,65,74,75],proto:[21,39,44,47,55,59,65,71,75],proto_:65,protobuf:[8,18,19,22,27,31,32,35,36,40,44,55,57,59,60,65],protoc:[103,105],protocol:[93,99,106],provi:81,provid:[2,5,8,15,18,19,26,27,30,31,34,36,38,39,47,51,52,54,57,61,65,66,67,68,70,77,80,81,82,84,85,86,97,98,103,104,106],providermemory_threshold_on_load_data:92,provis:[86,106],prune:8,ps_desir:10,pserver:[13,15,16,18,59,81,82,86,92,93],pserver_addr:15,pserver_cpu:18,pserver_endpoint:82,pserver_id:11,pserver_mem:18,pserver_num_thread:[13,92,93],pserver_prog:82,pserver_startup:82,pserverstart_pserv:92,pseudo:[5,7,18,60,70],pseudocod:70,psize:74,ptr:[46,67],pub:88,publish:103,pull:[9,59,62,72,103],purpos:[10,22,24,39,98],push:[8,27,31,54,62,72],push_back:74,put:[9,10,13,24,40,43,57,67,74,82,87,103],pvc:86,pwd:[0,1,2,78,103],pxe:106,pybind:[8,21,30],pypi:4,python2:97,python3:4,python:[0,1,2,4,5,8,16,20,21,26,27,31,33,34,35,36,39,45,49,53,54,59,62,67,70,72,78,80,81,82,88,99,101],pytorch:[31,54],qualcomm:30,queri:86,question:[5,19,24,65,82,86],queue:[21,24],quick:[36,79,93],quick_start:[18,86,87,89],quick_start_data:87,quickli:[49,57,59],quickstart:87,quit:[49,98],r14b:103,rais:[25,36,81],rajathkmp:34,ran:[24,98],rand:[34,93,95,98],random:[12,21,34,47,53,57,58,75,83,93],random_imag:12,randomli:17,randomnumberse:92,rang:[12,19,22,30,34,40,54,58,65,72,82,93,95],rank0:51,rank1:51,rank:[5,70,77,86],rankdir:36,rapid:60,raspberry_pi:105,raspberrypi:105,raspbian:105,rate:[15,66,74],rather:[7,18,34,70,86],ratio:93,raw:44,rdma:93,rdma_tcp:[92,93],reach:[10,40,51,98],read:[0,2,5,7,10,12,19,20,21,22,24,31,32,58,59,66,70,78,83,86,91,101,103,106],read_from_arrai:40,read_from_realistic_imag:5,read_from_rng:5,read_lock:11,read_minibatch:31,read_mnist_imag:5,read_ranking_model_data:5,readabl:[54,59,97],reader:[12,22,30,34,35,55,66,81,82,97],reader_cr:12,reader_creator_bool:58,reader_creator_random_imag:58,reader_creator_random_image_and_label:58,readi:[10,21,86,87,106],readlockguard:13,readm:46,readnext:20,readwritebuffer_:13,readwritemani:86,real:[13,34,58,81],realist:5,realiti:66,realiz:[8,48],realli:[31,61],reaon:76,reason:[5,6,10,21,31,72,82,87],receiv:[10,18,21,22,24,48,82],recent:[40,52],reciev:93,recognit:66,recommend:[1,2,3,5,72,74,78,84,91,93,101,103],recompil:98,record:[14,43,54,65,86],recordev:54,recordio:[5,12,14,20],recov:[10,70],recover:59,recoveri:14,recurr:[41,48,63,66],recurrent_group:[66,101],recurrent_op:70,recurrentgradientmachin:[46,49,70],recurrentlay:[41,93],recurs:[7,8,9,29,40,59],recv:[19,22,24,51,86],recvparametertyp:13,red:[34,97],reduc:[2,24,30,51,59,72,84,93,95,97],reduce_by_kei:59,reduce_mean:34,refactor:[22,24,35,49,52,53,57,61,70],refer:[0,1,2,8,10,14,15,16,19,30,36,43,47,48,51,55,57,59,61,63,67,70,71,74,75,77,82,87,101,103,104],referenc:14,reflect:14,reformat:72,refrain:75,reg:65,regard:[20,106],region:[63,98],regist:[21,40,47,60,67,69,74,98],register_gpu_profil:98,register_lay:74,register_op:[33,59,60,65,75],register_op_cpu_kernel:[67,75],register_op_cuda_kernel:[67,75],register_op_kernel:76,register_op_without_gradi:[59,75],register_oper:[38,60],register_tim:13,register_timer_info:98,registerop:65,registr:[75,76,99],registri:[18,38,67,87,106],regular:[7,74,86],reinit:20,reiniti:[20,43],reinstal:1,rel:[6,17,61,75,103],relat:[10,17,18,30,47,54,63,69,72,87,97,104,105,106],relationship:[60,67],releas:[62,66,86,103,104,105],relev:75,reli:[6,19,49,50,52,61,75,97],reliabl:[10,61],relu1:36,relu2:36,relu:[34,36,40,74],relwithdebinfo:97,remain:70,rememb:72,remot:[9,13,22,59,72,74,86,93,95],remoteparameterupdat:[13,16,93],remov:[7,22,29,31,49,72,93,103,104],renam:[4,7,29,30],reorder:43,reorder_primit:43,repeat:[8,35,55,56,64,65,71,97],repeatedli:[35,40],replac:[9,14,38,52,60,66],repli:72,replic:22,replicaset:18,repo:[9,72,78,105],report:[14,30,31,54,98],reportdataset:14,repositori:[78,103],repres:[7,8,14,19,22,24,25,31,36,44,47,49,52,57,59,61,64,67,70,71,74,86,101],represent:[15,22,32,34,35,40,47,49,64],reproduc:0,request:[9,10,13,17,19,59,62,72,86,87,106],requir:[0,4,5,7,10,15,17,18,20,22,24,25,29,30,36,40,42,48,52,54,55,56,59,61,64,65,66,71,72,74,75,78,81,86,87,103,105,106],requisit:40,rerun:75,research:[22,31],reserv:29,reserveoutput:74,reset:[10,26],reset_program:26,resetingrad:42,resetinvalu:42,resetoutgrad:42,resetoutvalu:42,resetxxx:42,reshap:[6,58,77],resid:0,residu:21,resiz:[13,67,75,77],resolv:[9,72,87],resourc:[22,27,51,54,67,76,86],respect:[6,20,25,30,34,48,74,93,101],respons:[13,21,22,26,34,51,52,53,61,86,87],rest:[8,18,28,32,69,106],restart:[10,15,86,87,106],restartpolici:[86,87],restor:[6,52],restrict:[61,63,93,97],result:[6,7,14,21,26,34,35,36,40,44,49,50,51,53,75,77,86,93,97,98,99],resum:17,retain:77,retran:86,retriev:[0,8,49,63,74,87,97],retriv:81,reuqest:62,reus:[8,17,49,58,59,74,75],rev:0,revamp:22,reveal:[5,97],revers:[7,101],review:[19,87],reviews_electronics_5:87,rewrit:[9,21,75],rid:[20,31],right:[6,7,8,9,18,26,40,59,61,72,76],ring:51,risk:7,rkt:[0,18],rmsprop:52,rmspropoptim:52,rnn:[8,31,34,49,57,59,63,66,92,96],rnn_bias_attr:101,rnn_layer_attr:101,rnn_out:101,rnn_output:70,rnn_use_batch:[41,92,93],rnnalgorithm:49,rnnstep:70,roadmap:[66,70],rocmplac:47