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nav:
- Home: index.md
- Getting started:
- KServe Quickstart: get_started/README.md
- First InferenceService: get_started/first_isvc.md
- Interact with InferenceService Swagger UI: get_started/swagger_ui.md
- Administration Guide:
- Install KServe:
- Predictive Inference:
- Serverless installation: admin/serverless/serverless.md
- Kubernetes deployment installation: admin/kubernetes_deployment.md
- ModelMesh installation: admin/modelmesh.md
- Kourier Networking Layer: admin/serverless/kourier_networking/README.md
- Generative Inference:
- Kubernetes deployment installation: admin/kubernetes_deployment.md
- AI Gateway Integration: admin/ai-gateway_integration.md
- Istio Service Mesh: admin/serverless/servicemesh/README.md
- Gateway API migration: admin/gatewayapi_migration.md
- User Guide:
- Concepts:
- Control Plane:
- Model Serving Control Plane: modelserving/control_plane.md
- Data Plane:
- Model Serving Data Plane: modelserving/data_plane/data_plane.md
- V1 Inference Protocol: modelserving/data_plane/v1_protocol.md
- Open Inference Protocol (V2 Inference Protocol): modelserving/data_plane/v2_protocol.md
- Open Inference Protocol Extensions:
- Binary Tensor Data Extension: modelserving/data_plane/binary_tensor_data_extension.md
- Serving Runtimes: modelserving/servingruntimes.md
- Generative Inference:
- Serving Runtime:
- Overview: modelserving/v1beta1/llm/huggingface/README.md
- Text Generation: modelserving/v1beta1/llm/huggingface/text_generation/README.md
- Text2Text Generation: modelserving/v1beta1/llm/huggingface/text2text_generation/README.md
- OpenAI SDK Integration: modelserving/v1beta1/llm/huggingface/sdk_integration/README.md
- Multi Node Inference: modelserving/v1beta1/llm/huggingface/multi-node/README.md
- Model Cache: modelserving/storage/modelcache/localmodel.md
- LLM Autoscaler: modelserving/autoscaling/keda/autoscaling_llm.md
- KV Cache Offloading: modelserving/v1beta1/llm/huggingface/kv_cache_offloading/README.md
- AI Gateway Integration: admin/ai-gateway_integration.md
- Predictive Inference:
- Model Serving Runtimes:
- Supported Model Frameworks/Formats:
- Overview: modelserving/v1beta1/serving_runtime.md
- Tensorflow: modelserving/v1beta1/tensorflow/README.md
- PyTorch: modelserving/v1beta1/torchserve/README.md
- Scikit-learn: modelserving/v1beta1/sklearn/v2/README.md
- XGBoost: modelserving/v1beta1/xgboost/README.md
- PMML: modelserving/v1beta1/pmml/README.md
- Spark MLlib: modelserving/v1beta1/spark/README.md
- LightGBM: modelserving/v1beta1/lightgbm/README.md
- Paddle: modelserving/v1beta1/paddle/README.md
- MLFlow: modelserving/v1beta1/mlflow/v2/README.md
- ONNX: modelserving/v1beta1/onnx/README.md
- Hugging Face:
- Overview: modelserving/v1beta1/huggingface/README.md
- Token Classification: modelserving/v1beta1/huggingface/token_classification/README.md
- Text Classification: modelserving/v1beta1/huggingface/text_classification/README.md
- Fill Mask: modelserving/v1beta1/huggingface/fill_mask/README.md
- Multi-Framework Serving Runtimes:
- Nvidia Triton:
- TorchScript: modelserving/v1beta1/triton/torchscript/README.md
- Tensorflow: modelserving/v1beta1/triton/bert/README.md
- Hugging Face: modelserving/v1beta1/triton/huggingface/README.md
- AMD: modelserving/v1beta1/amd/README.md
- How to write a custom predictor: modelserving/v1beta1/custom/custom_model/README.md
- Multi Model Serving:
- Overview:
- The Scalability Problem: modelserving/mms/multi-model-serving.md
- ModelMesh Overview: modelserving/mms/modelmesh/overview.md
- Transformers(pre/post processing):
- How to write a custom transformer: modelserving/v1beta1/transformer/torchserve_image_transformer/README.md
