├── .dockerignore ├── .github ├── CODEOWNERS ├── dependabot.yml ├── pull_request_template.md └── workflows │ ├── changelog.yml │ ├── draft-release.yml │ ├── gb-docs.yml │ ├── images.yml │ ├── license.yml │ ├── lint.yml │ ├── pr-title.yaml │ ├── security_tests_v2.yml │ └── tests.yml ├── .gitignore ├── .images ├── Core-intro-thumbnail.png ├── core-2-logo.png ├── release-1 (1).png ├── release-1.png ├── release-2 (1).png ├── release-2.png ├── release-3 (1).png ├── release-3.png ├── release-4 (1).png ├── release-4.png ├── release-5 (1).png ├── release-5.png ├── release-6 (1).png └── release-6.png ├── .lycheeignore ├── .readthedocs.yaml ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── RELEASE.md ├── ansible ├── Makefile ├── README.dev.md ├── README.md ├── ansible.cfg ├── install-delve.sh ├── inventory.ini ├── playbooks │ ├── kind-cluster.yaml │ ├── seldon-all.yaml │ ├── setup-ecosystem.yaml │ ├── setup-seldon.yaml │ ├── templates │ │ ├── default-kind-cluster-config.yaml.j2 │ │ ├── values-seldon-core-v2-components.yaml.j2 │ │ └── values-seldon-core-v2-servers.yaml.j2 │ └── vars │ │ ├── default.yaml │ │ └── set-custom-images.yaml ├── requirements.txt ├── requirements.yml └── roles │ ├── certmanager │ ├── defaults │ │ └── main.yaml │ └── tasks │ │ └── main.yaml │ ├── clickhouse │ ├── defaults │ │ └── main.yaml │ ├── tasks │ │ ├── install.yaml │ │ ├── main.yaml │ │ └── namespaces.yaml │ └── templates │ │ └── cluster-definition.j2 │ ├── ecosystem │ ├── defaults │ │ └── main.yaml │ └── tasks │ │ ├── certmanager.yaml │ │ ├── clickhouse.yaml │ │ ├── grafana.yaml │ │ ├── jaeger.yaml │ │ ├── kafka.yaml │ │ ├── main.yaml │ │ ├── namespaces.yaml │ │ ├── opentelemetry.yaml │ │ ├── prometheus.yaml │ │ └── schema-registry.yaml │ ├── grafana │ ├── defaults │ │ └── main.yaml │ ├── tasks │ │ └── main.yaml │ └── templates │ │ └── values.yaml.j2 │ ├── jaeger │ ├── defaults │ │ └── main.yaml │ └── tasks │ │ ├── install.yaml │ │ ├── main.yaml │ │ └── namespaces.yaml │ ├── kind │ ├── defaults │ │ └── main.yaml │ ├── tasks │ │ ├── create_cluster.yaml │ │ ├── default_namespace.yaml │ │ ├── download_kind.yaml │ │ ├── main.yaml │ │ ├── metallb.yaml │ │ └── metrics_server.yaml │ └── templates │ │ └── metallb_config.yaml.j2 │ ├── opentelemetry │ ├── defaults │ │ └── main.yaml │ └── tasks │ │ ├── install.yaml │ │ ├── main.yaml │ │ └── namespaces.yaml │ ├── prometheus │ ├── defaults │ │ └── main.yaml │ ├── files │ │ └── prometheus-adapter-values.yaml │ ├── tasks │ │ └── main.yaml │ └── templates │ │ ├── prometheus-operator-values.yaml.j2 │ │ └── seldon-prometheus-adapter-configmap.j2 │ ├── schema-registry │ ├── defaults │ │ └── main.yaml │ ├── tasks │ │ └── main.yaml │ └── templates │ │ └── schema-registry-values.yaml.j2 │ ├── seldon │ ├── defaults │ │ └── main.yaml │ ├── files │ │ └── seldon-components-helm-values.yaml.j2 │ └── tasks │ │ ├── build_dev_images.yaml │ │ ├── custom_secrets.yaml │ │ ├── install_components.yaml │ │ ├── install_crds.yaml │ │ ├── install_runtime.yaml │ │ ├── install_servers.yaml │ │ ├── kind_install_dev_images.yaml │ │ ├── main.yaml │ │ ├── namespaces.yaml │ │ ├── registry_secrets.yaml │ │ ├── save_helm_values.yaml │ │ └── set_value_overrides.yaml │ └── strimzi │ ├── defaults │ └── main.yaml │ ├── tasks │ └── main.yaml │ └── templates │ └── strimzi-operator-values.yaml.j2 ├── apis ├── .gitignore ├── Makefile ├── go │ ├── go.mod │ ├── go.sum │ ├── mlops │ │ ├── agent │ │ │ ├── agent.pb.go │ │ │ └── agent_grpc.pb.go │ │ ├── agent_debug │ │ │ ├── agent_debug.pb.go │ │ │ └── agent_debug_grpc.pb.go │ │ ├── chainer │ │ │ ├── chainer.pb.go │ │ │ └── chainer_grpc.pb.go │ │ ├── health │ │ │ ├── health.pb.go │ │ │ └── health_grpc.pb.go │ │ ├── inference_schema │ │ │ ├── infer_request.pb.go │ │ │ └── infer_response.pb.go │ │ ├── proxy │ │ │ ├── proxy.pb.go │ │ │ └── proxy_grpc.pb.go │ │ ├── scheduler │ │ │ ├── scheduler.pb.go │ │ │ ├── scheduler_grpc.pb.go │ │ │ └── storage.pb.go │ │ └── v2_dataplane │ │ │ ├── v2_dataplane.pb.go │ │ │ └── v2_dataplane_grpc.pb.go │ └── tools.go ├── mlops │ ├── agent │ │ ├── README.md │ │ ├── agent.proto │ │ └── architecture.png │ ├── agent_debug │ │ └── agent_debug.proto │ ├── chainer │ │ ├── chainer.proto │ │ └── kotlin │ │ │ └── io │ │ │ └── seldon │ │ │ └── mlops │ │ │ └── chainer │ │ │ ├── BatchKt.kt │ │ │ ├── ChainerGrpc.java │ │ │ ├── ChainerOuterClass.java │ │ │ ├── ChainerOuterClassGrpcKt.kt │ │ │ ├── ChainerOuterClassKt.kt │ │ │ ├── ChainerOuterClassKt.proto.kt │ │ │ ├── PipelineStepUpdateKt.kt │ │ │ ├── PipelineSubscriptionRequestKt.kt │ │ │ ├── PipelineTensorMappingKt.kt │ │ │ ├── PipelineTopicKt.kt │ │ │ ├── PipelineUpdateMessageKt.kt │ │ │ ├── PipelineUpdateStatusMessageKt.kt │ │ │ └── PipelineUpdateStatusResponseKt.kt │ ├── health │ │ └── health.proto │ ├── proxy │ │ └── proxy.proto │ ├── scheduler │ │ ├── README.md │ │ ├── architecture.png │ │ ├── scheduler.proto │ │ └── storage.proto │ └── v2_dataplane │ │ ├── kotlin │ │ └── io │ │ │ └── seldon │ │ │ └── mlops │ │ │ └── inference │ │ │ └── v2 │ │ │ ├── GRPCInferenceServiceGrpc.java │ │ │ ├── InferParameterKt.kt │ │ │ ├── InferTensorContentsKt.kt │ │ │ ├── ModelInferRequestKt.kt │ │ │ ├── ModelInferResponseKt.kt │ │ │ ├── ModelMetadataRequestKt.kt │ │ │ ├── ModelMetadataResponseKt.kt │ │ │ ├── ModelReadyRequestKt.kt │ │ │ ├── ModelReadyResponseKt.kt │ │ │ ├── ModelRepositoryParameterKt.kt │ │ │ ├── RepositoryIndexRequestKt.kt │ │ │ ├── RepositoryIndexResponseKt.kt │ │ │ ├── RepositoryModelLoadRequestKt.kt │ │ │ ├── RepositoryModelLoadResponseKt.kt │ │ │ ├── RepositoryModelUnloadRequestKt.kt │ │ │ ├── RepositoryModelUnloadResponseKt.kt │ │ │ ├── ServerLiveRequestKt.kt │ │ │ ├── ServerLiveResponseKt.kt │ │ │ ├── ServerMetadataRequestKt.kt │ │ │ ├── ServerMetadataResponseKt.kt │ │ │ ├── ServerReadyRequestKt.kt │ │ │ ├── ServerReadyResponseKt.kt │ │ │ ├── V2Dataplane.java │ │ │ ├── V2DataplaneGrpcKt.kt │ │ │ ├── V2DataplaneKt.kt │ │ │ └── V2DataplaneKt.proto.kt │ │ ├── schema_registry │ │ ├── infer_request.proto │ │ ├── infer_response.proto │ │ └── kotlin │ │ │ └── io │ │ │ └── seldon │ │ │ └── mlops │ │ │ └── inference_schema │ │ │ ├── InferRequest.java │ │ │ ├── InferRequestKt.kt │ │ │ ├── InferRequestKt.proto.kt │ │ │ ├── InferResponse.java │ │ │ ├── InferResponseKt.kt │ │ │ ├── InferResponseKt.proto.kt │ │ │ ├── ModelInferRequestKt.kt │ │ │ └── ModelInferResponseKt.kt │ │ └── v2_dataplane.proto └── python │ └── mlops │ └── v2_dataplane │ ├── v2_dataplane_pb2.py │ ├── v2_dataplane_pb2.pyi │ └── v2_dataplane_pb2_grpc.py ├── components ├── kafka │ ├── .errcheck_excludes.txt │ ├── .gitignore │ ├── .golangci.yml │ ├── Makefile │ ├── go.mod │ ├── go.sum │ ├── licenses │ │ ├── dep.txt │ │ ├── license.txt │ │ ├── license_info.csv │ │ └── repo.txt │ └── pkg │ │ └── config │ │ ├── config.go │ │ └── config_test.go └── tls │ ├── .errcheck_excludes.txt │ ├── .gitignore │ ├── .golangci.yml │ ├── Makefile │ ├── go.mod │ ├── go.sum │ ├── licenses │ ├── dep.txt │ ├── license.txt │ ├── license_info.csv │ └── repo.txt │ └── pkg │ ├── config │ ├── auth.go │ └── oauth │ │ ├── k8s_secret.go │ │ ├── store.go │ │ └── store_test.go │ ├── k8s │ └── utils.go │ ├── password │ ├── file.go │ ├── file_test.go │ ├── k8s_secret.go │ ├── k8s_secret_test.go │ ├── store.go │ ├── store_test.go │ └── testdata │ │ └── p1 │ │ └── password │ ├── tls │ ├── cert.go │ ├── file.go │ ├── file_test.go │ ├── k8s_secret.go │ ├── store.go │ ├── store_test.go │ ├── testdata │ │ ├── cert1 │ │ │ ├── ca.crt │ │ │ ├── tls.crt │ │ │ └── tls.key │ │ └── cert2 │ │ │ ├── ca.crt │ │ │ ├── tls.crt │ │ │ └── tls.key │ └── util.go │ └── util │ └── util.go ├── docs-gb ├── README.md ├── SUMMARY.md ├── apis │ ├── README.md │ ├── inference │ │ ├── README.md │ │ └── open-inference-protocol-v2.openapi.yaml │ ├── internal │ │ ├── README.md │ │ ├── agent.md │ │ └── chainer.md │ └── scheduler.md ├── architecture │ ├── README.md │ └── dataflow.md ├── cli │ ├── README.md │ ├── seldon.md │ ├── seldon_config.md │ ├── seldon_config_activate.md │ ├── seldon_config_add.md │ ├── seldon_config_deactivate.md │ ├── seldon_config_list.md │ ├── seldon_config_remove.md │ ├── seldon_experiment.md │ ├── seldon_experiment_list.md │ ├── seldon_experiment_start.md │ ├── seldon_experiment_status.md │ ├── seldon_experiment_stop.md │ ├── seldon_model.md │ ├── seldon_model_infer.md │ ├── seldon_model_list.md │ ├── seldon_model_load.md │ ├── seldon_model_metadata.md │ ├── seldon_model_status.md │ ├── seldon_model_unload.md │ ├── seldon_pipeline.md │ ├── seldon_pipeline_infer.md │ ├── seldon_pipeline_inspect.md │ ├── seldon_pipeline_list.md │ ├── seldon_pipeline_load.md │ ├── seldon_pipeline_status.md │ ├── seldon_pipeline_unload.md │ ├── seldon_server.md │ ├── seldon_server_list.md │ └── seldon_server_status.md ├── concepts │ └── README.md ├── core-features.md ├── development │ ├── README.md │ ├── licenses.md │ └── release.md ├── drift.md ├── examples │ ├── README.md │ ├── assets │ │ └── models │ │ │ ├── add10.yaml │ │ │ ├── add20.yaml │ │ │ ├── check.yaml │ │ │ ├── choice1.yaml │ │ │ ├── choice2.yaml │ │ │ ├── cifar10-drift-detect.yaml │ │ │ ├── cifar10-no-config.yaml │ │ │ ├── cifar10-outlier-detect.yaml │ │ │ ├── cifar10.yaml │ │ │ ├── conditional.yaml │ │ │ ├── error-bad-capabilities.yaml │ │ │ ├── error-bad-spec.yaml │ │ │ ├── error-no-uri.yaml │ │ │ ├── error-uri-notexist.yaml │ │ │ ├── extra-model-requirements.yaml │ │ │ ├── hf-sentiment-explainer.yaml │ │ │ ├── hf-sentiment-input-transform.yaml │ │ │ ├── hf-sentiment-output-transform.yaml │ │ │ ├── hf-sentiment.yaml │ │ │ ├── hf-text-gen-custom-gpt2.yaml │ │ │ ├── hf-text-gen-custom-tiny-stories.yaml │ │ │ ├── hf-text-gen.yaml │ │ │ ├── hf-whisper.yaml │ │ │ ├── id1_node.yaml │ │ │ ├── id2_node.yaml │ │ │ ├── income-drift.yaml │ │ │ ├── income-explainer-pipeline.yaml │ │ │ ├── income-explainer.yaml │ │ │ ├── income-lgb.yaml │ │ │ ├── income-outlier.yaml │ │ │ ├── income-preprocess.yaml │ │ │ ├── income-xgb.yaml │ │ │ ├── income.yaml │ │ │ ├── iris-custom-requirements.yaml │ │ │ ├── iris-custom-server.yaml │ │ │ ├── iris-drift-detect.yaml │ │ │ ├── iris-v1.yaml │ │ │ ├── iris-v2.yaml │ │ │ ├── iris-v3.yaml │ │ │ ├── join_node.yaml │ │ │ ├── mnist-onnx.yaml │ │ │ ├── mnist-pytorch.yaml │ │ │ ├── moviesentiment-explainer.yaml │ │ │ ├── moviesentiment.yaml │ │ │ ├── mul10.yaml │ │ │ ├── multi-version-1.yaml │ │ │ ├── multi-version-2.yaml │ │ │ ├── outlier-error.yaml │ │ │ ├── sklearn-iris-gs-baduri.yaml │ │ │ ├── sklearn-iris-gs.yaml │ │ │ ├── sklearn-iris-local.yaml │ │ │ ├── sklearn-iris-minio.yaml │ │ │ ├── sklearn1.yaml │ │ │ ├── sklearn2.yaml │ │ │ ├── sklearn3.yaml │ │ │ ├── tfsimple1.yaml │ │ │ ├── tfsimple2.yaml │ │ │ ├── tfsimple3.yaml │ │ │ ├── tfsimple_scaling.yaml │ │ │ └── wine-mlflow.yaml │ ├── batch-examples-k8s.md │ ├── batch-examples-local.md │ ├── cifar10.md │ ├── custom-servers.md │ ├── experiment-versions.md │ ├── explainer-examples.md │ ├── huggingface.md │ ├── income.md │ ├── inference.md │ ├── k8s-clusterwide.md │ ├── k8s-examples.md │ ├── k8s-pvc.md │ ├── local-examples.md │ ├── local-experiments.md │ ├── local-overcommit-examples.md │ ├── model-zoo.md │ ├── multi-version.md │ ├── notebooks │ │ ├── ambassador.ipynb │ │ ├── cli-tests.ipynb │ │ ├── experiment_versions.ipynb │ │ ├── explainer-examples.ipynb │ │ ├── huggingface.ipynb │ │ ├── infer.ipynb │ │ ├── inference.ipynb │ │ ├── istio.ipynb │ │ ├── k8s-batch-examples.ipynb │ │ ├── k8s-clusterwide-kafka-mtls-demo.ipynb │ │ ├── k8s-clusterwide-ssl-demo.ipynb │ │ ├── k8s-clusterwide.ipynb │ │ ├── k8s-custom-servers.ipynb │ │ ├── k8s-examples.ipynb │ │ ├── k8s-explainers.ipynb │ │ ├── k8s-multi-version.ipynb │ │ ├── k8s-resource-deletion.ipynb │ │ ├── k8s-tritonclient-aio.ipynb │ │ ├── k8s-tritonclient.ipynb │ │ ├── local-examples.ipynb │ │ ├── local-experiments.ipynb │ │ ├── local-over-commit-test.ipynb │ │ ├── metrics.ipynb │ │ ├── model-zoo.ipynb │ │ ├── pipeline-errors.ipynb │ │ ├── pipeline-examples.ipynb │ │ ├── pipeline-ready-and-metadata.ipynb │ │ ├── pipeline-to-pipeline.ipynb │ │ ├── pipeline-versions.ipynb │ │ ├── python-examples.ipynb │ │ ├── rolling-update.ipynb │ │ ├── train.ipynb │ │ └── trigger_joins.ipynb │ ├── pandasquery.md │ ├── pipeline-cyclic.md │ ├── pipeline-examples.md │ ├── pipeline-ready-and-metadata.md │ ├── pipeline-to-pipeline.md │ ├── speech-to-sentiment.md │ └── tritonclient-examples.md ├── experiments.md ├── explainers.md ├── faqs.md ├── getting-started │ ├── README.md │ ├── cli.md │ ├── configuration.md │ ├── docker-installation.md │ ├── kubernetes-installation │ │ ├── README.md │ │ ├── ansible.md │ │ ├── helm.md │ │ └── security │ │ │ ├── README.md │ │ │ ├── aws-msk-mtls.md │ │ │ ├── aws-msk-sasl.md │ │ │ ├── azure-event-hub-sasl.md │ │ │ ├── confluent-oauth.md │ │ │ ├── confluent-sasl.md │ │ │ ├── reference.md │ │ │ ├── strimzi-mtls.md │ │ │ └── strimzi-sasl.md │ ├── managed-kafka.md │ └── quickstart │ │ ├── quickstart.ipynb │ │ └── quickstart.md ├── images │ ├── architecture (1).png │ ├── architecture (2).png │ ├── architecture.png │ ├── autoscaling_architecture (1).png │ ├── autoscaling_architecture (2).png │ ├── autoscaling_architecture.png │ ├── dashboard (1).png │ ├── dashboard (2).png │ ├── dashboard.png │ ├── data-centric-approach.png │ ├── dataflow (1).png │ ├── dataflow (2).png │ ├── dataflow-inference-graph (1).png │ ├── dataflow-inference-graph (2).png │ ├── dataflow-inference-graph.png │ ├── dataflow.png │ ├── demo.png │ ├── favicon.ico │ ├── header-gradient-core-v2.png │ ├── header-gradient.png │ ├── hodometer-architecture (1).png │ ├── hodometer-architecture (2).png │ ├── hodometer-architecture.png │ ├── illustration-core-v2.png │ ├── illustration.png │ ├── img_pipeline1.jpg │ ├── img_pipeline2.jpg │ ├── img_pipeline3.jpg │ ├── img_pipeline4.jpg │ ├── img_pipeline5.jpg │ ├── infer_14_0 (1).png │ ├── infer_14_0.png │ ├── infer_14_1.png │ ├── infer_14_10.png │ ├── infer_14_11.png │ ├── infer_14_12.png │ ├── infer_14_13.png │ ├── infer_14_14.png │ ├── infer_14_15.png │ ├── infer_14_16.png │ ├── infer_14_17.png │ ├── infer_14_18.png │ ├── infer_14_19.png │ ├── infer_14_2.png │ ├── infer_14_3.png │ ├── infer_14_4.png │ ├── infer_14_5.png │ ├── infer_14_6.png │ ├── infer_14_7.png │ ├── infer_14_8.png │ ├── infer_14_9.png │ ├── infer_16_0.png │ ├── infer_16_1.png │ ├── infer_16_10.png │ ├── infer_16_11.png │ ├── infer_16_12.png │ ├── infer_16_13.png │ ├── infer_16_14.png │ ├── infer_16_15.png │ ├── infer_16_16.png │ ├── infer_16_17.png │ ├── infer_16_18.png │ ├── infer_16_19.png │ ├── infer_16_2.png │ ├── infer_16_3.png │ ├── infer_16_4.png │ ├── infer_16_5.png │ ├── infer_16_6.png │ ├── infer_16_7.png │ ├── infer_16_8.png │ ├── infer_16_9.png │ ├── infer_18_0.png │ ├── infer_19_0.png │ ├── inference_graph (1).png │ ├── inference_graph (2).png │ ├── inference_graph.png │ ├── intro (1).png │ ├── intro (2).png │ ├── intro.png │ ├── jaeger-trace (1).png │ ├── jaeger-trace (2).png │ ├── jaeger-trace (3).png │ ├── jaeger-trace (4).png │ ├── jaeger-trace (5).png │ ├── jaeger-trace.png │ ├── jaeger-tracing.png │ ├── joins (1).png │ ├── joins (2).png │ ├── joins.png │ ├── kafka (1).png │ ├── kafka (2).png │ ├── kafka.png │ ├── logo.svg │ ├── mesh (1).png │ ├── mesh (2).png │ ├── mesh.png │ ├── mms (1).png │ ├── mms (2).png │ ├── mms.png │ ├── model-zoo_17_0.png │ ├── model-zoo_31_0.png │ ├── models-servers.png │ ├── multimodel1 (1).png │ ├── multimodel1 (2).png │ ├── multimodel1.png │ ├── networking (1).jpg │ ├── networking (2).jpg │ ├── networking.jpg │ ├── orchestrator-inference-graph (1).png │ ├── orchestrator-inference-graph (2).png │ ├── orchestrator-inference-graph.png │ ├── overcommit (1).png │ ├── overcommit (2).png │ ├── overcommit.png │ ├── pipeline-intro.png │ ├── release-1.png │ ├── release-2.png │ ├── release-3.png │ ├── release-4.png │ ├── release-5.png │ ├── release-6.png │ ├── scheduler_autoscaling_state_diagram (1).png │ ├── scheduler_autoscaling_state_diagram (2).png │ ├── scheduler_autoscaling_state_diagram.png │ ├── seldon_core_2_intro.png │ ├── servers (1).png │ ├── servers (2).png │ ├── servers.png │ ├── speech-to-sentiment.jpg │ ├── workflow (1).png │ ├── workflow (2).png │ └── workflow.png ├── inference.md ├── installation │ ├── README.md │ ├── advanced-configurations │ │ └── README.md │ ├── helm │ │ └── README.md │ ├── learning-environment │ │ ├── README.md │ │ └── self-hosted-kafka.md │ ├── production-environment │ │ ├── README.md │ │ ├── ingress-controller │ │ │ └── istio.md │ │ └── kafka │ │ │ ├── README.md │ │ │ └── managed-kafka.md │ └── test-installation.md ├── kubernetes │ ├── README.md │ ├── confluent │ │ ├── README.md │ │ └── schema-registry.md │ ├── kafka.md │ ├── metrics.md │ ├── resources │ │ ├── README.md │ │ ├── experiment.md │ │ ├── model.md │ │ ├── pipeline.md │ │ ├── seldonconfig.md │ │ ├── seldonruntime.md │ │ ├── server.md │ │ └── serverconfig.md │ ├── service-meshes │ │ ├── README.md │ │ ├── ambassador.md │ │ ├── istio.md │ │ └── traefik.md │ ├── storage-secrets.md │ └── tracing.md ├── managing-kafka-topics.md ├── metrics │ └── README.md ├── models │ ├── README.md │ ├── inference-artifacts.md │ ├── mms.md │ ├── parameterized-models │ │ ├── README.md │ │ └── pandasquery.md │ ├── rclone.md │ ├── scheduling.md │ └── securing-endpoints.md ├── operational-monitoring │ ├── README.md │ ├── local-metrics-test.md │ ├── observability.md │ ├── operational.md │ └── usage.md ├── outlier.md ├── performance-tests.md ├── performance-tuning │ ├── models │ │ ├── README.md │ │ ├── TP-diagram.png │ │ ├── inference.md │ │ ├── infrastructure-setup.md │ │ ├── load-testing.md │ │ ├── model-artefacts.md │ │ ├── multi-core-processing.png │ │ └── multiprocessing.png │ ├── pipelines │ │ ├── README.md │ │ ├── core-2-configuration.md │ │ ├── critical-path.png │ │ ├── pipeline-chain.png │ │ ├── scalability-pipelines.md │ │ └── testing-pipelines.md │ └── readme.md ├── pipelines.md ├── resources │ └── apis │ │ └── cli │ │ └── cli.md ├── scaling │ ├── README.md │ ├── autoscaling-decision-tree.png │ ├── core-autoscaling-models.md │ ├── core-autoscaling-servers.md │ ├── core-autoscaling.md │ ├── core-model-server-autoscaling.png │ ├── hpa-overview.md │ ├── hpa-setup.md │ ├── model-hpa-autoscaling.md │ ├── model-hpa-server-autoscaled.png │ ├── model-server-hpa-scaling.png │ ├── scaling-core-services.md │ └── single-model-serving-hpa.md ├── servers │ ├── example-serving-models-on-dedicated-gpu-nodes.md │ ├── resource-allocation.md │ └── servers.md ├── upgrading.md └── user-guide │ ├── data-science-monitoring │ └── README.md │ ├── inference │ └── README.md │ └── v2 │ ├── README.md │ └── rest │ └── README.md ├── docs ├── Makefile ├── make.bat ├── requirements-docs.txt └── source │ ├── _static │ ├── images │ │ ├── favicon.ico │ │ ├── header-gradient-core-v2.png │ │ ├── header-gradient.png │ │ ├── illustration-core-v2.png │ │ ├── illustration.png │ │ └── logo.svg │ └── versions.json │ ├── _templates │ ├── custom │ │ └── index.html │ ├── header.html │ └── page.html │ ├── conf.py │ ├── contents │ ├── about │ │ ├── index.md │ │ ├── intro.png │ │ ├── mesh.png │ │ ├── multimodel1.png │ │ └── servers.png │ ├── apis │ │ ├── index.md │ │ ├── inference │ │ │ ├── index.md │ │ │ └── v2.md │ │ ├── internal │ │ │ ├── agent.md │ │ │ ├── chainer.md │ │ │ └── index.md │ │ └── scheduler │ │ │ └── index.md │ ├── architecture │ │ ├── architecture.png │ │ ├── autoscaling_architecture.png │ │ ├── dataflow-inference-graph.png │ │ ├── dataflow.md │ │ ├── dataflow.png │ │ ├── index.md │ │ ├── inference_graph.png │ │ ├── joins.png │ │ ├── kafka.png │ │ ├── orchestrator-inference-graph.png │ │ └── scheduler_autoscaling_state_diagram.png │ ├── cli │ │ ├── docs │ │ │ ├── seldon.md │ │ │ ├── seldon_config.md │ │ │ ├── seldon_config_activate.md │ │ │ ├── seldon_config_add.md │ │ │ ├── seldon_config_deactivate.md │ │ │ ├── seldon_config_list.md │ │ │ ├── seldon_config_remove.md │ │ │ ├── seldon_experiment.md │ │ │ ├── seldon_experiment_list.md │ │ │ ├── seldon_experiment_start.md │ │ │ ├── seldon_experiment_status.md │ │ │ ├── seldon_experiment_stop.md │ │ │ ├── seldon_model.md │ │ │ ├── seldon_model_infer.md │ │ │ ├── seldon_model_list.md │ │ │ ├── seldon_model_load.md │ │ │ ├── seldon_model_metadata.md │ │ │ ├── seldon_model_status.md │ │ │ ├── seldon_model_unload.md │ │ │ ├── seldon_pipeline.md │ │ │ ├── seldon_pipeline_infer.md │ │ │ ├── seldon_pipeline_inspect.md │ │ │ ├── seldon_pipeline_list.md │ │ │ ├── seldon_pipeline_load.md │ │ │ ├── seldon_pipeline_status.md │ │ │ ├── seldon_pipeline_unload.md │ │ │ ├── seldon_server.md │ │ │ ├── seldon_server_list.md │ │ │ └── seldon_server_status.md │ │ └── index.md │ ├── development │ │ ├── index.md │ │ ├── licenses.md │ │ └── release │ │ │ ├── .images │ │ │ ├── release-1.png │ │ │ ├── release-2.png │ │ │ ├── release-3.png │ │ │ ├── release-4.png │ │ │ ├── release-5.png │ │ │ └── release-6.png │ │ │ └── index.md │ ├── drift │ │ └── index.md │ ├── examples │ │ ├── batch-examples-k8s.md │ │ ├── batch-examples-local.md │ │ ├── cifar10.md │ │ ├── custom-servers.md │ │ ├── experiment-versions.md │ │ ├── explainer-examples.md │ │ ├── huggingface.md │ │ ├── income.md │ │ ├── index.md │ │ ├── inference.md │ │ ├── k8s-clusterwide.md │ │ ├── k8s-examples.md │ │ ├── k8s-pvc.md │ │ ├── local-examples.md │ │ ├── local-experiments.md │ │ ├── local-overcommit-examples.md │ │ ├── model-zoo.md │ │ ├── multi-version.md │ │ ├── pandasquery.md │ │ ├── pipeline-examples.md │ │ ├── pipeline-ready-and-metadata.md │ │ ├── pipeline-to-pipeline.md │ │ ├── speech-to-sentiment.md │ │ └── tritonclient-examples.md │ ├── experiments │ │ └── index.md │ ├── explainers │ │ └── index.md │ ├── faqs │ │ └── index.md │ ├── getting-started │ │ ├── cli.md │ │ ├── configuration │ │ │ └── index.md │ │ ├── docker-installation │ │ │ └── index.md │ │ ├── index.md │ │ └── kubernetes-installation │ │ │ ├── ansible.md │ │ │ ├── helm.md │ │ │ ├── index.md │ │ │ └── security │ │ │ ├── aws-msk-mtls.md │ │ │ ├── aws-msk-sasl.md │ │ │ ├── azure-event-hub-sasl.md │ │ │ ├── confluent-oauth.md │ │ │ ├── confluent-sasl.md │ │ │ ├── index.md │ │ │ ├── networking.jpg │ │ │ ├── reference.md │ │ │ ├── strimzi-mtls.md │ │ │ └── strimzi-sasl.md │ ├── inference │ │ └── index.md │ ├── kubernetes │ │ ├── autoscaling │ │ │ ├── hpa-rps-autoscaling.md │ │ │ └── index.md │ │ ├── index.md │ │ ├── kafka │ │ │ └── index.md │ │ ├── metrics │ │ │ └── index.md │ │ ├── resources │ │ │ ├── experiment │ │ │ │ └── index.md │ │ │ ├── index.md │ │ │ ├── model │ │ │ │ └── index.md │ │ │ ├── pipeline │ │ │ │ └── index.md │ │ │ ├── seldonconfig │ │ │ │ └── index.md │ │ │ ├── seldonruntime │ │ │ │ └── index.md │ │ │ ├── server │ │ │ │ └── index.md │ │ │ └── serverconfig │ │ │ │ └── index.md │ │ ├── scaling │ │ │ └── index.md │ │ ├── service-meshes │ │ │ ├── ambassador │ │ │ │ └── index.md │ │ │ ├── index.md │ │ │ ├── istio │ │ │ │ └── index.md │ │ │ └── traefik │ │ │ │ └── index.md │ │ ├── storage-secrets │ │ │ └── index.md │ │ └── tracing │ │ │ ├── index.md │ │ │ └── jaeger-trace.png │ ├── metrics │ │ ├── dashboard.png │ │ ├── hodometer-architecture.png │ │ ├── index.md │ │ ├── local-metrics-test.md │ │ ├── operational.md │ │ └── usage.md │ ├── models │ │ ├── index.md │ │ ├── inference-artifacts │ │ │ └── index.md │ │ ├── mms │ │ │ ├── mms.md │ │ │ ├── mms.png │ │ │ └── overcommit.png │ │ ├── parameterized-models │ │ │ ├── index.md │ │ │ └── pandasquery.md │ │ └── rclone │ │ │ └── index.md │ ├── outlier │ │ └── index.md │ ├── performance-tests │ │ └── index.md │ ├── pipelines │ │ ├── index.md │ │ └── jaeger-tracing.png │ ├── servers │ │ └── index.md │ ├── tutorials │ │ ├── index.md │ │ └── workflow.png │ └── upgrading │ │ └── index.md │ └── index.md ├── hack ├── boilerplate.go.txt ├── boilerplate.python.txt ├── boilerplate.sh ├── download-k8s-certs.sh └── update_references.py ├── hodometer ├── .errcheck_excludes.txt ├── .gitignore ├── .golangci.yml ├── Dockerfile.hodometer ├── Dockerfile.receiver ├── Makefile ├── README.md ├── cmd │ ├── hodometer │ │ ├── args.go │ │ └── main.go │ └── receiver │ │ ├── args.go │ │ └── main.go ├── go.mod ├── go.sum ├── k8s │ ├── deployment.yaml │ ├── kustomization.yaml │ ├── role.yaml │ ├── role_binding.yaml │ └── serviceaccount.yaml ├── licenses │ ├── dep.txt │ ├── license.txt │ ├── license_info.csv │ └── repo.txt ├── pkg │ ├── hodometer │ │ ├── collect.go │ │ ├── collect_test.go │ │ ├── levels.go │ │ ├── levels_test.go │ │ ├── metrics.go │ │ ├── publish.go │ │ ├── publish_test.go │ │ ├── punctuate.go │ │ └── version.go │ └── receiver │ │ ├── event.go │ │ ├── event_test.go │ │ ├── listen.go │ │ ├── listen_test.go │ │ └── record.go └── version.txt ├── k8s ├── .gitignore ├── Makefile ├── README.md ├── helm-charts │ ├── seldon-core-v2-certs │ │ ├── Chart.yaml │ │ └── templates │ │ │ └── certs.yaml │ ├── seldon-core-v2-crds │ │ ├── Chart.yaml │ │ └── templates │ │ │ └── seldon-v2-crds.yaml │ ├── seldon-core-v2-runtime │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── rclone-gs-public.yaml │ │ │ └── seldon-runtime.yaml │ │ └── values.yaml │ ├── seldon-core-v2-servers │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── _servers-deployments.tpl │ │ │ ├── _servers-statefulsets.tpl │ │ │ └── seldon-v2-servers.yaml │ │ └── values.yaml │ └── seldon-core-v2-setup │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ ├── _components-deployments.tpl │ │ ├── _components-statefulsets.tpl │ │ └── seldon-v2-components.yaml │ │ ├── values.yaml │ │ └── values.yaml.template ├── kustomize-experimental │ ├── componentsNoConfig │ │ └── kustomization.yaml │ ├── helm-components-ns │ │ └── kustomization.yaml │ ├── helm-components-sc │ │ ├── kustomization.yaml │ │ ├── patch_mlserver.yaml │ │ └── patch_triton.yaml │ └── helm-servers │ │ ├── kustomization.yaml │ │ ├── patch_mlserver.yaml │ │ └── patch_triton.yaml ├── kustomize │ ├── components │ │ └── kustomization.yaml │ ├── componentsNoConfig │ │ └── kustomization.yaml │ ├── crds │ │ └── kustomization.yaml │ ├── helm-components-ns │ │ └── kustomization.yaml │ ├── helm-components-sc │ │ ├── README.md │ │ ├── crd-schema.json │ │ ├── kustomization.yaml │ │ ├── patch_agentconfig.yaml │ │ ├── patch_controller.yaml │ │ ├── patch_controller_json6902.yaml │ │ ├── patch_dataflow.yaml │ │ ├── patch_dataflow_json6902.yaml │ │ ├── patch_envoy.yaml │ │ ├── patch_envoy_json6902.yaml │ │ ├── patch_envoy_service.yaml │ │ ├── patch_hodometer.yaml │ │ ├── patch_hodometer_json6902.yaml │ │ ├── patch_kafkaconfig.yaml │ │ ├── patch_mlserver.yaml │ │ ├── patch_mlserver_serverconfig_json6902.yaml │ │ ├── patch_modelgateway.yaml │ │ ├── patch_modelgateway_json6902.yaml │ │ ├── patch_pipelinegateway.yaml │ │ ├── patch_pipelinegateway_json6902.yaml │ │ ├── patch_scalingconfig.yaml │ │ ├── patch_scalingconfig_json6902.yaml │ │ ├── patch_scheduler.yaml │ │ ├── patch_scheduler_json6902.yaml │ │ ├── patch_scheduler_service.yaml │ │ ├── patch_serviceconfig.yaml │ │ ├── patch_tracingconfig.yaml │ │ ├── patch_triton.yaml │ │ └── patch_triton_serverconfig_json6902.yaml │ ├── helm-crds │ │ └── kustomization.yaml │ ├── helm-servers │ │ ├── kustomization.yaml │ │ ├── patch_mlserver.yaml │ │ └── patch_triton.yaml │ └── servers │ │ └── kustomization.yaml ├── samples │ ├── .gitignore │ ├── ansible-strimzi-kafka-sasl-scram.yaml │ ├── strimzi-example-tls-user.yaml │ ├── values-aws-msk-kafka-mtls.yaml.tmpl │ ├── values-aws-msk-kafka-sasl-scram.yaml.tmpl │ ├── values-azure-event-hub-sasl.yaml.tmpl │ ├── values-confluent-kafka-oauth.yaml.tmpl │ ├── values-confluent-kafka-sasl.yaml.tmpl │ ├── values-runtime-kafka-compression.yaml │ ├── values-strimzi-kafka-mtls.yaml │ ├── values-strimzi-kafka-sasl-scram.yaml │ ├── values-tls-dataplane-controlplane-example.yaml │ └── values-tls-dataplane-example.yaml └── yaml │ ├── certs.yaml │ ├── components.yaml │ ├── crds.yaml │ ├── runtime.yaml │ └── servers.yaml ├── kafka └── strimzi │ ├── Chart.yaml │ ├── README.md │ ├── templates │ ├── cluster.yaml │ ├── metrics.yaml │ ├── pool.yaml │ └── user.yaml │ └── values.yaml ├── licenses ├── 3rd-party-summary.txt ├── additional_license_info.csv ├── branch_refs.manual.csv └── dep_repo.manual.csv ├── operator ├── .dockerignore ├── .errcheck_excludes.txt ├── .gitignore ├── .golangci.yml ├── Dockerfile ├── Dockerfile.cli ├── Makefile ├── PROJECT ├── README.md ├── apis │ └── mlops │ │ └── v1alpha1 │ │ ├── conditions.go │ │ ├── experiment_types.go │ │ ├── experiment_types_test.go │ │ ├── groupversion_info.go │ │ ├── model_conditions.go │ │ ├── model_types.go │ │ ├── model_types_test.go │ │ ├── pipeline_types.go │ │ ├── pipeline_types_test.go │ │ ├── podspec.go │ │ ├── podspec_test.go │ │ ├── seldonconfig_types.go │ │ ├── seldonconfig_types_test.go │ │ ├── seldonruntime_types.go │ │ ├── server_types.go │ │ ├── server_types_test.go │ │ ├── serverconfig_types.go │ │ ├── serverconfig_types_test.go │ │ └── zz_generated.deepcopy.go ├── cmd │ └── seldon │ │ ├── cli │ │ ├── config_activate.go │ │ ├── config_add.go │ │ ├── config_deactivate.go │ │ ├── config_list.go │ │ ├── config_remove.go │ │ ├── experiment_list.go │ │ ├── experiment_start.go │ │ ├── experiment_status.go │ │ ├── experiment_stop.go │ │ ├── file.go │ │ ├── flags.go │ │ ├── infer.go │ │ ├── load.go │ │ ├── model_infer.go │ │ ├── model_list.go │ │ ├── model_load.go │ │ ├── model_metadata.go │ │ ├── model_status.go │ │ ├── model_unload.go │ │ ├── pipeline_infer.go │ │ ├── pipeline_inspect.go │ │ ├── pipeline_list.go │ │ ├── pipeline_load.go │ │ ├── pipeline_status.go │ │ ├── pipeline_unload.go │ │ ├── root.go │ │ ├── server_list.go │ │ ├── server_status.go │ │ ├── status.go │ │ └── unload.go │ │ ├── docs │ │ └── gendocs.go │ │ └── main.go ├── config │ ├── cli │ │ ├── kustomization.yaml │ │ ├── seldon-cli-remote.sh │ │ └── seldon-cli.yaml │ ├── crd │ │ ├── bases │ │ │ ├── mlops.seldon.io_experiments.yaml │ │ │ ├── mlops.seldon.io_models.yaml │ │ │ ├── mlops.seldon.io_pipelines.yaml │ │ │ ├── mlops.seldon.io_seldonconfigs.yaml │ │ │ ├── mlops.seldon.io_seldonruntimes.yaml │ │ │ ├── mlops.seldon.io_serverconfigs.yaml │ │ │ └── mlops.seldon.io_servers.yaml │ │ ├── kustomization.yaml │ │ ├── kustomizeconfig.yaml │ │ └── patches │ │ │ ├── cainjection_in_experiments.yaml │ │ │ ├── cainjection_in_mlops_seldonconfigs.yaml │ │ │ ├── cainjection_in_mlops_seldonruntimes.yaml │ │ │ ├── cainjection_in_models.yaml │ │ │ ├── cainjection_in_pipelines.yaml │ │ │ ├── cainjection_in_serverconfigs.yaml │ │ │ ├── cainjection_in_servers.yaml │ │ │ ├── webhook_in_experiments.yaml │ │ │ ├── webhook_in_mlops_seldonconfigs.yaml │ │ │ ├── webhook_in_mlops_seldonruntimes.yaml │ │ │ ├── webhook_in_models.yaml │ │ │ ├── webhook_in_pipelines.yaml │ │ │ ├── webhook_in_serverconfigs.yaml │ │ │ └── webhook_in_servers.yaml │ ├── default │ │ ├── kustomization.yaml │ │ ├── manager_auth_proxy_patch.yaml │ │ └── manager_config_patch.yaml │ ├── manager │ │ ├── controller_manager_config.yaml │ │ ├── kustomization.yaml │ │ └── manager.yaml │ ├── prometheus │ │ ├── kustomization.yaml │ │ └── monitor.yaml │ ├── rbac │ │ ├── auth_proxy_client_clusterrole.yaml │ │ ├── auth_proxy_role.yaml │ │ ├── auth_proxy_role_binding.yaml │ │ ├── auth_proxy_service.yaml │ │ ├── experiment_editor_role.yaml │ │ ├── experiment_viewer_role.yaml │ │ ├── kustomization.yaml │ │ ├── leader_election_role.yaml │ │ ├── leader_election_role_binding.yaml │ │ ├── mlops_seldonconfig_editor_role.yaml │ │ ├── mlops_seldonconfig_viewer_role.yaml │ │ ├── mlops_seldonruntime_editor_role.yaml │ │ ├── mlops_seldonruntime_viewer_role.yaml │ │ ├── model_editor_role.yaml │ │ ├── model_viewer_role.yaml │ │ ├── namespace_role.yaml │ │ ├── namespace_role_binding.yaml │ │ ├── pipeline_editor_role.yaml │ │ ├── pipeline_viewer_role.yaml │ │ ├── role.yaml │ │ ├── role_binding.yaml │ │ ├── server_editor_role.yaml │ │ ├── server_viewer_role.yaml │ │ ├── serverconfig_editor_role.yaml │ │ ├── serverconfig_viewer_role.yaml │ │ ├── service_account.yaml │ │ ├── tls_role.yaml │ │ └── tls_role_binding.yaml │ ├── samples │ │ ├── mlops_v1alpha1_experiment.yaml │ │ ├── mlops_v1alpha1_model.yaml │ │ ├── mlops_v1alpha1_pipeline.yaml │ │ ├── mlops_v1alpha1_seldonconfig.yaml │ │ ├── mlops_v1alpha1_seldonruntime.yaml │ │ ├── mlops_v1alpha1_server.yaml │ │ └── mlops_v1alpha1_serverconfig.yaml │ ├── seldonconfigs │ │ ├── default.yaml │ │ └── kustomization.yaml │ ├── serverconfigs-experimental │ │ ├── kustomization.yaml │ │ ├── mlserver.yaml │ │ └── triton.yaml │ ├── serverconfigs │ │ ├── kustomization.yaml │ │ ├── mlserver.yaml │ │ └── triton.yaml │ └── servers │ │ ├── kustomization.yaml │ │ ├── mlserver.yaml │ │ └── triton.yaml ├── controllers │ ├── mlops │ │ ├── experiment_controller.go │ │ ├── mock │ │ │ └── scheduler_client.go │ │ ├── model_controller.go │ │ ├── pipeline_controller.go │ │ ├── scheduler_client.go │ │ ├── seldonconfig_controller.go │ │ ├── seldonruntime_controller.go │ │ ├── server_controller.go │ │ ├── serverconfig_controller.go │ │ ├── suite_test.go │ │ └── utils.go │ └── reconcilers │ │ ├── common │ │ ├── patch_utils.go │ │ └── reconciler.go │ │ ├── seldon │ │ ├── configmap_reconciler.go │ │ ├── configmap_reconciler_test.go │ │ ├── deployment_reconciler.go │ │ ├── deployment_reconciler_test.go │ │ ├── rbac_reconciler.go │ │ ├── rbac_reconciller_test.go │ │ ├── runtime_reconciler.go │ │ ├── runtime_reconciler_test.go │ │ ├── service_reconciler.go │ │ ├── service_reconciller_test.go │ │ ├── statefulset_reconciler.go │ │ └── statefulset_reconciler_test.go │ │ └── server │ │ ├── deployment_reconciler.go │ │ ├── deployment_reconciler_test.go │ │ ├── server_deploy_reconciler.go │ │ ├── server_deploy_reconciler_test.go │ │ ├── server_reconciler.go │ │ ├── server_reconciler_test.go │ │ ├── service_reconciler.go │ │ ├── service_reconciler_test.go │ │ ├── statefulset_reconciler.go │ │ └── statefulset_reconciler_test.go ├── go.mod ├── go.sum ├── hack │ └── boilerplate.go.txt ├── internal │ ├── utils.go │ └── utils_test.go ├── licenses │ ├── dep.txt │ ├── license.txt │ ├── license_info.csv │ └── repo.txt ├── main.go ├── pkg │ ├── cli │ │ ├── config.go │ │ ├── configs.go │ │ ├── constants.go │ │ ├── generic.go │ │ ├── infer.go │ │ ├── kafka.go │ │ ├── scheduler.go │ │ ├── session.go │ │ ├── session_test.go │ │ ├── utils.go │ │ └── utils_test.go │ ├── constants │ │ └── constants.go │ └── utils │ │ ├── testing │ │ └── client.go │ │ ├── utils.go │ │ └── utils_test.go └── scheduler │ ├── backoff.go │ ├── client.go │ ├── control_plane.go │ ├── control_plane_test.go │ ├── experiment.go │ ├── experiment_test.go │ ├── model.go │ ├── model_test.go │ ├── pipeline.go │ ├── pipeline_test.go │ ├── server.go │ ├── server_test.go │ ├── utils.go │ └── utils_test.go ├── oss_commits.md ├── prometheus ├── README.md ├── dashboards │ ├── envoy.json │ ├── grafana-llmis.json │ ├── perf_and_scaling.json │ ├── provisioning │ │ ├── envoy.json │ │ ├── perf_and_scaling.json │ │ ├── seldon-gpu.json │ │ └── seldon.json │ ├── seldon-gpu.json │ └── seldon.json ├── monitors │ ├── agent-podmonitor.yaml │ ├── envoy-servicemonitor.yaml │ ├── pipelinegateway-podmonitor.yaml │ └── server-podmonitor.yaml └── rbac │ └── cr.yaml ├── samples ├── .gitignore ├── Makefile ├── README.md ├── auth │ ├── agent.yaml │ └── minio-secret.yaml ├── batch-inputs │ ├── iris-input.txt │ └── tfsimple-input.txt ├── cli-tests.ipynb ├── cli-tests.md ├── config-dataplane-tls.json ├── examples │ ├── huggingface │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── explainer │ │ │ ├── .gitignore │ │ │ └── model-settings.json │ │ ├── huggingface.ipynb │ │ ├── huggingface.md │ │ ├── requirements.txt │ │ ├── sentiment-input-transform │ │ │ ├── model-settings.json │ │ │ └── model.py │ │ ├── sentiment-output-transform │ │ │ ├── model-settings.json │ │ │ └── model.py │ │ ├── speech-to-sentiment.jpg │ │ ├── test-transforms.ipynb │ │ ├── test-transforms.md │ │ ├── train.ipynb │ │ └── train.md │ ├── image_classifier │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── demo.png │ │ ├── drift-detector │ │ │ └── model-settings.json │ │ ├── infer.ipynb │ │ ├── infer.md │ │ ├── infer_files │ │ │ ├── infer_14_0.png │ │ │ ├── infer_14_1.png │ │ │ ├── infer_14_10.png │ │ │ ├── infer_14_11.png │ │ │ ├── infer_14_12.png │ │ │ ├── infer_14_13.png │ │ │ ├── infer_14_14.png │ │ │ ├── infer_14_15.png │ │ │ ├── infer_14_16.png │ │ │ ├── infer_14_17.png │ │ │ ├── infer_14_18.png │ │ │ ├── infer_14_19.png │ │ │ ├── infer_14_2.png │ │ │ ├── infer_14_3.png │ │ │ ├── infer_14_4.png │ │ │ ├── infer_14_5.png │ │ │ ├── infer_14_6.png │ │ │ ├── infer_14_7.png │ │ │ ├── infer_14_8.png │ │ │ ├── infer_14_9.png │ │ │ ├── infer_16_0.png │ │ │ ├── infer_16_1.png │ │ │ ├── infer_16_10.png │ │ │ ├── infer_16_11.png │ │ │ ├── infer_16_12.png │ │ │ ├── infer_16_13.png │ │ │ ├── infer_16_14.png │ │ │ ├── infer_16_15.png │ │ │ ├── infer_16_16.png │ │ │ ├── infer_16_17.png │ │ │ ├── infer_16_18.png │ │ │ ├── infer_16_19.png │ │ │ ├── infer_16_2.png │ │ │ ├── infer_16_3.png │ │ │ ├── infer_16_4.png │ │ │ ├── infer_16_5.png │ │ │ ├── infer_16_6.png │ │ │ ├── infer_16_7.png │ │ │ ├── infer_16_8.png │ │ │ ├── infer_16_9.png │ │ │ ├── infer_18_0.png │ │ │ └── infer_19_0.png │ │ ├── outlier-detector │ │ │ └── model-settings.json │ │ ├── requirements.txt │ │ ├── train.ipynb │ │ ├── train.md │ │ └── train.py │ ├── income_classifier │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── classifier │ │ │ ├── .gitignore │ │ │ └── model-settings.json │ │ ├── drift-detector │ │ │ ├── .gitignore │ │ │ └── model-settings.json │ │ ├── explainer │ │ │ ├── .gitignore │ │ │ └── model-settings.json │ │ ├── infer-k8s.ipynb │ │ ├── infer-k8s.md │ │ ├── infer.ipynb │ │ ├── infer.md │ │ ├── infer_local.ipynb │ │ ├── infer_local.md │ │ ├── local_resources │ │ │ ├── income-drift.yaml │ │ │ ├── income-explainer.yaml │ │ │ ├── income-outlier.yaml │ │ │ ├── income-preprocess.yaml │ │ │ └── income.yaml │ │ ├── outlier-detector │ │ │ ├── .gitignore │ │ │ └── model-settings.json │ │ ├── preprocessor │ │ │ ├── .gitignore │ │ │ └── model-settings.json │ │ └── train.py │ ├── k8s-pvc │ │ ├── Makefile │ │ ├── iris.yaml │ │ ├── k8s-pvc.ipynb │ │ ├── k8s-pvc.md │ │ ├── kind-config.yaml │ │ ├── pvc.yaml │ │ └── server.yaml │ └── pandasquery │ │ ├── Makefile │ │ ├── infer.ipynb │ │ ├── infer.md │ │ ├── infer_local.ipynb │ │ ├── infer_local.md │ │ ├── model.yaml │ │ ├── pandasquery │ │ ├── model-settings.json │ │ └── model.py │ │ └── requirements.txt ├── experiment_versions.ipynb ├── experiment_versions.md ├── experiments │ ├── ab-default-model.yaml │ ├── ab-default-model2.yaml │ ├── ab-default-model3.yaml │ ├── ab.yaml │ ├── add1020.yaml │ ├── addmul10-mirror.yaml │ ├── addmul10.yaml │ ├── error-bad-spec.yaml │ └── sklearn-mirror.yaml ├── explainer-examples.ipynb ├── explainer-examples.md ├── explainers │ └── explainers.yaml ├── huggingface.ipynb ├── huggingface.md ├── img_pipeline1 (1).jpg ├── img_pipeline1.jpg ├── img_pipeline2.jpg ├── img_pipeline3.jpg ├── img_pipeline4.jpg ├── img_pipeline5.jpg ├── inference.ipynb ├── inference.md ├── k8s-batch-examples.ipynb ├── k8s-batch-examples.md ├── k8s-clusterwide-kafka-mtls-demo.ipynb ├── k8s-clusterwide-kafka-mtls-demo.md ├── k8s-clusterwide-ssl-demo.ipynb ├── k8s-clusterwide-ssl-demo.md ├── k8s-clusterwide.ipynb ├── k8s-clusterwide.md ├── k8s-custom-servers.ipynb ├── k8s-custom-servers.md ├── k8s-examples.ipynb ├── k8s-examples.md ├── k8s-explainers.ipynb ├── k8s-explainers.md ├── k8s-multi-version.ipynb ├── k8s-multi-version.md ├── k8s-resource-deletion.ipynb ├── k8s-tritonclient-aio.ipynb ├── k8s-tritonclient-aio.md ├── k8s-tritonclient.ipynb ├── k8s-tritonclient.md ├── local-examples.ipynb ├── local-examples.md ├── local-experiments.ipynb ├── local-experiments.md ├── local-over-commit-test.ipynb ├── local-over-commit-test.md ├── markdown-transforms.sh ├── markdown-transforms │ ├── coalesce-blank-lines.sed │ ├── format-bash-blocks.sed │ ├── format-output-blocks.sed │ └── remove-trailing-whitespace.sed ├── metrics.ipynb ├── metrics.md ├── model-zoo-requirements.txt ├── model-zoo.ipynb ├── model-zoo.md ├── model-zoo_files │ ├── model-zoo_17_0.png │ └── model-zoo_31_0.png ├── models │ ├── add10.yaml │ ├── add20.yaml │ ├── check.yaml │ ├── choice1.yaml │ ├── choice2.yaml │ ├── cifar10-drift-detect.yaml │ ├── cifar10-no-config.yaml │ ├── cifar10-outlier-detect.yaml │ ├── cifar10.yaml │ ├── conditional.yaml │ ├── error-bad-capabilities.yaml │ ├── error-bad-spec.yaml │ ├── error-no-uri.yaml │ ├── error-uri-notexist.yaml │ ├── extra-model-requirements.yaml │ ├── hf-sentiment-explainer.yaml │ ├── hf-sentiment-input-transform.yaml │ ├── hf-sentiment-output-transform.yaml │ ├── hf-sentiment.yaml │ ├── hf-text-gen-custom-gpt2.yaml │ ├── hf-text-gen-custom-tiny-stories.yaml │ ├── hf-text-gen.yaml │ ├── hf-whisper.yaml │ ├── id1_node.yaml │ ├── id2_node.yaml │ ├── income-drift.yaml │ ├── income-explainer-pipeline.yaml │ ├── income-explainer.yaml │ ├── income-lgb.yaml │ ├── income-outlier.yaml │ ├── income-preprocess.yaml │ ├── income-xgb.yaml │ ├── income.yaml │ ├── iris-custom-requirements.yaml │ ├── iris-custom-server.yaml │ ├── iris-drift-detect.yaml │ ├── iris-v1.yaml │ ├── iris-v2.yaml │ ├── iris-v3.yaml │ ├── iris2.yaml │ ├── join_node.yaml │ ├── mnist-onnx.yaml │ ├── mnist-pytorch.yaml │ ├── moviesentiment-explainer.yaml │ ├── moviesentiment.yaml │ ├── mul10.yaml │ ├── multi-version-1.yaml │ ├── multi-version-2.yaml │ ├── outlier-error.yaml │ ├── sklearn-iris-gs-baduri.yaml │ ├── sklearn-iris-gs.yaml │ ├── sklearn-iris-local.yaml │ ├── sklearn-iris-minio.yaml │ ├── sklearn1.yaml │ ├── sklearn2.yaml │ ├── sklearn3.yaml │ ├── tfsimple1.yaml │ ├── tfsimple2.yaml │ ├── tfsimple3.yaml │ ├── tfsimple_scaling.yaml │ └── wine-mlflow.yaml ├── pipeline-errors.ipynb ├── pipeline-errors.md ├── pipeline-examples.ipynb ├── pipeline-examples.md ├── pipeline-ready-and-metadata.ipynb ├── pipeline-ready-and-metadata.md ├── pipeline-to-pipeline.ipynb ├── pipeline-to-pipeline.md ├── pipeline-versions.ipynb ├── pipeline-versions.md ├── pipelines │ ├── add10.yaml │ ├── choice.yaml │ ├── cifar10.yaml │ ├── conditional.yaml │ ├── error-bad-spec.yaml │ ├── error-empty-input.yaml │ ├── error-empty-trigger.yaml │ ├── error-step-name.yaml │ ├── error.yaml │ ├── income-v1.yaml │ ├── income-v2.yaml │ ├── income-v3.yaml │ ├── income.yaml │ ├── iris-async-drift.yaml │ ├── iris-batch.yaml │ ├── iris.yaml │ ├── mul10.yaml │ ├── outlier.yaml │ ├── pipeline-inputs.yaml │ ├── sentiment-explain.yaml │ ├── speech-to-sentiment.yaml │ ├── tfsimple-combined-step.yaml │ ├── tfsimple-combined-trigger.yaml │ ├── tfsimple-combined.yaml │ ├── tfsimple-extended-step.yaml │ ├── tfsimple-extended.yaml │ ├── tfsimple-extended2.yaml │ ├── tfsimple.yaml │ ├── tfsimples-input.yaml │ ├── tfsimples-join-outlier.yaml │ ├── tfsimples-join.yaml │ ├── tfsimples.yaml │ ├── trigger-joins.yaml │ ├── triggers_join_inputs.yaml │ ├── triggers_join_internal.yaml │ ├── version-test-a.yaml │ └── version-test-b.yaml ├── python-examples.ipynb ├── python-examples.md ├── quickstart │ ├── models │ │ ├── preprocessor │ │ │ ├── model-settings.json │ │ │ ├── model.py │ │ │ └── preprocessor.yaml │ │ └── sklearn-income-classifier.yaml │ ├── pipelines │ │ └── income-classifier-app.yaml │ └── servers │ │ └── mlserver-custom.yaml ├── rolling-update.ipynb ├── rolling-update.md ├── scripts │ ├── explainers │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── make_test_models.py │ │ └── model-settings.json.template │ └── models │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── cifar10-tensorflow │ │ └── .gitignore │ │ ├── huggingface-text-gen-gpt2 │ │ ├── .gitignore │ │ ├── model-settings.json │ │ └── train.py │ │ ├── huggingface-text-gen-tiny-stories │ │ ├── .gitignore │ │ ├── model-settings.json │ │ └── train.py │ │ ├── income-lgb │ │ ├── .gitignore │ │ └── train.py │ │ ├── income-xgb │ │ ├── .gitignore │ │ └── train.py │ │ ├── income │ │ ├── .gitignore │ │ ├── classifier │ │ │ └── model-settings.json │ │ ├── explainers │ │ │ ├── anchor-explainer │ │ │ │ └── model-settings.json │ │ │ └── kernel-shap-explainer │ │ │ │ └── model-settings.json │ │ └── train.py │ │ ├── iris │ │ ├── .gitignore │ │ ├── model-settings.json │ │ └── train.py │ │ ├── mnist-onnx │ │ └── .gitignore │ │ ├── mnist-pytorch │ │ ├── .gitignore │ │ └── config.pbtxt │ │ ├── moviesentiment │ │ ├── .gitignore │ │ ├── model-settings.json │ │ └── train.py │ │ └── wine-mlflow │ │ ├── .gitignore │ │ └── train.py ├── servers │ ├── custom-mlserver-capabilities.yaml │ ├── custom-mlserver.yaml │ ├── mlserver-badname.yaml │ ├── mlserver-extra-capabilities.yaml │ ├── mlserver1.yaml │ ├── mlserver2.yaml │ └── triton-gpu.yaml ├── smoke-tests.sh ├── stress-tests.sh ├── trigger_joins.ipynb └── trigger_joins.md ├── scheduler ├── .dockerignore ├── .gitignore ├── .golangci.yml ├── Dockerfile.agent ├── Dockerfile.dataflow ├── Dockerfile.envoy ├── Dockerfile.grafana ├── Dockerfile.modelgateway ├── Dockerfile.pipelinegateway ├── Dockerfile.rclone ├── Dockerfile.scheduler ├── Makefile ├── README.md ├── all-base.yaml ├── all-gpu.yaml ├── all-host-network.yaml ├── all-internal.yaml ├── all-mlserver.yaml ├── all-triton.yaml ├── bin │ └── .keep ├── cmd │ ├── agent │ │ ├── cli │ │ │ ├── cli.go │ │ │ ├── env.go │ │ │ ├── flags.go │ │ │ ├── flags_test.go │ │ │ └── normalise.go │ │ └── main.go │ ├── modelgateway │ │ └── main.go │ ├── pipelinegateway │ │ └── main.go │ ├── proxy │ │ └── main.go │ └── scheduler │ │ └── main.go ├── config │ ├── .gitignore │ ├── agent.yaml │ ├── envoy-compose.yaml │ ├── envoy-local.yaml │ ├── envoy-tls.yaml │ ├── envoy.yaml │ ├── grafana │ │ ├── dashboards │ │ │ └── seldon_overview │ │ │ │ └── seldon.json │ │ ├── grafana.ini │ │ └── provisioning │ │ │ ├── dashboards │ │ │ └── dashboard.yml │ │ │ └── datasources │ │ │ └── prometheus.yml │ ├── kafka-host.json │ ├── kafka-internal.json │ ├── prometheus-host.yml │ ├── prometheus-internal.yml │ ├── tracing-host.json │ └── tracing-internal.json ├── data-flow │ ├── .gitignore │ ├── Makefile │ ├── README.md │ ├── build.gradle.kts │ ├── gradle.properties │ ├── gradle │ │ └── wrapper │ │ │ ├── gradle-wrapper.jar │ │ │ └── gradle-wrapper.properties │ ├── gradlew │ ├── gradlew.bat │ ├── licenses │ │ ├── dependency-license.html │ │ ├── dependency-license.json │ │ ├── dependency-license.txt │ │ ├── dependency-license.xml │ │ ├── license-dependency.html │ │ ├── license-dependency.json │ │ ├── license-dependency.xml │ │ └── license.txt │ ├── scripts │ │ └── generate_license.sh │ ├── settings.gradle.kts │ └── src │ │ ├── main │ │ ├── kotlin │ │ │ └── io │ │ │ │ └── seldon │ │ │ │ ├── dataflow │ │ │ │ ├── Cli.kt │ │ │ │ ├── DataflowStatus.kt │ │ │ │ ├── GrpcServiceConfigProvider.kt │ │ │ │ ├── Logging.kt │ │ │ │ ├── Main.kt │ │ │ │ ├── PipelineSubscriber.kt │ │ │ │ ├── TypeExtensions.kt │ │ │ │ ├── hashutils │ │ │ │ │ └── HashUtils.kt │ │ │ │ ├── health │ │ │ │ │ ├── GrpcHealthCheck.kt │ │ │ │ │ ├── HealthCheck.kt │ │ │ │ │ ├── HealthServer.kt │ │ │ │ │ ├── HealthService.kt │ │ │ │ │ └── ServiceHealthCheck.kt │ │ │ │ ├── kafka │ │ │ │ │ ├── BatchProcessor.kt │ │ │ │ │ ├── BinaryContent.kt │ │ │ │ │ ├── Chainer.kt │ │ │ │ │ ├── Configuration.kt │ │ │ │ │ ├── Joiner.kt │ │ │ │ │ ├── KafkaAdmin.kt │ │ │ │ │ ├── Pipeline.kt │ │ │ │ │ ├── PipelineStatus.kt │ │ │ │ │ ├── PipelineStep.kt │ │ │ │ │ ├── Processor.kt │ │ │ │ │ ├── SchemaRegistry.kt │ │ │ │ │ ├── StreamErrorHandling.kt │ │ │ │ │ ├── StreamTransforms.kt │ │ │ │ │ ├── Task.kt │ │ │ │ │ ├── TriggerTransforms.kt │ │ │ │ │ ├── TypeExtensions.kt │ │ │ │ │ ├── Types.kt │ │ │ │ │ ├── headers │ │ │ │ │ │ ├── PipelineHeaderProcessor.kt │ │ │ │ │ │ ├── PipelineNameFilter.kt │ │ │ │ │ │ └── SeldonHeaders.kt │ │ │ │ │ └── security │ │ │ │ │ │ ├── Protocols.kt │ │ │ │ │ │ └── Sasl.kt │ │ │ │ ├── mtls │ │ │ │ │ ├── Config.kt │ │ │ │ │ ├── K8sCertSecretsProvider.kt │ │ │ │ │ └── Provider.kt │ │ │ │ └── sasl │ │ │ │ │ ├── KubernetesSecretProvider.kt │ │ │ │ │ ├── SaslOauthProvider.kt │ │ │ │ │ └── SaslPasswordProvider.kt │ │ │ │ └── mlops │ │ │ │ ├── chainer │ │ │ │ ├── inference │ │ │ │ └── inference_schema │ │ └── resources │ │ │ └── local.properties │ │ └── test │ │ ├── java │ │ └── io │ │ │ └── seldon │ │ │ └── test │ │ │ └── utils │ │ │ └── MockFixedKeyProcessorContext.java │ │ └── kotlin │ │ └── io │ │ └── seldon │ │ └── dataflow │ │ ├── CliTest.kt │ │ ├── PipelineSubscriberTest.kt │ │ ├── health │ │ ├── GrpcHealthCheckTest.kt │ │ ├── HealthServerTest.kt │ │ └── HealthServiceTest.kt │ │ └── kafka │ │ ├── BatchProcessorTest.kt │ │ ├── PipelineStatusTest.kt │ │ ├── PipelineStepTest.kt │ │ └── SchemaRegistryTest.kt ├── docs │ ├── README.md │ ├── architecture.png │ └── design.md ├── env.all ├── envoy │ ├── start-envoy.sh │ ├── tls_certificate_sds_secret.yaml │ └── validation_context_sds_secret.yaml ├── go.mod ├── go.sum ├── hack │ ├── bootstrap.yaml │ ├── bootstrap_delta.yaml │ ├── delta.yaml │ ├── start-envoy-delta.sh │ └── start-envoy.sh ├── hodometer-local-host.yaml ├── hodometer-local-internal.yaml ├── k8s │ ├── config │ │ ├── agent.yaml │ │ ├── kafka.yaml │ │ ├── kustomization.yaml │ │ ├── rclone-gs-public.yaml │ │ └── tracing.yaml │ ├── dataflow-engine │ │ ├── dataflow-engine.yaml │ │ └── kustomization.yaml │ ├── default │ │ └── kustomization.yaml │ ├── defaultNoConfig │ │ └── kustomization.yaml │ ├── envoy │ │ ├── envoy.yaml │ │ ├── kustomization.yaml │ │ └── svc.yaml │ ├── mlserver │ │ ├── kustomization.yaml │ │ └── mlserver.yaml │ ├── modelgateway │ │ ├── kustomization.yaml │ │ └── modelgateway.yaml │ ├── pipelinegateway │ │ ├── kustomization.yaml │ │ ├── pipelinegateway.yaml │ │ └── svc.yaml │ ├── scheduler │ │ ├── kustomization.yaml │ │ ├── role.yaml │ │ ├── role_binding.yaml │ │ ├── scheduler.yaml │ │ ├── serviceaccount.yaml │ │ └── svc.yaml │ ├── server │ │ ├── kustomization.yaml │ │ ├── role.yaml │ │ ├── role_binding.yaml │ │ └── serviceaccount.yaml │ ├── testing │ │ └── mlserver │ │ │ ├── kustomization.yaml │ │ │ └── mlserver.yaml │ └── triton │ │ ├── kustomization.yaml │ │ └── triton.yaml ├── licenses │ ├── dep.txt │ ├── license.txt │ ├── license_info.csv │ └── repo.txt ├── mnt │ ├── .keep │ └── db │ │ └── .keep ├── model-volume.yaml ├── notebooks │ ├── .gitignore │ ├── data-flows-kafka.ipynb │ ├── experiment-k8s.ipynb │ ├── experiments.ipynb │ ├── k8s-envoy-change-test.ipynb │ ├── k8s.ipynb │ ├── kafka.ipynb │ ├── pipeline-alibi-detect.ipynb │ ├── pipeline-batch-data-flow-example.ipynb │ ├── pipeline-gateway.ipynb │ ├── pipeline.ipynb │ ├── proxy-scheduler-local-test.ipynb │ ├── scheduler-k8s-test.ipynb │ ├── scheduler-local-test.ipynb │ ├── server-memory.ipynb │ ├── triton.ipynb │ └── v2_dataplane_pb2.py ├── otel-collector-config.yaml ├── pkg │ ├── agent │ │ ├── agent_debug.go │ │ ├── agent_debug_test.go │ │ ├── agent_svc_manager.go │ │ ├── agent_svc_manager_test.go │ │ ├── agent_svc_utils.go │ │ ├── agent_svc_utils_test.go │ │ ├── cache │ │ │ ├── cache_transaction_manager.go │ │ │ ├── cache_transaction_manager_test.go │ │ │ ├── lru_cache_manager.go │ │ │ ├── lru_cache_manager_test.go │ │ │ └── priority_queue.go │ │ ├── config │ │ │ ├── config.go │ │ │ └── config_test.go │ │ ├── drainservice │ │ │ ├── server.go │ │ │ └── server_test.go │ │ ├── filemanager │ │ │ ├── file_manager.go │ │ │ └── mocks │ │ │ │ └── mock_file_manager.go │ │ ├── interfaces │ │ │ ├── cache_manager.go │ │ │ ├── controlplane.go │ │ │ ├── dependency_service.go │ │ │ ├── model_stats.go │ │ │ ├── service_types.go │ │ │ └── service_with_readiness_check.go │ │ ├── internal │ │ │ └── testing_utils │ │ │ │ ├── helpers.go │ │ │ │ ├── mock_grpc_server.go │ │ │ │ └── rest_client.go │ │ ├── k8s │ │ │ ├── extended_client.go │ │ │ ├── extended_client_test.go │ │ │ ├── mocks │ │ │ │ ├── mock_discovery_v1.go │ │ │ │ ├── mock_extended_client.go │ │ │ │ ├── mock_k8s_client.go │ │ │ │ └── watch │ │ │ │ │ └── mock_watch.go │ │ │ ├── secrets.go │ │ │ ├── secrets_test.go │ │ │ └── utils.go │ │ ├── model_state.go │ │ ├── model_state_test.go │ │ ├── modelscaling │ │ │ ├── model_lag.go │ │ │ ├── model_lag_test.go │ │ │ ├── model_last_used.go │ │ │ ├── model_last_used_test.go │ │ │ ├── stats_analyser.go │ │ │ ├── stats_analyser_test.go │ │ │ ├── stats_collector.go │ │ │ └── stats_collector_test.go │ │ ├── modelserver_controlplane │ │ │ ├── factory │ │ │ │ └── factory.go │ │ │ └── oip │ │ │ │ ├── v2.go │ │ │ │ └── v2_test.go │ │ ├── rclone │ │ │ ├── rclone.go │ │ │ ├── rclone_config.go │ │ │ ├── rclone_config_test.go │ │ │ └── rclone_test.go │ │ ├── readyservice │ │ │ ├── server.go │ │ │ └── server_test.go │ │ ├── repository │ │ │ ├── mlserver │ │ │ │ ├── mlserver.go │ │ │ │ ├── mlserver_test.go │ │ │ │ ├── settings.go │ │ │ │ ├── settings_test.go │ │ │ │ └── testdata │ │ │ │ │ └── model.py │ │ │ ├── mocks │ │ │ │ └── mock_model_repository.go │ │ │ ├── model_repository.go │ │ │ ├── model_repository_test.go │ │ │ └── triton │ │ │ │ ├── config │ │ │ │ ├── model_config.pb.go │ │ │ │ └── model_config.proto │ │ │ │ ├── triton.go │ │ │ │ └── triton_test.go │ │ ├── rproxy.go │ │ ├── rproxy_grpc.go │ │ ├── rproxy_grpc_test.go │ │ ├── rproxy_test.go │ │ ├── server.go │ │ ├── server_test.go │ │ ├── state_manager.go │ │ └── state_manager_test.go │ ├── config │ │ └── watcher.go │ ├── coordinator │ │ ├── events_test.go │ │ ├── experiment.go │ │ ├── hub.go │ │ ├── hub_test.go │ │ ├── model.go │ │ ├── pipeline.go │ │ ├── pipeline_streams.go │ │ ├── server.go │ │ └── types.go │ ├── envoy │ │ ├── processor │ │ │ ├── benchmark_results │ │ │ │ ├── batch_2bf7d55_no_batching.txt │ │ │ │ ├── batch_781e378_no_batching_exclude_model_details.txt │ │ │ │ ├── batch_PR#6119_pre_refactor.txt │ │ │ │ ├── batch_PR#6145.txt │ │ │ │ ├── batch_b105ffa_batch_model_updates.txt │ │ │ │ ├── batch_bd81dce_simulated_scheduling_exclude_model_details.txt │ │ │ │ ├── batch_c433fb7_no_batching_simulated_scheduling_exclude_model_details.txt │ │ │ │ ├── batch_eebc546_exclude_model_details_from_snapshots.txt │ │ │ │ └── batch_fa76b19_sync_exclude_model_details.txt │ │ │ ├── incremental.go │ │ │ ├── incremental_benchmark_test.go │ │ │ ├── incremental_test.go │ │ │ ├── server.go │ │ │ ├── server_test.go │ │ │ └── snapshots_testdata │ │ │ │ ├── delete-experiment-clusters.json │ │ │ │ ├── delete-experiment-routes.json │ │ │ │ ├── experiment-candidate-mirror-clusters.json │ │ │ │ ├── experiment-candidate-mirror-routes.json │ │ │ │ ├── experiment-clusters.json │ │ │ │ ├── experiment-deleted-model-clusters.json │ │ │ │ ├── experiment-deleted-model-routes.json │ │ │ │ ├── experiment-new-model-version-clusters.json │ │ │ │ ├── experiment-new-model-version-routes.json │ │ │ │ ├── experiment-no-default-clusters.json │ │ │ │ ├── experiment-no-default-routes.json │ │ │ │ ├── experiment-routes.json │ │ │ │ ├── mirror-clusters.json │ │ │ │ ├── mirror-deleted-model-clusters.json │ │ │ │ ├── mirror-deleted-model-routes.json │ │ │ │ ├── mirror-routes.json │ │ │ │ ├── one-model-clusters.json │ │ │ │ ├── one-model-routes.json │ │ │ │ ├── pipeline-clusters.json │ │ │ │ ├── pipeline-routes.json │ │ │ │ ├── removed-model-clusters.json │ │ │ │ ├── removed-model-routes.json │ │ │ │ ├── three-models-clusters.json │ │ │ │ ├── three-models-routes.json │ │ │ │ ├── two-models-clusters.json │ │ │ │ └── two-models-routes.json │ │ └── xdscache │ │ │ ├── benchmark_results │ │ │ ├── seldoncache_469bca3.txt │ │ │ ├── seldoncache_62511a1.txt │ │ │ ├── seldoncache_6c0c675.txt │ │ │ ├── seldoncache_87c0a32.txt │ │ │ ├── seldoncache_a2381b8.txt │ │ │ ├── seldoncache_b4ba814.txt │ │ │ ├── seldoncache_ce00a2f.txt │ │ │ ├── seldoncache_d07cd62.txt │ │ │ └── seldoncache_f0efb80.txt │ │ │ ├── model.go │ │ │ ├── resource.go │ │ │ ├── resource_test.go │ │ │ ├── seldoncache.go │ │ │ ├── seldoncache_benchmark_test.go │ │ │ ├── seldoncache_test.go │ │ │ ├── testdata │ │ │ ├── ca.crt │ │ │ ├── tls.crt │ │ │ └── tls.key │ │ │ ├── tls.go │ │ │ └── tls_test.go │ ├── health-probe │ │ ├── health.go │ │ ├── health_test.go │ │ ├── http_server.go │ │ ├── http_server_test.go │ │ └── mocks │ │ │ └── mock_health.go │ ├── internal │ │ └── testing_utils │ │ │ └── testing.go │ ├── kafka │ │ ├── conflict-resolution │ │ │ ├── conflict_resolution.go │ │ │ └── conflict_resolution_test.go │ │ ├── dataflow │ │ │ ├── server.go │ │ │ └── server_test.go │ │ ├── gateway │ │ │ ├── chainer.go │ │ │ ├── chainer_test.go │ │ │ ├── client.go │ │ │ ├── client_test.go │ │ │ ├── config.go │ │ │ ├── constants.go │ │ │ ├── infer.go │ │ │ ├── infer_test.go │ │ │ ├── manager.go │ │ │ ├── manager_test.go │ │ │ ├── utils.go │ │ │ ├── worker.go │ │ │ └── worker_test.go │ │ ├── pipeline │ │ │ ├── broadcaster.go │ │ │ ├── broadcaster_test.go │ │ │ ├── client.go │ │ │ ├── client_test.go │ │ │ ├── consumer_manager.go │ │ │ ├── grpcserver.go │ │ │ ├── grpcserver_test.go │ │ │ ├── httpserver.go │ │ │ ├── httpserver_test.go │ │ │ ├── kafkamanager.go │ │ │ ├── kafkamanager_test.go │ │ │ ├── mocks │ │ │ │ ├── mock_kafkamanager.go │ │ │ │ └── mock_scheduler_client.go │ │ │ ├── multi_topic_consumer.go │ │ │ ├── status │ │ │ │ ├── mocks │ │ │ │ │ └── mock_statusmanager.go │ │ │ │ ├── model_rest.go │ │ │ │ ├── model_rest_test.go │ │ │ │ ├── ready.go │ │ │ │ ├── ready_test.go │ │ │ │ ├── statusmanager.go │ │ │ │ └── statusmanager_test.go │ │ │ ├── utils.go │ │ │ ├── utils_test.go │ │ │ ├── v2.go │ │ │ └── v2_test.go │ │ ├── schema │ │ │ ├── schema.go │ │ │ └── schema_test.go │ │ ├── topics.go │ │ └── topics_test.go │ ├── metrics │ │ ├── agent.go │ │ ├── agent_test.go │ │ ├── gateway.go │ │ └── utils.go │ ├── proxy │ │ ├── agent.go │ │ ├── chainer.go │ │ ├── config.go │ │ ├── scheduler.go │ │ └── server.go │ ├── scaling │ │ └── config │ │ │ └── config.go │ ├── scheduler │ │ ├── cleaner │ │ │ ├── test_versions_hack.go │ │ │ └── versions.go │ │ ├── filters │ │ │ ├── deletedserver.go │ │ │ ├── deletedserver_test.go │ │ │ ├── explainer.go │ │ │ ├── interface.go │ │ │ ├── replicadraining.go │ │ │ ├── replicadraining_test.go │ │ │ ├── replicamemory.go │ │ │ ├── replicamemory_test.go │ │ │ ├── serverreplicas.go │ │ │ ├── serverreplicas_test.go │ │ │ ├── serverrequirements.go │ │ │ ├── serverrequirements_test.go │ │ │ ├── sharing.go │ │ │ └── sharing_test.go │ │ ├── interface.go │ │ ├── scheduler.go │ │ ├── scheduler_test.go │ │ └── sorters │ │ │ ├── interface.go │ │ │ ├── loaded.go │ │ │ ├── loaded_test.go │ │ │ ├── replicaindex.go │ │ │ ├── replicaindex_test.go │ │ │ ├── replicamemory.go │ │ │ └── replicamemory_test.go │ ├── server │ │ ├── control_plane.go │ │ ├── control_plane_test.go │ │ ├── experiment_status.go │ │ ├── experiment_status_test.go │ │ ├── pipeline_status.go │ │ ├── pipeline_status_test.go │ │ ├── server.go │ │ ├── server_status.go │ │ ├── server_status_test.go │ │ ├── server_test.go │ │ ├── utils.go │ │ └── utils_test.go │ ├── store │ │ ├── equality.go │ │ ├── equality_test.go │ │ ├── experiment │ │ │ ├── db.go │ │ │ ├── db_test.go │ │ │ ├── errors.go │ │ │ ├── experiment.go │ │ │ ├── state.go │ │ │ ├── state_test.go │ │ │ ├── store.go │ │ │ ├── store_test.go │ │ │ ├── utils.go │ │ │ ├── utils_test.go │ │ │ ├── validate.go │ │ │ └── validate_test.go │ │ ├── memory.go │ │ ├── memory_status.go │ │ ├── memory_status_test.go │ │ ├── memory_test.go │ │ ├── mesh.go │ │ ├── mesh_test.go │ │ ├── mock │ │ │ └── store.go │ │ ├── modelreplicastate_string.go │ │ ├── modelstate_string.go │ │ ├── pipeline │ │ │ ├── db.go │ │ │ ├── db_test.go │ │ │ ├── errors.go │ │ │ ├── mock │ │ │ │ └── store.go │ │ │ ├── pipeline.go │ │ │ ├── pipelinestatus_string.go │ │ │ ├── status.go │ │ │ ├── status_test.go │ │ │ ├── store.go │ │ │ ├── store_test.go │ │ │ ├── utils.go │ │ │ ├── utils_test.go │ │ │ ├── validate.go │ │ │ └── validate_test.go │ │ ├── store.go │ │ ├── test_memory_hack.go │ │ └── utils │ │ │ ├── utils.go │ │ │ ├── validate.go │ │ │ └── validate_test.go │ ├── synchroniser │ │ ├── mock │ │ │ └── sync.go │ │ ├── servers_sync.go │ │ ├── servers_sync_test.go │ │ ├── sync.go │ │ └── sync_test.go │ ├── tracing │ │ ├── provider.go │ │ └── provider_test.go │ ├── translator │ │ ├── base.go │ │ ├── openai │ │ │ ├── chat_completions.go │ │ │ ├── chat_completions_test.go │ │ │ ├── embeddings.go │ │ │ ├── embeddings_test.go │ │ │ ├── images_generations.go │ │ │ └── images_generations_test.go │ │ ├── utils.go │ │ └── utils_test.go │ └── util │ │ ├── config.go │ │ ├── constants.go │ │ ├── counted_sync_map.go │ │ ├── counted_sync_map_test.go │ │ ├── deepcopy.go │ │ ├── defaults.go │ │ ├── env.go │ │ ├── grpc.go │ │ ├── hash.go │ │ ├── hash_test.go │ │ ├── http.go │ │ ├── ids.go │ │ ├── loadbalancer.go │ │ ├── mock │ │ └── loadbalancer.go │ │ ├── model.go │ │ ├── model_test.go │ │ └── tls.go └── testing │ └── certs │ ├── .gitignore │ ├── clean.sh │ ├── gen.sh │ └── renew.sh ├── service-meshes ├── ambassador │ ├── Makefile │ ├── README.md │ ├── ambassador.ipynb │ ├── config │ │ ├── listener │ │ │ ├── host.yaml │ │ │ ├── kustomization.yaml │ │ │ └── listener.yaml │ │ ├── single-model │ │ │ ├── kustomization.yaml │ │ │ ├── mappings.yaml │ │ │ └── model.yaml │ │ └── traffic-split │ │ │ ├── kustomization.yaml │ │ │ ├── mappings.yaml │ │ │ └── models.yaml │ └── static │ │ ├── single-model.yaml │ │ └── traffic-split.yaml ├── istio │ ├── Makefile │ ├── README.md │ ├── config │ │ ├── gateway │ │ │ ├── gateway.yaml │ │ │ └── kustomization.yaml │ │ ├── single-model │ │ │ ├── kustomization.yaml │ │ │ ├── model.yaml │ │ │ └── virtualservice.yaml │ │ └── traffic-split │ │ │ ├── kustomization.yaml │ │ │ ├── models.yaml │ │ │ └── virtualservice.yaml │ ├── istio.ipynb │ └── static │ │ ├── single-model.yaml │ │ └── traffic-split.yaml └── traefik │ ├── Makefile │ ├── README.md │ ├── config │ ├── ingress │ │ ├── kustomization.yaml │ │ └── svc.yaml │ └── single-model │ │ ├── ingressroute.yaml │ │ ├── iris-header-middleware.yaml │ │ ├── kustomization.yaml │ │ └── model.yaml │ ├── static │ └── single-model.yaml │ └── traefik.ipynb ├── tests ├── integration │ ├── .errcheck_excludes.txt │ ├── .gitignore │ ├── .golangci.yml │ ├── Makefile │ ├── go.mod │ ├── go.sum │ ├── godog │ │ ├── architecture.md │ │ ├── features │ │ │ ├── autoscaling │ │ │ │ └── model_autoscaling.feature │ │ │ ├── model │ │ │ │ ├── deployment.feature │ │ │ │ ├── disruption.feature │ │ │ │ ├── inference.feature │ │ │ │ ├── load.feature │ │ │ │ ├── parametized.feature │ │ │ │ ├── partial_scheduling.feature │ │ │ │ └── storage_secrets.feature │ │ │ ├── pipeline │ │ │ │ ├── chain.feature │ │ │ │ ├── deployment.feature │ │ │ │ └── join.feature │ │ │ └── server │ │ │ │ └── autoscaling.feature │ │ ├── go.mod │ │ ├── go.sum │ │ ├── k8sclient │ │ │ ├── client.go │ │ │ └── watcher.go │ │ ├── main_test.go │ │ ├── scenario │ │ │ ├── assertions │ │ │ │ └── model.go │ │ │ └── scenario.go │ │ └── steps │ │ │ ├── model_steps.go │ │ │ ├── util.go │ │ │ └── world.go │ ├── licenses │ │ ├── dep.txt │ │ ├── license.txt │ │ ├── license_info.csv │ │ └── repo.txt │ └── pkg │ │ ├── resources │ │ ├── auto_api.go │ │ ├── infer_api.go │ │ ├── seldon_api.go │ │ ├── seldon_k8s_api.go │ │ ├── util.go │ │ └── util_test.go │ │ └── tests │ │ ├── model_test.go │ │ └── testdata │ │ ├── sklearn-iris-request.json │ │ ├── sklearn-iris-response.json │ │ ├── sklearn-iris.yaml │ │ ├── tensorflow-tfsimple-request.json │ │ ├── tensorflow-tfsimple-response.json │ │ ├── tensorflow-tfsimple.yaml │ │ ├── xgboost-income-request.json │ │ ├── xgboost-income-response.json │ │ └── xgboost-income.yaml └── k6 │ ├── Dockerfile.k6 │ ├── Makefile │ ├── README.md │ ├── components │ ├── k8s.js │ ├── model.js │ ├── scheduler.js │ ├── scheduler_proxy.js │ ├── seldon.js │ ├── seldon_runtime.js │ ├── settings.js │ ├── utils.js │ └── v2.js │ ├── configs │ ├── k8s │ │ ├── base │ │ │ ├── k6.yaml │ │ │ └── kustomization.yaml │ │ └── overlays │ │ │ ├── envoy │ │ │ ├── envs.yaml │ │ │ └── kustomization.yaml │ │ │ ├── kmodel │ │ │ ├── envs.yaml │ │ │ └── kustomization.yaml │ │ │ ├── kpipeline │ │ │ ├── envs.yaml │ │ │ └── kustomization.yaml │ │ │ ├── pipeline │ │ │ ├── 1_model_pipeline │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ └── scalability │ │ │ │ ├── 1_model_pipeline_all_svcs_scaled │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ │ ├── 5_model_double_pipeline │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ │ ├── parallel_pipeline │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ │ ├── scale_all_up_down_during_test │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ │ ├── scale_dataflow_engine_during_test │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ │ ├── scale_model_gw_during_test │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ │ └── scale_pipeline_gw_during_test │ │ │ │ ├── envs.yaml │ │ │ │ └── kustomization.yaml │ │ │ ├── rproxy │ │ │ ├── envs.yaml │ │ │ └── kustomization.yaml │ │ │ └── server │ │ │ ├── envs.yaml │ │ │ └── kustomization.yaml │ └── local.json │ ├── k6wrapper.sh │ ├── notebooks │ ├── agent │ │ ├── agent.ipynb │ │ └── agent_test_runner.sh │ └── constant_rate │ │ └── runner.sh │ └── scenarios │ ├── core2_qa_control_plane_ops.js │ ├── experiment.js │ ├── infer_constant_rate.js │ ├── infer_constant_vu.js │ ├── infer_multiple_rates.js │ ├── k8s-test-script.js │ ├── load_predict_unload.js │ ├── model_constant_rate.js │ ├── pipeline.js │ ├── pipeline │ ├── 1_model_pipeline.js │ └── scalability │ │ ├── 1_model_pipeline_all_svcs_scaled.js │ │ ├── 5_model_double_pipelines.js │ │ ├── parallel_pipeline.js │ │ ├── scale_all_up_down_during_test.js │ │ ├── scale_dataflow-engine_during_test.js │ │ ├── scale_modelgw_during_test.js │ │ └── scale_pipelinegw_during_test.js │ └── predict_agent_oc.js └── tracing └── k8s ├── Makefile ├── jaeger.yaml ├── 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