,role:[5,14,15,22,51,82,86],rollback:57,root:[7,51,86,87,104],roughli:66,round:[30,51],routin:[30,42,51],row:[13,21,74],rows_:64,rpc:14,rpcserver:14,rpi:105,rpi_arm_neon:105,rpi_toolchain:105,rsize:86,rtk:106,rule:[7,22,25,31,35,74,86],run:[0,3,4,5,6,7,8,9,10,18,19,20,21,22,23,24,26,30,31,32,33,34,35,36,40,43,47,48,50,51,52,54,55,56,57,59,62,63,64,66,67,68,69,72,74,76,77,78,80,81,82,83,84,85,86,88,89,90,91,93,97,98,103,104,105,106],run_test:1,runinitfunct:98,runnabl:24,running_on_cloud:18,runserv:78,runtim:[2,8,19,21,22,38,48,59,71,76,84,103],runtime_table_:8,s_block:7,s_recurrent_group:101,safe:18,sai:[0,20,32,35,37,40,58,93,95],said:31,sake:74,same:[1,5,6,14,15,17,19,20,21,22,33,34,36,39,40,48,49,51,57,59,60,63,66,69,70,75,76,77,82,84,86,95,101],sampl:[2,26,34,57,65,81,84,93,95],sampler:34,satifi:40,satisfi:[4,9,43,64,86],save:[0,10,12,14,15,18,19,22,35,36,40,44,52,64,71,81,86,87,93,95],save_dir:[87,93,95],save_only_on:[92,93],save_persist:82,saving_period:[92,93],saving_period_by_batch:[92,93,95],scalabl:59,scalar:[7,8,37,68,70],scale:[22,24,52,60,65,66,75,85],scaleop:75,scaleopmak:[59,75],scan:[7,14,40,59],scatter:[7,51],scenario:[49,92],scene:92,schdule:86,schedul:[14,18,24,86],scheme:[13,61,75],scienc:40,scope:[6,19,23,27,32,69,99],score:49,scorer:66,scp:88,script:[0,1,51,75,81,84,85,86,88,103],sdk:104,search:[1,10,63,93,101],second:[5,19,29,31,34,36,48,49,55,56,58,63,65,75,84],secret:86,section:[7,24,31,57,72,74,83,86,97,101],see:[5,7,10,19,21,24,30,31,57,66,72,75,77,82,86,97,98],seed:[93,98],seem:[4,9,21,30,31,66],seen:[61,75],segment:[48,70,77],sel:21,select:[49,86],selected_generation_scor:49,selected_id:49,selected_row:[64,71],selected_rows_desc:[64,71],selected_scor:49,selectedrow:[38,71],selector:87,self:[6,25,26,34,36,40,41,42,44,50,57,70,74,75],self_addr:19,semant:[5,49,62],semaphor:21,semat:5,send:[10,15,19,22,24,39,51,59,65,72,82,83,86,93],send_back_parameter_typ:13,sendbackparameterspars:13,sendbackparametertyp:13,sendparameterrequest:13,sendparameterrespons:13,sens:[52,61,72,97],sent:[5,15,19,22,59,65,71,87],sentenc:[31,48,49,70,101],sentence_input:70,separ:[15,22,33,52,60,61,81,82,93],seper:70,seq_len:70,sequenc:[7,8,19,27,31,35,41,50,55,66,70,72,74],sequenti:[8,19,21,101],seri:[4,20],serial:[8,14,44,53,59],serializ:[59,71],serv:[2,22,30,59,70,81,86,98],server:[1,5,9,13,16,17,22,32,51,59,74,83,84,91,92,106],server_endpoint:82,serverless:10,servic:[81,97,106],sess:[34,36,50],session:[36,50,56,98],set:[0,1,5,7,10,18,20,34,38,40,43,47,48,49,54,56,57,59,60,63,66,67,70,72,74,75,77,78,81,82,84,86,87,92,93,95,96,97,98,101,104,105],set_active_typ:74,set_attr:25,set_drop_r:74,set_float_el:6,set_input:25,set_output:25,set_shap:20,set_siz:74,set_typ:[25,74],setdatatyp:64,setdefault:75,setp:86,setq:0,settup:74,setup:[22,52,62,74,75,106],seven:66,sever:[1,6,13,22,24,34,48,49,51,53,54,57,64,67,70,84,85,86,95],sexstant:106,sgd:[5,10,18,24,52,53,64,82,83,99],sgd_optim:[82,99],sgdasync_count:92,shall:[7,9],shape:[6,7,8,20,22,34,37,47,48,55,57,59,64,66,67,75,77,82,99],shapes_:20,shard:[10,11,12,13,14,15,17,22,24,83,86],share:[0,9,20,34,46,53,57,59,61,66,67,70,75,93,98],shared_librari:9,shared_ptr:[43,45,46,63,67,77],shell:[2,86],shoul:6,should:[5,6,7,8,15,18,21,22,25,26,30,32,33,34,38,39,43,47,48,49,50,52,53,54,55,58,59,60,61,64,65,66,68,69,70,71,75,76,78,80,82,84,86,101,103],should_be_fals:5,should_be_tru:5,show:[0,4,7,8,10,20,21,29,31,37,40,44,48,51,52,55,68,70,77,83,86,87,93],show_check_sparse_distribution_log:[92,93],show_layer_stat:[92,93],show_parameter_stats_period:[87,92,93,95],shown:[5,22,26,51,54,66,74,77,86,98,101],shrink:74,shrunk:25,shuffl:[20,22,82],shuffleread:20,sid:86,side:[22,26,40,53,77,83],sig:86,sigint:84,sigmod:65,sigmod_op:65,sigmod_output:65,sigmoid:[8,65,70,74],sign:[28,44,86],signal:84,signatur:86,signific:[66,98],similar:[8,19,21,22,24,27,31,49,52,54,58,59,61,66,67,69,70,75,86,97,106],similarli:[31,40,75],simpl:[19,24,30,32,35,36,40,48,52,55,61,63,65,66,70,82,93,98],simple_attent:101,simple_gru:101,simple_rnn:101,simpler:53,simplest:86,simpli:[2,5,15,22,80,98,101],simplifi:[5,49,57,65,66,74,87],simul:[31,104],simultan:86,sinc:[10,14,16,17,21,22,23,24,31,38,40,43,47,52,57,58,60,61,70,77,82,86,98,104,106],sincer:72,singl:[1,7,10,20,22,24,26,30,39,51,59,63,66,74,80,83,87,97],singleton:[19,23],sit:22,site:[9,86,97],situat:[7,56,69],size:[2,10,12,13,15,21,22,30,34,40,44,49,52,57,58,64,65,66,67,70,74,75,77,80,82,93,99,101,103,104,105],size_in_byt:43,size_t:[13,20,67,70,74],sizeof:8,skip:[7,58,72,84,86],slice:19,slide:10,slight:31,slightli:34,slow:98,slowli:[0,97],small:[6,19,32,34,42,49,72,74,93],small_messag:[92,93],smaller:[6,10,30,49,72],smart:63,snap:87,snapdragon:30,snapshot:[11,17,86],snippet:[21,33,50,74,86,98,101],sock:18,sock_recv_buf_s:[92,93],sock_send_buf_s:[92,93],socket:93,softmax:[5,8,22,24,31,36,37,49,55,74,101],softmaxoutput:36,softwar:[30,54,98,106],solid:34,solut:[51,106],solv:[5,7,20,40,59],some:[5,7,8,9,13,14,15,17,18,20,21,22,24,25,30,32,33,34,35,39,40,43,47,48,49,50,55,56,57,58,59,60,63,67,69,70,72,74,75,76,77,81,86,92,93,95,98,103,104,105,106],some_c_api_funct:46,some_inst:46,some_op:[38,48,