├── .dockerignore ├── .gitignore ├── Dockerfile ├── Dockerfile.latest-gpu ├── Dockerfile.latest-hdfs ├── Dockerfile.latest-py34 ├── Dockerfile.latest-py37 ├── LICENSE ├── MANIFEST.in ├── README.md ├── WORKSPACE ├── benchmark ├── README.md ├── benchmark_simplest_client.py ├── benchmark_template_client.py ├── inception_v4 │ ├── 0.jpg │ ├── benchmark_grpc_client.py │ ├── benchmark_http_client.py │ ├── benchmark_http_client_batch.py │ ├── data.json │ └── data_for_tensorflow_serving.json ├── simplest_model │ ├── benchmark_grpc_client.py │ ├── benchmark_http_client.py │ ├── benchmark_http_client_batch.py │ ├── data.json │ ├── data_for_tensorflow_serving.json │ ├── model │ │ └── 1 │ │ │ └── saved_model.pb │ └── run_ab_benchmark.sh ├── start_client.sh ├── start_servers.sh ├── tensorflow_template_application_model │ ├── benchmark_grpc_client.py │ ├── benchmark_http_client.py │ ├── data.json │ ├── data_for_tensorflow_serving.json │ ├── tensorflow_template_application_data.json │ ├── tensorflow_template_application_data_for_tensorflow_serving.json │ └── tensorflow_template_application_model │ │ └── 1 │ │ ├── saved_model.pb │ │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index └── vgg_16 │ └── .gitkeeper ├── check_saved_model └── check.py ├── clients ├── bash_client │ ├── 1.jpg │ ├── README.md │ ├── auth_client.sh │ ├── client.sh │ └── image_client.sh ├── cpp_client │ ├── README.md │ ├── WORKSPACE │ └── client │ │ ├── BUILD │ │ └── client.cpp ├── erlang_client │ ├── README.md │ └── client.erl ├── go_client │ ├── README.md │ └── client.go ├── haskell_client │ └── README.md ├── java_client │ └── README.md ├── javascript_client │ ├── README.md │ └── client.js ├── lisp_client │ └── README.md ├── lua_client │ ├── README.md │ └── client.lua ├── perl_client │ ├── README.md │ └── client.pl ├── php_client │ ├── README.md │ └── client.php ├── python_client │ ├── README.md │ ├── auth_client.py │ ├── client.py │ ├── estimator_client.py │ ├── h2o_prostate_client.py │ ├── image_client.py │ ├── mllib_lr_client.py │ ├── mxnet_mlp_client.py │ ├── onnx_mnist_client.py │ ├── pmml_iris_client.py │ ├── prostate_test_data.json │ ├── requirements.txt │ ├── scikitlearn_iris_client.py │ ├── simplest_client.py │ └── xgboost_iris_client.py ├── r_client │ ├── README.md │ └── client.R ├── ruby_client │ ├── README.md │ └── client.rb ├── rust_client │ └── README.md ├── scala_client │ └── README.md └── swift_client │ ├── README.md │ └── client.swift ├── docker-compose.yml ├── docs ├── Makefile ├── make.bat └── source │ ├── advanced_usage.md │ ├── api.md │ ├── clients.md │ ├── conf.py │ ├── development.md │ ├── image_model.md │ ├── index.rst │ ├── installation.md │ ├── introduction.md │ ├── models.md │ ├── performance.md │ └── quick_start.md ├── examples ├── custom_op │ ├── README.md │ ├── build_custom_op.sh │ ├── model │ │ └── 1 │ │ │ └── saved_model.pb │ ├── train.py │ └── zero_out.cc ├── model_config_file.json ├── one_tensorflow_model.json ├── tensorflow_gpu_session_config.json └── tensorflow_mxnet_models.json ├── images ├── architecture.jpeg ├── benchmark_batch_size.jpeg ├── benchmark_concurrency.jpeg ├── benchmark_latency.jpeg ├── cpu_gpu_benchmark.png ├── dashboard.png ├── dashboard_multiple_models.png ├── gen_python_code.png ├── image_inference.png ├── mew.jpg ├── mew_224_224.jpg ├── postman.png ├── savedmodel_files.png └── simple_tensorflow_serving_introduction.jpeg ├── models ├── README.md ├── deep_image_model │ └── 1 │ │ ├── saved_model.pb │ │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index ├── distributed_tensorflow_model │ └── 1 │ │ ├── saved_model.pb │ │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index ├── h2o_prostate_model │ └── GLM_model_python_1525255083960_17 ├── mllib_lr_model │ ├── data │ │ ├── ._SUCCESS.crc │ │ ├── .part-00000-1ca09144-35e3-4af4-82ed-8489a976f2db-c000.snappy.parquet.crc │ │ ├── _SUCCESS │ │ └── part-00000-1ca09144-35e3-4af4-82ed-8489a976f2db-c000.snappy.parquet │ └── metadata │ │ ├── ._SUCCESS.crc │ │ ├── .part-00000.crc │ │ ├── _SUCCESS │ │ └── part-00000 ├── mxnet_mlp │ ├── mx_mlp-0001.params │ ├── mx_mlp-signature.json │ └── mx_mlp-symbol.json ├── onnx_mnist_model │ └── onnx_model.proto ├── pmml_iris │ └── DecisionTreeIris.pmml ├── preprocess_simplest_model │ └── 1 │ │ └── saved_model.pb ├── scikitlearn_iris │ ├── model.joblib │ ├── model.pkl │ ├── postprocess_function.marshal │ └── preprocess_function.marshal ├── tensorflow_estimator_model │ └── 1533527330 │ │ ├── saved_model.pb │ │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index ├── tensorflow_template_application_model │ ├── 1 │ │ ├── saved_model.pb │ │ └── variables │ │ │ ├── variables.data-00000-of-00001 │ │ │ └── variables.index │ └── 2 │ │ ├── saved_model.pb │ │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index └── xgboost_iris │ ├── model.bst │ ├── model.joblib │ └── model.pkl ├── requirements-gpu.txt ├── requirements-rtfd.txt ├── requirements.txt ├── setup.py ├── simple_tensorflow_serving.yaml ├── simple_tensorflow_serving ├── BUILD ├── README.md ├── __init__.py ├── abstract_inference_service.py ├── base64_util.py ├── base64_util_test.py ├── command.py ├── filesystem_util.py ├── gen_client │ ├── __init__.py │ ├── gen_bash.py │ ├── gen_client.py │ ├── gen_golang.py │ ├── gen_javascript.py │ └── gen_python.py ├── h2o_inference_service.py ├── manager.py ├── mxnet_inference_service.py ├── onnx_inference_service.py ├── pmml_inference_service.py ├── preprocess_util.py ├── python_predict_client.py ├── pytorch_onnx_inference_service.py ├── scikitlearn_inference_service.py ├── server.py ├── service_utils │ ├── __init__.py │ └── request_util.py ├── spark_inference_service.py ├── static │ ├── bootstrap-4.0.0-dist │ │ ├── .DS_Store │ │ ├── css │ │ │ ├── bootstrap-grid.css │ │ │ ├── bootstrap-grid.css.map │ │ │ ├── bootstrap-grid.min.css │ │ │ ├── bootstrap-grid.min.css.map │ │ │ ├── bootstrap-reboot.css │ │ │ ├── bootstrap-reboot.css.map │ │ │ ├── bootstrap-reboot.min.css │ │ │ ├── bootstrap-reboot.min.css.map │ │ │ ├── bootstrap.css │ │ │ ├── bootstrap.css.map │ │ │ ├── bootstrap.min.css │ │ │ └── bootstrap.min.css.map │ │ └── js │ │ │ ├── bootstrap.bundle.js │ │ │ ├── bootstrap.bundle.js.map │ │ │ ├── bootstrap.bundle.min.js │ │ │ ├── bootstrap.bundle.min.js.map │ │ │ ├── bootstrap.js │ │ │ ├── bootstrap.js.map │ │ │ ├── bootstrap.min.js │ │ │ └── bootstrap.min.js.map │ ├── images │ │ ├── favicon.ico │ │ └── logo.png │ └── jquery │ │ ├── .bower.json │ │ ├── AUTHORS.txt │ │ ├── LICENSE.txt │ │ ├── README.md │ │ ├── bower.json │ │ ├── dist │ │ ├── core.js │ │ ├── jquery.js │ │ ├── jquery.min.js │ │ ├── jquery.min.map │ │ ├── jquery.slim.js │ │ ├── jquery.slim.min.js │ │ └── jquery.slim.min.map │ │ ├── external │ │ └── sizzle │ │ │ ├── LICENSE.txt │ │ │ └── dist │ │ │ ├── sizzle.js │ │ │ ├── sizzle.min.js │ │ │ └── sizzle.min.map │ │ └── src │ │ ├── .eslintrc │ │ ├── ajax.js │ │ ├── ajax │ │ ├── jsonp.js │ │ ├── load.js │ │ ├── parseXML.js │ │ ├── script.js │ │ ├── var │ │ │ ├── location.js │ │ │ ├── nonce.js │ │ │ └── rquery.js │ │ └── xhr.js │ │ ├── attributes.js │ │ ├── attributes │ │ ├── attr.js │ │ ├── classes.js │ │ ├── prop.js │ │ ├── support.js │ │ └── val.js │ │ ├── callbacks.js │ │ ├── core.js │ │ ├── core │ │ ├── DOMEval.js │ │ ├── access.js │ │ ├── init.js │ │ ├── parseHTML.js │ │ ├── ready-no-deferred.js │ │ ├── ready.js │ │ ├── readyException.js │ │ ├── support.js │ │ └── var │ │ │ └── rsingleTag.js │ │ ├── css.js │ │ ├── css │ │ ├── addGetHookIf.js │ │ ├── adjustCSS.js │ │ ├── curCSS.js │ │ ├── hiddenVisibleSelectors.js │ │ ├── showHide.js │ │ ├── support.js │ │ └── var │ │ │ ├── cssExpand.js │ │ │ ├── getStyles.js │ │ │ ├── isHiddenWithinTree.js │ │ │ ├── rmargin.js │ │ │ ├── rnumnonpx.js │ │ │ └── swap.js │ │ ├── data.js │ │ ├── data │ │ ├── Data.js │ │ └── var │ │ │ ├── acceptData.js │ │ │ ├── dataPriv.js │ │ │ └── dataUser.js │ │ ├── deferred.js │ │ ├── deferred │ │ └── exceptionHook.js │ │ ├── deprecated.js │ │ ├── dimensions.js │ │ ├── effects.js │ │ ├── effects │ │ ├── Tween.js │ │ └── animatedSelector.js │ │ ├── event.js │ │ ├── event │ │ ├── ajax.js │ │ ├── alias.js │ │ ├── focusin.js │ │ ├── support.js │ │ └── trigger.js │ │ ├── exports │ │ ├── amd.js │ │ └── global.js │ │ ├── jquery.js │ │ ├── manipulation.js │ │ ├── manipulation │ │ ├── _evalUrl.js │ │ ├── buildFragment.js │ │ ├── getAll.js │ │ ├── setGlobalEval.js │ │ ├── support.js │ │ ├── var │ │ │ ├── rcheckableType.js │ │ │ ├── rscriptType.js │ │ │ └── rtagName.js │ │ └── wrapMap.js │ │ ├── offset.js │ │ ├── queue.js │ │ ├── queue │ │ └── delay.js │ │ ├── selector-native.js │ │ ├── selector-sizzle.js │ │ ├── selector.js │ │ ├── serialize.js │ │ ├── traversing.js │ │ ├── traversing │ │ ├── findFilter.js │ │ └── var │ │ │ ├── dir.js │ │ │ ├── rneedsContext.js │ │ │ └── siblings.js │ │ ├── var │ │ ├── ObjectFunctionString.js │ │ ├── arr.js │ │ ├── class2type.js │ │ ├── concat.js │ │ ├── document.js │ │ ├── documentElement.js │ │ ├── fnToString.js │ │ ├── getProto.js │ │ ├── hasOwn.js │ │ ├── indexOf.js │ │ ├── pnum.js │ │ ├── push.js │ │ ├── rcssNum.js │ │ ├── rnotwhite.js │ │ ├── slice.js │ │ ├── support.js │ │ └── toString.js │ │ └── wrap.js ├── templates │ ├── footer.html │ ├── generate_clients.html │ ├── header.html │ ├── image_inference.html │ ├── index.html │ └── json_inference.html ├── tensorflow_inference_service.py └── xgboost_inference_service.py ├── third_party ├── h2o │ └── README.md └── openscoring │ └── openscoring-server-executable-1.4-SNAPSHOT.jar ├── tools ├── check_model.py ├── generate_clients │ ├── generate_python.sh │ └── generate_python_client.sh ├── local_inference.py ├── mllib_model_tool │ └── load_lr_model.py ├── pmml_tool │ ├── http_client.py │ ├── http_deploy_model.py │ └── pmml_sdk_client.py ├── saved_model_tool │ └── README.md ├── 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