├── .bazelrc ├── .github └── issue_template.md ├── .gitignore ├── .gitmodules ├── AUTHORS ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── RELEASE.md ├── WORKSPACE ├── dockerfiles └── Dockerfile.base-py3.6-cu116-ubuntu18.04 ├── tensorflow_serving ├── BUILD ├── apis │ ├── BUILD │ ├── classification.proto │ ├── classifier.h │ ├── get_model_metadata.proto │ ├── get_model_status.proto │ ├── inference.proto │ ├── input.proto │ ├── internal │ │ ├── BUILD │ │ └── serialized_input.proto │ ├── model.proto │ ├── model_management.proto │ ├── model_service.proto │ ├── model_service_pb2.py │ ├── model_service_pb2_grpc.py │ ├── predict.proto │ ├── prediction_log.proto │ ├── prediction_service.proto │ ├── prediction_service_pb2.py │ ├── prediction_service_pb2_grpc.py │ ├── regression.proto │ ├── regressor.h │ └── session_service.proto ├── batching │ ├── BUILD │ ├── README.md │ ├── batch_scheduler_retrier.h │ ├── batch_scheduler_retrier_test.cc │ ├── batching_session.cc │ ├── batching_session.h │ ├── batching_session_test.cc │ ├── batching_util.cc │ ├── batching_util.h │ ├── batching_util_test.cc │ ├── streaming_batch_scheduler.cc │ ├── streaming_batch_scheduler.h │ ├── streaming_batch_scheduler_test.cc │ ├── test_util │ │ ├── BUILD │ │ ├── matrix_half_plus_two_saved_model.py │ │ ├── puppet_batch_scheduler.h │ │ └── puppet_batch_scheduler_test.cc │ └── testdata │ │ ├── BUILD │ │ └── matrix_half_plus_two │ │ └── 1 │ │ └── saved_model.pb ├── config │ ├── BUILD │ ├── log_collector_config.proto │ ├── logging_config.proto │ ├── model_server_config.proto │ ├── monitoring_config.proto │ ├── platform_config.proto │ └── ssl_config.proto ├── core │ ├── BUILD │ ├── README.md │ ├── aspired_version_policy.cc │ ├── aspired_version_policy.h │ ├── aspired_version_policy_test.cc │ ├── aspired_versions_manager.cc │ ├── aspired_versions_manager.h │ ├── aspired_versions_manager_benchmark.cc │ ├── aspired_versions_manager_builder.cc │ ├── aspired_versions_manager_builder.h │ ├── aspired_versions_manager_builder_test.cc │ ├── aspired_versions_manager_test.cc │ ├── availability_preserving_policy.cc │ ├── availability_preserving_policy.h │ ├── availability_preserving_policy_test.cc │ ├── basic_manager.cc │ ├── basic_manager.h │ ├── basic_manager_test.cc │ ├── caching_manager.cc │ ├── caching_manager.h │ ├── caching_manager_test.cc │ ├── dynamic_source_router.h │ ├── dynamic_source_router_test.cc │ ├── load_servables_fast.cc │ ├── load_servables_fast.h │ ├── loader.h │ ├── loader_harness.cc │ ├── loader_harness.h │ ├── loader_harness_test.cc │ ├── log_collector.cc │ ├── log_collector.h │ ├── log_collector_test.cc │ ├── logging.proto │ ├── manager.h │ ├── manager_test.cc │ ├── manager_wrapper.cc │ ├── manager_wrapper.h │ ├── request_logger.cc │ ├── request_logger.h │ ├── request_logger_test.cc │ ├── resource_preserving_policy.cc │ ├── resource_preserving_policy.h │ ├── resource_preserving_policy_test.cc │ ├── servable_data.h │ ├── servable_data_test.cc │ ├── servable_handle.h │ ├── servable_id.h │ ├── servable_id_test.cc │ ├── servable_state.h │ ├── servable_state_monitor.cc │ ├── servable_state_monitor.h │ ├── servable_state_monitor_test.cc │ ├── server_request_logger.cc │ ├── server_request_logger.h │ ├── server_request_logger_test.cc │ ├── simple_loader.h │ ├── simple_loader_test.cc │ ├── source.h │ ├── source_adapter.h │ ├── source_adapter_test.cc │ ├── source_router.h │ ├── source_router_test.cc │ ├── static_manager.cc │ ├── static_manager.h │ ├── static_manager_test.cc │ ├── static_source_router.h │ ├── static_source_router_test.cc │ ├── storage_path.h │ ├── storage_path_test.cc │ ├── target.h │ └── test_util │ │ ├── BUILD │ │ ├── availability_test_util.cc │ │ ├── availability_test_util.h │ │ ├── fake_loader.cc │ │ ├── fake_loader.h │ │ ├── fake_loader_source_adapter.cc │ │ ├── fake_loader_source_adapter.h │ │ ├── fake_loader_source_adapter.proto │ │ ├── fake_log_collector.h │ │ ├── fake_storage_path_source_adapter.cc │ │ ├── fake_storage_path_source_adapter.h │ │ ├── manager_test_util.cc │ │ ├── manager_test_util.h │ │ ├── mock_loader.h │ │ ├── mock_log_collector.h │ │ ├── mock_request_logger.h │ │ ├── mock_server_request_logger.h │ │ ├── mock_session.h │ │ ├── mock_storage_path_target.h │ │ ├── servable_handle_test_util.h │ │ ├── session_test_util.cc │ │ ├── session_test_util.h │ │ └── test_main.cc ├── example │ ├── BUILD │ ├── config_files │ │ ├── README │ │ ├── models.config │ │ ├── platform_config │ │ ├── session_group_multi_models_config │ │ └── session_group_multi_models_platform_config │ ├── mnist_client.py │ ├── mnist_input_data.py │ ├── mnist_saved_model.py │ ├── resnet_client.cc │ ├── resnet_client.py │ ├── resnet_client_grpc.py │ ├── resnet_k8s.yaml │ └── resnet_warmup.py ├── g3doc │ ├── _toc.yaml │ ├── api_rest.md │ ├── architecture.md │ ├── building_with_docker.md │ ├── custom_op.md │ ├── custom_servable.md │ ├── custom_source.md │ ├── docker.md │ ├── images │ │ ├── serving_architecture.svg │ │ └── tf_diagram.svg │ ├── saved_model_warmup.md │ ├── serving_advanced.md │ ├── serving_basic.md │ ├── serving_config.md │ ├── serving_kubernetes.md │ ├── setup.md │ ├── signature_defs.md │ └── tutorials │ │ ├── README.md │ │ └── Serving_REST_simple.ipynb ├── model_servers │ ├── BUILD │ ├── get_model_status_impl.cc │ ├── get_model_status_impl.h │ ├── get_model_status_impl_test.cc │ ├── grpc_status_util.cc │ ├── grpc_status_util.h │ ├── http_rest_api_handler.cc │ ├── http_rest_api_handler.h │ ├── http_rest_api_handler_test.cc │ ├── http_server.cc │ ├── http_server.h │ ├── main.cc │ ├── model_platform_types.h │ ├── model_service_impl.cc │ ├── model_service_impl.h │ ├── platform_config_util.cc │ ├── platform_config_util.h │ ├── prediction_service_impl.cc │ ├── prediction_service_impl.h │ ├── server.cc │ ├── server.h │ ├── server_core.cc │ ├── server_core.h │ ├── server_core_test.cc │ ├── tensorflow_model_server_beta_grpc_test.py │ ├── tensorflow_model_server_test.py │ ├── tensorflow_model_server_test_client.py │ ├── test_util │ │ ├── BUILD │ │ ├── mock_server_core.h │ │ ├── server_core_test_util.cc │ │ ├── server_core_test_util.h │ │ ├── storage_path_error_injecting_source_adapter.cc │ │ ├── storage_path_error_injecting_source_adapter.h │ │ └── storage_path_error_injecting_source_adapter.proto │ ├── version.cc │ └── version.h ├── repo.bzl ├── resources │ ├── BUILD │ ├── resource_tracker.cc │ ├── resource_tracker.h │ ├── resource_tracker_test.cc │ ├── resource_util.cc │ ├── resource_util.h │ ├── resource_util_test.cc │ ├── resource_values.cc │ ├── resource_values.h │ └── resources.proto ├── servables │ ├── hashmap │ │ ├── BUILD │ │ ├── hashmap_source_adapter.cc │ │ ├── hashmap_source_adapter.h │ │ ├── hashmap_source_adapter.proto │ │ └── hashmap_source_adapter_test.cc │ └── tensorflow │ │ ├── BUILD │ │ ├── bundle_factory_test.h │ │ ├── bundle_factory_test_util.cc │ │ ├── bundle_factory_test_util.h │ │ ├── bundle_factory_util.cc │ │ ├── bundle_factory_util.h │ │ ├── bundle_factory_util_test.cc │ │ ├── classification_service.cc │ │ ├── classification_service.h │ │ ├── classification_service_test.cc │ │ ├── classifier.cc │ │ ├── classifier.h │ │ ├── classifier_test.cc │ │ ├── curried_session.cc │ │ ├── curried_session.h │ │ ├── curried_session_test.cc │ │ ├── get_model_metadata_impl.cc │ │ ├── get_model_metadata_impl.h │ │ ├── get_model_metadata_impl_test.cc │ │ ├── multi_inference.cc │ │ ├── multi_inference.h │ │ ├── multi_inference_helper.cc │ │ ├── multi_inference_helper.h │ │ ├── multi_inference_helper_test.cc │ │ ├── multi_inference_test.cc │ │ ├── predict_impl.cc │ │ ├── predict_impl.h │ │ ├── predict_impl_test.cc │ │ ├── predict_util.cc │ │ ├── predict_util.h │ │ ├── predict_util_test.cc │ │ ├── regression_service.cc │ │ ├── regression_service.h │ │ ├── regression_service_test.cc │ │ ├── regressor.cc │ │ ├── regressor.h │ │ ├── regressor_test.cc │ │ ├── saved_model_bundle_factory.cc │ │ ├── saved_model_bundle_factory.h │ │ ├── saved_model_bundle_factory_test.cc │ │ ├── saved_model_bundle_source_adapter.cc │ │ ├── saved_model_bundle_source_adapter.h │ │ ├── saved_model_bundle_source_adapter.proto │ │ ├── saved_model_bundle_source_adapter_test.cc │ │ ├── saved_model_bundle_v2_factory.cc │ │ ├── saved_model_bundle_v2_factory.h │ │ ├── saved_model_bundle_v2_source_adapter.cc │ │ ├── saved_model_bundle_v2_source_adapter.h │ │ ├── saved_model_warmup.cc │ │ ├── saved_model_warmup.h │ │ ├── saved_model_warmup_test.cc │ │ ├── serving_session.cc │ │ ├── serving_session.h │ │ ├── session_bundle_config.proto │ │ ├── session_bundle_factory.cc │ │ ├── session_bundle_factory.h │ │ ├── session_bundle_factory_test.cc │ │ ├── session_bundle_source_adapter.cc │ │ ├── session_bundle_source_adapter.h │ │ ├── session_bundle_source_adapter.proto │ │ ├── session_bundle_source_adapter_test.cc │ │ ├── simple_servers.cc │ │ ├── simple_servers.h │ │ ├── simple_servers_test.cc │ │ ├── testdata │ │ ├── BUILD │ │ ├── bad_half_plus_two │ │ │ └── 00000123 │ │ │ │ ├── checkpoint │ │ │ │ ├── export │ │ │ │ └── export.meta │ │ ├── bad_model_config.txt │ │ ├── batching_config.txt │ │ ├── export_bad_half_plus_two.py │ │ ├── export_counter.py │ │ ├── export_half_plus_two.py │ │ ├── good_model_config.txt │ │ ├── half_plus_two │ │ │ └── 00000123 │ │ │ │ ├── export.data-00000-of-00001 │ │ │ │ ├── export.index │ │ │ │ └── export.meta │ │ ├── half_plus_two_2_versions │ │ │ ├── 00000123 │ │ │ │ ├── export.data-00000-of-00001 │ │ │ │ ├── export.index │ │ │ │ └── export.meta │ │ │ └── 00000124 │ │ │ │ ├── export.data-00000-of-00001 │ │ │ │ ├── export.index │ │ │ │ └── export.meta │ │ ├── half_plus_two_model_metadata.json │ │ ├── monitoring_config.txt │ │ ├── saved_model_counter │ │ │ └── 00000123 │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ └── variables.index │ │ ├── saved_model_half_plus_three │ │ │ └── 00000123 │ │ │ │ ├── assets │ │ │ │ └── foo.txt │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ └── variables.index │ │ ├── saved_model_half_plus_two.py │ │ ├── saved_model_half_plus_two_2_versions │ │ │ ├── 00000123 │ │ │ │ ├── assets │ │ │ │ │ └── foo.txt │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ │ └── variables.index │ │ │ └── 00000124 │ │ │ │ ├── assets │ │ │ │ └── foo.txt │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ └── variables.index │ │ ├── saved_model_half_plus_two_2_versions_metadata.json │ │ ├── saved_model_half_plus_two_cpu │ │ │ └── 00000123 │ │ │ │ ├── assets │ │ │ │ └── foo.txt │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ └── variables.index │ │ ├── saved_model_half_plus_two_gpu │ │ │ └── 00000123 │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ └── variables.index │ │ ├── saved_model_half_plus_two_gpu_trt │ │ │ └── 00000123 │ │ │ │ └── saved_model.pb │ │ ├── saved_model_half_plus_two_mkl │ │ │ └── 00000123 │ │ │ │ ├── assets │ │ │ │ └── foo.txt │ │ │ │ ├── saved_model.pb │ │ │ │ └── variables │ │ │ │ ├── variables.data-00000-of-00001 │ │ │ │ └── variables.index │ │ └── saved_model_half_plus_two_tflite │ │ │ └── 00000123 │ │ │ └── model.tflite │ │ ├── tflite_session.cc │ │ ├── tflite_session.h │ │ ├── tflite_session_test.cc │ │ ├── util.cc │ │ ├── util.h │ │ └── util_test.cc ├── serving.bzl ├── sources │ └── storage_path │ │ ├── BUILD │ │ ├── file_system_storage_path_source.cc │ │ ├── file_system_storage_path_source.h │ │ ├── file_system_storage_path_source.proto │ │ ├── file_system_storage_path_source_test.cc │ │ ├── static_storage_path_source.cc │ │ ├── static_storage_path_source.h │ │ ├── static_storage_path_source.proto │ │ └── static_storage_path_source_test.cc ├── tensorflow_version.bzl ├── test_util │ ├── BUILD │ ├── test_util.cc │ └── test_util.h ├── tools │ ├── docker │ │ ├── Dockerfile │ │ ├── Dockerfile.devel │ │ ├── Dockerfile.devel-gpu │ │ ├── Dockerfile.devel-mkl │ │ ├── Dockerfile.gpu │ │ ├── Dockerfile.mkl │ │ ├── README.md │ │ └── tests │ │ │ ├── BUILD │ │ │ ├── docker_test_lib.sh │ │ │ ├── dockerfile_devel_gpu_test.sh │ │ │ ├── dockerfile_devel_gpu_trt_test.sh │ │ │ ├── dockerfile_devel_mkl_test.sh │ │ │ ├── dockerfile_devel_test.sh │ │ │ ├── dockerfile_gpu_test.sh │ │ │ ├── dockerfile_gpu_trt_test.sh │ │ │ ├── dockerfile_mkl_test.sh │ │ │ └── dockerfile_test.sh │ └── pip_package │ │ ├── BUILD │ │ ├── build_pip_package.sh │ │ └── setup.py ├── util │ ├── BUILD │ ├── any_ptr.h │ ├── any_ptr_test.cc │ ├── class_registration.h │ ├── class_registration_test.cc │ ├── class_registration_test.proto │ ├── class_registration_util.cc │ ├── class_registration_util.h │ ├── cleanup.h │ ├── cleanup_test.cc │ ├── event_bus.h │ ├── event_bus_test.cc │ ├── executor.h │ ├── fast_read_dynamic_ptr.h │ ├── fast_read_dynamic_ptr_benchmark.cc │ ├── fast_read_dynamic_ptr_test.cc │ ├── file_probing_env.cc │ ├── file_probing_env.h │ ├── hash.cc │ ├── hash.h │ ├── inline_executor.cc │ ├── inline_executor.h │ ├── inline_executor_test.cc │ ├── json_tensor.cc │ ├── json_tensor.h │ ├── json_tensor_test.cc │ ├── net_http │ │ ├── README.md │ │ ├── client │ │ │ ├── BUILD │ │ │ ├── README.md │ │ │ ├── evhttp_connection.cc │ │ │ ├── evhttp_connection.h │ │ │ └── testing │ │ │ │ ├── BUILD │ │ │ │ └── evhttp_echo_client.cc │ │ ├── compression │ │ │ ├── BUILD │ │ │ ├── README.md │ │ │ ├── gzip_zlib.cc │ │ │ ├── gzip_zlib.h │ │ │ └── gzip_zlib_test.cc │ │ ├── internal │ │ │ ├── BUILD │ │ │ ├── fixed_thread_pool.h │ │ │ ├── net_logging.cc │ │ │ ├── net_logging.h │ │ │ └── testing │ │ │ │ ├── BUILD │ │ │ │ └── net_logging_example.cc │ │ ├── server │ │ │ ├── internal │ │ │ │ ├── BUILD │ │ │ │ ├── evhttp_request.cc │ │ │ │ ├── evhttp_request.h │ │ │ │ ├── evhttp_request_test.cc │ │ │ │ ├── evhttp_server.cc │ │ │ │ ├── evhttp_server.h │ │ │ │ ├── evhttp_server_test.cc │ │ │ │ └── server_support.h │ │ │ ├── public │ │ │ │ ├── BUILD │ │ │ │ ├── header_names.cc │ │ │ │ ├── header_names.h │ │ │ │ ├── httpserver.h │ │ │ │ ├── httpserver_interface.h │ │ │ │ ├── response_code_enum.h │ │ │ │ └── server_request_interface.h │ │ │ └── testing │ │ │ │ ├── BUILD │ │ │ │ └── evhttp_echo_server.cc │ │ └── socket │ │ │ └── testing │ │ │ ├── BUILD │ │ │ ├── ev_fetch_client.cc │ │ │ └── ev_print_req_server.cc │ ├── observer.h │ ├── observer_test.cc │ ├── optional.cc │ ├── optional.h │ ├── optional_test.cc │ ├── prometheus_exporter.cc │ ├── prometheus_exporter.h │ ├── prometheus_exporter_test.cc │ ├── retrier.cc │ ├── retrier.h │ ├── retrier_test.cc │ ├── status.proto │ ├── status_util.cc │ ├── status_util.h │ ├── status_util_test.cc │ ├── test_util │ │ ├── BUILD │ │ └── mock_file_probing_env.h │ ├── threadpool_executor.cc │ ├── threadpool_executor.h │ ├── threadpool_executor_test.cc │ ├── tracer.h │ ├── unique_ptr_with_deps.h │ └── unique_ptr_with_deps_test.cc └── workspace.bzl ├── third_party ├── apr1 │ ├── BUILD │ ├── libapr1.BUILD │ └── libapr1.patch ├── aprutil1 │ ├── BUILD │ ├── libaprutil1.BUILD │ └── libaprutil1.patch ├── aws_util │ ├── BUILD │ ├── aws_c_cal.BUILD │ ├── aws_c_common.BUILD │ ├── aws_c_event_stream.BUILD │ ├── aws_c_io.BUILD │ └── aws_checksums.BUILD ├── expat │ ├── BUILD │ └── libexpat.BUILD ├── libevent │ └── BUILD ├── mxml │ ├── BUILD │ ├── mxml.BUILD │ └── mxml.patch ├── oss_c_sdk │ ├── BUILD │ └── oss_c_sdk.BUILD └── rapidjson │ └── BUILD └── tools ├── gen_status_stamp.sh └── run_in_docker.sh /.bazelrc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DeepRec-AI/serving/HEAD/.bazelrc -------------------------------------------------------------------------------- /.github/issue_template.md: -------------------------------------------------------------------------------- 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