70],some_python_class:45,somecppclass:45,somegotyp:45,someth:[0,7,13,57,72,97],sometim:[0,54,58,98],somewhat:15,somewher:63,soon:10,sophist:74,sort:[70,86,93,97],sort_by_length:70,sortagrad:66,sourc:[0,6,9,29,31,34,42,44,46,49,58,59,85,86,87,97,101,104],source_dict_dim:[49,101],source_dict_s:49,source_language_word:[49,101],space:[0,24,30,57,61,66,98,101],span:54,spars:[13,21,74,77,81,86,93],sparse_remot:13,sparse_upd:13,sparseparam:74,sparseprefetchrowcpumatrix:74,speak:101,spec:[86,87],specfii:93,special:[7,15,22,30,32,38,47,49,50,75],specialvartypeinfer:38,specif:[0,7,9,10,20,22,25,29,32,49,59,63,67,75,82,95,103],specifi:[0,2,5,6,13,14,15,18,19,21,22,23,25,26,27,29,34,44,54,57,63,65,70,72,74,77,78,86,93,97,101,103,104],spectrogram:66,speech:66,speed:[1,30,44,51,52,106],speedup:54,sphinx:[45,78],split:[17,19,20,23,31,37,49,59,70,81,83,86,95],split_count:[81,86],spread:7,squar:36,square_error_cost:[82,99],srand:93,src:[9,43,81],src_backward:101,src_embed:[49,101],src_forward:101,src_primitive_desc:43,src_word_id:[49,101],src_word_vec:49,sreializ:71,ssh:[86,87,88,105],ssh_server:84,sstabl:5,stabil:[6,40,75],stabl:[62,86],stack:[27,59,70,86],stage:[9,16,23,34,40,43,66,71,84,103],stale:10,stamp:98,standalon:103,standard:[0,4,21,31,59,61,66,97],stanford:[6,87],star:9,start:[0,1,2,4,7,9,10,13,14,15,17,18,21,22,23,49,51,53,54,84,88,93,97,98,101,102],start_mpi_train:88,start_op_idx:7,start_pass:[92,93],start_pserv:93,startup:[10,18,31,86],stat:[93,98],state:[8,10,26,27,48,49,54,63,66,70,76,87,93,101],statem:40,statement:[21,31,35,40,74,86],static_cast:[43,77],staticinput:101,statist:[26,54,93],statset:98,statu:[18,49,86,87,98],status:87,std:[9,13,20,36,38,39,43,45,46,54,56,59,60,63,65,67,74,75,77,93],stdbuf:81,stderr:84,stdout:84,step:[1,2,6,8,10,15,21,22,24,26,31,34,35,41,49,52,53,57,59,65,66,70,72,74,80,83,86,87,88,97,98,101,103,105,106],step_gradi:7,step_id:70,step_input:70,step_net:8,step_output:70,step_scop:59,stepnet:[8,48,59,63],still:[4,7,14,17,22,31,40,60,77],stirng:57,stmt1482205552000:86,stmt1482205746000:86,stochast:[10,14,17,52,83],stop:[0,57,84,87,93],stop_gradi:57,storag:[28,30,81,86,87],store:[6,8,9,13,27,36,38,44,47,49,53,55,57,59,60,61,63,70,74,75,77,78,81,83,86,87,88,93,104,105],str:[7,18,70,95],straight:[55,58,64],straightforward:43,strategi:[10,57,93],stream:[22,43,54,67,76],stream_:67,strict:[58,83],stride:[43,47,66],string:[7,8,14,29,36,39,44,54,55,56,57,59,60,63,64,65,71,74,75,86,93],strip:97,strongli:91,struct:[14,15,28,30,38,39,46,47,54,60,65,69,76],structur:[7,8,14,31,34,44,49,55,57,59,64,84,86],sts:86,stuff:72,style:[1,59,65],sub:[5,7,17,19,24,34,40,48,51,53,57,74,101,103],sub_block:7,subclass:57,subcommand:29,subgraph:[24,34],submiss:22,submit:[43,59,78,85,86,92,93],subnet0:86,subnet:[5,86],subobjectpath:87,subsequ:51,subset:74,subtract:6,succ:40,succeed:[14,87],success:[15,86,87],successfulcr:87,successfulli:75,successor:93,sucess:40,sucessor:40,sudo:[0,86],suffer:6,suffici:93,suffix:[4,18,81],suggest:[9,72,98],suit:106,suitabl:[64,67,93],sum:[7,8,11,23,38,57,74,101],sum_op:7,summar:[34,54],summari:54,sumopgradmak:60,supercomput:40,suppli:64,support:[0,1,2,4,6,8,10,17,18,19,21,22,24,31,33,34,40,43,44,47,49,52,53,54,56,58,59,60,61,64,66,69,74,75,77,78,80,83,85,86,93,98,101,103,104,105,106],support_inplac:40,suppos:[9,19,33,64,74],suppress:29,sure:[0,1,74,82,86,97],svs:65,swagger:28,swig:[1,16,45,46,103,104],switchop:8,sychron:51,symbol:[4,8,36,46],symbols_ready_:8,symbolt:[8,59],symlink:72,sync:[10,52,61,93],sync_with_cpp:97,syncflag:74,synchron:[10,14,21,43,51,54,83,86,93],syntax:[19,27,31,49,58],sysroot:103,system:[1,2,4,8,9,10,15,17,21,22,24,28,33,34,40,42,66,75,78,81,85,87,97,103],tab:4,tabl:[8,19,31,38,44,64,71,104],tablelookup:64,tablelookupgrad:64,tablelookupop:64,tag:[2,62,91,101],tail:49,take:[0,1,5,7,8,9,10,17,19,20,21,22,25,27,30,32,34,35,37,38,40,43,47,52,55,56,57,58,59,60,67,69,70,72,74,75,76,81,82,86,87,91,97,98,101],taken:[25,36,40,47,70],talk:[15,32,105],tangl:97,tanh:[34,49,74,101],tar:86,tarbal:86,target:[1,7,8,9,25,27,34,36,50,56,59,75,101,103,104,105],target_block:[7,25],target_dict_dim:101,target_dict_s:49,target_language_word:101,target_link_librari:9,target_word:49,task13:66,task14:66,task:[22,44,49,54,65,82,95,101],task_queu:14,taskentri:14,taskqueu:14,tbd:[16,43,66],tcp:[86,93],tear:98,technic:[7,10,82],techniqu:[40,74,97,101],technolog:[0,31],tee:87,tell:[2,10,14,15,49,65,98,103],templat:[33,43,65,67,75,76,77,87,106],tempor:66,temporari:[7,18,27,40,52,57],tempori:40,ten:0,tensor:[6,9,19,21,23,24,30,31,32,34,36,38,39,43,44,47,48,49,64,70,71,75,99],tensor_arrai:19,tensor_array_read:70,tensor_array_s:70,tensor_array_stack:70,tensor_array_unstack:70,tensor_array_writ:70,tensor_data:44,tensor_in:69,tensor_s:6,tensor_test:9,tensor_to_check:6,tensorarrai:23,tensorarraydesc:70,tensordesc:[44,64],tensorflow:[8,19,21,22,24,31,34,37,61,70,77],term:[10,60,61,66],termin:87,terminolog:40,tessorarrai:70,test1:12,test:[0,5,6,9,36,46,52,58,62,77,80,81,82,88,92,98,99],test_:75,test_all_data_in_one_period:87,test_check_grad_ingore_i:75,test_check_grad_ingore_x:75,test_check_grad_norm:75,test_check_output:75,