- Collocate transformer and predictor: modelserving/v1beta1/transformer/collocation/README.md
- Feast: modelserving/v1beta1/transformer/feast/README.md
- Rollout Strategies:
- Canary: modelserving/v1beta1/rollout/canary.md
- Canary Example: modelserving/v1beta1/rollout/canary-example.md
- Autoscaling:
- Knative Autoscaler(KPA): modelserving/autoscaling/autoscaling.md
- Kubernetes Autoscaler(HPA): modelserving/autoscaling/raw_deployment_autoscaling.md
- KEDA Autoscaler: modelserving/autoscaling/keda/autoscaling_keda.md
- Request Batching:
- Inference Batcher: modelserving/batcher/batcher.md
- Payload Logging:
- Inference Logger: modelserving/logger/logger.md
- Kafka:
- Inference with Kafka Event Source: modelserving/kafka/kafka.md
- Inference Observability:
- Prometheus Metrics: modelserving/observability/prometheus_metrics.md
- Grafana Dashboards: modelserving/observability/grafana_dashboards.md
- Model Explainability:
- Concept: modelserving/explainer/explainer.md
- TrustyAI Explainer: modelserving/explainer/trustyai/README.md
- Alibi Explainer:
- Image Explainer: modelserving/explainer/alibi/cifar10/README.md
- Income Explainer: modelserving/explainer/alibi/income/README.md
- Text Explainer: modelserving/explainer/alibi/moviesentiment/README.md
- AIX Explainer: modelserving/explainer/aix/mnist/aix.md
- Model Monitoring:
- Alibi Detector: modelserving/detect/alibi_detect/alibi_detect.md
- AIF Bias Detector: modelserving/detect/aif/germancredit/README.md
- ART Adversarial Detector: modelserving/detect/art/mnist/README.md
- Inference Graph:
- Concept: modelserving/inference_graph/README.md
- Overview: modelserving/inference_graph/overview.md
- Image classification inference graph: modelserving/inference_graph/image_pipeline/README.md
- Model Storage:
- Storage Containers: modelserving/storage/storagecontainers.md
- Configure CA Certificate: modelserving/certificate/kserve.md
- Azure: modelserving/storage/azure/azure.md
- PVC: modelserving/storage/pvc/pvc.md
- S3: modelserving/storage/s3/s3.md
- OCI: modelserving/storage/oci.md
- URI: modelserving/storage/uri/uri.md
- GCS: modelserving/storage/gcs/gcs.md
- Hugging Face: modelserving/storage/huggingface/hf.md
- Node Scheduling:
- Overview: modelserving/nodescheduling/overview.md
- InferenceService Node Scheduling: modelserving/nodescheduling/inferenceservicenodescheduling.md
- API Reference:
- Control Plane API: reference/api.md
- Open Inference Protocol API Spec: reference/swagger-ui.md
- Python Client SDK: sdk_docs/sdk_doc.md
- Python Runtime Server SDK: python_runtime_api/docs/index.md
- Inference Python Client: inference_client/doc.md
- Developer Guide:
- How to contribute: developer/developer.md
- Debugging guide: developer/debug.md
- Blog:
- Releases:
- KServe 0.15 Release: blog/articles/2025-05-27-KServe-0.15-release.md
- KServe 0.14 Release: blog/articles/2024-12-13-KServe-0.14-release.md
- KServe 0.13 Release: blog/articles/2024-05-15-KServe-0.13-release.md
- KServe 0.11 Release: blog/articles/2023-10-08-KServe-0.11-release.md
- KServe 0.10 Release: blog/articles/2023-02-05-KServe-0.10-release.md
- KServe 0.9 Release: blog/articles/2022-07-21-KServe-0.9-release.md
- KServe 0.8 Release: blog/articles/2022-02-18-KServe-0.8-release.md
- KServe 0.7 Release: blog/articles/2021-10-11-KServe-0.7-release.md
- Community:
- How to Get Involved: community/get_involved.md
- Adopters: community/adopters.md
- Demos and Presentations: community/presentations.md
site_name: KServe Documentation Website
site_url: https://kserve.io/website
site_description: KServe Documentation
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copyright: "Copyright © 2021 The KServe Authors"
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