OpenShift AI Platform Analysis

Architecture snapshot: 2026-05-20 (2026-05-20)

Generated by architecture-analyzer. All data produced by deterministic static analysis.

Platform Summary

Metric	Count
Components	56
CRDs	56
Services	81
Secrets	45
Cluster Roles	61
Cross-Component Dependencies	24
Webhooks	121

Component Dependency Graph

%%{init: {'theme': 'base', 'flowchart': {'nodeSpacing': 30, 'rankSpacing': 50}}}%%
graph LR
    classDef internal fill:#3498db,stroke:#2980b9,color:#fff
    classDef external fill:#95a5a6,stroke:#7f8c8d,color:#fff

    ai_gateway_payload_processing["ai-gateway-payload-processing\n2 CRDs"]:::internal
    data_science_pipelines_operator["data-science-pipelines-operator\n4 CRDs"]:::internal
    gateway_api_inference_extension["gateway-api-inference-extension\n4 CRDs"]:::internal
    kserve["kserve\n26 CRDs"]:::internal
    kubeflow["kubeflow"]:::internal
    llm_d_inference_scheduler["llm-d-inference-scheduler"]:::internal
    model_registry["model-registry"]:::internal
    modelmesh_serving["modelmesh-serving\n4 CRDs"]:::internal
    models_as_a_service["models-as-a-service"]:::internal
    odh_cli["odh-cli"]:::internal
    opendatahub_operator["opendatahub-operator"]:::external
    spark_operator["spark-operator\n3 CRDs"]:::internal
    workload_variant_autoscaler["workload-variant-autoscaler\n1 CRDs"]:::internal

    ai_gateway_payload_processing ==>|"watches 3 CRDs"| gateway_api_inference_extension
    kserve ==>|"watches 3 CRDs"| gateway_api_inference_extension
    kubeflow -.->|"go-module"| data_science_pipelines_operator
    llm_d_inference_scheduler ==>|"watches 3 CRDs"| gateway_api_inference_extension
    model_registry ==>|"watches InferenceService"| kserve
    modelmesh_serving ==>|"watches 4 CRDs"| kserve
    models_as_a_service -.->|"go-module"| kserve
    models_as_a_service ==>|"watches ExternalModel"| ai_gateway_payload_processing
    odh_cli -.->|"go-module"| opendatahub_operator
    workload_variant_autoscaler ==>|"watches InferencePool, InferenceObjective"| gateway_api_inference_extension
    kserve -->|"webhook-ref"| modelmesh_serving
    modelmesh_serving -->|"webhook-ref"| workload_variant_autoscaler
    spark_operator -->|"webhook-ref"| workload_variant_autoscaler

Components Analyzed

Component	CRDs
MLServer	0
NeMo-Guardrails	0
ai-gateway-payload-processing	2
ai4rag	0
argo-workflows	0
batch-gateway	0
caikit-nlp	0
caikit-tgis-serving	0
codeflare-sdk	0
data-science-pipelines	3
data-science-pipelines-operator	4
distributed-workloads	0
eval-hub	0
feast	0
fms-guardrails-orchestrator	0
fms-hf-tuning	0
gateway-api-inference-extension	4
guardrails-regex-detector	0
kserve	26
kube-auth-proxy	0
kube-rbac-proxy	0
kubeflow	0
kuberay	0
kueue	2
llama-stack	0
llama-stack-k8s-operator	2
llm-d	0
llm-d-inference-scheduler	0
llm-d-kv-cache	0
llm-d-routing-sidecar	0
lm-evaluation-harness	0
ml-metadata	0
mlflow-operator	2
model-metadata-collection	0
model-registry	0
modelmesh-runtime-adapter	0
modelmesh-serving	4
models-as-a-service	0
notebooks	0
notebooks-downstream	0
odh-cli	0
odh-deployer	0
openvino_model_server	0
pipelines-components	0
rest-proxy	0
rhds-llama-stack-distribution	0
spark-operator	3
text-generation-inference	0
trainer	3
trustyai-explainability	0
vllm-cpu	0
vllm-gaudi	0
vllm-orchestrator-gateway	0
vllm-rocm	0
vllm-spyre	0
workload-variant-autoscaler	1