test_data_dir:81,test_fcgrad:74,test_gpuprofil:98,test_layergrad:74,test_mkldnn:42,test_mklpack:41,test_mul_op:[1,75],test_norm:75,test_pass:[92,93,95],test_period:[92,93,95],test_recurrent_op:72,test_wait:[92,93],testa:5,testb:5,testbilinearfwdbwd:98,testcas:75,testconfig:74,testfcgrad:74,testfclay:74,testlayergrad:74,testmodel_list:92,testmulop:75,testq:5,testsave_dir:92,testutil:74,text1:29,text:[5,44,48,54,66,86],tflop:98,tftp:106,tgz:4,than:[0,1,7,10,18,19,20,25,31,32,33,34,57,59,61,68,70,74,81,82,86,101,103,106],the_step:31,theano:31,thei:[0,5,7,9,10,15,17,19,20,21,24,25,29,31,34,35,39,40,49,50,54,57,59,65,70,71,72,74,75,77,82,83,86,92,98,101],them:[0,5,6,7,9,10,13,18,20,21,24,25,31,32,33,38,39,40,49,57,58,59,60,63,64,65,69,70,71,72,75,78,82,86,92,93,98],themselv:[7,9],theori:[31,98],therefor:[7,40,52],therein:8,theta:34,theta_d:34,theta_g:34,thi:[0,2,4,5,6,7,8,9,10,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,30,31,32,33,34,35,36,39,40,43,47,48,49,50,51,52,53,54,55,57,58,59,60,61,64,65,66,67,69,70,72,74,75,76,77,78,80,81,82,83,86,87,91,93,95,97,98,99,101,103,104,105,106],thin:38,thing:[22,34,59,67,98],think:[5,9,82],third:[10,36,75,97,98,103,104,105],third_parti:[42,103,104,105],thirt:0,those:[8,9,10,33,35,36,37,55,103],though:[70,106],thought:[9,98],thread:[19,21,23,54,74,81,93,95,97,98],thread_count:23,thread_id:54,thread_id_:54,thread_local_rand_use_global_se:[92,93],thread_pool:23,threadid:95,threadloc:98,threadpool:19,three:[6,7,10,21,26,30,31,32,35,43,49,50,53,54,55,58,66,67,93,103],threshold:[10,14,25,72,93],through:[7,9,10,14,16,26,40,50,52,74,75,78,81,98,99,101,104],throughout:27,throughput:[81,98],thrust:59,thu:[17,26,36,40,66,74,86],tier:87,time:[0,1,5,6,9,10,14,17,20,21,22,24,25,31,33,38,40,41,47,48,49,51,54,57,58,59,60,64,65,66,70,71,77,87,93,95,97,98,101,106],timelin:[54,59,98],timeo:86,timeout:[10,14],timestamp:11,timestep:63,tip:[103,104],titan:40,tls:28,tmp:57,todo:[8,10,14,17,49,65,66],togeth:[7,70,82,101],token:[5,66,101],toler:[1,6,75],too:[6,19,21,25,43,69,70],took:106,tool:[0,1,4,54,82,85,86,97,101,103,105],toolchain:[97,103,104],toolkit:66,top:[48,49,66,75],top_k:49,top_level_rnn:48,topic:43,topk_generated_scor:49,topk_id:49,topk_scor:49,toplevel:0,topolog:[5,10,22,36,40,44,53],topoloi:36,torch:[8,31],total:[10,24,26,51,54,58,81,85,87,97,98,106],total_pass:58,tottim:97,toward:31,trace:[8,32,34],track:[10,14,36,57],tradit:[8,30,66],traffic:22,train:[7,8,12,14,15,17,19,20,25,26,27,31,32,34,35,40,41,44,51,52,53,54,55,56,57,59,61,64,66,67,71,74,85,89,90,92,96,98,101,104],train_config_dir:86,train_data:81,train_data_dir:81,train_id:86,train_list:81,train_loop:31,train_read:[22,82],trainabl:[44,57],traindot_period:92,trainer:[5,11,12,13,14,16,22,24,32,41,42,52,53,59,74,82,83,84,93,95],trainer_config:[86,87],trainer_config_help:74,trainer_count:[80,81,86,87,92,93,95],trainer_cpu:18,trainer_cr:18,trainer_gpu:18,trainer_id:[81,86,93],trainer_intern:13,trainer_mem:18,trainer_packag:18,trainer_prog:22,trainerid:17,training_rol:82,trainingjob:22,trainingtest_period:92,trainonebatch:13,tran:[43,74,93],trans_var:69,transact:[10,14],transcript:66,transfer:[40,54],transform:[59,66,74,77,101],translat:40,translation_id:49,translation_scor:49,transpar:[49,84],transpil:[19,82],transport:93,transpos:74,travers:[7,35,40],travi:72,treat:[8,15,40],treatment:[15,30],tree:[8,19,27,31,57,93,99,105],trg_dic_siz:49,trg_embed:[49,101],trick:49,tricki:45,trigger:[17,20,53],trivial:[49,70],true_block:[8,37,55],true_imag:58,true_label:58,true_neg:26,true_posit:26,true_read:58,tune:[66,96,97],tuninglog_barrier_abstract:92,tupl:[7,57,58],turn:[2,57,58],tutori:[1,2,74,75,86,88,89,90,97,98,101,104],twice:[24,34,82],twine:62,two:[1,5,7,15,16,17,18,19,20,21,22,26,29,30,31,32,34,35,38,40,44,47,49,52,54,55,58,59,60,61,63,64,65,66,69,70,71,75,77,84,86,95,98,101,103,105],txt:[9,18,29,41,42,74,78,81,86,88],type:[0,5,7,8,10,13,14,17,18,20,22,28,29,30,32,38,39,43,44,45,46,48,49,55,56,57,58,59,60,61,64,65,66,67,69,71,74,76,77,80,81,83,86,87,91,93,95,101,104],type_nam:65,typedef:[15,30,45,46,47,67,76],typeerror:25,typeid:65,typenam:[33,65,67,75,76,77],typic:[22,98,104],ubuntu:[4,62,80,97],ubyt:58,uci_h:[80,82],uid:87,uint16_t:30,uint32:[28,44],uint32_t:54,uint64:[44,45],uint64_t:45,unawar:15,unbalanc:93,unbias:6,unblock:21,unbound:[40,101],unbuff:21,unclear:17,uncreat:7,under:[1,2,9,14,24,51,69,77,78,81,84,85,86],underli:[20,49],understand:[31,57,66,97,98,106],understand_senti:101,undeterminist:98,uni:66,unidirect:66,unifi:[20,27,36,64,72],uniform:[12,34,57,58,93],uniform_random:57,uniniti:7,uninstal:1,uniqu:[5,8,10,17,18,43,47,57,63,75,82,86,91,93],unique_nam:57,unique_name_gener:57,unique_ptr:[60,63,67,74],unit:[0,1,9,52,54,61,67,77,101],unittest:[46,72,75],unittestcheckgrad_ep:92,unix:21,unk:[64,71],unlik:[49,75],unnecessari:[7,66,72],unordered_map:63,unpack:70,unrol:48,unseen:61,unsign:[15,30],unstack:70,unstack_from:70,unsupervis:34,unsupport:75,until:[10,15,21,23,24,31,40,63,82,86],unzip:103,updat:[4,7,10,14,15,22,28,30,34,48,49,50,51,52,53,63,66,70,74,81,83,93,95,97],update_memori:8,update_op:50,updatecallback:74,updatestack:86,upgrad:[1,4,51],upload:[10,18,21,28,62,83],upon:10,upstream:72,uri:86,url:72,usag:[30,37,40,53,57,68,75,98,104],use:[0,1,2,4,5,6,8,9,10,16,20,21,22,23,24,27,30,34,36,38,39,40,43,47,49,50,51,53,54,57,63,64,65,66,69,70,71,72,74,75,76,78,80,81,83,86,87,93,95,97,98,101,103,104,105],use_cpu:39,use_cudnn:39,use_eigen_bla:103,use_eigen_for_bla:[103,104],use_gpu:[80,81,87,92,93,95],use_mkl_pack:41,use_mkldnn:[39,42],use_old_updat:[13,92,93],use_sparse_remote_updat:13,used:[0,1,4,5,6,8,9,10,16,17,20,21,22,25,27,30,31,34,36,40,48,49,52,53,54,57,58,59,61,63,65,67,69,70,74,75,77,86,92,93,95,97,98,101,103,104,105],useful:[6,30,40,57,63,69,74,95,101,103],usegpu:74,user:[2,5,6,7,8,9,12,14,17,18,19,22,23,24,25,26,27,29,33,34,35,36,38,39,43,47,49,50,51,52,54,57,58,59,60,61,63,65,67,69,70,72,76,78,81,86,92,93,97,103,106],user_nam:12,usercert:12,userkei:12,usernam:12,uses:[0,1,4,6,10,17,19,21,22,30,40,47,48,49,53,54,67,69,72,74,77,78,83,86,93,101,103],using:[1,2,3,4,5,6,7,8,9,10,14,15,17,18,21,22,27,29,30,31,33,34,36,38,40,48,50,52,55,57,58,60,61,63,65,66,67,72,74,75,76,77,78,80,81,86,87,88,91,93,95,98,101,103,105],usr:[1,2,81,86,93],usual:[7,18,40,47,54,55,61,67,72,75,86,93,95,97,98],util:[22,41,42,51,74,75,76,98,101,106],uuid:[11,17],v7a:103,v8a:103,val:7,valid:[58,59,63,75,86,104],valu:[6,7,8,10,19,21,25,26,36,37,40,42,44,48,49,50,52,53,55,59,63,64,65,68,70,71,74,75,76,82,86,93,95,101,103,104],value1:93,value2:93,value_:64,valueerror:36,values_:70,vanilla:101,var_nam:[7,69],var_recurs:25,vardesc:[8,35,55,57,59,64],vardescbuild:8,vari:[86,98],variabl:[5,6,8,19,20,21,22,24,25,26,27,32,34,35,36,37,38,47,48,49,50,52,55,56,60,61,64,65,66,69,70,74,75,76,81,85,86,87,97,99,103,104],variablenamemap:75,varialbl:34,variant:[38,47,67,70,76],varibal:7,varibl:36,varienc:70,varient:70,variou:[8,21,30,40,61,103],varproto:65,vars_:[8,63],vartyp:[64,71],vartypeinfer:38,vec2seq:66,veclib:104,vector:[5,8,13,15,20,36,37,43,48,49,54,57,59,60,64,66,68,70,74,77,101],vectorenable_parallel_vector:92,vendor:9,verbos:[29,72],veri:[9,14,19,24,27,31,33,34,40,43,49,53,58,61,63,66,67,70,84,97,98,101],verifi:[8,74,104],version:[0,1,2,7,9,18,22,25,29,32,34,36,37,44,49,62,66,74,80,82,86,87,91,92,93,97,98,103,104,105],versu:5,via:[3,7,10,47,72,82,86,98,104,106],view:[44,47],vim:2,viriabl:81,virtual:[0,20,25,38,39,60,67,76],virtualenv:0,visibl:[17,63],visit:7,visual:[49,98],vlog:[13,72],vocabulari:66,voila:80,volum:[78,87],volumemount:[86,87],volumn:86,wai:[0,5,7,15,17,21,27,31,39,40,49,52,57,58,61,70,72,74,95,101],wait:[10,15,21,23,76,81,82,83,93],walk:104,wangkuiyi:9,want:[0,1,2,5,18,19,21,26,34,39,47,52,54,56,58,61,63,67,68,69,70,72,74,78,81,93,95,97,103,105],warn:29,warp:98,warp_ctc:66,wast:51,watch:10,wbia:86,web:[78,97],websit:78,weight:[41,44,61,74,93,95,101],weightlist:74,weights_:74,weights_primitive_desc:43,weights_t:74,welcom:[9,66,72],well:[7,18,21,22,24,31,33,34,61,64,66,74,82,86,93],wer:66,were:[9,21,31],west:86,wget:103,wgt:43,what:[9,20,31,34,49,57,65,69,75,97,106],whatev:[0,81],wheel:4,when:[0,1,3,7,8,9,10,13,14,15,18,19,22,24,25,26,27,29,30,31,32,36,49,51,52,53,54,55,57,59,67,70,72,74,75,77,78,81,83,85,86,87,93,95,97,98,101,103,104,106],whenev:[57,66,72],where:[5,7,8,10,17,19,22,31,32,35,47,48,49,52,55,59,61,67,70,74,75,93,95,97,98,99,101],wherea:[8,14,33,37,67,68,71],whether:[1,2,6,7,8,20,27,54,58,64,70,74,75,93,104],which:[0,1,4,5,6,7,8,9,10,12,14,15,17,18,19,20,21,22,23,25,27,30,31,32,33,34,36,38,40,43,44,47,48,49,50,51,53,55,56,57,58,59,60,63,64,65,68,69,70,71,72,74,75,76,77,81,82,83,84,86,93,95,97,98,101,103,104,106],while_grad:40,while_loop:[49,70],while_op:7,whileloop:70,whileop:8,white:66,whl:1,who:[7,33,35,51,57,72],whoever:15,whole:[7,20,34,37,40,45,46,48,51,56,65,66,72,83,86,87,106],wholli:20,whose:[6,7,10,17,25,48,59,60,65,70,101],why:[0,6,46],wide:[4,9,25,34,84,88],width:[13,45,58,74,75],wiki:9,window:[0,2,52,66,103],wirt:36,wise:[24,59,66,77],wish:[1,4,78,81,82],with_avx:[1,2,91,103,104],with_bia:65,with_c_api:[1,103,104,105],with_distribut:82,with_doc:1,with_doubl:[1,74,91],with_dso:1,with_golang:[1,103],with_gpu:[0,1,91,103,104],with_mkl:[1,41,42,103],with_mkldnn:42,with_mklml:42,with_profil:98,with_python:[1,91,103,104],with_rdma:[91,103,104],with_style_check:[1,72],with_swig_pi:[1,103,104],with_test:[1,75],with_tim:[91,98],within:[14,22,31,66,104],without:[7,10,15,20,21,54,57,58,59,66,75,81,88,97],wloop:70,wmt14:101,won:[83,98],word2vec:[18,81],word:[7,24,35,38,40,48,49,59,65,66,70,76,81,95,101],word_dict:[81,88],word_vector_dim:[49,101],wordcount:66,work:[0,2,5,8,9,10,22,27,30,31,39,50,52,54,57,72,74,78,82,83,86,87,93,97,98,101,106],worker:[24,71,86],workercount:86,workflow:[59,86],workspac:[72,81,84,93],world:81,worri:6,worth:99,would:[0,2,8,9,10,17,21,22,23,24,31,33,34,35,43,50,52,53,57,58,64,66,70,72,82,86,97,103,106],wouldn:[31,35],wrap:[20,31,33,34,51,106],wrapper:[9,20,21,33,51,52,60,70,98],write:[0,5,10,17,19,20,21,22,24,30,31,32,33,36,38,43,50,52,57,58,59,60,67,70,73,81,85,86],write_lock:11,write_to_arrai:40,writer:[5,57],written:[1,2,7,8,19,24,27,34,44,52,59,60,64,75,77,84,97],wrong:58,wrote:36,wsize:86,x64:[103,105],x86:104,x86_64:[103,104],x_neg:6,x_po:6,xarg:[2,74,88],xcode:104,xcodebuild:104,xeon:76,xgbe0:93,xgbe1:93,xpu:31,xrang:[6,31,34,54,58,74,80],xx_layer:39,xxx:[5,70],xxxx:11,xxxxxxxxx:86,xxxxxxxxxx:86,xxxxxxxxxxxxx:86,xxxxxxxxxxxxxxxxxxx:86,y_dim:34,y_neg:6,y_po:6,y_predict:[80,82,99],yaml:[9,84,86,88,106],yancey1989:18,yapf:72,year:31,yep:[54,97],yet:[31,66,106],yield:[5,12,20,58],you:[0,1,2,3,4,6,18,22,30,63,72,74,75,76,78,80,81,82,84,86,88,91,93,95,97,98,101,103,104,105,106],your:[0,1,3,4,5,9,13,18,29,59,72,74,78,81,82,84,86,91,95,98,103,104,105,106],your_access_key_id:86,your_secrete_access_kei:86,your_source_root:46,yourself:1,yuang:31,yuyang:97,z_dim:34,z_size:34,zero:[6,7,10,21,34,49,53,57,64,74,86,93],zip:[57,103],zone:86,zxvf:86},titles:["Build using Docker","Build from Sources","Run in Docker Containers","Install and Build","Install Using pip","PaddlePaddle Design Doc","Auto Gradient Check Design","Backward Building","Design Doc: Block and Scope","Required CMake Function","Design Doc: Distributed Training","\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9\uff08Checkpointing\uff09","\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1","Alalysis of large model distributed training in Paddle","Design Doc: Master Server","Design Doc: The Client Library of Parameter Server","Design Doc: Remote Parameter Updater for Cluster Train","Design Doc: Save Model","Submit a Distributed Training Job","Design Doc: Concurrent Programming with Fluid","C++ Data Feeding","Design Doc: CSP in PaddlePaddle Fluid","Design Doc: Distributed Training Architecture","Design Doc: Execute the Program with Multi CPU","Design Doc: Parameter Server","Error Clip","Evaluator Design","Executor Design Doc","FileManager\u8bbe\u8ba1\u6587\u6863","PFSClient","Design Doc: float16","Design Doc: PaddlePaddle Fluid","PaddlePaddle Fluid: Towards a Compiled Programming Language","Design Doc: Functions, Operators, and Layers","Design for GAN","Design Doc: Computations as a Graph","Survey on Graph","The <code class=\"docutils literal\"><span class=\"pre\">IfElse</span></code> Operator","Design Doc: InferVarType","Problem","Memory Optimization","Intel\u00ae MKL Packed on PaddlePaddle: Design Doc","Intel\u00ae MKL-DNN on PaddlePaddle: Design Doc","Design Doc: Add MKLDNN Kernel in Fluid Operator","Design Doc: Model Format","Paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0","C-API \u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863","Design Doc: The Keys of Operator Kernel Type","RNNOp design","Design: Sequence Decoder Generating LoDTensors","Optimizer Design","Design Doc: NCCL support in Paddle Fluid","Averaging Parameter in PaddlePaddle","Design Doc: The C++ Class <code class=\"docutils literal\"><span class=\"pre\">Parameters</span></code>","Introduction","Design Doc: PaddlePaddle Programs","Prune","Design Doc: Python API","Python Data Reader Design Doc","Design Doc: Refactorization Overview","Design Doc: Gradient Operators Registration","Regularization in PaddlePaddle","PaddlePaddle\u53d1\u884c\u89c4\u8303","Design of Scope in Paddle","Design Doc: Selected Rows","Interaction between C++ and Python","DeepSpeech2 on PaddlePaddle: Design Doc","Design Doc: Supporting new Device/Library","Design Doc: Switch","Background","Design for TensorArray","Background","Contribute Code","Development","Write New Layers","How to write a new operator","Add Kernels for a New Device","How to use Eigen in Paddle","Contribute Documentation","GET STARTED","Quick Start","Command-line arguments","Fluid Distributed Training","Distributed Training","Cluster Training Using Fabric","Use different clusters","Distributed PaddlePaddle Training on AWS with Kubernetes","PaddlePaddle On Kubernetes","Cluster Training Using OpenMPI","&lt;no title&gt;","&lt;no title&gt;","Preparations","Argument Outline","Detail Description","Set Command-line Parameters","Use Case","HOW TO","Profiling the Python Code","Tune GPU Performance","PaddlePaddle Fluid Source Code Overview","RNN Models","RNN Configuration","PaddlePaddle Documentation","Build PaddlePaddle for Android","Build PaddlePaddle for iOS","Build PaddlePaddle for Raspberry Pi","Cluster bootstrapping tool survey"],titleterms:{"\u4e0a\u4f20\u8bad\u7ec3\u6587\u4ef6":12,"\u4e0d\u4f7f\u7528":45,"\u4e0d\u4f7f\u7528swig\u8fd9\u79cd\u4ee3\u7801\u751f\u6210\u5668":45,"\u4e0d\u5bfc\u51fapaddle\u5185\u90e8\u7684\u7ed3\u6784\u4f53":45,"\u4e0d\u5f15\u7528\u5176\u4ed6\u52a8\u6001\u5e93":45,"\u4ec5\u4ec5\u4f7f\u7528void":45,"\u4ece\u5feb\u7167\u6062\u590d":11,"\u4f7f\u7528\u52a8\u6001\u5e93\u6765\u5206\u53d1paddl":45,"\u4f7f\u7528\u8f6c\u6362\u5e93":12,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5934\u6587\u4ef6":46,"\u5177\u4f53\u67d0\u79cd\u7c7b\u578b\u7684\u5b9e\u73b0\u6587\u4ef6":46,"\u5206\u5757\u6587\u4ef6\u4f20\u8f93":28,"\u5206\u652f\u89c4\u8303":62,"\u52a0\u901f\u6267\u884c":11,"\u52a8\u6001\u5e93\u4e2d\u4e0d\u5d4c\u5165\u4efb\u4f55\u5176\u4ed6\u8bed\u8a00\u7684\u89e3\u91ca\u5668":45,"\u52a8\u6001\u6269\u5bb9":11,"\u539f\u56e0":45,"\u539f\u56e0\u5217\u8868":45,"\u53c2\u8003\u6587\u6863":28,"\u53d1\u5e03docker\u955c\u50cf":62,"\u53d1\u5e03wheel\u5305\u5230pypi":62,"\u540d\u8bcd\u89e3\u91ca":28,"\u57fa\u672c\u8981\u6c42":45,"\u5b9e\u73b0":45,"\u5b9e\u73b0\u65b9\u5f0f":46,"\u5bfc\u51fac":45,"\u5feb\u7167\u4fdd\u5b58\u7684\u8bbe\u8ba1\u5982\u4e0b":11,"\u6307\u9488\u4f5c\u4e3a\u7c7b\u578b\u7684\u53e5\u67c4":45,"\u63a8\u6d4b\u6267\u884c":11,"\u652f\u6301\u7528\u6237\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u9884\u5904\u7406job":12,"\u6587\u4ef6\u4f20\u8f93\u4f18\u5316":28,"\u6587\u4ef6\u8bbf\u95ee\u65b9\u5f0f":12,"\u6587\u4ef6\u8bbf\u95ee\u7684\u6743\u9650":12,"\u6587\u4ef6\u9884\u5904\u7406":12,"\u66b4\u9732\u63a5\u53e3\u539f\u5219":46,"\u672f\u8bed":11,"\u67b6\u6784\u56fe":28,"\u6846\u67b6\u751f\u6210":28,"\u6982\u5ff5\u89e3\u91ca":12,"\u6a21\u5757":28,"\u6a21\u578b\u53c2\u6570\u68c0\u67e5\u70b9":11,"\u6a21\u578b\u63a8\u65ad\u5b9e\u73b0\u6587\u6863":46,"\u6d41\u7a0b\u4ecb\u7ecd":12,"\u751f\u6210sparse\u6587\u4ef6":28,"\u7528\u6237\u4f7f\u7528\u6d41\u7a0b":28,"\u76ee\u5f55\u7ed3\u6784":46,"\u76ee\u6807":28,"\u793a\u4f8b\u7a0b\u5e8f":12,"\u7b26\u53f7":45,"\u7c7b":45,"\u7f16\u8bd1\u9009\u9879":46,"\u7f29\u5bb9":11,"\u800c\u662f\u624b\u5199\u591a\u8bed\u8a00\u7ed1\u5b9a":45,"\u80cc\u666f":45,"\u8986\u76d6\u4e0d\u4e00\u81f4\u7684\u90e8\u5206":28,"\u8bad\u7ec3\u6570\u636e\u5b58\u50a8":12,"\u8bad\u7ec3\u6570\u636e\u7684\u5b58\u50a8\u548c\u5206\u53d1":12,"\u8f6c\u6362\u5e93":12,"\u8fd9\u4e2a\u52a8\u6001\u5e93\u4f7f\u7528c99\u6807\u51c6\u7684\u5934\u6587\u4ef6\u5bfc\u51fa\u4e00\u4e9b\u51fd\u6570":45,"\u8fdb\u884c\u8bad\u7ec3":12,"abstract":[22,23,24,51,106],"book\u4e2d\u6240\u6709\u7ae0\u8282":62,"case":[7,95],"class":[34,53,57,74],"filemanager\u8bbe\u8ba1\u6587\u6863":28,"final":39,"function":[9,33,34,57],"new":[67,74,75,76],"paddle\u52a8\u6001\u5e93\u4e2d":45,"paddle\u591a\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0":45,"paddlepaddle\u53d1\u884c\u89c4\u8303":62,"paddlepaddle\u56de\u5f52\u6d4b\u8bd5\u5217\u8868":62,"return":[57,58],"switch":[43,67,68],"tensor\u5230eigentensor\u7684\u8f6c\u6362":77,AWS:86,DNS:86,E2E:82,EFS:86,For:[9,87],KMS:86,Not:0,The:[8,15,19,27,31,34,35,37,38,47,50,53,59,60,68,105],Use:[8,55,78,80,85,87,95],Using:[4,9,15,84,88,103],With:18,about:34,absolut:49,access:86,account:86,action:[41,42],activ:42,actor:21,add:[40,43,76,86],address:86,advanc:67,alalysi:13,algorithm:[6,10,22,48,56],all:[63,70],analog:19,analysi:[22,40],android:103,api:[22,41,42,46,50,52,57,61,65],appendix:106,approach:98,arbitrari:31,architectur:[22,54,101],argument:[29,58,81,92,95,103,105],arrai:6,asset:86,associ:[63,86],assumpt:106,async:93,attent:101,attribut:[40,61],auto:6,averag:52,aws:86,background:[6,24,41,67,68,69,70,71,75,76],backward:[7,31,35,59,75],base:[18,49],basic:[40,67,106],batch:58,batch_siz:58,beam:[49,66],benchmark:[41,42],benefit:[24,59],between:[5,21,57,59,65,67],binari:8,bind:75,bla:1,block:[8,32,34,35,55,57,59],blockdesc:55,book:2,bool:1,bootstrap:106,bottleneck:97,bring:106,bucket:86,build:[0,1,3,7,34,59,78,87,103,104,105],built:98,can:63,capi:46,capi_priv:46,challeng:[7,24,56],chang:49,channel:21,check:[6,74,84],checkpoint:[10,11,17],choic:39,choos:[9,86],client:15,clip:25,close:6,cloudform:86,cluster:[16,82,84,85,86,88,95,106],cmake:[9,41,42,105],code:[18,32,57,72,97,99],command:[81,94,95],commit:87,common:93,commun:93,compar:106,comparis:57,compat:31,compil:[1,8,30,32,55,59,75,99,103,104,105],complet:31,compos:58,comput:[8,35,43,59,61,77],con:106,concept:[57,59,86],concern:42,conclus:[17,36,106],concurr:[19,21],condit:34,config:95,configur:[86,101,104],construct:35,contain:[2,87],content:[41,42,46,66,86,98],context:76,contribut:[72,78],control:[40,59],contruct:40,convert:17,convolut:66,core:[6,57,86],corner:7,cpu:[23,95],creat:[7,21,58,59,63,86,87],createreaderop:20,creation:[14,52,61],creator:58,credenti:86,cross:[103,104,105],csp:21,ctc:66,cuda:[1,30],cudnn:1,current:[30,60],custom:58,data:[10,20,22,58,69,86,87],dataflow:40,dataprovid:93,dataset:[10,14,81],datatyp:47,decod:49,decor:58,decoratedread:20,deep:[8,31],deepspeech2:66,defin:[75,86],definit:71,delet:86,demo:[34,82,86],dens:17,dep:4,depend:[1,4,34,66],deploi:18,deriv:74,describ:[31,50],descript:[29,59,93],design:[5,6,8,10,14,15,16,17,19,21,22,23,24,26,27,30,31,33,34,35,38,41,42,43,44,47,48,49,50,51,53,55,57,58,59,60,63,64,66,67,68,70],destroi:[63,86],detail:[13,66,93],develop:[0,59,73],devic:[67,76,95],devicecontext:67,dictionari:58,differ:[59,67,85,95],directori:86,discrimin:34,discuss:[24,34],dispatch:[10,14],distribut:[5,10,13,18,22,24,82,83,86,93],dnn:42,doc:[5,8,10,14,15,16,17,19,21,22,23,24,27,30,31,33,35,38,41,42,43,44,47,51,53,55,57,58,59,60,64,66,67,68],docker:[0,2,18,87,103],document:[78,102],doe:58,down:86,download:[86,87],dure:[49,58],dylib:46,dynam:[10,70],dynet:36,each:4,ec2:86,eigen:77,elast:86,elect:17,els:8,engin:34,enough:6,entri:58,environ:[18,103],equat:74,error:25,evalu:26,event:[5,54],evolut:31,examin:97,exampl:[5,9,19,21,37,46],execut:[8,23,31,55,59],executor:27,explan:6,extern:86,fabric:84,faq:[3,4],fault:10,feed:20,file:[8,86,87,97],fileread:20,find:86,float16:30,flow:40,fluid:[19,21,31,32,43,51,82,99],format:[8,10,44],forward:[35,75],frame:8,framework:[6,76,77],from:[1,3,5,17,65],functor:67,futur:[31,66],gan:34,gate:101,gener:[0,32,34,49,97,101,106],get:[79,82,87],give:58,global:[55,57],gotcha:0,gpu:[2,93,95,98],grad_op:7,gradient:[6,7,15,42,60,74],graph:[35,36,40,59,61],group:86,gru:93,hand:98,handler:[5,45],happen:17,hardwar:30,have:82,helper:57,hierarchi:8,high:[50,52,61,65],how:[1,6,13,52,58,59,67,75,77,78,96,98],iOS:104,iam:86,identifi:97,ifels:37,ifelseop:8,imag:[2,18,87,103],implement:[6,7,9,13,23,25,26,30,44,48,51,52,57,58,59,60,61,74,75,76,77],infer:103,infershap:[55,64],infervartyp:38,ingredi:5,ingress:28,initi:[15,34,86,95],insid:63,inspect:86,instal:[3,4,80,82,86,103,104,105,106],instanc:86,instead:58,integr:[67,86],intel:[41,42],interact:65,interfac:[6,10,15,16,27,50,58,63],intermedi:59,introduc:[49,70,82],introduct:[54,61,82],isn:58,issu:30,job:[10,18,84,86,87,88],kei:[41,47,86],kernel:[43,47,59,76],kill:84,kube:86,kubectl:86,kubernet:[18,86,87],languag:[8,32],larg:13,launch:[2,84,88],layer:[5,33,41,42,57,74,95],layout:47,learn:[8,31],leval:65,level:[50,52,61,65],libpaddle_capi_shar:46,libpaddle_capi_whol:46,librari:[15,30,47,59,67,103],limit:22,line:[81,94],linux:[84,103],list:[11,58],live:40,load:21,local:[22,63,86,95],lod:49,lodtensor:[48,49,70],lodtensordesc:71,log:72,logic:14,look:97,low:[52,61,65],lstm:93,machin:49,macro:59,main:34,make:40,manag:9,map:[58,59],master:[10,14,18,19],math:67,mathemat:6,matrix:[42,93],member:34,memori:[40,48,67],messag:65,method:49,might:34,migrat:59,mileston:59,mini:58,minibatch:21,mix:95,mkl:[41,42],mkldnn:43,mkldnn_helper:43,mkldnndevicecontext:43,model:[5,13,15,17,21,31,34,44,49,84,95,100,101],modifi:87,modul:[59,67,77],more:34,motiv:[7,21,27,44,51,56],multi:[23,32],multipl:58,mxnet:36,name:[63,86],nativ:32,nccl:51,necess:57,necessari:59,need:[0,58,98],nest:48,network:[59,95,101],neural:101,nlp:93,non:82,norm:61,note:6,numer:6,numpi:6,nvprof:98,nvvp:98,object:10,offset:49,onli:[58,63],op_mak:59,openmpi:88,oper:[20,33,37,40,43,47,52,55,57,59,60,64,70,75],opinfomap:59,opkernel:[59,67,75,76],opproto:65,ops:61,optim:[10,15,35,40,50,57],option:[1,29],opwithkernel:59,order:29,org:78,origin:59,orthogon:63,other:42,outlin:92,output:[84,86],overview:[17,25,27,41,42,59,63,66,99],pack:[41,49],packag:[4,9],paddl:[13,51,58,63,77],paddlejob:18,paddlepaddl:[1,2,4,5,8,21,31,32,41,42,52,55,61,62,66,78,82,86,87,99,102,103,104,105],pair:86,paradigm:31,parallel_nn:95,paramet:[5,10,15,16,18,21,24,42,52,53,57,61,81,82,86,93,94],parameteraverageoptim:52,parent:63,part:35,partit:15,pass:[1,95],path:[17,29],penalti:61,perform:[52,93,97,98],persist:14,pfsclient:[28,29],pfsserver:28,pip:4,place:[40,47,67,76],placement:22,point:[41,86],polici:40,pose:[38,60],potenti:39,prefetch:58,prepar:[81,82,84,86,88,91,104],principl:43,privat:86,pro:106,problem:[26,38,39,40,47,50,60,69],procedur:106,process:[0,10,15,18,50,59],profil:[97,98],program:[2,8,19,21,23,31,32,55,57,81,82],programdesc:[32,55],project:9,propos:[38,60,61],protobuf:64,protomak:75,provid:58,prune:56,pserver:17,pull:2,python:[6,18,22,41,42,48,50,52,57,58,61,65,71,74,75,97],qualiti:59,queue:[10,14],quick:80,randomnumb:93,raspberri:105,reader:[5,20,58],readerbas:20,readerhold:20,readi:82,readop:20,realiz:59,recoveri:10,recurr:101,recv:21,refactor:59,refer:[6,22,24,40,41,42,66,98],region:86,regist:[38,59,65,75,76],registr:[59,60],registri:59,regular:[15,61],rel:49,relat:[20,59,70],remark:75,remot:16,remoteexecutor:22,render:86,represent:[8,59],requir:[9,34],result:[84,87],retri:14,reus:57,review:72,rnn:[48,70,93,100,101],rnnop:[8,48,59],route53:86,row:[64,66],rpc:21,run:[1,2,27,75,87,99],runtim:[4,18],save:17,scale:10,scope:[8,48,59,63],script:[82,87],search:[49,66],secur:86,select:[15,21,64],selectedrow:64,semant:68,send:21,separ:59,sequenc:[49,101],server:[10,14,15,18,21,24,81,82,86,93],servic:86,set:94,setup:[86,103],sextant:106,sgd:93,shape:49,share:[5,7,40,63],should:63,shuffl:58,simpl:[49,101],singl:58,slice:82,solut:[38,39,40,41,47,56,60,69],some:0,sourc:[1,3,99],spars:[15,16,17,64,95],specifi:95,stack:8,standard:72,start:[5,79,80,81,86,87],startup:87,statement:26,step:[3,48],storag:61,store:10,strategi:40,style:72,subcommond:29,submit:18,suffici:58,suitabl:9,sulut:43,summar:[5,19],summari:44,support:[30,51,67,70],survei:[30,36,61,106],synopsi:29,syntax:21,system:[31,86],tabl:[46,66],task:[10,14,66],tear:86,tecton:106,templat:86,tensor:[59,67,77],tensorarrai:[49,70],tensordesc:71,tensorflow:36,test:[1,41,42,43,72,74,75,93,95],theori:6,thi:63,think:34,three:70,time:99,timelin:17,timer:98,tip:98,todo:[11,12,23],togeth:63,toler:10,tool:[9,78,98,106],toolchain:105,topic:67,toward:32,train:[2,5,10,13,16,18,22,50,58,81,82,83,84,86,87,88,93,95],trainer:[10,15,17,18,21,81,86],transform:69,translat:49,transpil:[22,23,24,32,40,51],tune:[93,98],ture:31,two:6,type:[1,21,47,75],uniform:70,unit:[41,42,43,72,74,75,93],unpack:49,updat:[5,16,17,78,82,86],usag:[7,25,48,49,58,77],use:[13,58,77],user:10,using:0,valu:57,vardesc:71,variabl:[7,40,57,59,63,71],vector:93,verifi:86,version:[4,19,30],volum:86,vpc:86,what:[0,13,17,98],when:[17,63],whl:4,why:[30,31,52,58,59,70,98],work:66,worker:19,workflow:72,wrapper:74,write:[72,74,75,76,78],www:78,yaml:87,your:[2,76]}})